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z-?ra7<4n?x&FYaE?cEGI)-)$tD$5+muBu}U?sPHFKe+hV5?aCTUXV`J=9AHC=o-*Q zXUuT@-0>M!)m+!o+T(oHaeB!5lJUF^EcXIqSUNsvI7$4;|X#{w!e5pUJ_ zak1J+C*mxrK*L>l)}}XDmB5!T;U_ev;jCB9B2`6t)Wa`7=7pam>YPepUHy>E1}-i| zx=cTq2|P}#Ey5pcy4D8*2oic4dykynV%zxoUkQ#ZS%}$Wd?mL`_nI;G*TmEF^KJp z_vh{DE5H7`9RZOzAku0+?DJ`Ocwh zS7jB5f%YHF1(sTSKSuTtezZh?ey859@nDV}*wx8We3^(^>c;D^k{15Qf0gLJdBw#% zK4AOfnWngIHTLC=dT)#w{3rZBSpE+*HU0+;Htp>`-fzW8*#W`aU5e&a;9&m+kS-Mo literal 0 HcmV?d00001 diff --git a/v0.22.1/LICENSE-APACHE b/v0.22.1/LICENSE-APACHE new file mode 100644 index 00000000000..fca31990733 --- /dev/null +++ b/v0.22.1/LICENSE-APACHE @@ -0,0 +1,189 @@ + Copyright (c) 2017-present PyO3 Project and Contributors. https://github.com/PyO3 + + Licensed under the Apache License, Version 2.0 (the "License"); + you may not use this file except in compliance with the License. + You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, software + 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In no event and under no legal theory, + whether in tort (including negligence), contract, or otherwise, + unless required by applicable law (such as deliberate and grossly + negligent acts) or agreed to in writing, shall any Contributor be + liable to You for damages, including any direct, indirect, special, + incidental, or consequential damages of any character arising as a + result of this License or out of the use or inability to use the + Work (including but not limited to damages for loss of goodwill, + work stoppage, computer failure or malfunction, or any and all + other commercial damages or losses), even if such Contributor + has been advised of the possibility of such damages. + + 9. Accepting Warranty or Additional Liability. While redistributing + the Work or Derivative Works thereof, You may choose to offer, + and charge a fee for, acceptance of support, warranty, indemnity, + or other liability obligations and/or rights consistent with this + License. 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IN NO EVENT +SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY +CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION +OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR +IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER +DEALINGS IN THE SOFTWARE. diff --git a/v0.22.1/advanced.html b/v0.22.1/advanced.html new file mode 100644 index 00000000000..d1bef91e054 --- /dev/null +++ b/v0.22.1/advanced.html @@ -0,0 +1,237 @@ + + + + + + Advanced topics - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

+ + + + + + + + + + + + + + + + + + + +
+ +
+ + + + + + + + +
+
+

Advanced topics

+

FFI

+

PyO3 exposes much of Python's C API through the ffi module.

+

The C API is naturally unsafe and requires you to manage reference counts, errors and specific invariants yourself. Please refer to the C API Reference Manual and The Rustonomicon before using any function from that API.

+ +
+ + +
+
+ + + +
+ + + + + + + + + + + + + + + + + + +
+ + diff --git a/v0.22.1/async-await.html b/v0.22.1/async-await.html new file mode 100644 index 00000000000..14846f600c9 --- /dev/null +++ b/v0.22.1/async-await.html @@ -0,0 +1,308 @@ + + + + + + Using async and await - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + + + + + + + + + + + + + +
+ +
+ + + + + + + + +
+
+

Using async and await

+

This feature is still in active development. See the related issue.

+

#[pyfunction] and #[pymethods] attributes also support async fn.

+
#![allow(dead_code)]
+#[cfg(feature = "experimental-async")] {
+use std::{thread, time::Duration};
+use futures::channel::oneshot;
+use pyo3::prelude::*;
+
+#[pyfunction]
+#[pyo3(signature=(seconds, result=None))]
+async fn sleep(seconds: f64, result: Option<PyObject>) -> Option<PyObject> {
+    let (tx, rx) = oneshot::channel();
+    thread::spawn(move || {
+        thread::sleep(Duration::from_secs_f64(seconds));
+        tx.send(()).unwrap();
+    });
+    rx.await.unwrap();
+    result
+}
+}
+

Python awaitables instantiated with this method can only be awaited in asyncio context. Other Python async runtime may be supported in the future.

+

Send + 'static constraint

+

Resulting future of an async fn decorated by #[pyfunction] must be Send + 'static to be embedded in a Python object.

+

As a consequence, async fn parameters and return types must also be Send + 'static, so it is not possible to have a signature like async fn does_not_compile<'py>(arg: Bound<'py, PyAny>) -> Bound<'py, PyAny>.

+

However, there is an exception for method receivers, so async methods can accept &self/&mut self. Note that this means that the class instance is borrowed for as long as the returned future is not completed, even across yield points and while waiting for I/O operations to complete. Hence, other methods cannot obtain exclusive borrows while the future is still being polled. This is the same as how async methods in Rust generally work but it is more problematic for Rust code interfacing with Python code due to pervasive shared mutability. This strongly suggests to prefer shared borrows &self over exclusive ones &mut self to avoid racy borrow check failures at runtime.

+

Implicit GIL holding

+

Even if it is not possible to pass a py: Python<'py> parameter to async fn, the GIL is still held during the execution of the future – it's also the case for regular fn without Python<'py>/Bound<'py, PyAny> parameter, yet the GIL is held.

+

It is still possible to get a Python marker using Python::with_gil; because with_gil is reentrant and optimized, the cost will be negligible.

+

Release the GIL across .await

+

There is currently no simple way to release the GIL when awaiting a future, but solutions are currently in development.

+

Here is the advised workaround for now:

+
use std::{
+    future::Future,
+    pin::{Pin, pin},
+    task::{Context, Poll},
+};
+use pyo3::prelude::*;
+
+struct AllowThreads<F>(F);
+
+impl<F> Future for AllowThreads<F>
+where
+    F: Future + Unpin + Send,
+    F::Output: Send,
+{
+    type Output = F::Output;
+
+    fn poll(mut self: Pin<&mut Self>, cx: &mut Context<'_>) -> Poll<Self::Output> {
+        let waker = cx.waker();
+        Python::with_gil(|gil| {
+            gil.allow_threads(|| pin!(&mut self.0).poll(&mut Context::from_waker(waker)))
+        })
+    }
+}
+

Cancellation

+

Cancellation on the Python side can be caught using CancelHandle type, by annotating a function parameter with #[pyo3(cancel_handle)].

+
#![allow(dead_code)]
+#[cfg(feature = "experimental-async")] {
+use futures::FutureExt;
+use pyo3::prelude::*;
+use pyo3::coroutine::CancelHandle;
+
+#[pyfunction]
+async fn cancellable(#[pyo3(cancel_handle)] mut cancel: CancelHandle) {
+    futures::select! {
+        /* _ = ... => println!("done"), */
+        _ = cancel.cancelled().fuse() => println!("cancelled"),
+    }
+}
+}
+

The Coroutine type

+

To make a Rust future awaitable in Python, PyO3 defines a Coroutine type, which implements the Python coroutine protocol.

+

Each coroutine.send call is translated to a Future::poll call. If a CancelHandle parameter is declared, the exception passed to coroutine.throw call is stored in it and can be retrieved with CancelHandle::cancelled; otherwise, it cancels the Rust future, and the exception is reraised;

+

The type does not yet have a public constructor until the design is finalized.

+ +
+ + +
+
+ + + +
+ + + + + + + + + + + + + + + + + + +
+ + diff --git a/v0.22.1/ayu-highlight.css b/v0.22.1/ayu-highlight.css new file mode 100644 index 00000000000..32c9432224b --- /dev/null +++ b/v0.22.1/ayu-highlight.css @@ -0,0 +1,78 @@ +/* +Based off of the Ayu theme +Original by Dempfi (https://github.com/dempfi/ayu) +*/ + +.hljs { + display: block; + overflow-x: auto; + background: #191f26; + color: #e6e1cf; +} + +.hljs-comment, +.hljs-quote { + color: #5c6773; + font-style: italic; +} + +.hljs-variable, +.hljs-template-variable, +.hljs-attribute, +.hljs-attr, +.hljs-regexp, +.hljs-link, +.hljs-selector-id, +.hljs-selector-class { + color: #ff7733; +} + +.hljs-number, +.hljs-meta, +.hljs-builtin-name, +.hljs-literal, +.hljs-type, +.hljs-params { + color: #ffee99; +} + +.hljs-string, +.hljs-bullet { + color: #b8cc52; +} + +.hljs-title, +.hljs-built_in, +.hljs-section { + color: #ffb454; +} + +.hljs-keyword, +.hljs-selector-tag, +.hljs-symbol { + color: #ff7733; +} + +.hljs-name { + color: #36a3d9; +} + +.hljs-tag { + color: #00568d; +} + +.hljs-emphasis { + font-style: italic; +} + +.hljs-strong { + font-weight: bold; +} + +.hljs-addition { + color: #91b362; +} + +.hljs-deletion { + color: #d96c75; +} diff --git a/v0.22.1/book.js b/v0.22.1/book.js new file mode 100644 index 00000000000..aa12e7eccfd --- /dev/null +++ b/v0.22.1/book.js @@ -0,0 +1,697 @@ +"use strict"; + +// Fix back button cache problem +window.onunload = function () { }; + +// Global variable, shared between modules +function playground_text(playground, hidden = true) { + let code_block = playground.querySelector("code"); + + if (window.ace && code_block.classList.contains("editable")) { + let editor = window.ace.edit(code_block); + return editor.getValue(); + } else if (hidden) { + return code_block.textContent; + } else { + return code_block.innerText; + } +} + +(function codeSnippets() { + function fetch_with_timeout(url, options, timeout = 6000) { + return Promise.race([ + fetch(url, options), + new Promise((_, reject) => setTimeout(() => reject(new Error('timeout')), timeout)) + ]); + } + + var playgrounds = Array.from(document.querySelectorAll(".playground")); + if (playgrounds.length > 0) { + fetch_with_timeout("https://play.rust-lang.org/meta/crates", { + headers: { + 'Content-Type': "application/json", + }, + method: 'POST', + mode: 'cors', + }) + .then(response => response.json()) + .then(response => { + // get list of crates available in the rust playground + let playground_crates = response.crates.map(item => item["id"]); + playgrounds.forEach(block => handle_crate_list_update(block, playground_crates)); + }); + } + + function handle_crate_list_update(playground_block, playground_crates) { + // update the play buttons after receiving the response + update_play_button(playground_block, playground_crates); + + // and install on change listener to dynamically update ACE editors + if (window.ace) { + let code_block = playground_block.querySelector("code"); + if (code_block.classList.contains("editable")) { + let editor = window.ace.edit(code_block); + editor.addEventListener("change", function (e) { + update_play_button(playground_block, playground_crates); + }); + // add Ctrl-Enter command to execute rust code + editor.commands.addCommand({ + name: "run", + bindKey: { + win: "Ctrl-Enter", + mac: "Ctrl-Enter" + }, + exec: _editor => run_rust_code(playground_block) + }); + } + } + } + + // updates the visibility of play button based on `no_run` class and + // used crates vs ones available on https://play.rust-lang.org + function update_play_button(pre_block, playground_crates) { + var play_button = pre_block.querySelector(".play-button"); + + // skip if code is `no_run` + if (pre_block.querySelector('code').classList.contains("no_run")) { + play_button.classList.add("hidden"); + return; + } + + // get list of `extern crate`'s from snippet + var txt = playground_text(pre_block); + var re = /extern\s+crate\s+([a-zA-Z_0-9]+)\s*;/g; + var snippet_crates = []; + var item; + while (item = re.exec(txt)) { + snippet_crates.push(item[1]); + } + + // check if all used crates are available on play.rust-lang.org + var all_available = snippet_crates.every(function (elem) { + return playground_crates.indexOf(elem) > -1; + }); + + if (all_available) { + play_button.classList.remove("hidden"); + } else { + play_button.classList.add("hidden"); + } + } + + function run_rust_code(code_block) { + var result_block = code_block.querySelector(".result"); + if (!result_block) { + result_block = document.createElement('code'); + result_block.className = 'result hljs language-bash'; + + code_block.append(result_block); + } + + let text = playground_text(code_block); + let classes = code_block.querySelector('code').classList; + let edition = "2015"; + if(classes.contains("edition2018")) { + edition = "2018"; + } else if(classes.contains("edition2021")) { + edition = "2021"; + } + var params = { + version: "stable", + optimize: "0", + code: text, + edition: edition + }; + + if (text.indexOf("#![feature") !== -1) { + params.version = "nightly"; + } + + result_block.innerText = "Running..."; + + fetch_with_timeout("https://play.rust-lang.org/evaluate.json", { + headers: { + 'Content-Type': "application/json", + }, + method: 'POST', + mode: 'cors', + body: JSON.stringify(params) + }) + .then(response => response.json()) + .then(response => { + if (response.result.trim() === '') { + result_block.innerText = "No output"; + result_block.classList.add("result-no-output"); + } else { + result_block.innerText = response.result; + result_block.classList.remove("result-no-output"); + } + }) + .catch(error => result_block.innerText = "Playground Communication: " + error.message); + } + + // Syntax highlighting Configuration + hljs.configure({ + tabReplace: ' ', // 4 spaces + languages: [], // Languages used for auto-detection + }); + + let code_nodes = Array + .from(document.querySelectorAll('code')) + // Don't highlight `inline code` blocks in headers. + .filter(function (node) {return !node.parentElement.classList.contains("header"); }); + + if (window.ace) { + // language-rust class needs to be removed for editable + // blocks or highlightjs will capture events + code_nodes + .filter(function (node) {return node.classList.contains("editable"); }) + .forEach(function (block) { block.classList.remove('language-rust'); }); + + code_nodes + .filter(function (node) {return !node.classList.contains("editable"); }) + .forEach(function (block) { hljs.highlightBlock(block); }); + } else { + code_nodes.forEach(function (block) { hljs.highlightBlock(block); }); + } + + // Adding the hljs class gives code blocks the color css + // even if highlighting doesn't apply + code_nodes.forEach(function (block) { block.classList.add('hljs'); }); + + Array.from(document.querySelectorAll("code.hljs")).forEach(function (block) { + + var lines = Array.from(block.querySelectorAll('.boring')); + // If no lines were hidden, return + if (!lines.length) { return; } + block.classList.add("hide-boring"); + + var buttons = document.createElement('div'); + buttons.className = 'buttons'; + buttons.innerHTML = ""; + + // add expand button + var pre_block = block.parentNode; + pre_block.insertBefore(buttons, pre_block.firstChild); + + pre_block.querySelector('.buttons').addEventListener('click', function (e) { + if (e.target.classList.contains('fa-eye')) { + e.target.classList.remove('fa-eye'); + e.target.classList.add('fa-eye-slash'); + e.target.title = 'Hide lines'; + e.target.setAttribute('aria-label', e.target.title); + + block.classList.remove('hide-boring'); + } else if (e.target.classList.contains('fa-eye-slash')) { + e.target.classList.remove('fa-eye-slash'); + e.target.classList.add('fa-eye'); + e.target.title = 'Show hidden lines'; + e.target.setAttribute('aria-label', e.target.title); + + block.classList.add('hide-boring'); + } + }); + }); + + if (window.playground_copyable) { + Array.from(document.querySelectorAll('pre code')).forEach(function (block) { + var pre_block = block.parentNode; + if (!pre_block.classList.contains('playground')) { + var buttons = pre_block.querySelector(".buttons"); + if (!buttons) { + buttons = document.createElement('div'); + buttons.className = 'buttons'; + pre_block.insertBefore(buttons, pre_block.firstChild); + } + + var clipButton = document.createElement('button'); + clipButton.className = 'fa fa-copy clip-button'; + clipButton.title = 'Copy to clipboard'; + clipButton.setAttribute('aria-label', clipButton.title); + clipButton.innerHTML = ''; + + buttons.insertBefore(clipButton, buttons.firstChild); + } + }); + } + + // Process playground code blocks + Array.from(document.querySelectorAll(".playground")).forEach(function (pre_block) { + // Add play button + var buttons = pre_block.querySelector(".buttons"); + if (!buttons) { + buttons = document.createElement('div'); + buttons.className = 'buttons'; + pre_block.insertBefore(buttons, pre_block.firstChild); + } + + var runCodeButton = document.createElement('button'); + runCodeButton.className = 'fa fa-play play-button'; + runCodeButton.hidden = true; + runCodeButton.title = 'Run this code'; + runCodeButton.setAttribute('aria-label', runCodeButton.title); + + buttons.insertBefore(runCodeButton, buttons.firstChild); + runCodeButton.addEventListener('click', function (e) { + run_rust_code(pre_block); + }); + + if (window.playground_copyable) { + var copyCodeClipboardButton = document.createElement('button'); + copyCodeClipboardButton.className = 'fa fa-copy clip-button'; + copyCodeClipboardButton.innerHTML = ''; + copyCodeClipboardButton.title = 'Copy to clipboard'; + copyCodeClipboardButton.setAttribute('aria-label', copyCodeClipboardButton.title); + + buttons.insertBefore(copyCodeClipboardButton, buttons.firstChild); + } + + let code_block = pre_block.querySelector("code"); + if (window.ace && code_block.classList.contains("editable")) { + var undoChangesButton = document.createElement('button'); + undoChangesButton.className = 'fa fa-history reset-button'; + undoChangesButton.title = 'Undo changes'; + undoChangesButton.setAttribute('aria-label', undoChangesButton.title); + + buttons.insertBefore(undoChangesButton, buttons.firstChild); + + undoChangesButton.addEventListener('click', function () { + let editor = window.ace.edit(code_block); + editor.setValue(editor.originalCode); + editor.clearSelection(); + }); + } + }); +})(); + +(function themes() { + var html = document.querySelector('html'); + var themeToggleButton = document.getElementById('theme-toggle'); + var themePopup = document.getElementById('theme-list'); + var themeColorMetaTag = document.querySelector('meta[name="theme-color"]'); + var stylesheets = { + ayuHighlight: document.querySelector("[href$='ayu-highlight.css']"), + tomorrowNight: document.querySelector("[href$='tomorrow-night.css']"), + highlight: document.querySelector("[href$='highlight.css']"), + }; + + function showThemes() { + themePopup.style.display = 'block'; + themeToggleButton.setAttribute('aria-expanded', true); + themePopup.querySelector("button#" + get_theme()).focus(); + } + + function updateThemeSelected() { + themePopup.querySelectorAll('.theme-selected').forEach(function (el) { + el.classList.remove('theme-selected'); + }); + themePopup.querySelector("button#" + get_theme()).classList.add('theme-selected'); + } + + function hideThemes() { + themePopup.style.display = 'none'; + themeToggleButton.setAttribute('aria-expanded', false); + themeToggleButton.focus(); + } + + function get_theme() { + var theme; + try { theme = localStorage.getItem('mdbook-theme'); } catch (e) { } + if (theme === null || theme === undefined) { + return default_theme; + } else { + return theme; + } + } + + function set_theme(theme, store = true) { + let ace_theme; + + if (theme == 'coal' || theme == 'navy') { + stylesheets.ayuHighlight.disabled = true; + stylesheets.tomorrowNight.disabled = false; + stylesheets.highlight.disabled = true; + + ace_theme = "ace/theme/tomorrow_night"; + } else if (theme == 'ayu') { + stylesheets.ayuHighlight.disabled = false; + stylesheets.tomorrowNight.disabled = true; + stylesheets.highlight.disabled = true; + ace_theme = "ace/theme/tomorrow_night"; + } else { + stylesheets.ayuHighlight.disabled = true; + stylesheets.tomorrowNight.disabled = true; + stylesheets.highlight.disabled = false; + ace_theme = "ace/theme/dawn"; + } + + setTimeout(function () { + themeColorMetaTag.content = getComputedStyle(document.documentElement).backgroundColor; + }, 1); + + if (window.ace && window.editors) { + window.editors.forEach(function (editor) { + editor.setTheme(ace_theme); + }); + } + + var previousTheme = get_theme(); + + if (store) { + try { localStorage.setItem('mdbook-theme', theme); } catch (e) { } + } + + html.classList.remove(previousTheme); + html.classList.add(theme); + updateThemeSelected(); + } + + // Set theme + var theme = get_theme(); + + set_theme(theme, false); + + themeToggleButton.addEventListener('click', function () { + if (themePopup.style.display === 'block') { + hideThemes(); + } else { + showThemes(); + } + }); + + themePopup.addEventListener('click', function (e) { + var theme; + if (e.target.className === "theme") { + theme = e.target.id; + } else if (e.target.parentElement.className === "theme") { + theme = e.target.parentElement.id; + } else { + return; + } + set_theme(theme); + }); + + themePopup.addEventListener('focusout', function(e) { + // e.relatedTarget is null in Safari and Firefox on macOS (see workaround below) + if (!!e.relatedTarget && !themeToggleButton.contains(e.relatedTarget) && !themePopup.contains(e.relatedTarget)) { + hideThemes(); + } + }); + + // Should not be needed, but it works around an issue on macOS & iOS: https://github.com/rust-lang/mdBook/issues/628 + document.addEventListener('click', function(e) { + if (themePopup.style.display === 'block' && !themeToggleButton.contains(e.target) && !themePopup.contains(e.target)) { + hideThemes(); + } + }); + + document.addEventListener('keydown', function (e) { + if (e.altKey || e.ctrlKey || e.metaKey || e.shiftKey) { return; } + if (!themePopup.contains(e.target)) { return; } + + switch (e.key) { + case 'Escape': + e.preventDefault(); + hideThemes(); + break; + case 'ArrowUp': + e.preventDefault(); + var li = document.activeElement.parentElement; + if (li && li.previousElementSibling) { + li.previousElementSibling.querySelector('button').focus(); + } + break; + case 'ArrowDown': + e.preventDefault(); + var li = document.activeElement.parentElement; + if (li && li.nextElementSibling) { + li.nextElementSibling.querySelector('button').focus(); + } + break; + case 'Home': + e.preventDefault(); + themePopup.querySelector('li:first-child button').focus(); + break; + case 'End': + e.preventDefault(); + themePopup.querySelector('li:last-child button').focus(); + break; + } + }); +})(); + +(function sidebar() { + var body = document.querySelector("body"); + var sidebar = document.getElementById("sidebar"); + var sidebarLinks = document.querySelectorAll('#sidebar a'); + var sidebarToggleButton = document.getElementById("sidebar-toggle"); + var sidebarResizeHandle = document.getElementById("sidebar-resize-handle"); + var firstContact = null; + + function showSidebar() { + body.classList.remove('sidebar-hidden') + body.classList.add('sidebar-visible'); + Array.from(sidebarLinks).forEach(function (link) { + link.setAttribute('tabIndex', 0); + }); + sidebarToggleButton.setAttribute('aria-expanded', true); + sidebar.setAttribute('aria-hidden', false); + try { localStorage.setItem('mdbook-sidebar', 'visible'); } catch (e) { } + } + + + var sidebarAnchorToggles = document.querySelectorAll('#sidebar a.toggle'); + + function toggleSection(ev) { + ev.currentTarget.parentElement.classList.toggle('expanded'); + } + + Array.from(sidebarAnchorToggles).forEach(function (el) { + el.addEventListener('click', toggleSection); + }); + + function hideSidebar() { + body.classList.remove('sidebar-visible') + body.classList.add('sidebar-hidden'); + Array.from(sidebarLinks).forEach(function (link) { + link.setAttribute('tabIndex', -1); + }); + sidebarToggleButton.setAttribute('aria-expanded', false); + sidebar.setAttribute('aria-hidden', true); + try { localStorage.setItem('mdbook-sidebar', 'hidden'); } catch (e) { } + } + + // Toggle sidebar + sidebarToggleButton.addEventListener('click', function sidebarToggle() { + if (body.classList.contains("sidebar-hidden")) { + var current_width = parseInt( + document.documentElement.style.getPropertyValue('--sidebar-width'), 10); + if (current_width < 150) { + document.documentElement.style.setProperty('--sidebar-width', '150px'); + } + showSidebar(); + } else if (body.classList.contains("sidebar-visible")) { + hideSidebar(); + } else { + if (getComputedStyle(sidebar)['transform'] === 'none') { + hideSidebar(); + } else { + showSidebar(); + } + } + }); + + sidebarResizeHandle.addEventListener('mousedown', initResize, false); + + function initResize(e) { + window.addEventListener('mousemove', resize, false); + window.addEventListener('mouseup', stopResize, false); + body.classList.add('sidebar-resizing'); + } + function resize(e) { + var pos = (e.clientX - sidebar.offsetLeft); + if (pos < 20) { + hideSidebar(); + } else { + if (body.classList.contains("sidebar-hidden")) { + showSidebar(); + } + pos = Math.min(pos, window.innerWidth - 100); + document.documentElement.style.setProperty('--sidebar-width', pos + 'px'); + } + } + //on mouseup remove windows functions mousemove & mouseup + function stopResize(e) { + body.classList.remove('sidebar-resizing'); + window.removeEventListener('mousemove', resize, false); + window.removeEventListener('mouseup', stopResize, false); + } + + document.addEventListener('touchstart', function (e) { + firstContact = { + x: e.touches[0].clientX, + time: Date.now() + }; + }, { passive: true }); + + document.addEventListener('touchmove', function (e) { + if (!firstContact) + return; + + var curX = e.touches[0].clientX; + var xDiff = curX - firstContact.x, + tDiff = Date.now() - firstContact.time; + + if (tDiff < 250 && Math.abs(xDiff) >= 150) { + if (xDiff >= 0 && firstContact.x < Math.min(document.body.clientWidth * 0.25, 300)) + showSidebar(); + else if (xDiff < 0 && curX < 300) + hideSidebar(); + + firstContact = null; + } + }, { passive: true }); +})(); + +(function chapterNavigation() { + document.addEventListener('keydown', function (e) { + if (e.altKey || e.ctrlKey || e.metaKey || e.shiftKey) { return; } + if (window.search && window.search.hasFocus()) { return; } + var html = document.querySelector('html'); + + function next() { + var nextButton = document.querySelector('.nav-chapters.next'); + if (nextButton) { + window.location.href = nextButton.href; + } + } + function prev() { + var previousButton = document.querySelector('.nav-chapters.previous'); + if (previousButton) { + window.location.href = previousButton.href; + } + } + switch (e.key) { + case 'ArrowRight': + e.preventDefault(); + if (html.dir == 'rtl') { + prev(); + } else { + next(); + } + break; + case 'ArrowLeft': + e.preventDefault(); + if (html.dir == 'rtl') { + next(); + } else { + prev(); + } + break; + } + }); +})(); + +(function clipboard() { + var clipButtons = document.querySelectorAll('.clip-button'); + + function hideTooltip(elem) { + elem.firstChild.innerText = ""; + elem.className = 'fa fa-copy clip-button'; + } + + function showTooltip(elem, msg) { + elem.firstChild.innerText = msg; + elem.className = 'fa fa-copy tooltipped'; + } + + var clipboardSnippets = new ClipboardJS('.clip-button', { + text: function (trigger) { + hideTooltip(trigger); + let playground = trigger.closest("pre"); + return playground_text(playground, false); + } + }); + + Array.from(clipButtons).forEach(function (clipButton) { + clipButton.addEventListener('mouseout', function (e) { + hideTooltip(e.currentTarget); + }); + }); + + clipboardSnippets.on('success', function (e) { + e.clearSelection(); + showTooltip(e.trigger, "Copied!"); + }); + + clipboardSnippets.on('error', function (e) { + showTooltip(e.trigger, "Clipboard error!"); + }); +})(); + +(function scrollToTop () { + var menuTitle = document.querySelector('.menu-title'); + + menuTitle.addEventListener('click', function () { + document.scrollingElement.scrollTo({ top: 0, behavior: 'smooth' }); + }); +})(); + +(function controllMenu() { + var menu = document.getElementById('menu-bar'); + + (function controllPosition() { + var scrollTop = document.scrollingElement.scrollTop; + var prevScrollTop = scrollTop; + var minMenuY = -menu.clientHeight - 50; + // When the script loads, the page can be at any scroll (e.g. if you reforesh it). + menu.style.top = scrollTop + 'px'; + // Same as parseInt(menu.style.top.slice(0, -2), but faster + var topCache = menu.style.top.slice(0, -2); + menu.classList.remove('sticky'); + var stickyCache = false; // Same as menu.classList.contains('sticky'), but faster + document.addEventListener('scroll', function () { + scrollTop = Math.max(document.scrollingElement.scrollTop, 0); + // `null` means that it doesn't need to be updated + var nextSticky = null; + var nextTop = null; + var scrollDown = scrollTop > prevScrollTop; + var menuPosAbsoluteY = topCache - scrollTop; + if (scrollDown) { + nextSticky = false; + if (menuPosAbsoluteY > 0) { + nextTop = prevScrollTop; + } + } else { + if (menuPosAbsoluteY > 0) { + nextSticky = true; + } else if (menuPosAbsoluteY < minMenuY) { + nextTop = prevScrollTop + minMenuY; + } + } + if (nextSticky === true && stickyCache === false) { + menu.classList.add('sticky'); + stickyCache = true; + } else if (nextSticky === false && stickyCache === true) { + menu.classList.remove('sticky'); + stickyCache = false; + } + if (nextTop !== null) { + menu.style.top = nextTop + 'px'; + topCache = nextTop; + } + prevScrollTop = scrollTop; + }, { passive: true }); + })(); + (function controllBorder() { + function updateBorder() { + if (menu.offsetTop === 0) { + menu.classList.remove('bordered'); + } else { + menu.classList.add('bordered'); + } + } + updateBorder(); + document.addEventListener('scroll', updateBorder, { passive: true }); + })(); +})(); diff --git a/v0.22.1/building-and-distribution.html b/v0.22.1/building-and-distribution.html new file mode 100644 index 00000000000..b3a09080dac --- /dev/null +++ b/v0.22.1/building-and-distribution.html @@ -0,0 +1,489 @@ + + + + + + Building and distribution - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + + + + + + + + + + + + + +
+ +
+ + + + + + + + +
+
+

Building and distribution

+

This chapter of the guide goes into detail on how to build and distribute projects using PyO3. The way to achieve this is very different depending on whether the project is a Python module implemented in Rust, or a Rust binary embedding Python. For both types of project there are also common problems such as the Python version to build for and the linker arguments to use.

+

The material in this chapter is intended for users who have already read the PyO3 README. It covers in turn the choices that can be made for Python modules and for Rust binaries. There is also a section at the end about cross-compiling projects using PyO3.

+

There is an additional sub-chapter dedicated to supporting multiple Python versions.

+

Configuring the Python version

+

PyO3 uses a build script (backed by the pyo3-build-config crate) to determine the Python version and set the correct linker arguments. By default it will attempt to use the following in order:

+
    +
  • Any active Python virtualenv.
  • +
  • The python executable (if it's a Python 3 interpreter).
  • +
  • The python3 executable.
  • +
+

You can override the Python interpreter by setting the PYO3_PYTHON environment variable, e.g. PYO3_PYTHON=python3.7, PYO3_PYTHON=/usr/bin/python3.9, or even a PyPy interpreter PYO3_PYTHON=pypy3.

+

Once the Python interpreter is located, pyo3-build-config executes it to query the information in the sysconfig module which is needed to configure the rest of the compilation.

+

To validate the configuration which PyO3 will use, you can run a compilation with the environment variable PYO3_PRINT_CONFIG=1 set. An example output of doing this is shown below:

+
$ PYO3_PRINT_CONFIG=1 cargo build
+   Compiling pyo3 v0.14.1 (/home/david/dev/pyo3)
+error: failed to run custom build command for `pyo3 v0.14.1 (/home/david/dev/pyo3)`
+
+Caused by:
+  process didn't exit successfully: `/home/david/dev/pyo3/target/debug/build/pyo3-7a8cf4fe22e959b7/build-script-build` (exit status: 101)
+  --- stdout
+  cargo:rerun-if-env-changed=PYO3_CROSS
+  cargo:rerun-if-env-changed=PYO3_CROSS_LIB_DIR
+  cargo:rerun-if-env-changed=PYO3_CROSS_PYTHON_VERSION
+  cargo:rerun-if-env-changed=PYO3_PRINT_CONFIG
+
+  -- PYO3_PRINT_CONFIG=1 is set, printing configuration and halting compile --
+  implementation=CPython
+  version=3.8
+  shared=true
+  abi3=false
+  lib_name=python3.8
+  lib_dir=/usr/lib
+  executable=/usr/bin/python
+  pointer_width=64
+  build_flags=
+  suppress_build_script_link_lines=false
+
+

The PYO3_ENVIRONMENT_SIGNATURE environment variable can be used to trigger rebuilds when its value changes, it has no other effect.

+

Advanced: config files

+

If you save the above output config from PYO3_PRINT_CONFIG to a file, it is possible to manually override the contents and feed it back into PyO3 using the PYO3_CONFIG_FILE env var.

+

If your build environment is unusual enough that PyO3's regular configuration detection doesn't work, using a config file like this will give you the flexibility to make PyO3 work for you. To see the full set of options supported, see the documentation for the InterpreterConfig struct.

+

Building Python extension modules

+

Python extension modules need to be compiled differently depending on the OS (and architecture) that they are being compiled for. As well as multiple OSes (and architectures), there are also many different Python versions which are actively supported. Packages uploaded to PyPI usually want to upload prebuilt "wheels" covering many OS/arch/version combinations so that users on all these different platforms don't have to compile the package themselves. Package vendors can opt-in to the "abi3" limited Python API which allows their wheels to be used on multiple Python versions, reducing the number of wheels they need to compile, but restricts the functionality they can use.

+

There are many ways to go about this: it is possible to use cargo to build the extension module (along with some manual work, which varies with OS). The PyO3 ecosystem has two packaging tools, maturin and setuptools-rust, which abstract over the OS difference and also support building wheels for PyPI upload.

+

PyO3 has some Cargo features to configure projects for building Python extension modules:

+
    +
  • The extension-module feature, which must be enabled when building Python extension modules.
  • +
  • The abi3 feature and its version-specific abi3-pyXY companions, which are used to opt-in to the limited Python API in order to support multiple Python versions in a single wheel.
  • +
+

This section describes each of these packaging tools before describing how to build manually without them. It then proceeds with an explanation of the extension-module feature. Finally, there is a section describing PyO3's abi3 features.

+

Packaging tools

+

The PyO3 ecosystem has two main choices to abstract the process of developing Python extension modules:

+
    +
  • maturin is a command-line tool to build, package and upload Python modules. It makes opinionated choices about project layout meaning it needs very little configuration. This makes it a great choice for users who are building a Python extension from scratch and don't need flexibility.
  • +
  • setuptools-rust is an add-on for setuptools which adds extra keyword arguments to the setup.py configuration file. It requires more configuration than maturin, however this gives additional flexibility for users adding Rust to an existing Python package that can't satisfy maturin's constraints.
  • +
+

Consult each project's documentation for full details on how to get started using them and how to upload wheels to PyPI. It should be noted that while maturin is able to build manylinux-compliant wheels out-of-the-box, setuptools-rust requires a bit more effort, relying on Docker for this purpose.

+

There are also maturin-starter and setuptools-rust-starter examples in the PyO3 repository.

+

Manual builds

+

To build a PyO3-based Python extension manually, start by running cargo build as normal in a library project which uses PyO3's extension-module feature and has the cdylib crate type.

+

Once built, symlink (or copy) and rename the shared library from Cargo's target/ directory to your desired output directory:

+
    +
  • on macOS, rename libyour_module.dylib to your_module.so.
  • +
  • on Windows, rename libyour_module.dll to your_module.pyd.
  • +
  • on Linux, rename libyour_module.so to your_module.so.
  • +
+

You can then open a Python shell in the output directory and you'll be able to run import your_module.

+

If you're packaging your library for redistribution, you should indicated the Python interpreter your library is compiled for by including the platform tag in its name. This prevents incompatible interpreters from trying to import your library. If you're compiling for PyPy you must include the platform tag, or PyPy will ignore the module.

+

Bazel builds

+

To use PyO3 with bazel one needs to manually configure PyO3, PyO3-ffi and PyO3-macros. In particular, one needs to make sure that it is compiled with the right python flags for the version you intend to use. +For example see:

+
    +
  1. https://github.com/OliverFM/pytorch_with_gazelle -- for a minimal example of a repo that can use PyO3, PyTorch and Gazelle to generate python Build files.
  2. +
  3. https://github.com/TheButlah/rules_pyo3 -- which has more extensive support, but is outdated.
  4. +
+

Platform tags

+

Rather than using just the .so or .pyd extension suggested above (depending on OS), you can prefix the shared library extension with a platform tag to indicate the interpreter it is compatible with. You can query your interpreter's platform tag from the sysconfig module. Some example outputs of this are seen below:

+
# CPython 3.10 on macOS
+.cpython-310-darwin.so
+
+# PyPy 7.3 (Python 3.8) on Linux
+$ python -c 'import sysconfig; print(sysconfig.get_config_var("EXT_SUFFIX"))'
+.pypy38-pp73-x86_64-linux-gnu.so
+
+

So, for example, a valid module library name on CPython 3.10 for macOS is your_module.cpython-310-darwin.so, and its equivalent when compiled for PyPy 7.3 on Linux would be your_module.pypy38-pp73-x86_64-linux-gnu.so.

+

See PEP 3149 for more background on platform tags.

+

macOS

+

On macOS, because the extension-module feature disables linking to libpython (see the next section), some additional linker arguments need to be set. maturin and setuptools-rust both pass these arguments for PyO3 automatically, but projects using manual builds will need to set these directly in order to support macOS.

+

The easiest way to set the correct linker arguments is to add a build.rs with the following content:

+
fn main() {
+    pyo3_build_config::add_extension_module_link_args();
+}
+

Remember to also add pyo3-build-config to the build-dependencies section in Cargo.toml.

+

An alternative to using pyo3-build-config is add the following to a cargo configuration file (e.g. .cargo/config.toml):

+
[target.x86_64-apple-darwin]
+rustflags = [
+  "-C", "link-arg=-undefined",
+  "-C", "link-arg=dynamic_lookup",
+]
+
+[target.aarch64-apple-darwin]
+rustflags = [
+  "-C", "link-arg=-undefined",
+  "-C", "link-arg=dynamic_lookup",
+]
+
+

Using the MacOS system python3 (/usr/bin/python3, as opposed to python installed via homebrew, pyenv, nix, etc.) may result in runtime errors such as Library not loaded: @rpath/Python3.framework/Versions/3.8/Python3. These can be resolved with another addition to .cargo/config.toml:

+
[build]
+rustflags = [
+  "-C", "link-args=-Wl,-rpath,/Library/Developer/CommandLineTools/Library/Frameworks",
+]
+
+

Alternatively, one can include in build.rs:

+
fn main() {
+    println!(
+        "cargo:rustc-link-arg=-Wl,-rpath,/Library/Developer/CommandLineTools/Library/Frameworks"
+    );
+}
+

For more discussion on and workarounds for MacOS linking problems see this issue.

+

Finally, don't forget that on MacOS the extension-module feature will cause cargo test to fail without the --no-default-features flag (see the FAQ).

+

The extension-module feature

+

PyO3's extension-module feature is used to disable linking to libpython on Unix targets.

+

This is necessary because by default PyO3 links to libpython. This makes binaries, tests, and examples "just work". However, Python extensions on Unix must not link to libpython for manylinux compliance.

+

The downside of not linking to libpython is that binaries, tests, and examples (which usually embed Python) will fail to build. If you have an extension module as well as other outputs in a single project, you need to use optional Cargo features to disable the extension-module when you're not building the extension module. See the FAQ for an example workaround.

+

Py_LIMITED_API/abi3

+

By default, Python extension modules can only be used with the same Python version they were compiled against. For example, an extension module built for Python 3.5 can't be imported in Python 3.8. PEP 384 introduced the idea of the limited Python API, which would have a stable ABI enabling extension modules built with it to be used against multiple Python versions. This is also known as abi3.

+

The advantage of building extension modules using the limited Python API is that package vendors only need to build and distribute a single copy (for each OS / architecture), and users can install it on all Python versions from the minimum version and up. The downside of this is that PyO3 can't use optimizations which rely on being compiled against a known exact Python version. It's up to you to decide whether this matters for your extension module. It's also possible to design your extension module such that you can distribute abi3 wheels but allow users compiling from source to benefit from additional optimizations - see the support for multiple python versions section of this guide, in particular the #[cfg(Py_LIMITED_API)] flag.

+

There are three steps involved in making use of abi3 when building Python packages as wheels:

+
    +
  1. Enable the abi3 feature in pyo3. This ensures pyo3 only calls Python C-API functions which are part of the stable API, and on Windows also ensures that the project links against the correct shared object (no special behavior is required on other platforms):
  2. +
+
[dependencies]
+pyo3 = { version = "0.22.1", features = ["abi3"] }
+
+
    +
  1. +

    Ensure that the built shared objects are correctly marked as abi3. This is accomplished by telling your build system that you're using the limited API. maturin >= 0.9.0 and setuptools-rust >= 0.11.4 support abi3 wheels. +See the corresponding PRs for more.

    +
  2. +
  3. +

    Ensure that the .whl is correctly marked as abi3. For projects using setuptools, this is accomplished by passing --py-limited-api=cp3x (where x is the minimum Python version supported by the wheel, e.g. --py-limited-api=cp35 for Python 3.5) to setup.py bdist_wheel.

    +
  4. +
+

Minimum Python version for abi3

+

Because a single abi3 wheel can be used with many different Python versions, PyO3 has feature flags abi3-py37, abi3-py38, abi3-py39 etc. to set the minimum required Python version for your abi3 wheel. +For example, if you set the abi3-py37 feature, your extension wheel can be used on all Python 3 versions from Python 3.7 and up. maturin and setuptools-rust will give the wheel a name like my-extension-1.0-cp37-abi3-manylinux2020_x86_64.whl.

+

As your extension module may be run with multiple different Python versions you may occasionally find you need to check the Python version at runtime to customize behavior. See the relevant section of this guide on supporting multiple Python versions at runtime.

+

PyO3 is only able to link your extension module to abi3 version up to and including your host Python version. E.g., if you set abi3-py38 and try to compile the crate with a host of Python 3.7, the build will fail.

+
+

Note: If you set more that one of these abi3 version feature flags the lowest version always wins. For example, with both abi3-py37 and abi3-py38 set, PyO3 would build a wheel which supports Python 3.7 and up.

+
+

Building abi3 extensions without a Python interpreter

+

As an advanced feature, you can build PyO3 wheel without calling Python interpreter with the environment variable PYO3_NO_PYTHON set. +Also, if the build host Python interpreter is not found or is too old or otherwise unusable, +PyO3 will still attempt to compile abi3 extension modules after displaying a warning message. +On Unix-like systems this works unconditionally; on Windows you must also set the RUSTFLAGS environment variable +to contain -L native=/path/to/python/libs so that the linker can find python3.lib.

+

If the python3.dll import library is not available, an experimental generate-import-lib crate +feature may be enabled, and the required library will be created and used by PyO3 automatically.

+

Note: MSVC targets require LLVM binutils (llvm-dlltool) to be available in PATH for +the automatic import library generation feature to work.

+

Missing features

+

Due to limitations in the Python API, there are a few pyo3 features that do +not work when compiling for abi3. These are:

+
    +
  • #[pyo3(text_signature = "...")] does not work on classes until Python 3.10 or greater.
  • +
  • The dict and weakref options on classes are not supported until Python 3.9 or greater.
  • +
  • The buffer API is not supported until Python 3.11 or greater.
  • +
  • Optimizations which rely on knowledge of the exact Python version compiled against.
  • +
+

Embedding Python in Rust

+

If you want to embed the Python interpreter inside a Rust program, there are two modes in which this can be done: dynamically and statically. We'll cover each of these modes in the following sections. Each of them affect how you must distribute your program. Instead of learning how to do this yourself, you might want to consider using a project like PyOxidizer to ship your application and all of its dependencies in a single file.

+

PyO3 automatically switches between the two linking modes depending on whether the Python distribution you have configured PyO3 to use (see above) contains a shared library or a static library. The static library is most often seen in Python distributions compiled from source without the --enable-shared configuration option.

+

Dynamically embedding the Python interpreter

+

Embedding the Python interpreter dynamically is much easier than doing so statically. This is done by linking your program against a Python shared library (such as libpython.3.9.so on UNIX, or python39.dll on Windows). The implementation of the Python interpreter resides inside the shared library. This means that when the OS runs your Rust program it also needs to be able to find the Python shared library.

+

This mode of embedding works well for Rust tests which need access to the Python interpreter. It is also great for Rust software which is installed inside a Python virtualenv, because the virtualenv sets up appropriate environment variables to locate the correct Python shared library.

+

For distributing your program to non-technical users, you will have to consider including the Python shared library in your distribution as well as setting up wrapper scripts to set the right environment variables (such as LD_LIBRARY_PATH on UNIX, or PATH on Windows).

+

Note that PyPy cannot be embedded in Rust (or any other software). Support for this is tracked on the PyPy issue tracker.

+

Statically embedding the Python interpreter

+

Embedding the Python interpreter statically means including the contents of a Python static library directly inside your Rust binary. This means that to distribute your program you only need to ship your binary file: it contains the Python interpreter inside the binary!

+

On Windows static linking is almost never done, so Python distributions don't usually include a static library. The information below applies only to UNIX.

+

The Python static library is usually called libpython.a.

+

Static linking has a lot of complications, listed below. For these reasons PyO3 does not yet have first-class support for this embedding mode. See issue 416 on PyO3's GitHub for more information and to discuss any issues you encounter.

+

The auto-initialize feature is deliberately disabled when embedding the interpreter statically because this is often unintentionally done by new users to PyO3 running test programs. Trying out PyO3 is much easier using dynamic embedding.

+

The known complications are:

+
    +
  • +

    To import compiled extension modules (such as other Rust extension modules, or those written in C), your binary must have the correct linker flags set during compilation to export the original contents of libpython.a so that extensions can use them (e.g. -Wl,--export-dynamic).

    +
  • +
  • +

    The C compiler and flags which were used to create libpython.a must be compatible with your Rust compiler and flags, else you will experience compilation failures.

    +

    Significantly different compiler versions may see errors like this:

    +
    lto1: fatal error: bytecode stream in file 'rust-numpy/target/release/deps/libpyo3-6a7fb2ed970dbf26.rlib' generated with LTO version 6.0 instead of the expected 6.2
    +
    +

    Mismatching flags may lead to errors like this:

    +
    /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/9/../../../x86_64-linux-gnu/libpython3.9.a(zlibmodule.o): relocation R_X86_64_32 against `.data' can not be used when making a PIE object; recompile with -fPIE
    +
    +
  • +
+

If you encounter these or other complications when linking the interpreter statically, discuss them on issue 416 on PyO3's GitHub. It is hoped that eventually that discussion will contain enough information and solutions that PyO3 can offer first-class support for static embedding.

+

Import your module when embedding the Python interpreter

+

When you run your Rust binary with an embedded interpreter, any #[pymodule] created modules won't be accessible to import unless added to a table called PyImport_Inittab before the embedded interpreter is initialized. This will cause Python statements in your embedded interpreter such as import your_new_module to fail. You can call the macro append_to_inittab with your module before initializing the Python interpreter to add the module function into that table. (The Python interpreter will be initialized by calling prepare_freethreaded_python, with_embedded_python_interpreter, or Python::with_gil with the auto-initialize feature enabled.)

+

Cross Compiling

+

Thanks to Rust's great cross-compilation support, cross-compiling using PyO3 is relatively straightforward. To get started, you'll need a few pieces of software:

+
    +
  • A toolchain for your target.
  • +
  • The appropriate options in your Cargo .config for the platform you're targeting and the toolchain you are using.
  • +
  • A Python interpreter that's already been compiled for your target (optional when building "abi3" extension modules).
  • +
  • A Python interpreter that is built for your host and available through the PATH or setting the PYO3_PYTHON variable (optional when building "abi3" extension modules).
  • +
+

After you've obtained the above, you can build a cross-compiled PyO3 module by using Cargo's --target flag. PyO3's build script will detect that you are attempting a cross-compile based on your host machine and the desired target.

+

When cross-compiling, PyO3's build script cannot execute the target Python interpreter to query the configuration, so there are a few additional environment variables you may need to set:

+
    +
  • PYO3_CROSS: If present this variable forces PyO3 to configure as a cross-compilation.
  • +
  • PYO3_CROSS_LIB_DIR: This variable can be set to the directory containing the target's libpython DSO and the associated _sysconfigdata*.py file for Unix-like targets, or the Python DLL import libraries for the Windows target. This variable is only needed when the output binary must link to libpython explicitly (e.g. when targeting Windows and Android or embedding a Python interpreter), or when it is absolutely required to get the interpreter configuration from _sysconfigdata*.py.
  • +
  • PYO3_CROSS_PYTHON_VERSION: Major and minor version (e.g. 3.9) of the target Python installation. This variable is only needed if PyO3 cannot determine the version to target from abi3-py3* features, or if PYO3_CROSS_LIB_DIR is not set, or if there are multiple versions of Python present in PYO3_CROSS_LIB_DIR.
  • +
  • PYO3_CROSS_PYTHON_IMPLEMENTATION: Python implementation name ("CPython" or "PyPy") of the target Python installation. CPython is assumed by default when this variable is not set, unless PYO3_CROSS_LIB_DIR is set for a Unix-like target and PyO3 can get the interpreter configuration from _sysconfigdata*.py.
  • +
+

An experimental pyo3 crate feature generate-import-lib enables the user to cross-compile +extension modules for Windows targets without setting the PYO3_CROSS_LIB_DIR environment +variable or providing any Windows Python library files. It uses an external python3-dll-a crate +to generate import libraries for the Python DLL for MinGW-w64 and MSVC compile targets. +python3-dll-a uses the binutils dlltool program to generate DLL import libraries for MinGW-w64 targets. +It is possible to override the default dlltool command name for the cross target +by setting PYO3_MINGW_DLLTOOL environment variable. +Note: MSVC targets require LLVM binutils or MSVC build tools to be available on the host system. +More specifically, python3-dll-a requires llvm-dlltool or lib.exe executable to be present in PATH when +targeting *-pc-windows-msvc. The Zig compiler executable can be used in place of llvm-dlltool when the ZIG_COMMAND +environment variable is set to the installed Zig program name ("zig" or "python -m ziglang").

+

An example might look like the following (assuming your target's sysroot is at /home/pyo3/cross/sysroot and that your target is armv7):

+
export PYO3_CROSS_LIB_DIR="/home/pyo3/cross/sysroot/usr/lib"
+
+cargo build --target armv7-unknown-linux-gnueabihf
+
+

If there are multiple python versions at the cross lib directory and you cannot set a more precise location to include both the libpython DSO and _sysconfigdata*.py files, you can set the required version:

+
export PYO3_CROSS_PYTHON_VERSION=3.8
+export PYO3_CROSS_LIB_DIR="/home/pyo3/cross/sysroot/usr/lib"
+
+cargo build --target armv7-unknown-linux-gnueabihf
+
+

Or another example with the same sys root but building for Windows:

+
export PYO3_CROSS_PYTHON_VERSION=3.9
+export PYO3_CROSS_LIB_DIR="/home/pyo3/cross/sysroot/usr/lib"
+
+cargo build --target x86_64-pc-windows-gnu
+
+

Any of the abi3-py3* features can be enabled instead of setting PYO3_CROSS_PYTHON_VERSION in the above examples.

+

PYO3_CROSS_LIB_DIR can often be omitted when cross compiling extension modules for Unix and macOS targets, +or when cross compiling extension modules for Windows and the experimental generate-import-lib +crate feature is enabled.

+

The following resources may also be useful for cross-compiling:

+ + +
+ + +
+
+ + + +
+ + + + + + + + + + + + + + + + + + +
+ + diff --git a/v0.22.1/building-and-distribution/multiple-python-versions.html b/v0.22.1/building-and-distribution/multiple-python-versions.html new file mode 100644 index 00000000000..039a209f149 --- /dev/null +++ b/v0.22.1/building-and-distribution/multiple-python-versions.html @@ -0,0 +1,297 @@ + + + + + + Supporting multiple Python versions - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + + + + + + + + + + + + + +
+ +
+ + + + + + + + +
+
+

Supporting multiple Python versions

+

PyO3 supports all actively-supported Python 3 and PyPy versions. As much as possible, this is done internally to PyO3 so that your crate's code does not need to adapt to the differences between each version. However, as Python features grow and change between versions, PyO3 cannot a completely identical API for every Python version. This may require you to add conditional compilation to your crate or runtime checks for the Python version.

+

This section of the guide first introduces the pyo3-build-config crate, which you can use as a build-dependency to add additional #[cfg] flags which allow you to support multiple Python versions at compile-time.

+

Second, we'll show how to check the Python version at runtime. This can be useful when building for multiple versions with the abi3 feature, where the Python API compiled against is not always the same as the one in use.

+

Conditional compilation for different Python versions

+

The pyo3-build-config exposes multiple #[cfg] flags which can be used to conditionally compile code for a given Python version. PyO3 itself depends on this crate, so by using it you can be sure that you are configured correctly for the Python version PyO3 is building against.

+

This allows us to write code like the following

+
#[cfg(Py_3_7)]
+fn function_only_supported_on_python_3_7_and_up() {}
+
+#[cfg(not(Py_3_8))]
+fn function_only_supported_before_python_3_8() {}
+
+#[cfg(not(Py_LIMITED_API))]
+fn function_incompatible_with_abi3_feature() {}
+

The following sections first show how to add these #[cfg] flags to your build process, and then cover some common patterns flags in a little more detail.

+

To see a full reference of all the #[cfg] flags provided, see the pyo3-build-cfg docs.

+

Using pyo3-build-config

+

You can use the #[cfg] flags in just two steps:

+
    +
  1. +

    Add pyo3-build-config with the resolve-config feature enabled to your crate's build dependencies in Cargo.toml:

    +
    [build-dependencies]
    +pyo3-build-config = { version = "0.22.1", features = ["resolve-config"] }
    +
    +
  2. +
  3. +

    Add a build.rs file to your crate with the following contents:

    +
    fn main() {
    +    // If you have an existing build.rs file, just add this line to it.
    +    pyo3_build_config::use_pyo3_cfgs();
    +}
    +
  4. +
+

After these steps you are ready to annotate your code!

+

Common usages of pyo3-build-cfg flags

+

The #[cfg] flags added by pyo3-build-cfg can be combined with all of Rust's logic in the #[cfg] attribute to create very precise conditional code generation. The following are some common patterns implemented using these flags:

+
#[cfg(Py_3_7)]
+
+

This #[cfg] marks code that will only be present on Python 3.7 and upwards. There are similar options Py_3_8, Py_3_9, Py_3_10 and so on for each minor version.

+
#[cfg(not(Py_3_7))]
+
+

This #[cfg] marks code that will only be present on Python versions before (but not including) Python 3.7.

+
#[cfg(not(Py_LIMITED_API))]
+
+

This #[cfg] marks code that is only available when building for the unlimited Python API (i.e. PyO3's abi3 feature is not enabled). This might be useful if you want to ship your extension module as an abi3 wheel and also allow users to compile it from source to make use of optimizations only possible with the unlimited API.

+
#[cfg(any(Py_3_9, not(Py_LIMITED_API)))]
+
+

This #[cfg] marks code which is available when running Python 3.9 or newer, or when using the unlimited API with an older Python version. Patterns like this are commonly seen on Python APIs which were added to the limited Python API in a specific minor version.

+
#[cfg(PyPy)]
+
+

This #[cfg] marks code which is running on PyPy.

+

Checking the Python version at runtime

+

When building with PyO3's abi3 feature, your extension module will be compiled against a specific minimum version of Python, but may be running on newer Python versions.

+

For example with PyO3's abi3-py38 feature, your extension will be compiled as if it were for Python 3.8. If you were using pyo3-build-config, #[cfg(Py_3_8)] would be present. Your user could freely install and run your abi3 extension on Python 3.9.

+

There's no way to detect your user doing that at compile time, so instead you need to fall back to runtime checks.

+

PyO3 provides the APIs Python::version() and Python::version_info() to query the running Python version. This allows you to do the following, for example:

+
use pyo3::Python;
+
+Python::with_gil(|py| {
+    // PyO3 supports Python 3.7 and up.
+    assert!(py.version_info() >= (3, 7));
+    assert!(py.version_info() >= (3, 7, 0));
+});
+ +
+ + +
+
+ + + +
+ + + + + + + + + + + + + + + + + + +
+ + diff --git a/v0.22.1/changelog.html b/v0.22.1/changelog.html new file mode 100644 index 00000000000..456711397bf --- /dev/null +++ b/v0.22.1/changelog.html @@ -0,0 +1,2003 @@ + + + + + + CHANGELOG - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + + + + + + + + + + + + + +
+ +
+ + + + + + + + +
+
+

Changelog

+

All notable changes to this project will be documented in this file. For help with updating to new +PyO3 versions, please see the migration guide.

+

The format is based on Keep a Changelog +and this project adheres to Semantic Versioning.

+

To see unreleased changes, please see the CHANGELOG on the main branch guide.

+ +

0.22.1 - 2024-07-06

+

Added

+
    +
  • Add #[pyo3(submodule)] option for declarative #[pymodule]s. #4301
  • +
  • Implement PartialEq<bool> for Bound<'py, PyBool>. #4305
  • +
+

Fixed

+
    +
  • Return NotImplemented instead of raising TypeError from generated equality method when comparing different types. #4287
  • +
  • Handle full-path #[pyo3::prelude::pymodule] and similar for #[pyclass] and #[pyfunction] in declarative modules.#4288
  • +
  • Fix 128-bit int regression on big-endian platforms with Python <3.13. #4291
  • +
  • Stop generating code that will never be covered with declarative modules. #4297
  • +
  • Fix invalid deprecation warning for trailing optional on #[setter] function. #4304
  • +
+

0.22.0 - 2024-06-24

+

Packaging

+
    +
  • Update heck dependency to 0.5. #3966
  • +
  • Extend range of supported versions of chrono-tz optional dependency to include version 0.10. #4061
  • +
  • Update MSRV to 1.63. #4129
  • +
  • Add optional num-rational feature to add conversions with Python's fractions.Fraction. #4148
  • +
  • Support Python 3.13. #4184
  • +
+

Added

+
    +
  • Add PyWeakref, PyWeakrefReference and PyWeakrefProxy. #3835
  • +
  • Support #[pyclass] on enums that have tuple variants. #4072
  • +
  • Add support for scientific notation in Decimal conversion. #4079
  • +
  • Add pyo3_disable_reference_pool conditional compilation flag to avoid the overhead of the global reference pool at the cost of known limitations as explained in the performance section of the guide. #4095
  • +
  • Add #[pyo3(constructor = (...))] to customize the generated constructors for complex enum variants. #4158
  • +
  • Add PyType::module, which always matches Python __module__. #4196
  • +
  • Add PyType::fully_qualified_name which matches the "fully qualified name" defined in PEP 737. #4196
  • +
  • Add PyTypeMethods::mro and PyTypeMethods::bases. #4197
  • +
  • Add #[pyclass(ord)] to implement ordering based on PartialOrd. #4202
  • +
  • Implement ToPyObject and IntoPy<PyObject> for PyBackedStr and PyBackedBytes. #4205
  • +
  • Add #[pyclass(hash)] option to implement __hash__ in terms of the Hash implementation #4206
  • +
  • Add #[pyclass(eq)] option to generate __eq__ based on PartialEq, and #[pyclass(eq_int)] for simple enums to implement equality based on their discriminants. #4210
  • +
  • Implement From<Bound<'py, T>> for PyClassInitializer<T>. #4214
  • +
  • Add as_super methods to PyRef and PyRefMut for accesing the base class by reference. #4219
  • +
  • Implement PartialEq<str> for Bound<'py, PyString>. #4245
  • +
  • Implement PyModuleMethods::filename on PyPy. #4249
  • +
  • Implement PartialEq<[u8]> for Bound<'py, PyBytes>. #4250
  • +
  • Add pyo3_ffi::c_str macro to create &'static CStr on Rust versions which don't have 1.77's c"" literals. #4255
  • +
  • Support bool conversion with numpy 2.0's numpy.bool type #4258
  • +
  • Add PyAnyMethods::{bitnot, matmul, floor_div, rem, divmod}. #4264
  • +
+

Changed

+
    +
  • Change the type of PySliceIndices::slicelength and the length parameter of PySlice::indices(). #3761
  • +
  • Deprecate implicit default for trailing optional arguments #4078
  • +
  • Cloneing pointers into the Python heap has been moved behind the py-clone feature, as it must panic without the GIL being held as a soundness fix. #4095
  • +
  • Add #[track_caller] to all Py<T>, Bound<'py, T> and Borrowed<'a, 'py, T> methods which can panic. #4098
  • +
  • Change PyAnyMethods::dir to be fallible and return PyResult<Bound<'py, PyList>> (and similar for PyAny::dir). #4100
  • +
  • The global reference pool (to track pending reference count decrements) is now initialized lazily to avoid the overhead of taking a mutex upon function entry when the functionality is not actually used. #4178
  • +
  • Emit error messages when using weakref or dict when compiling for abi3 for Python older than 3.9. #4194
  • +
  • Change PyType::name to always match Python __name__. #4196
  • +
  • Remove CPython internal ffi call for complex number including: add, sub, mul, div, neg, abs, pow. Added PyAnyMethods::{abs, pos, neg} #4201
  • +
  • Deprecate implicit integer comparision for simple enums in favor of #[pyclass(eq_int)]. #4210
  • +
  • Set the module= attribute of declarative modules' child #[pymodule]s and #[pyclass]es. #4213
  • +
  • Set the module option for complex enum variants from the value set on the complex enum module. #4228
  • +
  • Respect the Python "limited API" when building for the abi3 feature on PyPy or GraalPy. #4237
  • +
  • Optimize code generated by #[pyo3(get)] on #[pyclass] fields. #4254
  • +
  • PyCFunction::new, PyCFunction::new_with_keywords and PyCFunction::new_closure now take &'static CStr name and doc arguments (previously was &'static str). #4255
  • +
  • The experimental-declarative-modules feature is now stabilized and available by default. #4257
  • +
+

Fixed

+
    +
  • Fix panic when PYO3_CROSS_LIB_DIR is set to a missing path. #4043
  • +
  • Fix a compile error when exporting an exception created with create_exception! living in a different Rust module using the declarative-module feature. #4086
  • +
  • Fix FFI definitions of PY_VECTORCALL_ARGUMENTS_OFFSET and PyVectorcall_NARGS to fix a false-positive assertion. #4104
  • +
  • Disable PyUnicode_DATA on PyPy: not exposed by PyPy. #4116
  • +
  • Correctly handle #[pyo3(from_py_with = ...)] attribute on dunder (__magic__) method arguments instead of silently ignoring it. #4117
  • +
  • Fix a compile error when declaring a standalone function or class method with a Python name that is a Rust keyword. #4226
  • +
  • Fix declarative modules discarding doc comments on the mod node. #4236
  • +
  • Fix __dict__ attribute missing for #[pyclass(dict)] instances when building for abi3 on Python 3.9. #4251
  • +
+

0.21.2 - 2024-04-16

+

Changed

+
    +
  • Deprecate the PySet::empty() gil-ref constructor. #4082
  • +
+

Fixed

+
    +
  • Fix compile error for async fn in #[pymethods] with a &self receiver and more than one additional argument. #4035
  • +
  • Improve error message for wrong receiver type in __traverse__. #4045
  • +
  • Fix compile error when exporting a #[pyclass] living in a different Rust module using the experimental-declarative-modules feature. #4054
  • +
  • Fix missing_docs lint triggering on documented #[pymodule] functions. #4067
  • +
  • Fix undefined symbol errors for extension modules on AIX (by linking libpython). #4073
  • +
+

0.21.1 - 2024-04-01

+

Added

+
    +
  • Implement Send and Sync for PyBackedStr and PyBackedBytes. #4007
  • +
  • Implement Clone, Debug, PartialEq, Eq, PartialOrd, Ord and Hash implementation for PyBackedBytes and PyBackedStr, and Display for PyBackedStr. #4020
  • +
  • Add import_exception_bound! macro to import exception types without generating GIL Ref functionality for them. #4027
  • +
+

Changed

+
    +
  • Emit deprecation warning for uses of GIL Refs as #[setter] function arguments. #3998
  • +
  • Add #[inline] hints on many Bound and Borrowed methods. #4024
  • +
+

Fixed

+
    +
  • Handle #[pyo3(from_py_with = "")] in #[setter] methods #3995
  • +
  • Allow extraction of &Bound in #[setter] methods. #3998
  • +
  • Fix some uncovered code blocks emitted by #[pymodule], #[pyfunction] and #[pyclass] macros. #4009
  • +
  • Fix typo in the panic message when a class referenced in pyo3::import_exception! does not exist. #4012
  • +
  • Fix compile error when using an async #[pymethod] with a receiver and additional arguments. #4015
  • +
+

0.21.0 - 2024-03-25

+

Added

+
    +
  • Add support for GraalPy (24.0 and up). #3247
  • +
  • Add PyMemoryView type. #3514
  • +
  • Allow async fn in for #[pyfunction] and #[pymethods], with the experimental-async feature. #3540 #3588 #3599 #3931
  • +
  • Implement PyTypeInfo for PyEllipsis, PyNone and PyNotImplemented. #3577
  • +
  • Support #[pyclass] on enums that have non-unit variants. #3582
  • +
  • Support chrono feature with abi3 feature. #3664
  • +
  • FromPyObject, IntoPy<PyObject> and ToPyObject are implemented on std::duration::Duration #3670
  • +
  • Add PyString::to_cow. Add Py<PyString>::to_str, Py<PyString>::to_cow, and Py<PyString>::to_string_lossy, as ways to access Python string data safely beyond the GIL lifetime. #3677
  • +
  • Add Bound<T> and Borrowed<T> smart pointers as a new API for accessing Python objects. #3686
  • +
  • Add PyNativeType::as_borrowed to convert "GIL refs" to the new Bound smart pointer. #3692
  • +
  • Add FromPyObject::extract_bound method, to migrate FromPyObject implementations to the Bound API. #3706
  • +
  • Add gil-refs feature to allow continued use of the deprecated GIL Refs APIs. #3707
  • +
  • Add methods to PyAnyMethods for binary operators (add, sub, etc.) #3712
  • +
  • Add chrono-tz feature allowing conversion between chrono_tz::Tz and zoneinfo.ZoneInfo #3730
  • +
  • Add FFI definition PyType_GetModuleByDef. #3734
  • +
  • Conversion between std::time::SystemTime and datetime.datetime #3736
  • +
  • Add Py::as_any and Py::into_any. #3785
  • +
  • Add PyStringMethods::encode_utf8. #3801
  • +
  • Add PyBackedStr and PyBackedBytes, as alternatives to &str and &bytes where a Python object owns the data. #3802 #3991
  • +
  • Allow #[pymodule] macro on Rust mod blocks, with the experimental-declarative-modules feature. #3815
  • +
  • Implement ExactSizeIterator for set and frozenset iterators on abi3 feature. #3849
  • +
  • Add Py::drop_ref to explicitly drop a `Py`` and immediately decrease the Python reference count if the GIL is already held. #3871
  • +
  • Allow #[pymodule] macro on single argument functions that take &Bound<'_, PyModule>. #3905
  • +
  • Implement FromPyObject for Cow<str>. #3928
  • +
  • Implement Default for GILOnceCell. #3971
  • +
  • Add PyDictMethods::into_mapping, PyListMethods::into_sequence and PyTupleMethods::into_sequence. #3982
  • +
+

Changed

+
    +
  • PyDict::from_sequence now takes a single argument of type &PyAny (previously took two arguments Python and PyObject). #3532
  • +
  • Deprecate Py::is_ellipsis and PyAny::is_ellipsis in favour of any.is(py.Ellipsis()). #3577
  • +
  • Split some PyTypeInfo functionality into new traits HasPyGilRef and PyTypeCheck. #3600
  • +
  • Deprecate PyTryFrom and PyTryInto traits in favor of any.downcast() via the PyTypeCheck and PyTypeInfo traits. #3601
  • +
  • Allow async methods to accept &self/&mut self #3609
  • +
  • FromPyObject for set types now also accept frozenset objects as input. #3632
  • +
  • FromPyObject for bool now also accepts NumPy's bool_ as input. #3638
  • +
  • Add AsRefSource associated type to PyNativeType. #3653
  • +
  • Rename .is_true to .is_truthy on PyAny and Py<PyAny> to clarify that the test is not based on identity with or equality to the True singleton. #3657
  • +
  • PyType::name is now PyType::qualname whereas PyType::name efficiently accesses the full name which includes the module name. #3660
  • +
  • The Iter(A)NextOutput types are now deprecated and __(a)next__ can directly return anything which can be converted into Python objects, i.e. awaitables do not need to be wrapped into IterANextOutput or Option any more. Option can still be used as well and returning None will trigger the fast path for __next__, stopping iteration without having to raise a StopIteration exception. #3661
  • +
  • Implement FromPyObject on chrono::DateTime<Tz> for all Tz, not just FixedOffset and Utc. #3663
  • +
  • Add lifetime parameter to PyTzInfoAccess trait. For the deprecated gil-ref API, the trait is now implemented for &'py PyTime and &'py PyDateTime instead of PyTime and PyDate. #3679
  • +
  • Calls to __traverse__ become no-ops for unsendable pyclasses if on the wrong thread, thereby avoiding hard aborts at the cost of potential leakage. #3689
  • +
  • Include PyNativeType in pyo3::prelude. #3692
  • +
  • Improve performance of extract::<i64> (and other integer types) by avoiding call to __index__() converting the value to an integer for 3.10+. Gives performance improvement of around 30% for successful extraction. #3742
  • +
  • Relax bound of FromPyObject for Py<T> to just T: PyTypeCheck. #3776
  • +
  • PySet and PyFrozenSet iterators now always iterate the equivalent of iter(set). (A "fast path" with no noticeable performance benefit was removed.) #3849
  • +
  • Move implementations of FromPyObject for &str, Cow<str>, &[u8] and Cow<[u8]> onto a temporary trait FromPyObjectBound when gil-refs feature is deactivated. #3928
  • +
  • Deprecate GILPool, Python::with_pool, and Python::new_pool. #3947
  • +
+

Removed

+
    +
  • Remove all functionality deprecated in PyO3 0.19. #3603
  • +
+

Fixed

+
    +
  • Match PyPy 7.3.14 in removing PyPy-only symbol Py_MAX_NDIMS in favour of PyBUF_MAX_NDIM. #3757
  • +
  • Fix segmentation fault using datetime types when an invalid datetime module is on sys.path. #3818
  • +
  • Fix non_local_definitions lint warning triggered by many PyO3 macros. #3901
  • +
  • Disable PyCode and PyCode_Type on PyPy: PyCode_Type is not exposed by PyPy. #3934
  • +
+

0.21.0-beta.0 - 2024-03-10

+

Prerelease of PyO3 0.21. See the GitHub diff for what changed between 0.21.0-beta.0 and the final release.

+

0.20.3 - 2024-02-23

+

Packaging

+
    +
  • Add portable-atomic dependency. #3619
  • +
  • Check maximum version of Python at build time and for versions not yet supported require opt-in to the abi3 stable ABI by the environment variable PYO3_USE_ABI3_FORWARD_COMPATIBILITY=1. #3821
  • +
+

Fixed

+
    +
  • Use portable-atomic to support platforms without 64-bit atomics. #3619
  • +
  • Fix compilation failure with either feature enabled without experimental-inspect enabled. #3834
  • +
+

0.20.2 - 2024-01-04

+

Packaging

+
    +
  • Pin pyo3 and pyo3-ffi dependencies on pyo3-build-config to require the same patch version, i.e. pyo3 0.20.2 requires exactly pyo3-build-config 0.20.2. #3721
  • +
+

Fixed

+
    +
  • Fix compile failure when building pyo3 0.20.0 with latest pyo3-build-config 0.20.X. #3724
  • +
  • Fix docs.rs build. #3722
  • +
+

0.20.1 - 2023-12-30

+

Added

+
    +
  • Add optional either feature to add conversions for either::Either<L, R> sum type. #3456
  • +
  • Add optional smallvec feature to add conversions for smallvec::SmallVec. #3507
  • +
  • Add take and into_inner methods to GILOnceCell #3556
  • +
  • #[classmethod] methods can now also receive Py<PyType> as their first argument. #3587
  • +
  • #[pyfunction(pass_module)] can now also receive Py<PyModule> as their first argument. #3587
  • +
  • Add traverse method to GILProtected. #3616
  • +
  • Added abi3-py312 feature #3687
  • +
+

Fixed

+
    +
  • Fix minimum version specification for optional chrono dependency. #3512
  • +
  • Silenced new clippy::unnecessary_fallible_conversions warning when using a Py<Self> self receiver. #3564
  • +
+

0.20.0 - 2023-10-11

+

Packaging

+
    +
  • Dual-license PyO3 under either the Apache 2.0 OR the MIT license. This makes the project GPLv2 compatible. #3108
  • +
  • Update MSRV to Rust 1.56. #3208
  • +
  • Bump indoc dependency to 2.0 and unindent dependency to 0.2. #3237
  • +
  • Bump syn dependency to 2.0. #3239
  • +
  • Drop support for debug builds of Python 3.7. #3387
  • +
  • Bump chrono optional dependency to require 0.4.25 or newer. #3427
  • +
  • Support Python 3.12. #3488
  • +
+

Added

+
    +
  • Support __lt__, __le__, __eq__, __ne__, __gt__ and __ge__ in #[pymethods]. #3203
  • +
  • Add FFI definition Py_GETENV. #3336
  • +
  • Add as_ptr and into_ptr inherent methods for Py, PyAny, PyRef, and PyRefMut. #3359
  • +
  • Implement DoubleEndedIterator for PyTupleIterator and PyListIterator. #3366
  • +
  • Add #[pyclass(rename_all = "...")] option: this allows renaming all getters and setters of a struct, or all variants of an enum. Available renaming rules are: "camelCase", "kebab-case", "lowercase", "PascalCase", "SCREAMING-KEBAB-CASE", "SCREAMING_SNAKE_CASE", "snake_case", "UPPERCASE". #3384
  • +
  • Add FFI definitions PyObject_GC_IsTracked and PyObject_GC_IsFinalized on Python 3.9 and up (PyPy 3.10 and up). #3403
  • +
  • Add types for None, Ellipsis, and NotImplemented. #3408
  • +
  • Add FFI definitions for the Py_mod_multiple_interpreters constant and its possible values. #3494
  • +
  • Add FFI definitions for PyInterpreterConfig struct, its constants and Py_NewInterpreterFromConfig. #3502
  • +
+

Changed

+
    +
  • Change PySet::discard to return PyResult<bool> (previously returned nothing). #3281
  • +
  • Optimize implmentation of IntoPy for Rust tuples to Python tuples. #3321
  • +
  • Change PyDict::get_item to no longer suppress arbitrary exceptions (the return type is now PyResult<Option<&PyAny>> instead of Option<&PyAny>), and deprecate PyDict::get_item_with_error. #3330
  • +
  • Deprecate FFI definitions which are deprecated in Python 3.12. #3336
  • +
  • AsPyPointer is now an unsafe trait. #3358
  • +
  • Accept all os.PathLike values in implementation of FromPyObject for PathBuf. #3374
  • +
  • Add __builtins__ to globals in py.run() and py.eval() if they're missing. #3378
  • +
  • Optimize implementation of FromPyObject for BigInt and BigUint. #3379
  • +
  • PyIterator::from_object and PyByteArray::from now take a single argument of type &PyAny (previously took two arguments Python and AsPyPointer). #3389
  • +
  • Replace AsPyPointer with AsRef<PyAny> as a bound in the blanket implementation of From<&T> for PyObject. #3391
  • +
  • Replace blanket impl IntoPy<PyObject> for &T where T: AsPyPointer with implementations of impl IntoPy<PyObject> for &PyAny, &T where T: AsRef<PyAny>, and &Py<T>. #3393
  • +
  • Preserve std::io::Error kind in implementation of From<std::io::IntoInnerError> for PyErr #3396
  • +
  • Try to select a relevant ErrorKind in implementation of From<PyErr> for OSError subclass. #3397
  • +
  • Retrieve the original PyErr in implementation of From<std::io::Error> for PyErr if the std::io::Error has been built using a Python exception (previously would create a new exception wrapping the std::io::Error). #3402
  • +
  • #[pymodule] will now return the same module object on repeated import by the same Python interpreter, on Python 3.9 and up. #3446
  • +
  • Truncate leap-seconds and warn when converting chrono types to Python datetime types (datetime cannot represent leap-seconds). #3458
  • +
  • Err returned from #[pyfunction] will now have a non-None __context__ if called from inside a catch block. #3455
  • +
  • Deprecate undocumented #[__new__] form of #[new] attribute. #3505
  • +
+

Removed

+
    +
  • Remove all functionality deprecated in PyO3 0.18, including #[args] attribute for #[pymethods]. #3232
  • +
  • Remove IntoPyPointer trait in favour of into_ptr inherent methods. #3385
  • +
+

Fixed

+
    +
  • Handle exceptions properly in PySet::discard. #3281
  • +
  • The PyTupleIterator type returned by PyTuple::iter is now public and hence can be named by downstream crates. #3366
  • +
  • Linking of PyOS_FSPath on PyPy. #3374
  • +
  • Fix memory leak in PyTypeBuilder::build. #3401
  • +
  • Disable removed FFI definitions _Py_GetAllocatedBlocks, _PyObject_GC_Malloc, and _PyObject_GC_Calloc on Python 3.11 and up. #3403
  • +
  • Fix ResourceWarning and crashes related to GC when running with debug builds of CPython. #3404
  • +
  • Some-wrapping of Option<T> default arguments will no longer re-wrap Some(T) or expressions evaluating to None. #3461
  • +
  • Fix IterNextOutput::Return not returning a value on PyPy. #3471
  • +
  • Emit compile errors instead of ignoring macro invocations inside #[pymethods] blocks. #3491
  • +
  • Emit error on invalid arguments to #[new], #[classmethod], #[staticmethod], and #[classattr]. #3484
  • +
  • Disable PyMarshal_WriteObjectToString from PyMarshal_ReadObjectFromString with the abi3 feature. #3490
  • +
  • Fix FFI definitions for _PyFrameEvalFunction on Python 3.11 and up (it now receives a _PyInterpreterFrame opaque struct). #3500
  • +
+

0.19.2 - 2023-08-01

+

Added

+
    +
  • Add FFI definitions PyState_AddModule, PyState_RemoveModule and PyState_FindModule for PyPy 3.9 and up. #3295
  • +
  • Add FFI definitions _PyObject_CallFunction_SizeT and _PyObject_CallMethod_SizeT. #3297
  • +
  • Add a "performance" section to the guide collecting performance-related tricks and problems. #3304
  • +
  • Add PyErr::Display for all Python versions, and FFI symbol PyErr_DisplayException for Python 3.12. #3334
  • +
  • Add FFI definition PyType_GetDict() for Python 3.12. #3339
  • +
  • Add PyAny::downcast_exact. #3346
  • +
  • Add PySlice::full() to construct a full slice (::). #3353
  • +
+

Changed

+
    +
  • Update PyErr for 3.12 betas to avoid deprecated ffi methods. #3306
  • +
  • Update FFI definitions of object.h for Python 3.12.0b4. #3335
  • +
  • Update pyo3::ffi struct definitions to be compatible with 3.12.0b4. #3342
  • +
  • Optimize conversion of float to f64 (and PyFloat::value) on non-abi3 builds. #3345
  • +
+

Fixed

+
    +
  • Fix timezone conversion bug for FixedOffset datetimes that were being incorrectly converted to and from UTC. #3269
  • +
  • Fix SystemError raised in PyUnicodeDecodeError_Create on PyPy 3.10. #3297
  • +
  • Correct FFI definition Py_EnterRecursiveCall to return c_int (was incorrectly returning ()). #3300
  • +
  • Fix case where PyErr::matches and PyErr::is_instance returned results inconsistent with PyErr::get_type. #3313
  • +
  • Fix loss of panic message in PanicException when unwinding after the exception was "normalized". #3326
  • +
  • Fix PyErr::from_value and PyErr::into_value losing traceback on conversion. #3328
  • +
  • Fix reference counting of immortal objects on Python 3.12.0b4. #3335
  • +
+

0.19.1 - 2023-07-03

+

Packaging

+
    +
  • Extend range of supported versions of hashbrown optional dependency to include version 0.14 #3258
  • +
  • Extend range of supported versions of indexmap optional dependency to include version 2. #3277
  • +
  • Support PyPy 3.10. #3289
  • +
+

Added

+
    +
  • Add pyo3::types::PyFrozenSetBuilder to allow building a PyFrozenSet item by item. #3156
  • +
  • Add support for converting to and from Python's ipaddress.IPv4Address/ipaddress.IPv6Address and std::net::IpAddr. #3197
  • +
  • Add support for num-bigint feature in combination with abi3. #3198
  • +
  • Add PyErr_GetRaisedException(), PyErr_SetRaisedException() to FFI definitions for Python 3.12 and later. #3248
  • +
  • Add Python::with_pool which is a safer but more limited alternative to Python::new_pool. #3263
  • +
  • Add PyDict::get_item_with_error on PyPy. #3270
  • +
  • Allow #[new] methods may to return Py<Self> in order to return existing instances. #3287
  • +
+

Fixed

+
    +
  • Fix conversion of classes implementing __complex__ to Complex when using abi3 or PyPy. #3185
  • +
  • Stop suppressing unrelated exceptions in PyAny::hasattr. #3271
  • +
  • Fix memory leak when creating PySet or PyFrozenSet or returning types converted into these internally, e.g. HashSet or BTreeSet. #3286
  • +
+

0.19.0 - 2023-05-31

+

Packaging

+
    +
  • Correct dependency on syn to version 1.0.85 instead of the incorrect version 1.0.56. #3152
  • +
+

Added

+
    +
  • Accept text_signature option (and automatically generate signature) for #[new] in #[pymethods]. #2980
  • +
  • Add support for converting to and from Python's decimal.Decimal and rust_decimal::Decimal. #3016
  • +
  • Add #[pyo3(from_item_all)] when deriving FromPyObject to specify get_item as getter for all fields. #3120
  • +
  • Add pyo3::exceptions::PyBaseExceptionGroup for Python 3.11, and corresponding FFI definition PyExc_BaseExceptionGroup. #3141
  • +
  • Accept #[new] with #[classmethod] to create a constructor which receives a (subtype's) class/PyType as its first argument. #3157
  • +
  • Add PyClass::get and Py::get for GIL-indepedent access to classes with #[pyclass(frozen)]. #3158
  • +
  • Add PyAny::is_exact_instance and PyAny::is_exact_instance_of. #3161
  • +
+

Changed

+
    +
  • PyAny::is_instance_of::<T>(obj) is now equivalent to T::is_type_of(obj), and now returns bool instead of PyResult<bool>. #2881
  • +
  • Deprecate text_signature option on #[pyclass] structs. #2980
  • +
  • No longer wrap anyhow::Error/eyre::Report containing a basic PyErr without a chain in a PyRuntimeError. #3004
  • +
  • +
      +
    • Change #[getter] and #[setter] to use a common call "trampoline" to slightly reduce generated code size and compile times. #3029
    • +
    +
  • +
  • Improve default values for str, numbers and bool in automatically-generated text_signature. #3050
  • +
  • Improve default value for None in automatically-generated text_signature. #3066
  • +
  • Rename PySequence::list and PySequence::tuple to PySequence::to_list and PySequence::to_tuple. (The old names continue to exist as deprecated forms.) #3111
  • +
  • Extend the lifetime of the GIL token returned by PyRef::py and PyRefMut::py to match the underlying borrow. #3131
  • +
  • Safe access to the GIL, for example via Python::with_gil, is now locked inside of implementations of the __traverse__ slot. #3168
  • +
+

Removed

+
    +
  • Remove all functionality deprecated in PyO3 0.17, most prominently Python::acquire_gil is replaced by Python::with_gil. #2981
  • +
+

Fixed

+
    +
  • Correct FFI definitions PyGetSetDef, PyMemberDef, PyStructSequence_Field and PyStructSequence_Desc to have *const c_char members for name and doc (not *mut c_char). #3036
  • +
  • Fix panic on fmt::Display, instead return "<unprintable object>" string and report error via sys.unraisablehook() #3062
  • +
  • Fix a compile error of "temporary value dropped while borrowed" when #[pyfunction]s take references into #[pyclass]es #3142
  • +
  • Fix crashes caused by PyO3 applying deferred reference count updates when entering a __traverse__ implementation. #3168
  • +
  • Forbid running the Drop implementations of unsendable classes on other threads. #3176
  • +
  • Fix a compile error when #[pymethods] items come from somewhere else (for example, as a macro argument) and a custom receiver like Py<Self> is used. #3178
  • +
+

0.18.3 - 2023-04-13

+

Added

+
    +
  • Add GILProtected<T> to mediate concurrent access to a value using Python's global interpreter lock (GIL). #2975
  • +
  • Support PyASCIIObject / PyUnicode and associated methods on big-endian architectures. #3015
  • +
  • Add FFI definition _PyDict_Contains_KnownHash() for CPython 3.10 and up. #3088
  • +
+

Fixed

+
    +
  • Fix compile error for #[pymethods] and #[pyfunction] called "output". #3022
  • +
  • Fix compile error in generated code for magic methods implemented as a #[staticmethod]. #3055
  • +
  • Fix is_instance for PyDateTime (would incorrectly check for a PyDate). #3071
  • +
  • Fix upstream deprecation of PyUnicode_InternImmortal since Python 3.10. #3071
  • +
+

0.18.2 - 2023-03-24

+

Packaging

+
    +
  • Disable default features of chrono to avoid depending on time v0.1.x. #2939
  • +
+

Added

+
    +
  • Implement IntoPy<PyObject>, ToPyObject and FromPyObject for Cow<[u8]> to efficiently handle both bytes and bytearray objects. #2899
  • +
  • Implement IntoPy<PyObject>, ToPyObject and FromPyObject for Cell<T>. #3014
  • +
  • Add PyList::to_tuple(), as a convenient and efficient conversion from lists to tuples. #3042
  • +
  • Add PyTuple::to_list(), as a convenient and efficient conversion from tuples to lists. #3044
  • +
+

Changed

+
    +
  • Optimize PySequence conversion for list and tuple inputs. #2944
  • +
  • Improve exception raised when creating #[pyclass] type object fails during module import. #2947
  • +
  • Optimize PyMapping conversion for dict inputs. #2954
  • +
  • Allow create_exception! to take a dotted.module to place the exception in a submodule. #2979
  • +
+

Fixed

+
    +
  • Fix a reference counting race condition affecting PyObjects cloned in allow_threads blocks. #2952
  • +
  • Fix clippy::redundant_closure lint on default arguments in #[pyo3(signature = (...))] annotations. #2990
  • +
  • Fix non_snake_case lint on generated code in #[pyfunction] macro. #2993
  • +
  • Fix some FFI definitions for the upcoming PyPy 3.10 release. #3031
  • +
+

0.18.1 - 2023-02-07

+

Added

+
    +
  • Add PyErr::write_unraisable(). #2889
  • +
  • Add Python::Ellipsis() and PyAny::is_ellipsis() methods. #2911
  • +
  • Add PyDict::update() and PyDict::update_if_missing() methods. #2912
  • +
+

Changed

+
    +
  • FFI definition PyIter_Check on CPython 3.7 is now implemented as hasattr(type(obj), "__next__"), which works correctly on all platforms and adds support for abi3. #2914
  • +
  • Warn about unknown config keys in PYO3_CONFIG_FILE instead of denying. #2926
  • +
+

Fixed

+
    +
  • Send errors returned by __releasebuffer__ to sys.unraisablehook rather than causing SystemError. #2886
  • +
  • Fix downcast to PyIterator succeeding for Python classes which did not implement __next__. #2914
  • +
  • Fix segfault in __traverse__ when visiting None fields of Option<T: AsPyPointer>. #2921
  • +
  • Fix #[pymethods(crate = "...")] option being ignored. #2923
  • +
  • Link against pythonXY_d.dll for debug Python builds on Windows. #2937
  • +
+

0.18.0 - 2023-01-17

+

Packaging

+
    +
  • Relax indexmap optional depecency to allow >= 1.6, < 2. #2849
  • +
  • Relax hashbrown optional dependency to allow >= 0.9, < 0.14. #2875
  • +
  • Update memoffset dependency to 0.8. #2875
  • +
+

Added

+
    +
  • Add GILOnceCell::get_or_try_init for fallible GILOnceCell initialization. #2398
  • +
  • Add experimental feature experimental-inspect with type_input() and type_output() helpers to get the Python type of any Python-compatible object. #2490 #2882
  • +
  • The #[pyclass] macro can now take get_all and set_all to create getters and setters for every field. #2692
  • +
  • Add #[pyo3(signature = (...))] option for #[pyfunction] and #[pymethods]. #2702
  • +
  • pyo3-build-config: rebuild when PYO3_ENVIRONMENT_SIGNATURE environment variable value changes. #2727
  • +
  • Add conversions between non-zero int types in std::num and Python int. #2730
  • +
  • Add Py::downcast() as a companion to PyAny::downcast(), as well as downcast_unchecked() for both types. #2734
  • +
  • Add types for all built-in Warning classes as well as PyErr::warn_explicit. #2742
  • +
  • Add abi3-py311 feature. #2776
  • +
  • Add FFI definition _PyErr_ChainExceptions() for CPython. #2788
  • +
  • Add FFI definitions PyVectorcall_NARGS and PY_VECTORCALL_ARGUMENTS_OFFSET for PyPy 3.8 and up. #2811
  • +
  • Add PyList::get_item_unchecked for PyPy. #2827
  • +
+

Changed

+
    +
  • PyO3's macros now emit a much nicer error message if function return values don't implement the required trait(s). #2664
  • +
  • Use a TypeError, rather than a ValueError, when refusing to treat a str as a Vec. #2685
  • +
  • Change PyCFunction::new_closure to take name and doc arguments. #2686
  • +
  • PyType::is_subclass, PyErr::is_instance and PyAny::is_instance now take &PyAny instead of &PyType arguments, so that they work with objects that pretend to be types using __subclasscheck__ and __instancecheck__. #2695
  • +
  • Deprecate #[args] attribute and passing "args" specification directly to #[pyfunction] in favor of the new #[pyo3(signature = (...))] option. #2702
  • +
  • Deprecate required arguments after Option<T> arguments to #[pyfunction] and #[pymethods] without also using #[pyo3(signature)] to specify whether the arguments should be required or have defaults. #2703
  • +
  • Change #[pyfunction] and #[pymethods] to use a common call "trampoline" to slightly reduce generated code size and compile times. #2705
  • +
  • PyAny::cast_as() and Py::cast_as() are now deprecated in favor of PyAny::downcast() and the new Py::downcast(). #2734
  • +
  • Relax lifetime bounds on PyAny::downcast(). #2734
  • +
  • Automatically generate __text_signature__ for all Python functions created using #[pyfunction] and #[pymethods]. #2784
  • +
  • Accept any iterator in PySet::new and PyFrozenSet::new. #2795
  • +
  • Mixing #[cfg(...)] and #[pyo3(...)] attributes on #[pyclass] struct fields will now work. #2796
  • +
  • Re-enable PyFunction on when building for abi3 or PyPy. #2838
  • +
  • Improve derive(FromPyObject) to use intern! when applicable for #[pyo3(item)]. #2879
  • +
+

Removed

+
    +
  • Remove the deprecated pyproto feature, #[pyproto] macro, and all accompanying APIs. #2587
  • +
  • Remove all functionality deprecated in PyO3 0.16. #2843
  • +
+

Fixed

+
    +
  • Disable PyModule::filename on PyPy. #2715
  • +
  • PyCodeObject is now once again defined with fields on Python 3.7. #2726
  • +
  • Raise a TypeError if #[new] pymethods with no arguments receive arguments when called from Python. #2749
  • +
  • Use the NOARGS argument calling convention for methods that have a single py: Python argument (as a performance optimization). #2760
  • +
  • Fix truncation of isize values to c_long in PySlice::new. #2769
  • +
  • Fix soundness issue with FFI definition PyUnicodeDecodeError_Create on PyPy leading to indeterminate behavior (typically a TypeError). #2772
  • +
  • Allow functions taking **kwargs to accept keyword arguments which share a name with a positional-only argument (as permitted by PEP 570). #2800
  • +
  • Fix unresolved symbol for PyObject_Vectorcall on PyPy 3.9 and up. #2811
  • +
  • Fix memory leak in PyCFunction::new_closure. #2842
  • +
+

0.17.3 - 2022-11-01

+

Packaging

+
    +
  • Support Python 3.11. (Previous versions of PyO3 0.17 have been tested against Python 3.11 release candidates and are expected to be compatible, this is the first version tested against Python 3.11.0.) #2708
  • +
+

Added

+
    +
  • Implemented ExactSizeIterator for PyListIterator, PyDictIterator, PySetIterator and PyFrozenSetIterator. #2676
  • +
+

Fixed

+
    +
  • Fix regression of impl FromPyObject for [T; N] no longer accepting types passing PySequence_Check, e.g. NumPy arrays, since version 0.17.0. This the same fix that was applied impl FromPyObject for Vec<T> in version 0.17.1 extended to fixed-size arrays. #2675
  • +
  • Fix UB in FunctionDescription::extract_arguments_fastcall due to creating slices from a null pointer. #2687
  • +
+

0.17.2 - 2022-10-04

+

Packaging

+
    +
  • Added optional chrono feature to convert chrono types into types in the datetime module. #2612
  • +
+

Added

+
    +
  • Add support for num-bigint feature on PyPy. #2626
  • +
+

Fixed

+
    +
  • Correctly implement __richcmp__ for enums, fixing __ne__ returning always returning True. #2622
  • +
  • Fix compile error since 0.17.0 with Option<&SomePyClass> argument with a default. #2630
  • +
  • Fix regression of impl FromPyObject for Vec<T> no longer accepting types passing PySequence_Check, e.g. NumPy arrays, since 0.17.0. #2631
  • +
+

0.17.1 - 2022-08-28

+

Fixed

+
    +
  • Fix visibility of PyDictItems, PyDictKeys, and PyDictValues types added in PyO3 0.17.0.
  • +
  • Fix compile failure when using #[pyo3(from_py_with = "...")] attribute on an argument of type Option<T>. #2592
  • +
  • Fix clippy redundant-closure lint on **kwargs arguments for #[pyfunction] and #[pymethods]. #2595
  • +
+

0.17.0 - 2022-08-23

+

Packaging

+
    +
  • Update inventory dependency to 0.3 (the multiple-pymethods feature now requires Rust 1.62 for correctness). #2492
  • +
+

Added

+
    +
  • Add timezone_utc. #1588
  • +
  • Implement ToPyObject for [T; N]. #2313
  • +
  • Add PyDictKeys, PyDictValues and PyDictItems Rust types. #2358
  • +
  • Add append_to_inittab. #2377
  • +
  • Add FFI definition PyFrame_GetCode. #2406
  • +
  • Add PyCode and PyFrame high level objects. #2408
  • +
  • Add FFI definitions Py_fstring_input, sendfunc, and _PyErr_StackItem. #2423
  • +
  • Add PyDateTime::new_with_fold, PyTime::new_with_fold, PyTime::get_fold, and PyDateTime::get_fold for PyPy. #2428
  • +
  • Add #[pyclass(frozen)]. #2448
  • +
  • Accept #[pyo3(name)] on enum variants. #2457
  • +
  • Add CompareOp::matches to implement __richcmp__ as the result of a Rust std::cmp::Ordering comparison. #2460
  • +
  • Add PySuper type. #2486
  • +
  • Support PyPy on Windows with the generate-import-lib feature. #2506
  • +
  • Add FFI definitions Py_EnterRecursiveCall and Py_LeaveRecursiveCall. #2511
  • +
  • Add PyDict::get_item_with_error. #2536
  • +
  • Add #[pyclass(sequence)] option. #2567
  • +
+

Changed

+
    +
  • Change datetime constructors taking a tzinfo to take Option<&PyTzInfo> instead of Option<&PyObject>: PyDateTime::new, PyDateTime::new_with_fold, PyTime::new, and PyTime::new_with_fold. #1588
  • +
  • Move PyTypeObject::type_object method to the PyTypeInfo trait, and deprecate the PyTypeObject trait. #2287
  • +
  • Methods of Py and PyAny now accept impl IntoPy<Py<PyString>> rather than just &str to allow use of the intern! macro. #2312
  • +
  • Change the deprecated pyproto feature to be opt-in instead of opt-out. #2322
  • +
  • Emit better error messages when #[pyfunction] return types do not implement IntoPy. #2326
  • +
  • Require T: IntoPy for impl<T, const N: usize> IntoPy<PyObject> for [T; N] instead of T: ToPyObject. #2326
  • +
  • Deprecate the ToBorrowedObject trait. #2333
  • +
  • Iterators over PySet and PyDict will now panic if the underlying collection is mutated during the iteration. #2380
  • +
  • Iterators over PySet and PyDict will now panic if the underlying collection is mutated during the iteration. #2380
  • +
  • Allow #[classattr] methods to be fallible. #2385
  • +
  • Prevent multiple #[pymethods] with the same name for a single #[pyclass]. #2399
  • +
  • Fixup lib_name when using PYO3_CONFIG_FILE. #2404
  • +
  • Add a message to the ValueError raised by the #[derive(FromPyObject)] implementation for a tuple struct. #2414
  • +
  • Allow #[classattr] methods to take Python argument. #2456
  • +
  • Rework PyCapsule type to resolve soundness issues: #2485 +
      +
    • PyCapsule::new and PyCapsule::new_with_destructor now take name: Option<CString> instead of &CStr.
    • +
    • The destructor F in PyCapsule::new_with_destructor must now be Send.
    • +
    • PyCapsule::get_context deprecated in favor of PyCapsule::context which doesn't take a py: Python<'_> argument.
    • +
    • PyCapsule::set_context no longer takes a py: Python<'_> argument.
    • +
    • PyCapsule::name now returns PyResult<Option<&CStr>> instead of &CStr.
    • +
    +
  • +
  • FromPyObject::extract for Vec<T> no longer accepts Python str inputs. #2500
  • +
  • Ensure each #[pymodule] is only initialized once. #2523
  • +
  • pyo3_build_config::add_extension_module_link_args now also emits linker arguments for wasm32-unknown-emscripten. #2538
  • +
  • Type checks for PySequence and PyMapping now require inputs to inherit from (or register with) collections.abc.Sequence and collections.abc.Mapping respectively. #2477
  • +
  • Disable PyFunction on when building for abi3 or PyPy. #2542
  • +
  • Deprecate Python::acquire_gil. #2549
  • +
+

Removed

+
    +
  • Remove all functionality deprecated in PyO3 0.15. #2283
  • +
  • Make the Dict, WeakRef and BaseNativeType members of the PyClass private implementation details. #2572
  • +
+

Fixed

+
    +
  • Enable incorrectly disabled FFI definition PyThreadState_DeleteCurrent. #2357
  • +
  • Fix wrap_pymodule interactions with name resolution rules: it no longer "sees through" glob imports of use submodule::* when submodule::submodule is a #[pymodule]. #2363
  • +
  • Correct FFI definition PyEval_EvalCodeEx to take *const *mut PyObject array arguments instead of *mut *mut PyObject. #2368
  • +
  • Fix "raw-ident" structs (e.g. #[pyclass] struct r#RawName) incorrectly having r# at the start of the class name created in Python. #2395
  • +
  • Correct FFI definition Py_tracefunc to be unsafe extern "C" fn (was previously safe). #2407
  • +
  • Fix compile failure with #[pyo3(from_py_with = "...")] annotations on a field in a #[derive(FromPyObject)] struct. #2414
  • +
  • Fix FFI definitions _PyDateTime_BaseTime and _PyDateTime_BaseDateTime lacking leading underscores in their names. #2421
  • +
  • Remove FFI definition PyArena on Python 3.10 and up. #2421
  • +
  • Fix FFI definition PyCompilerFlags missing member cf_feature_version on Python 3.8 and up. #2423
  • +
  • Fix FFI definition PyAsyncMethods missing member am_send on Python 3.10 and up. #2423
  • +
  • Fix FFI definition PyGenObject having multiple incorrect members on various Python versions. #2423
  • +
  • Fix FFI definition PySyntaxErrorObject missing members end_lineno and end_offset on Python 3.10 and up. #2423
  • +
  • Fix FFI definition PyHeapTypeObject missing member ht_module on Python 3.9 and up. #2423
  • +
  • Fix FFI definition PyFrameObject having multiple incorrect members on various Python versions. #2424 #2434
  • +
  • Fix FFI definition PyTypeObject missing deprecated field tp_print on Python 3.8. #2428
  • +
  • Fix FFI definitions PyDateTime_CAPI. PyDateTime_Date, PyASCIIObject, PyBaseExceptionObject, PyListObject, and PyTypeObject on PyPy. #2428
  • +
  • Fix FFI definition _inittab field initfunc typo'd as initfun. #2431
  • +
  • Fix FFI definitions _PyDateTime_BaseTime and _PyDateTime_BaseDateTime incorrectly having fold member. #2432
  • +
  • Fix FFI definitions PyTypeObject. PyHeapTypeObject, and PyCFunctionObject having incorrect members on PyPy 3.9. #2433
  • +
  • Fix FFI definition PyGetSetDef to have *const c_char for doc member (not *mut c_char). #2439
  • +
  • Fix #[pyo3(from_py_with = "...")] being ignored for 1-element tuple structs and transparent structs. #2440
  • +
  • Use memoffset to avoid UB when computing PyCell layout. #2450
  • +
  • Fix incorrect enum names being returned by the generated repr for enums renamed by #[pyclass(name = "...")] #2457
  • +
  • Fix PyObject_CallNoArgs incorrectly being available when building for abi3 on Python 3.9. #2476
  • +
  • Fix several clippy warnings generated by #[pyfunction] arguments. #2503
  • +
+

0.16.6 - 2022-08-23

+

Changed

+
    +
  • Fix soundness issues with PyCapsule type with select workarounds. Users are encourage to upgrade to PyO3 0.17 at their earliest convenience which contains API breakages which fix the issues in a long-term fashion. #2522 +
      +
    • PyCapsule::new and PyCapsule::new_with_destructor now take ownership of a copy of the name to resolve a possible use-after-free.
    • +
    • PyCapsule::name now returns an empty CStr instead of dereferencing a null pointer if the capsule has no name.
    • +
    • The destructor F in PyCapsule::new_with_destructor will never be called if the capsule is deleted from a thread other than the one which the capsule was created in (a warning will be emitted).
    • +
    +
  • +
  • Panics during drop of panic payload caught by PyO3 will now abort. #2544
  • +
+

0.16.5 - 2022-05-15

+

Added

+
    +
  • Add an experimental generate-import-lib feature to support auto-generating non-abi3 python import libraries for Windows targets. #2364
  • +
  • Add FFI definition Py_ExitStatusException. #2374
  • +
+

Changed

+
    +
  • Deprecate experimental generate-abi3-import-lib feature in favor of the new generate-import-lib feature. #2364
  • +
+

Fixed

+
    +
  • Added missing warn_default_encoding field to PyConfig on 3.10+. The previously missing field could result in incorrect behavior or crashes. #2370
  • +
  • Fixed order of pathconfig_warnings and program_name fields of PyConfig on 3.10+. Previously, the order of the fields was swapped and this could lead to incorrect behavior or crashes. #2370
  • +
+

0.16.4 - 2022-04-14

+

Added

+
    +
  • Add PyTzInfoAccess trait for safe access to time zone information. #2263
  • +
  • Add an experimental generate-abi3-import-lib feature to auto-generate python3.dll import libraries for Windows. #2282
  • +
  • Add FFI definitions for PyDateTime_BaseTime and PyDateTime_BaseDateTime. #2294
  • +
+

Changed

+
    +
  • Improved performance of failing calls to FromPyObject::extract which is common when functions accept multiple distinct types. #2279
  • +
  • Default to "m" ABI tag when choosing libpython link name for CPython 3.7 on Unix. #2288
  • +
  • Allow to compile "abi3" extensions without a working build host Python interpreter. #2293
  • +
+

Fixed

+
    +
  • Crates depending on PyO3 can collect code coverage via LLVM instrumentation using stable Rust. #2286
  • +
  • Fix segfault when calling FFI methods PyDateTime_DATE_GET_TZINFO or PyDateTime_TIME_GET_TZINFO on datetime or time without a tzinfo. #2289
  • +
  • Fix directory names starting with the letter n breaking serialization of the interpreter configuration on Windows since PyO3 0.16.3. #2299
  • +
+

0.16.3 - 2022-04-05

+

Packaging

+
    +
  • Extend parking_lot dependency supported versions to include 0.12. #2239
  • +
+

Added

+
    +
  • Add methods to pyo3_build_config::InterpreterConfig to run Python scripts using the configured executable. #2092
  • +
  • Add as_bytes method to Py<PyBytes>. #2235
  • +
  • Add FFI definitions for PyType_FromModuleAndSpec, PyType_GetModule, PyType_GetModuleState and PyModule_AddType. #2250
  • +
  • Add pyo3_build_config::cross_compiling_from_to as a helper to detect when PyO3 is cross-compiling. #2253
  • +
  • Add #[pyclass(mapping)] option to leave sequence slots empty in container implementations. #2265
  • +
  • Add PyString::intern to enable usage of the Python's built-in string interning. #2268
  • +
  • Add intern! macro which can be used to amortize the cost of creating Python strings by storing them inside a GILOnceCell. #2269
  • +
  • Add PYO3_CROSS_PYTHON_IMPLEMENTATION environment variable for selecting the default cross Python implementation. #2272
  • +
+

Changed

+
    +
  • Allow #[pyo3(crate = "...", text_signature = "...")] options to be used directly in #[pyclass(crate = "...", text_signature = "...")]. #2234
  • +
  • Make PYO3_CROSS_LIB_DIR environment variable optional when cross compiling. #2241
  • +
  • Mark METH_FASTCALL calling convention as limited API on Python 3.10. #2250
  • +
  • Deprecate pyo3_build_config::cross_compiling in favor of pyo3_build_config::cross_compiling_from_to. #2253
  • +
+

Fixed

+
    +
  • Fix abi3-py310 feature: use Python 3.10 ABI when available instead of silently falling back to the 3.9 ABI. #2242
  • +
  • Use shared linking mode when cross compiling against a Framework bundle for macOS. #2233
  • +
  • Fix panic during compilation when PYO3_CROSS_LIB_DIR is set for some host/target combinations. #2232
  • +
  • Correct dependency version for syn to require minimal patch version 1.0.56. #2240
  • +
+

0.16.2 - 2022-03-15

+

Packaging

+
    +
  • Warn when modules are imported on PyPy 3.7 versions older than PyPy 7.3.8, as they are known to have binary compatibility issues. #2217
  • +
  • Ensure build script of pyo3-ffi runs before that of pyo3 to fix cross compilation. #2224
  • +
+

0.16.1 - 2022-03-05

+

Packaging

+
    +
  • Extend hashbrown optional dependency supported versions to include 0.12. #2197
  • +
+

Fixed

+
    +
  • Fix incorrect platform detection for Windows in pyo3-build-config. #2198
  • +
  • Fix regression from 0.16 preventing cross compiling to aarch64 macOS. #2201
  • +
+

0.16.0 - 2022-02-27

+

Packaging

+
    +
  • Update MSRV to Rust 1.48. #2004
  • +
  • Update indoc optional dependency to 1.0. #2004
  • +
  • Drop support for Python 3.6, remove abi3-py36 feature. #2006
  • +
  • pyo3-build-config no longer enables the resolve-config feature by default. #2008
  • +
  • Update inventory optional dependency to 0.2. #2019
  • +
  • Drop paste dependency. #2081
  • +
  • The bindings found in pyo3::ffi are now a re-export of a separate pyo3-ffi crate. #2126
  • +
  • Support PyPy 3.9. #2143
  • +
+

Added

+
    +
  • Add PyCapsule type exposing the Capsule API. #1980
  • +
  • Add pyo3_build_config::Sysconfigdata and supporting APIs. #1996
  • +
  • Add Py::setattr method. #2009
  • +
  • Add #[pyo3(crate = "some::path")] option to all attribute macros (except the deprecated #[pyproto]). #2022
  • +
  • Enable create_exception! macro to take an optional docstring. #2027
  • +
  • Enable #[pyclass] for fieldless (aka C-like) enums. #2034
  • +
  • Add buffer magic methods __getbuffer__ and __releasebuffer__ to #[pymethods]. #2067
  • +
  • Add support for paths in wrap_pyfunction and wrap_pymodule. #2081
  • +
  • Enable wrap_pyfunction! to wrap a #[pyfunction] implemented in a different Rust module or crate. #2091
  • +
  • Add PyAny::contains method (in operator for PyAny). #2115
  • +
  • Add PyMapping::contains method (in operator for PyMapping). #2133
  • +
  • Add garbage collection magic magic methods __traverse__ and __clear__ to #[pymethods]. #2159
  • +
  • Add support for from_py_with on struct tuples and enums to override the default from-Python conversion. #2181
  • +
  • Add eq, ne, lt, le, gt, ge methods to PyAny that wrap rich_compare. #2175
  • +
  • Add Py::is and PyAny::is methods to check for object identity. #2183
  • +
  • Add support for the __getattribute__ magic method. #2187
  • +
+

Changed

+
    +
  • PyType::is_subclass, PyErr::is_instance and PyAny::is_instance now operate run-time type object instead of a type known at compile-time. The old behavior is still available as PyType::is_subclass_of, PyErr::is_instance_of and PyAny::is_instance_of. #1985
  • +
  • Rename some methods on PyErr (the old names are just marked deprecated for now): #2026 +
      +
    • pytype -> get_type
    • +
    • pvalue -> value (and deprecate equivalent instance)
    • +
    • ptraceback -> traceback
    • +
    • from_instance -> from_value
    • +
    • into_instance -> into_value
    • +
    +
  • +
  • PyErr::new_type now takes an optional docstring and now returns PyResult<Py<PyType>> rather than a ffi::PyTypeObject pointer. #2027
  • +
  • Deprecate PyType::is_instance; it is inconsistent with other is_instance methods in PyO3. Instead of typ.is_instance(obj), use obj.is_instance(typ). #2031
  • +
  • __getitem__, __setitem__ and __delitem__ in #[pymethods] now implement both a Python mapping and sequence by default. #2065
  • +
  • Improve performance and error messages for #[derive(FromPyObject)] for enums. #2068
  • +
  • Reduce generated LLVM code size (to improve compile times) for: + +
  • +
  • Respect Rust privacy rules for items wrapped with wrap_pyfunction and wrap_pymodule. #2081
  • +
  • Add modulo argument to __ipow__ magic method. #2083
  • +
  • Fix FFI definition for _PyCFunctionFast. #2126
  • +
  • PyDateTimeAPI and PyDateTime_TimeZone_UTC are now unsafe functions instead of statics. #2126
  • +
  • PyDateTimeAPI does not implicitly call PyDateTime_IMPORT anymore to reflect the original Python API more closely. Before the first call to PyDateTime_IMPORT a null pointer is returned. Therefore before calling any of the following FFI functions PyDateTime_IMPORT must be called to avoid undefined behavior: #2126 +
      +
    • PyDateTime_TimeZone_UTC
    • +
    • PyDate_Check
    • +
    • PyDate_CheckExact
    • +
    • PyDateTime_Check
    • +
    • PyDateTime_CheckExact
    • +
    • PyTime_Check
    • +
    • PyTime_CheckExact
    • +
    • PyDelta_Check
    • +
    • PyDelta_CheckExact
    • +
    • PyTZInfo_Check
    • +
    • PyTZInfo_CheckExact
    • +
    • PyDateTime_FromTimestamp
    • +
    • PyDate_FromTimestamp
    • +
    +
  • +
  • Deprecate the gc option for pyclass (e.g. #[pyclass(gc)]). Just implement a __traverse__ #[pymethod]. #2159
  • +
  • The ml_meth field of PyMethodDef is now represented by the PyMethodDefPointer union. 2166
  • +
  • Deprecate the #[pyproto] traits. #2173
  • +
+

Removed

+
    +
  • Remove all functionality deprecated in PyO3 0.14. #2007
  • +
  • Remove Default impl for PyMethodDef. #2166
  • +
  • Remove PartialEq impl for Py and PyAny (use the new is instead). #2183
  • +
+

Fixed

+
    +
  • Fix undefined symbol for PyObject_HasAttr on PyPy. #2025
  • +
  • Fix memory leak in PyErr::into_value. #2026
  • +
  • Fix clippy warning needless-option-as-deref in code generated by #[pyfunction] and #[pymethods]. #2040
  • +
  • Fix undefined behavior in PySlice::indices. #2061
  • +
  • Fix the wrap_pymodule! macro using the wrong name for a #[pymodule] with a #[pyo3(name = "..")] attribute. #2081
  • +
  • Fix magic methods in #[pymethods] accepting implementations with the wrong number of arguments. #2083
  • +
  • Fix panic in #[pyfunction] generated code when a required argument following an Option was not provided. #2093
  • +
  • Fixed undefined behavior caused by incorrect ExactSizeIterator implementations. #2124
  • +
  • Fix missing FFI definition PyCMethod_New on Python 3.9 and up. #2143
  • +
  • Add missing FFI definitions _PyLong_NumBits and _PyLong_AsByteArray on PyPy. #2146
  • +
  • Fix memory leak in implementation of AsPyPointer for Option<T>. #2160
  • +
  • Fix FFI definition of _PyLong_NumBits to return size_t instead of c_int. #2161
  • +
  • Fix TypeError thrown when argument parsing failed missing the originating causes. 2177
  • +
+

0.15.2 - 2022-04-14

+

Packaging

+
    +
  • Backport of PyPy 3.9 support from PyO3 0.16. #2262
  • +
+

0.15.1 - 2021-11-19

+

Added

+
    +
  • Add implementations for Py::as_ref and Py::into_ref for Py<PySequence>, Py<PyIterator> and Py<PyMapping>. #1682
  • +
  • Add PyTraceback type to represent and format Python tracebacks. #1977
  • +
+

Changed

+
    +
  • #[classattr] constants with a known magic method name (which is lowercase) no longer trigger lint warnings expecting constants to be uppercase. #1969
  • +
+

Fixed

+
    +
  • Fix creating #[classattr] by functions with the name of a known magic method. #1969
  • +
  • Fix use of catch_unwind in allow_threads which can cause fatal crashes. #1989
  • +
  • Fix build failure on PyPy when abi3 features are activated. #1991
  • +
  • Fix mingw platform detection. #1993
  • +
  • Fix panic in __get__ implementation when accessing descriptor on type object. #1997
  • +
+

0.15.0 - 2021-11-03

+

Packaging

+
    +
  • pyo3's Cargo.toml now advertises links = "python" to inform Cargo that it links against libpython. #1819
  • +
  • Added optional anyhow feature to convert anyhow::Error into PyErr. #1822
  • +
  • Support Python 3.10. #1889
  • +
  • Added optional eyre feature to convert eyre::Report into PyErr. #1893
  • +
  • Support PyPy 3.8. #1948
  • +
+

Added

+
    +
  • Add PyList::get_item_unchecked and PyTuple::get_item_unchecked to get items without bounds checks. #1733
  • +
  • Support #[doc = include_str!(...)] attributes on Rust 1.54 and up. #1746
  • +
  • Add PyAny::py as a convenience for PyNativeType::py. #1751
  • +
  • Add implementation of std::ops::Index<usize> for PyList, PyTuple and PySequence. #1825
  • +
  • Add range indexing implementations of std::ops::Index for PyList, PyTuple and PySequence. #1829
  • +
  • Add PyMapping type to represent the Python mapping protocol. #1844
  • +
  • Add commonly-used sequence methods to PyList and PyTuple. #1849
  • +
  • Add as_sequence methods to PyList and PyTuple. #1860
  • +
  • Add support for magic methods in #[pymethods], intended as a replacement for #[pyproto]. #1864
  • +
  • Add abi3-py310 feature. #1889
  • +
  • Add PyCFunction::new_closure to create a Python function from a Rust closure. #1901
  • +
  • Add support for positional-only arguments in #[pyfunction]. #1925
  • +
  • Add PyErr::take to attempt to fetch a Python exception if present. #1957
  • +
+

Changed

+
    +
  • PyList, PyTuple and PySequence's APIs now accepts only usize indices instead of isize. +#1733, #1802, +#1803
  • +
  • PyList::get_item and PyTuple::get_item now return PyResult<&PyAny> instead of panicking. #1733
  • +
  • PySequence::in_place_repeat and PySequence::in_place_concat now return PyResult<&PySequence> instead of PyResult<()>, which is needed in case of immutable sequences such as tuples. #1803
  • +
  • PySequence::get_slice now returns PyResult<&PySequence> instead of PyResult<&PyAny>. #1829
  • +
  • Deprecate PyTuple::split_from. #1804
  • +
  • Deprecate PyTuple::slice, new method PyTuple::get_slice added with usize indices. #1828
  • +
  • Deprecate FFI definitions PyParser_SimpleParseStringFlags, PyParser_SimpleParseStringFlagsFilename, PyParser_SimpleParseFileFlags when building for Python 3.9. #1830
  • +
  • Mark FFI definitions removed in Python 3.10 PyParser_ASTFromString, PyParser_ASTFromStringObject, PyParser_ASTFromFile, PyParser_ASTFromFileObject, PyParser_SimpleParseStringFlags, PyParser_SimpleParseStringFlagsFilename, PyParser_SimpleParseFileFlags, PyParser_SimpleParseString, PyParser_SimpleParseFile, Py_SymtableString, and Py_SymtableStringObject. #1830
  • +
  • #[pymethods] now handles magic methods similarly to #[pyproto]. In the future, #[pyproto] may be deprecated. #1864
  • +
  • Deprecate FFI definitions PySys_AddWarnOption, PySys_AddWarnOptionUnicode and PySys_HasWarnOptions. #1887
  • +
  • Deprecate #[call] attribute in favor of using fn __call__. #1929
  • +
  • Fix missing FFI definition _PyImport_FindExtensionObject on Python 3.10. #1942
  • +
  • Change PyErr::fetch to panic in debug mode if no exception is present. #1957
  • +
+

Fixed

+
    +
  • Fix building with a conda environment on Windows. #1873
  • +
  • Fix panic on Python 3.6 when calling Python::with_gil with Python initialized but threading not initialized. #1874
  • +
  • Fix incorrect linking to version-specific DLL instead of python3.dll when cross-compiling to Windows with abi3. #1880
  • +
  • Fix FFI definition for PyTuple_ClearFreeList incorrectly being present for Python 3.9 and up. #1887
  • +
  • Fix panic in generated #[derive(FromPyObject)] for enums. #1888
  • +
  • Fix cross-compiling to Python 3.7 builds with the "m" abi flag. #1908
  • +
  • Fix __mod__ magic method fallback to __rmod__. #1934.
  • +
  • Fix missing FFI definition _PyImport_FindExtensionObject on Python 3.10. #1942
  • +
+

0.14.5 - 2021-09-05

+

Added

+
    +
  • Make pyo3_build_config::InterpreterConfig and subfields public. #1848
  • +
  • Add resolve-config feature to the pyo3-build-config to control whether its build script does anything. #1856
  • +
+

Fixed

+
    +
  • Fix 0.14.4 compile regression on s390x-unknown-linux-gnu target. #1850
  • +
+

0.14.4 - 2021-08-29

+

Changed

+
    +
  • Mark PyString::data as unsafe and disable it and some supporting PyUnicode FFI APIs (which depend on a C bitfield) on big-endian targets. #1834
  • +
+

0.14.3 - 2021-08-22

+

Added

+
    +
  • Add PyString::data to access the raw bytes stored in a Python string. #1794
  • +
+

Fixed

+
    +
  • Raise AttributeError to avoid panic when calling del on a #[setter] defined class property. #1779
  • +
  • Restrict FFI definitions PyGILState_Check and Py_tracefunc to the unlimited API. #1787
  • +
  • Add missing _type field to PyStatus struct definition. #1791
  • +
  • Reduce lower bound num-complex optional dependency to support interop with rust-numpy and ndarray when building with the MSRV of 1.41 #1799
  • +
  • Fix memory leak in Python::run_code. #1806
  • +
  • Fix memory leak in PyModule::from_code. #1810
  • +
  • Remove use of pyo3:: in pyo3::types::datetime which broke builds using -Z avoid-dev-deps #1811
  • +
+

0.14.2 - 2021-08-09

+

Added

+
    +
  • Add indexmap feature to add ToPyObject, IntoPy and FromPyObject implementations for indexmap::IndexMap. #1728
  • +
  • Add pyo3_build_config::add_extension_module_link_args to use in build scripts to set linker arguments (for macOS). #1755
  • +
  • Add Python::with_gil_unchecked unsafe variation of Python::with_gil to allow obtaining a Python in scenarios where Python::with_gil would fail. #1769
  • +
+

Changed

+
    +
  • PyErr::new no longer acquires the Python GIL internally. #1724
  • +
  • Reverted PyO3 0.14.0's use of cargo:rustc-cdylib-link-arg in its build script, as Cargo unintentionally allowed crates to pass linker args to downstream crates in this way. Projects supporting macOS may need to restore .cargo/config.toml files. #1755
  • +
+

Fixed

+
    +
  • Fix regression in 0.14.0 rejecting usage of #[doc(hidden)] on structs and functions annotated with PyO3 macros. #1722
  • +
  • Fix regression in 0.14.0 leading to incorrect code coverage being computed for #[pyfunction]s. #1726
  • +
  • Fix incorrect FFI definition of Py_Buffer on PyPy. #1737
  • +
  • Fix incorrect calculation of dictoffset on 32-bit Windows. #1475
  • +
  • Fix regression in 0.13.2 leading to linking to incorrect Python library on Windows "gnu" targets. #1759
  • +
  • Fix compiler warning: deny trailing semicolons in expression macro. #1762
  • +
  • Fix incorrect FFI definition of Py_DecodeLocale. The 2nd argument is now *mut Py_ssize_t instead of Py_ssize_t. #1766
  • +
+

0.14.1 - 2021-07-04

+

Added

+
    +
  • Implement IntoPy<PyObject> for &PathBuf and &OsString. #1712
  • +
+

Fixed

+
    +
  • Fix crashes on PyPy due to incorrect definitions of PyList_SET_ITEM. #1713
  • +
+

0.14.0 - 2021-07-03

+

Packaging

+
    +
  • Update num-bigint optional dependency to 0.4. #1481
  • +
  • Update num-complex optional dependency to 0.4. #1482
  • +
  • Extend hashbrown optional dependency supported versions to include 0.11. #1496
  • +
  • Support PyPy 3.7. #1538
  • +
+

Added

+
    +
  • Extend conversions for [T; N] to all N using const generics (on Rust 1.51 and up). #1128
  • +
  • Add conversions between OsStr/ OsString and Python strings. #1379
  • +
  • Add conversions between Path/ PathBuf and Python strings (and pathlib.Path objects). #1379 #1654
  • +
  • Add a new set of #[pyo3(...)] attributes to control various PyO3 macro functionality: +
      +
    • #[pyo3(from_py_with = "...")] function arguments and struct fields to override the default from-Python conversion. #1411
    • +
    • #[pyo3(name = "...")] for setting Python names. #1567
    • +
    • #[pyo3(text_signature = "...")] for setting text signature. #1658
    • +
    +
  • +
  • Add FFI definition PyCFunction_CheckExact for Python 3.9 and later. #1425
  • +
  • Add FFI definition Py_IS_TYPE. #1429
  • +
  • Add FFI definition _Py_InitializeMain. #1473
  • +
  • Add FFI definitions from cpython/import.h.#1475
  • +
  • Add tuple and unit struct support for #[pyclass] macro. #1504
  • +
  • Add FFI definition PyDateTime_TimeZone_UTC. #1572
  • +
  • Add support for #[pyclass(extends=Exception)]. #1591
  • +
  • Add PyErr::cause and PyErr::set_cause. #1679
  • +
  • Add FFI definitions from cpython/pystate.h. #1687
  • +
  • Add wrap_pyfunction! macro to pyo3::prelude. #1695
  • +
+

Changed

+
    +
  • Allow only one #[pymethods] block per #[pyclass] by default, to remove the dependency on inventory. Add a multiple-pymethods feature to opt-in the original behavior and dependency on inventory. #1457
  • +
  • Change PyTimeAccess::get_fold to return a bool instead of a u8. #1397
  • +
  • Deprecate FFI definition PyCFunction_Call for Python 3.9 and up. #1425
  • +
  • Deprecate FFI definition PyModule_GetFilename. #1425
  • +
  • The auto-initialize feature is no longer enabled by default. #1443
  • +
  • Change PyCFunction::new and PyCFunction::new_with_keywords to take &'static str arguments rather than implicitly copying (and leaking) them. #1450
  • +
  • Deprecate PyModule::call, PyModule::call0, PyModule::call1 and PyModule::get. #1492
  • +
  • Add length information to PyBufferErrors raised from PyBuffer::copy_to_slice and PyBuffer::copy_from_slice. #1534
  • +
  • Automatically set -undefined and dynamic_lookup linker arguments on macOS with the extension-module feature. #1539
  • +
  • Deprecate #[pyproto] methods which are easier to implement as #[pymethods]: #1560 +
      +
    • PyBasicProtocol::__bytes__ and PyBasicProtocol::__format__
    • +
    • PyContextProtocol::__enter__ and PyContextProtocol::__exit__
    • +
    • PyDescrProtocol::__delete__ and PyDescrProtocol::__set_name__
    • +
    • PyMappingProtocol::__reversed__
    • +
    • PyNumberProtocol::__complex__ and PyNumberProtocol::__round__
    • +
    • PyAsyncProtocol::__aenter__ and PyAsyncProtocol::__aexit__
    • +
    +
  • +
  • Deprecate several attributes in favor of the new #[pyo3(...)] options: +
      +
    • #[name = "..."], replaced by #[pyo3(name = "...")] #1567
    • +
    • #[pyfn(m, "name")], replaced by #[pyfn(m)] #[pyo3(name = "...")]. #1610
    • +
    • #[pymodule(name)], replaced by #[pymodule] #[pyo3(name = "...")] #1650
    • +
    • #[text_signature = "..."], replaced by #[pyo3(text_signature = "...")]. #1658
    • +
    +
  • +
  • Reduce LLVM line counts to improve compilation times. #1604
  • +
  • No longer call PyEval_InitThreads in #[pymodule] init code. #1630
  • +
  • Use METH_FASTCALL argument passing convention, when possible, to improve #[pyfunction] and method performance. +#1619, #1660
  • +
  • Filter sysconfigdata candidates by architecture when cross-compiling. #1626
  • +
+

Removed

+
    +
  • Remove deprecated exception names BaseException etc. #1426
  • +
  • Remove deprecated methods Python::is_instance, Python::is_subclass, Python::release, Python::xdecref, and Py::from_owned_ptr_or_panic. #1426
  • +
  • Remove many FFI definitions which never existed in the Python C-API: +
      +
    • (previously deprecated) PyGetSetDef_INIT, PyGetSetDef_DICT, PyCoro_Check, PyCoroWrapper_Check, and PyAsyncGen_Check #1426
    • +
    • PyMethodDef_INIT #1426
    • +
    • PyTypeObject_INIT #1429
    • +
    • PyObject_Check, PySuper_Check, and FreeFunc #1438
    • +
    • PyModuleDef_INIT #1630
    • +
    +
  • +
  • Remove pyclass implementation details from PyTypeInfo: +
      +
    • Type, DESCRIPTION, and FLAGS #1456
    • +
    • BaseType, BaseLayout, Layout, Initializer #1596
    • +
    +
  • +
  • Remove PYO3_CROSS_INCLUDE_DIR environment variable and the associated C header parsing functionality. #1521
  • +
  • Remove raw_pycfunction! macro. #1619
  • +
  • Remove PyClassAlloc trait. #1657
  • +
  • Remove PyList::get_parked_item. #1664
  • +
+

Fixed

+
    +
  • Remove FFI definition PyCFunction_ClearFreeList for Python 3.9 and later. #1425
  • +
  • PYO3_CROSS_LIB_DIR environment variable no long required when compiling for x86-64 Python from macOS arm64 and reverse. #1428
  • +
  • Fix FFI definition _PyEval_RequestCodeExtraIndex, which took an argument of the wrong type. #1429
  • +
  • Fix FFI definition PyIndex_Check missing with the abi3 feature. #1436
  • +
  • Fix incorrect TypeError raised when keyword-only argument passed along with a positional argument in *args. #1440
  • +
  • Fix inability to use a named lifetime for &PyTuple of *args in #[pyfunction]. #1440
  • +
  • Fix use of Python argument for #[pymethods] inside macro expansions. #1505
  • +
  • No longer include __doc__ in __all__ generated for #[pymodule]. #1509
  • +
  • Always use cross-compiling configuration if any of the PYO3_CROSS family of environment variables are set. #1514
  • +
  • Support EnvironmentError, IOError, and WindowsError on PyPy. #1533
  • +
  • Fix unnecessary rebuilds when cycling between cargo check and cargo clippy in a Python virtualenv. #1557
  • +
  • Fix segfault when dereferencing ffi::PyDateTimeAPI without the GIL. #1563
  • +
  • Fix memory leak in FromPyObject implementations for u128 and i128. #1638
  • +
  • Fix #[pyclass(extends=PyDict)] leaking the dict contents on drop. #1657
  • +
  • Fix segfault when calling PyList::get_item with negative indices. #1668
  • +
  • Fix FFI definitions of PyEval_SetProfile/PyEval_SetTrace to take Option<Py_tracefunc> parameters. #1692
  • +
  • Fix ToPyObject impl for HashSet to accept non-default hashers. #1702
  • +
+

0.13.2 - 2021-02-12

+

Packaging

+
    +
  • Lower minimum supported Rust version to 1.41. #1421
  • +
+

Added

+
    +
  • Add unsafe API with_embedded_python_interpreter to initialize a Python interpreter, execute a closure, and finalize the interpreter. #1355
  • +
  • Add serde feature which provides implementations of Serialize and Deserialize for Py<T>. #1366
  • +
  • Add FFI definition _PyCFunctionFastWithKeywords on Python 3.7 and up. #1384
  • +
  • Add PyDateTime::new_with_fold method. #1398
  • +
  • Add size_hint impls for {PyDict,PyList,PySet,PyTuple}Iterators. #1699
  • +
+

Changed

+
    +
  • prepare_freethreaded_python will no longer register an atexit handler to call Py_Finalize. This resolves a number of issues with incompatible C extensions causing crashes at finalization. #1355
  • +
  • Mark PyLayout::py_init, PyClassDict::clear_dict, and opt_to_pyobj safe, as they do not perform any unsafe operations. #1404
  • +
+

Fixed

+
    +
  • Fix support for using r#raw_idents as argument names in pyfunctions. #1383
  • +
  • Fix typo in FFI definition for PyFunction_GetCode (was incorrectly PyFunction_Code). #1387
  • +
  • Fix FFI definitions PyMarshal_WriteObjectToString and PyMarshal_ReadObjectFromString as available in limited API. #1387
  • +
  • Fix FFI definitions PyListObject and those from funcobject.h as requiring non-limited API. #1387
  • +
  • Fix unqualified Result usage in pyobject_native_type_base. #1402
  • +
  • Fix build on systems where the default Python encoding is not UTF-8. #1405
  • +
  • Fix build on mingw / MSYS2. #1423
  • +
+

0.13.1 - 2021-01-10

+

Added

+
    +
  • Add support for #[pyclass(dict)] and #[pyclass(weakref)] with the abi3 feature on Python 3.9 and up. #1342
  • +
  • Add FFI definitions PyOS_BeforeFork, PyOS_AfterFork_Parent, PyOS_AfterFork_Child for Python 3.7 and up. #1348
  • +
  • Add an auto-initialize feature to control whether PyO3 should automatically initialize an embedded Python interpreter. For compatibility this feature is enabled by default in PyO3 0.13.1, but is planned to become opt-in from PyO3 0.14.0. #1347
  • +
  • Add support for cross-compiling to Windows without needing PYO3_CROSS_INCLUDE_DIR. #1350
  • +
+

Deprecated

+
    +
  • Deprecate FFI definitions PyEval_CallObjectWithKeywords, PyEval_CallObject, PyEval_CallFunction, PyEval_CallMethod when building for Python 3.9. #1338
  • +
  • Deprecate FFI definitions PyGetSetDef_DICT and PyGetSetDef_INIT which have never been in the Python API. #1341
  • +
  • Deprecate FFI definitions PyGen_NeedsFinalizing, PyImport_Cleanup (removed in 3.9), and PyOS_InitInterrupts (3.10). #1348
  • +
  • Deprecate FFI definition PyOS_AfterFork for Python 3.7 and up. #1348
  • +
  • Deprecate FFI definitions PyCoro_Check, PyAsyncGen_Check, and PyCoroWrapper_Check, which have never been in the Python API (for the first two, it is possible to use PyCoro_CheckExact and PyAsyncGen_CheckExact instead; these are the actual functions provided by the Python API). #1348
  • +
  • Deprecate FFI definitions for PyUnicode_FromUnicode, PyUnicode_AsUnicode and PyUnicode_AsUnicodeAndSize, which will be removed from 3.12 and up due to PEP 623. #1370
  • +
+

Removed

+
    +
  • Remove FFI definition PyFrame_ClearFreeList when building for Python 3.9. #1341
  • +
  • Remove FFI definition _PyDict_Contains when building for Python 3.10. #1341
  • +
  • Remove FFI definitions PyGen_NeedsFinalizing and PyImport_Cleanup (for 3.9 and up), and PyOS_InitInterrupts (3.10). #1348
  • +
+

Fixed

+
    +
  • Stop including Py_TRACE_REFS config setting automatically if Py_DEBUG is set on Python 3.8 and up. #1334
  • +
  • Remove #[deny(warnings)] attribute (and instead refuse warnings only in CI). #1340
  • +
  • Fix deprecation warning for missing __module__ with #[pyclass]. #1343
  • +
  • Correct return type of PyFrozenSet::empty to &PyFrozenSet (was incorrectly &PySet). #1351
  • +
  • Fix missing Py_INCREF on heap type objects on Python versions before 3.8. #1365
  • +
+

0.13.0 - 2020-12-22

+

Packaging

+
    +
  • Drop support for Python 3.5 (as it is now end-of-life). #1250
  • +
  • Bump minimum supported Rust version to 1.45. #1272
  • +
  • Bump indoc dependency to 1.0. #1272
  • +
  • Bump paste dependency to 1.0. #1272
  • +
  • Rename internal crates pyo3cls and pyo3-derive-backend to pyo3-macros and pyo3-macros-backend respectively. #1317
  • +
+

Added

+
    +
  • Add support for building for CPython limited API. Opting-in to the limited API enables a single extension wheel built with PyO3 to be installable on multiple Python versions. This required a few minor changes to runtime behavior of of PyO3 #[pyclass] types. See the migration guide for full details. #1152 +
      +
    • Add feature flags abi3-py36, abi3-py37, abi3-py38 etc. to set the minimum Python version when using the limited API. #1263
    • +
    +
  • +
  • Add argument names to TypeError messages generated by pymethod wrappers. #1212
  • +
  • Add FFI definitions for PEP 587 "Python Initialization Configuration". #1247
  • +
  • Add FFI definitions for PyEval_SetProfile and PyEval_SetTrace. #1255
  • +
  • Add FFI definitions for context.h functions (PyContext_New, etc). #1259
  • +
  • Add PyAny::is_instance method. #1276
  • +
  • Add support for conversion between char and PyString. #1282
  • +
  • Add FFI definitions for PyBuffer_SizeFromFormat, PyObject_LengthHint, PyObject_CallNoArgs, PyObject_CallOneArg, PyObject_CallMethodNoArgs, PyObject_CallMethodOneArg, PyObject_VectorcallDict, and PyObject_VectorcallMethod. #1287
  • +
  • Add conversions between u128/i128 and PyLong for PyPy. #1310
  • +
  • Add Python::version and Python::version_info to get the running interpreter version. #1322
  • +
  • Add conversions for tuples of length 10, 11, and 12. #1454
  • +
+

Changed

+
    +
  • Change return type of PyType::name from Cow<str> to PyResult<&str>. #1152
  • +
  • #[pyclass(subclass)] is now required for subclassing from Rust (was previously just required for subclassing from Python). #1152
  • +
  • Change PyIterator to be consistent with other native types: it is now used as &PyIterator instead of PyIterator<'a>. #1176
  • +
  • Change formatting of PyDowncastError messages to be closer to Python's builtin error messages. #1212
  • +
  • Change Debug and Display impls for PyException to be consistent with PyAny. #1275
  • +
  • Change Debug impl of PyErr to output more helpful information (acquiring the GIL if necessary). #1275
  • +
  • Rename PyTypeInfo::is_instance and PyTypeInfo::is_exact_instance to PyTypeInfo::is_type_of and PyTypeInfo::is_exact_type_of. #1278
  • +
  • Optimize PyAny::call0, Py::call0 and PyAny::call_method0 and Py::call_method0 on Python 3.9 and up. #1287
  • +
  • Require double-quotes for pyclass name argument e.g #[pyclass(name = "MyClass")]. #1303
  • +
+

Deprecated

+
    +
  • Deprecate Python::is_instance, Python::is_subclass, Python::release, and Python::xdecref. #1292
  • +
+

Removed

+
    +
  • Remove deprecated ffi definitions PyUnicode_AsUnicodeCopy, PyUnicode_GetMax, _Py_CheckRecursionLimit, PyObject_AsCharBuffer, PyObject_AsReadBuffer, PyObject_CheckReadBuffer and PyObject_AsWriteBuffer, which will be removed in Python 3.10. #1217
  • +
  • Remove unused python3 feature. #1235
  • +
+

Fixed

+
    +
  • Fix missing field in PyCodeObject struct (co_posonlyargcount) - caused invalid access to other fields in Python >3.7. #1260
  • +
  • Fix building for x86_64-unknown-linux-musl target from x86_64-unknown-linux-gnu host. #1267
  • +
  • Fix #[text_signature] interacting badly with rust r#raw_identifiers. #1286
  • +
  • Fix FFI definitions for PyObject_Vectorcall and PyVectorcall_Call. #1287
  • +
  • Fix building with Anaconda python inside a virtualenv. #1290
  • +
  • Fix definition of opaque FFI types. #1312
  • +
  • Fix using custom error type in pyclass #[new] methods. #1319
  • +
+

0.12.4 - 2020-11-28

+

Fixed

+
    +
  • Fix reference count bug in implementation of From<Py<T>> for PyObject, a regression introduced in PyO3 0.12. #1297
  • +
+

0.12.3 - 2020-10-12

+

Fixed

+
    +
  • Fix support for Rust versions 1.39 to 1.44, broken by an incorrect internal update to paste 1.0 which was done in PyO3 0.12.2. #1234
  • +
+

0.12.2 - 2020-10-12

+

Added

+
    +
  • Add support for keyword-only arguments without default values in #[pyfunction]. #1209
  • +
  • Add Python::check_signals as a safe a wrapper for PyErr_CheckSignals. #1214
  • +
+

Fixed

+
    +
  • Fix invalid document for protocol methods. #1169
  • +
  • Hide docs of PyO3 private implementation details in pyo3::class::methods. #1169
  • +
  • Fix unnecessary rebuild on PATH changes when the python interpreter is provided by PYO3_PYTHON. #1231
  • +
+

0.12.1 - 2020-09-16

+

Fixed

+
    +
  • Fix building for a 32-bit Python on 64-bit Windows with a 64-bit Rust toolchain. #1179
  • +
  • Fix building on platforms where c_char is u8. #1182
  • +
+

0.12.0 - 2020-09-12

+

Added

+
    +
  • Add FFI definitions Py_FinalizeEx, PyOS_getsig, and PyOS_setsig. #1021
  • +
  • Add PyString::to_str for accessing PyString as &str. #1023
  • +
  • Add Python::with_gil for executing a closure with the Python GIL. #1037
  • +
  • Add type information to failures in PyAny::downcast. #1050
  • +
  • Implement Debug for PyIterator. #1051
  • +
  • Add PyBytes::new_with and PyByteArray::new_with for initialising bytes and bytearray objects using a closure. #1074
  • +
  • Add #[derive(FromPyObject)] macro for enums and structs. #1065
  • +
  • Add Py::as_ref and Py::into_ref for converting Py<T> to &T. #1098
  • +
  • Add ability to return Result types other than PyResult from #[pyfunction], #[pymethod] and #[pyproto] functions. #1106.
  • +
  • Implement ToPyObject, IntoPy, and FromPyObject for hashbrown's HashMap and HashSet types (requires the hashbrown feature). #1114
  • +
  • Add #[pyfunction(pass_module)] and #[pyfn(pass_module)] to pass the module object as the first function argument. #1143
  • +
  • Add PyModule::add_function and PyModule::add_submodule as typed alternatives to PyModule::add_wrapped. #1143
  • +
  • Add native PyCFunction and PyFunction types. #1163
  • +
+

Changed

+
    +
  • Rework exception types: #1024 #1115 +
      +
    • Rename exception types from e.g. RuntimeError to PyRuntimeError. The old names continue to exist but are deprecated.
    • +
    • Exception objects are now accessible as &T or Py<T>, just like other Python-native types.
    • +
    • Rename PyException::py_err to PyException::new_err.
    • +
    • Rename PyUnicodeDecodeErr::new_err to PyUnicodeDecodeErr::new.
    • +
    • Remove PyStopIteration::stop_iteration.
    • +
    +
  • +
  • Require T: Send for the return value T of Python::allow_threads. #1036
  • +
  • Rename PYTHON_SYS_EXECUTABLE to PYO3_PYTHON. The old name will continue to work (undocumented) but will be removed in a future release. #1039
  • +
  • Remove unsafe from signature of PyType::as_type_ptr. #1047
  • +
  • Change return type of PyIterator::from_object to PyResult<PyIterator> (was Result<PyIterator, PyDowncastError>). #1051
  • +
  • IntoPy is no longer implied by FromPy. #1063
  • +
  • Change PyObject to be a type alias for Py<PyAny>. #1063
  • +
  • Rework PyErr to be compatible with the std::error::Error trait: #1067 #1115 +
      +
    • Implement Display, Error, Send and Sync for PyErr and PyErrArguments.
    • +
    • Add PyErr::instance for accessing PyErr as &PyBaseException.
    • +
    • PyErr's fields are now an implementation detail. The equivalent values can be accessed with PyErr::ptype, PyErr::pvalue and PyErr::ptraceback.
    • +
    • Change receiver of PyErr::print and PyErr::print_and_set_sys_last_vars to &self (was self).
    • +
    • Remove PyErrValue, PyErr::from_value, PyErr::into_normalized, and PyErr::normalize.
    • +
    • Remove PyException::into.
    • +
    • Remove Into<PyResult<T>> for PyErr and PyException.
    • +
    +
  • +
  • Change methods generated by #[pyproto] to return NotImplemented if Python should try a reversed operation. #1072
  • +
  • Change argument to PyModule::add to impl IntoPy<PyObject> (was impl ToPyObject). #1124
  • +
+

Removed

+
    +
  • Remove many exception and PyErr APIs; see the "changed" section above. #1024 #1067 #1115
  • +
  • Remove PyString::to_string (use new PyString::to_str). #1023
  • +
  • Remove PyString::as_bytes. #1023
  • +
  • Remove Python::register_any. #1023
  • +
  • Remove GILGuard::acquire from the public API. Use Python::acquire_gil or Python::with_gil. #1036
  • +
  • Remove the FromPy trait. #1063
  • +
  • Remove the AsPyRef trait. #1098
  • +
+

Fixed

+
    +
  • Correct FFI definitions Py_SetProgramName and Py_SetPythonHome to take *const arguments (was *mut). #1021
  • +
  • Fix FromPyObject for num_bigint::BigInt for Python objects with an __index__ method. #1027
  • +
  • Correct FFI definition _PyLong_AsByteArray to take *mut c_uchar argument (was *const c_uchar). #1029
  • +
  • Fix segfault with #[pyclass(dict, unsendable)]. #1058 #1059
  • +
  • Fix using &Self as an argument type for functions in a #[pymethods] block. #1071
  • +
  • Fix best-effort build against PyPy 3.6. #1092
  • +
  • Fix many cases of lifetime elision in #[pyproto] implementations. #1093
  • +
  • Fix detection of Python build configuration when cross-compiling. #1095
  • +
  • Always link against libpython on android with the extension-module feature. #1095
  • +
  • Fix the + operator not trying __radd__ when both __add__ and __radd__ are defined in PyNumberProtocol (and similar for all other reversible operators). #1107
  • +
  • Fix building with Anaconda python. #1175
  • +
+

0.11.1 - 2020-06-30

+

Added

+
    +
  • #[pyclass(unsendable)]. #1009
  • +
+

Changed

+
    +
  • Update parking_lot dependency to 0.11. #1010
  • +
+

0.11.0 - 2020-06-28

+

Added

+
    +
  • Support stable versions of Rust (>=1.39). #969
  • +
  • Add FFI definition PyObject_AsFileDescriptor. #938
  • +
  • Add PyByteArray::data, PyByteArray::as_bytes, and PyByteArray::as_bytes_mut. #967
  • +
  • Add GILOnceCell to use in situations where lazy_static or once_cell can deadlock. #975
  • +
  • Add Py::borrow, Py::borrow_mut, Py::try_borrow, and Py::try_borrow_mut for accessing #[pyclass] values. #976
  • +
  • Add IterNextOutput and IterANextOutput for returning from __next__ / __anext__. #997
  • +
+

Changed

+
    +
  • Simplify internals of #[pyo3(get)] attribute. (Remove the hidden API GetPropertyValue.) #934
  • +
  • Call Py_Finalize at exit to flush buffers, etc. #943
  • +
  • Add type parameter to PyBuffer. #951
  • +
  • Require Send bound for #[pyclass]. #966
  • +
  • Add Python argument to most methods on PyObject and Py<T> to ensure GIL safety. #970
  • +
  • Change signature of PyTypeObject::type_object - now takes Python argument and returns &PyType. #970
  • +
  • Change return type of PyTuple::slice and PyTuple::split_from from Py<PyTuple> to &PyTuple. #970
  • +
  • Change return type of PyTuple::as_slice to &[&PyAny]. #971
  • +
  • Rename PyTypeInfo::type_object to type_object_raw, and add Python argument. #975
  • +
  • Update num-complex optional dependendency from 0.2 to 0.3. #977
  • +
  • Update num-bigint optional dependendency from 0.2 to 0.3. #978
  • +
  • #[pyproto] is re-implemented without specialization. #961
  • +
  • PyClassAlloc::alloc is renamed to PyClassAlloc::new. #990
  • +
  • #[pyproto] methods can now have return value T or PyResult<T> (previously only PyResult<T> was supported). #996
  • +
  • #[pyproto] methods can now skip annotating the return type if it is (). #998
  • +
+

Removed

+
    +
  • Remove ManagedPyRef (unused, and needs specialization) #930
  • +
+

Fixed

+
    +
  • Fix passing explicit None to Option<T> argument #[pyfunction] with a default value. #936
  • +
  • Fix PyClass.__new__'s not respecting subclasses when inherited by a Python class. #990
  • +
  • Fix returning Option<T> from #[pyproto] methods. #996
  • +
  • Fix accepting PyRef<Self> and PyRefMut<Self> to #[getter] and #[setter] methods. #999
  • +
+

0.10.1 - 2020-05-14

+

Fixed

+
    +
  • Fix deadlock in Python::acquire_gil after dropping a PyObject or Py<T>. #924
  • +
+

0.10.0 - 2020-05-13

+

Added

+
    +
  • Add FFI definition _PyDict_NewPresized. #849
  • +
  • Implement IntoPy<PyObject> for HashSet and BTreeSet. #864
  • +
  • Add PyAny::dir method. #886
  • +
  • Gate macros behind a macros feature (enabled by default). #897
  • +
  • Add ability to define class attributes using #[classattr] on functions in #[pymethods]. #905
  • +
  • Implement Clone for PyObject and Py<T>. #908
  • +
  • Implement Deref<Target = PyAny> for all builtin types. (PyList, PyTuple, PyDict etc.) #911
  • +
  • Implement Deref<Target = PyAny> for PyCell<T>. #911
  • +
  • Add #[classattr] support for associated constants in #[pymethods]. #914
  • +
+

Changed

+
    +
  • Panics will now be raised as a Python PanicException. #797
  • +
  • Change PyObject and Py<T> reference counts to decrement immediately upon drop when the GIL is held. #851
  • +
  • Allow PyIterProtocol methods to use either PyRef or PyRefMut as the receiver type. #856
  • +
  • Change the implementation of FromPyObject for Py<T> to apply to a wider range of T, including all T: PyClass. #880
  • +
  • Move all methods from the ObjectProtocol trait to the PyAny struct. #911
  • +
  • Remove need for #![feature(specialization)] in crates depending on PyO3. #917
  • +
+

Removed

+
    +
  • Remove PyMethodsProtocol trait. #889
  • +
  • Remove num-traits dependency. #895
  • +
  • Remove ObjectProtocol trait. #911
  • +
  • Remove PyAny::None. Users should use Python::None instead. #911
  • +
  • Remove all *ProtocolImpl traits. #917
  • +
+

Fixed

+
    +
  • Fix support for __radd__ and other __r*__ methods as implementations for Python mathematical operators. #839
  • +
  • Fix panics during garbage collection when traversing objects that were already mutably borrowed. #855
  • +
  • Prevent &'static references to Python objects as arguments to #[pyfunction] and #[pymethods]. #869
  • +
  • Fix lifetime safety bug with AsPyRef::as_ref. #876
  • +
  • Fix #[pyo3(get)] attribute on Py<T> fields. #880
  • +
  • Fix segmentation faults caused by functions such as PyList::get_item returning borrowed objects when it was not safe to do so. #890
  • +
  • Fix segmentation faults caused by nested Python::acquire_gil calls creating dangling references. #893
  • +
  • Fix segmentatation faults when a panic occurs during a call to Python::allow_threads. #912
  • +
+

0.9.2 - 2020-04-09

+

Added

+
    +
  • FromPyObject implementations for HashSet and BTreeSet. #842
  • +
+

Fixed

+
    +
  • Correctly detect 32bit architecture. #830
  • +
+

0.9.1 - 2020-03-23

+

Fixed

+
    +
  • Error messages for #[pyclass]. #826
  • +
  • FromPyObject implementation for PySequence. #827
  • +
+

0.9.0 - 2020-03-19

+

Added

+
    +
  • PyCell, which has RefCell-like features. #770
  • +
  • PyClass, PyLayout, PyClassInitializer. #683
  • +
  • Implemented IntoIterator for PySet and PyFrozenSet. #716
  • +
  • FromPyObject is now automatically implemented for T: Clone pyclasses. #730
  • +
  • #[pyo3(get)] and #[pyo3(set)] will now use the Rust doc-comment from the field for the Python property. #755
  • +
  • #[setter] functions may now take an argument of Pyo3::Python. #760
  • +
  • PyTypeInfo::BaseLayout and PyClass::BaseNativeType. #770
  • +
  • PyDowncastImpl. #770
  • +
  • Implement FromPyObject and IntoPy<PyObject> traits for arrays (up to 32). #778
  • +
  • migration.md and types.md in the guide. #795, #802
  • +
  • ffi::{_PyBytes_Resize, _PyDict_Next, _PyDict_Contains, _PyDict_GetDictPtr}. #820
  • +
+

Changed

+
    +
  • #[new] does not take PyRawObject and can return Self. #683
  • +
  • The blanket implementations for FromPyObject for &T and &mut T are no longer specializable. Implement PyTryFrom for your type to control the behavior of FromPyObject::extract for your types. #713
  • +
  • The implementation for IntoPy<U> for T where U: FromPy<T> is no longer specializable. Control the behavior of this via the implementation of FromPy. #713
  • +
  • Use parking_lot::Mutex instead of spin::Mutex. #734
  • +
  • Bumped minimum Rust version to 1.42.0-nightly 2020-01-21. #761
  • +
  • PyRef and PyRefMut are renewed for PyCell. #770
  • +
  • Some new FFI functions for Python 3.8. #784
  • +
  • PyAny is now on the top level module and prelude. #816
  • +
+

Removed

+
    +
  • PyRawObject. #683
  • +
  • PyNoArgsFunction. #741
  • +
  • initialize_type. To set the module name for a #[pyclass], use the module argument to the macro. #751
  • +
  • AsPyRef::as_mut/with/with_mut/into_py/into_mut_py. #770
  • +
  • PyTryFrom::try_from_mut/try_from_mut_exact/try_from_mut_unchecked. #770
  • +
  • Python::mut_from_owned_ptr/mut_from_borrowed_ptr. #770
  • +
  • ObjectProtocol::get_base/get_mut_base. #770
  • +
+

Fixed

+
    +
  • Fixed unsoundness of subclassing. #683.
  • +
  • Clear error indicator when the exception is handled on the Rust side. #719
  • +
  • Usage of raw identifiers with #[pyo3(set)]. #745
  • +
  • Usage of PyObject with #[pyo3(get)]. #760
  • +
  • #[pymethods] used in conjunction with #[cfg]. #769
  • +
  • "*" in a #[pyfunction()] argument list incorrectly accepting any number of positional arguments (use args = "*" when this behavior is desired). #792
  • +
  • PyModule::dict. #809
  • +
  • Fix the case where DESCRIPTION is not null-terminated. #822
  • +
+

0.8.5 - 2020-01-05

+

Added

+
    +
  • Implemented FromPyObject for HashMap and BTreeMap
  • +
  • Support for #[name = "foo"] attribute for #[pyfunction] and in #[pymethods]. #692
  • +
+

0.8.4 - 2019-12-14

+

Added

+
    +
  • Support for #[text_signature] attribute. #675
  • +
+

0.8.3 - 2019-11-23

+

Removed

+
    +
  • #[init] is removed. #658
  • +
+

Fixed

+
    +
  • Now all &Py~ types have !Send bound. #655
  • +
  • Fix a compile error raised by the stabilization of ! type. #672.
  • +
+

0.8.2 - 2019-10-27

+

Added

+
    +
  • FFI compatibility for PEP 590 Vectorcall. #641
  • +
+

Fixed

+
    +
  • Fix PySequenceProtocol::set_item. #624
  • +
  • Fix a corner case of BigInt::FromPyObject. #630
  • +
  • Fix index errors in parameter conversion. #631
  • +
  • Fix handling of invalid utf-8 sequences in PyString::as_bytes. #639 +and PyString::to_string_lossy #642.
  • +
  • Remove __contains__ and __iter__ from PyMappingProtocol. #644
  • +
  • Fix proc-macro definition of PySetAttrProtocol. #645
  • +
+

0.8.1 - 2019-10-08

+

Added

+ +

Fixed

+
    +
  • Make sure the right Python interpreter is used in OSX builds. #604
  • +
  • Patch specialization being broken by Rust 1.40. #614
  • +
  • Fix a segfault around PyErr. #597
  • +
+

0.8.0 - 2019-09-16

+

Added

+
    +
  • module argument to pyclass macro. #499
  • +
  • py_run! macro #512
  • +
  • Use existing fields and methods before calling custom getattr. #505
  • +
  • PyBytes can now be indexed just like Vec<u8>
  • +
  • Implement IntoPy<PyObject> for PyRef and PyRefMut.
  • +
+

Changed

+
    +
  • Implementing the Using the gc parameter for pyclass (e.g. #[pyclass(gc)]) without implementing the class::PyGCProtocol trait is now a compile-time error. Failing to implement this trait could lead to segfaults. #532
  • +
  • PyByteArray::data has been replaced with PyDataArray::to_vec because returning a &[u8] is unsound. (See this comment for a great write-up for why that was unsound)
  • +
  • Replace mashup with paste.
  • +
  • GILPool gained a Python marker to prevent it from being misused to release Python objects without the GIL held.
  • +
+

Removed

+
    +
  • IntoPyObject was replaced with IntoPy<PyObject>
  • +
  • #[pyclass(subclass)] is hidden a unsound-subclass feature because it's causing segmentation faults.
  • +
+

Fixed

+
    +
  • More readable error message for generics in pyclass #503
  • +
+

0.7.0 - 2019-05-26

+

Added

+
    +
  • PyPy support by omerbenamram in #393
  • +
  • Have PyModule generate an index of its members (__all__ list).
  • +
  • Allow slf: PyRef<T> for pyclass(#419)
  • +
  • Allow to use lifetime specifiers in pymethods
  • +
  • Add marshal module. #460
  • +
+

Changed

+
    +
  • Python::run returns PyResult<()> instead of PyResult<&PyAny>.
  • +
  • Methods decorated with #[getter] and #[setter] can now omit wrapping the +result type in PyResult if they don't raise exceptions.
  • +
+

Fixed

+
    +
  • type_object::PyTypeObject has been marked unsafe because breaking the contract type_object::PyTypeObject::init_type can lead to UB.
  • +
  • Fixed automatic derive of PySequenceProtocol implementation in #423.
  • +
  • Capitalization & better wording to README.md.
  • +
  • Docstrings of properties is now properly set using the doc of the #[getter] method.
  • +
  • Fixed issues with pymethods crashing on doc comments containing double quotes.
  • +
  • PySet::new and PyFrozenSet::new now return PyResult<&Py[Frozen]Set>; exceptions are raised if +the items are not hashable.
  • +
  • Fixed building using venv on Windows.
  • +
  • PyTuple::new now returns &PyTuple instead of Py<PyTuple>.
  • +
  • Fixed several issues with argument parsing; notable, the *args and **kwargs +tuple/dict now doesn't contain arguments that are otherwise assigned to parameters.
  • +
+

0.6.0 - 2019-03-28

+

Regressions

+
    +
  • Currently, #341 causes cargo test to fail with weird linking errors when the extension-module feature is activated. For now you can work around this by making the extension-module feature optional and running the tests with cargo test --no-default-features:
  • +
+
[dependencies.pyo3]
+version = "0.6.0"
+
+[features]
+extension-module = ["pyo3/extension-module"]
+default = ["extension-module"]
+
+

Added

+
    +
  • Added a wrap_pymodule! macro similar to the existing wrap_pyfunction! macro. Only available on python 3
  • +
  • Added support for cross compiling (e.g. to arm v7) by mtp401 in #327. See the "Cross Compiling" section in the "Building and Distribution" chapter of the guide for more details.
  • +
  • The PyRef and PyRefMut types, which allow to differentiate between an instance of a rust struct on the rust heap and an instance that is embedded inside a python object. By kngwyu in #335
  • +
  • Added FromPy<T> and IntoPy<T> which are equivalent to From<T> and Into<T> except that they require a gil token.
  • +
  • Added ManagedPyRef, which should eventually replace ToBorrowedObject.
  • +
+

Changed

+
    +
  • Renamed PyObjectRef to PyAny in #388
  • +
  • Renamed add_function to add_wrapped as it now also supports modules.
  • +
  • Renamed #[pymodinit] to #[pymodule]
  • +
  • py.init(|| value) becomes Py::new(value)
  • +
  • py.init_ref(|| value) becomes PyRef::new(value)
  • +
  • py.init_mut(|| value) becomes PyRefMut::new(value).
  • +
  • PyRawObject::init is now infallible, e.g. it returns () instead of PyResult<()>.
  • +
  • Renamed py_exception! to create_exception! and refactored the error macros.
  • +
  • Renamed wrap_function! to wrap_pyfunction!
  • +
  • Renamed #[prop(get, set)] to #[pyo3(get, set)]
  • +
  • #[pyfunction] now supports the same arguments as #[pyfn()]
  • +
  • Some macros now emit proper spanned errors instead of panics.
  • +
  • Migrated to the 2018 edition
  • +
  • crate::types::exceptions moved to crate::exceptions
  • +
  • Replace IntoPyTuple with IntoPy<Py<PyTuple>>.
  • +
  • IntoPyPointer and ToPyPointer moved into the crate root.
  • +
  • class::CompareOp moved into class::basic::CompareOp
  • +
  • PyTypeObject is now a direct subtrait PyTypeCreate, removing the old cyclical implementation in #350
  • +
  • Add PyList::{sort, reverse} by chr1sj0nes in #357 and #358
  • +
  • Renamed the typeob module to type_object
  • +
+

Removed

+
    +
  • PyToken was removed due to unsoundness (See #94).
  • +
  • Removed the unnecessary type parameter from PyObjectAlloc
  • +
  • NoArgs. Just use an empty tuple
  • +
  • PyObjectWithGIL. PyNativeType is sufficient now that PyToken is removed.
  • +
+

Fixed

+
    +
  • A soudness hole where every instances of a #[pyclass] struct was considered to be part of a python object, even though you can create instances that are not part of the python heap. This was fixed through PyRef and PyRefMut.
  • +
  • Fix kwargs support in #328.
  • +
  • Add full support for __dict__ in #403.
  • +
+

0.5.3 - 2019-01-04

+

Fixed

+
    +
  • Fix memory leak in ArrayList by kngwyu #316
  • +
+

0.5.2 - 2018-11-25

+

Fixed

+
    +
  • Fix undeterministic segfaults when creating many objects by kngwyu in #281
  • +
+

0.5.1 - 2018-11-24

+

Yanked

+

0.5.0 - 2018-11-11

+

Added

+
    +
  • #[pyclass] objects can now be returned from rust functions
  • +
  • PyComplex by kngwyu in #226
  • +
  • PyDict::from_sequence, equivalent to dict([(key, val), ...])
  • +
  • Bindings for the datetime standard library types: PyDate, PyTime, PyDateTime, PyTzInfo, PyDelta with associated ffi types, by pganssle #200.
  • +
  • PyString, PyUnicode, and PyBytes now have an as_bytes method that returns &[u8].
  • +
  • PyObjectProtocol::get_type_ptr by ijl in #242
  • +
+

Changed

+
    +
  • Removes the types from the root module and the prelude. They now live in pyo3::types instead.
  • +
  • All exceptions are constructed with py_err instead of new, as they return PyErr and not Self.
  • +
  • as_mut and friends take and &mut self instead of &self
  • +
  • ObjectProtocol::call now takes an Option<&PyDict> for the kwargs instead of an IntoPyDictPointer.
  • +
  • IntoPyDictPointer was replace by IntoPyDict which doesn't convert PyDict itself anymore and returns a PyDict instead of *mut PyObject.
  • +
  • PyTuple::new now takes an IntoIterator instead of a slice
  • +
  • Updated to syn 0.15
  • +
  • Splitted PyTypeObject into PyTypeObject without the create method and PyTypeCreate with requires PyObjectAlloc<Self> + PyTypeInfo + Sized.
  • +
  • Ran cargo edition --fix which prefixed path with crate:: for rust 2018
  • +
  • Renamed async to pyasync as async will be a keyword in the 2018 edition.
  • +
  • Starting to use NonNull<*mut PyObject> for Py and PyObject by ijl #260
  • +
+

Removed

+
    +
  • Removed most entries from the prelude. The new prelude is small and clear.
  • +
  • Slowly removing specialization uses
  • +
  • PyString, PyUnicode, and PyBytes no longer have a data method +(replaced by as_bytes) and PyStringData has been removed.
  • +
  • The pyobject_extract macro
  • +
+

Fixed

+
    +
  • Added an explanation that the GIL can temporarily be released even while holding a GILGuard.
  • +
  • Lots of clippy errors
  • +
  • Fix segfault on calling an unknown method on a PyObject
  • +
  • Work around a bug in the rust compiler by kngwyu #252
  • +
  • Fixed a segfault with subclassing pyo3 create classes and using __class__ by kngwyu #263
  • +
+

0.4.1 - 2018-08-20

+

Changed

+
    +
  • PyTryFrom's error is always to PyDowncastError
  • +
+

Fixed

+
    +
  • Fixed compilation on nightly since use_extern_macros was stabilized
  • +
+

Removed

+
    +
  • The pyobject_downcast macro
  • +
+

0.4.0 - 2018-07-30

+

Changed

+
    +
  • Merged both examples into one
  • +
  • Rustfmt all the things :heavy_check_mark:
  • +
  • Switched to Keep a Changelog
  • +
+

Removed

+ +

0.3.2 - 2018-07-22

+

Changed

+
    +
  • Replaced concat_idents with mashup
  • +
+

0.3.1 - 2018-07-18

+

Fixed

+
    +
  • Fixed scoping bug in pyobject_native_type that would break rust-numpy
  • +
+

0.3.0 - 2018-07-18

+

Added

+
    +
  • A few internal macros became part of the public api (#155, #186)
  • +
  • Always clone in getters. This allows using the get-annotation on all Clone-Types
  • +
+

Changed

+
    +
  • Upgraded to syn 0.14 which means much better error messages :tada:
  • +
  • 128 bit integer support by kngwyu (#137)
  • +
  • proc_macro has been stabilized on nightly (rust-lang/rust#52081). This means that we can remove the proc_macro feature, but now we need the use_extern_macros from the 2018 edition instead.
  • +
  • All proc macro are now prefixed with py and live in the prelude. This means you can use #[pyclass], #[pymethods], #[pyproto], #[pyfunction] and #[pymodinit] directly, at least after a use pyo3::prelude::*. They were also moved into a module called proc_macro. You shouldn't use #[pyo3::proc_macro::pyclass] or other longer paths in attributes because proc_macro_path_invoc isn't going to be stabilized soon.
  • +
  • Renamed the base option in the pyclass macro to extends.
  • +
  • #[pymodinit] uses the function name as module name, unless the name is overrriden with #[pymodinit(name)]
  • +
  • The guide is now properly versioned.
  • +
+

0.2.7 - 2018-05-18

+

Fixed

+
    +
  • Fix nightly breakage with proc_macro_path
  • +
+

0.2.6 - 2018-04-03

+

Fixed

+
    +
  • Fix compatibility with TryFrom trait #137
  • +
+

0.2.5 - 2018-02-21

+

Added

+
    +
  • CPython 3.7 support
  • +
+

Fixed

+
    +
  • Embedded CPython 3.7b1 crashes on initialization #110
  • +
  • Generated extension functions are weakly typed #108
  • +
  • call_method* crashes when the method does not exist #113
  • +
  • Allow importing exceptions from nested modules #116
  • +
+

0.2.4 - 2018-01-19

+

Added

+
    +
  • Allow to get mutable ref from PyObject #106
  • +
  • Drop RefFromPyObject trait
  • +
  • Add Python::register_any method
  • +
+

Fixed

+
    +
  • Fix impl FromPyObject for Py<T>
  • +
  • Mark method that work with raw pointers as unsafe #95
  • +
+

0.2.3 - 11-27-2017

+

Changed

+
    +
  • Rustup to 1.23.0-nightly 2017-11-07
  • +
+

Fixed

+
    +
  • Proper c_char usage #93
  • +
+

Removed

+
    +
  • Remove use of now unneeded 'AsciiExt' trait
  • +
+

0.2.2 - 09-26-2017

+

Changed

+
    +
  • Rustup to 1.22.0-nightly 2017-09-30
  • +
+

0.2.1 - 09-26-2017

+

Fixed

+
    +
  • Fix rustc const_fn nightly breakage
  • +
+

0.2.0 - 08-12-2017

+

Added

+
    +
  • Added inheritance support #15
  • +
  • Added weakref support #56
  • +
  • Added subclass support #64
  • +
  • Added self.__dict__ supoort #68
  • +
  • Added pyo3::prelude module #70
  • +
  • Better Iterator support for PyTuple, PyList, PyDict #75
  • +
  • Introduce IntoPyDictPointer similar to IntoPyTuple #69
  • +
+

Changed

+
    +
  • Allow to add gc support without implementing PyGCProtocol #57
  • +
  • Refactor PyErr implementation. Drop py parameter from constructor.
  • +
+

0.1.0 - 07-23-2017

+

Added

+
    +
  • Initial release
  • +
+ +
+ + +
+
+ + + +
+ + + + + + + + + + + + + + + + + + +
+ + diff --git a/v0.22.1/class.html b/v0.22.1/class.html new file mode 100644 index 00000000000..a08c9b28f91 --- /dev/null +++ b/v0.22.1/class.html @@ -0,0 +1,1477 @@ + + + + + + Python classes - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + + + + + + + + + + + + + +
+ +
+ + + + + + + + +
+
+

Python classes

+

PyO3 exposes a group of attributes powered by Rust's proc macro system for defining Python classes as Rust structs.

+

The main attribute is #[pyclass], which is placed upon a Rust struct or enum to generate a Python type for it. They will usually also have one #[pymethods]-annotated impl block for the struct, which is used to define Python methods and constants for the generated Python type. (If the multiple-pymethods feature is enabled, each #[pyclass] is allowed to have multiple #[pymethods] blocks.) #[pymethods] may also have implementations for Python magic methods such as __str__.

+

This chapter will discuss the functionality and configuration these attributes offer. Below is a list of links to the relevant section of this chapter for each:

+ +

Defining a new class

+

To define a custom Python class, add the #[pyclass] attribute to a Rust struct or enum.

+
#![allow(dead_code)]
+use pyo3::prelude::*;
+
+#[pyclass]
+struct MyClass {
+    inner: i32,
+}
+
+// A "tuple" struct
+#[pyclass]
+struct Number(i32);
+
+// PyO3 supports unit-only enums (which contain only unit variants)
+// These simple enums behave similarly to Python's enumerations (enum.Enum)
+#[pyclass(eq, eq_int)]
+#[derive(PartialEq)]
+enum MyEnum {
+    Variant,
+    OtherVariant = 30, // PyO3 supports custom discriminants.
+}
+
+// PyO3 supports custom discriminants in unit-only enums
+#[pyclass(eq, eq_int)]
+#[derive(PartialEq)]
+enum HttpResponse {
+    Ok = 200,
+    NotFound = 404,
+    Teapot = 418,
+    // ...
+}
+
+// PyO3 also supports enums with Struct and Tuple variants
+// These complex enums have sligtly different behavior from the simple enums above
+// They are meant to work with instance checks and match statement patterns
+// The variants can be mixed and matched
+// Struct variants have named fields while tuple enums generate generic names for fields in order _0, _1, _2, ...
+// Apart from this both types are functionally identical
+#[pyclass]
+enum Shape {
+    Circle { radius: f64 },
+    Rectangle { width: f64, height: f64 },
+    RegularPolygon(u32, f64),
+    Nothing(),
+}
+

The above example generates implementations for PyTypeInfo and PyClass for MyClass, Number, MyEnum, HttpResponse, and Shape. To see these generated implementations, refer to the implementation details at the end of this chapter.

+

Restrictions

+

To integrate Rust types with Python, PyO3 needs to place some restrictions on the types which can be annotated with #[pyclass]. In particular, they must have no lifetime parameters, no generic parameters, and must implement Send. The reason for each of these is explained below.

+

No lifetime parameters

+

Rust lifetimes are used by the Rust compiler to reason about a program's memory safety. They are a compile-time only concept; there is no way to access Rust lifetimes at runtime from a dynamic language like Python.

+

As soon as Rust data is exposed to Python, there is no guarantee that the Rust compiler can make on how long the data will live. Python is a reference-counted language and those references can be held for an arbitrarily long time which is untraceable by the Rust compiler. The only possible way to express this correctly is to require that any #[pyclass] does not borrow data for any lifetime shorter than the 'static lifetime, i.e. the #[pyclass] cannot have any lifetime parameters.

+

When you need to share ownership of data between Python and Rust, instead of using borrowed references with lifetimes consider using reference-counted smart pointers such as Arc or Py.

+

No generic parameters

+

A Rust struct Foo<T> with a generic parameter T generates new compiled implementations each time it is used with a different concrete type for T. These new implementations are generated by the compiler at each usage site. This is incompatible with wrapping Foo in Python, where there needs to be a single compiled implementation of Foo which is integrated with the Python interpreter.

+

Currently, the best alternative is to write a macro which expands to a new #[pyclass] for each instantiation you want:

+
#![allow(dead_code)]
+use pyo3::prelude::*;
+
+struct GenericClass<T> {
+    data: T,
+}
+
+macro_rules! create_interface {
+    ($name: ident, $type: ident) => {
+        #[pyclass]
+        pub struct $name {
+            inner: GenericClass<$type>,
+        }
+        #[pymethods]
+        impl $name {
+            #[new]
+            pub fn new(data: $type) -> Self {
+                Self {
+                    inner: GenericClass { data: data },
+                }
+            }
+        }
+    };
+}
+
+create_interface!(IntClass, i64);
+create_interface!(FloatClass, String);
+

Must be Send

+

Because Python objects are freely shared between threads by the Python interpreter, there is no guarantee which thread will eventually drop the object. Therefore all types annotated with #[pyclass] must implement Send (unless annotated with #[pyclass(unsendable)]).

+

Constructor

+

By default, it is not possible to create an instance of a custom class from Python code. +To declare a constructor, you need to define a method and annotate it with the #[new] +attribute. Only Python's __new__ method can be specified, __init__ is not available.

+
#![allow(dead_code)]
+use pyo3::prelude::*;
+#[pyclass]
+struct Number(i32);
+
+#[pymethods]
+impl Number {
+    #[new]
+    fn new(value: i32) -> Self {
+        Number(value)
+    }
+}
+

Alternatively, if your new method may fail you can return PyResult<Self>.

+
#![allow(dead_code)]
+use pyo3::prelude::*;
+use pyo3::exceptions::PyValueError;
+#[pyclass]
+struct Nonzero(i32);
+
+#[pymethods]
+impl Nonzero {
+    #[new]
+    fn py_new(value: i32) -> PyResult<Self> {
+        if value == 0 {
+            Err(PyValueError::new_err("cannot be zero"))
+        } else {
+            Ok(Nonzero(value))
+        }
+    }
+}
+

If you want to return an existing object (for example, because your new +method caches the values it returns), new can return pyo3::Py<Self>.

+

As you can see, the Rust method name is not important here; this way you can +still, use new() for a Rust-level constructor.

+

If no method marked with #[new] is declared, object instances can only be +created from Rust, but not from Python.

+

For arguments, see the Method arguments section below.

+

Adding the class to a module

+

The next step is to create the module initializer and add our class to it:

+
#![allow(dead_code)]
+use pyo3::prelude::*;
+#[pyclass]
+struct Number(i32);
+
+#[pymodule]
+fn my_module(m: &Bound<'_, PyModule>) -> PyResult<()> {
+    m.add_class::<Number>()?;
+    Ok(())
+}
+

Bound and interior mutability

+

Often is useful to turn a #[pyclass] type T into a Python object and access it from Rust code. The [Py<T>] and [Bound<'py, T>] smart pointers are the ways to represent a Python object in PyO3's API. More detail can be found about them in the Python objects section of the guide.

+

Most Python objects do not offer exclusive (&mut) access (see the section on Python's memory model). However, Rust structs wrapped as Python objects (called pyclass types) often do need &mut access. Due to the GIL, PyO3 can guarantee exclusive access to them.

+

The Rust borrow checker cannot reason about &mut references once an object's ownership has been passed to the Python interpreter. This means that borrow checking is done at runtime using with a scheme very similar to std::cell::RefCell<T>. This is known as interior mutability.

+

Users who are familiar with RefCell<T> can use Py<T> and Bound<'py, T> just like RefCell<T>.

+

For users who are not very familiar with RefCell<T>, here is a reminder of Rust's rules of borrowing:

+
    +
  • At any given time, you can have either (but not both of) one mutable reference or any number of immutable references.
  • +
  • References can never outlast the data they refer to.
  • +
+

Py<T> and Bound<'py, T>, like RefCell<T>, ensure these borrowing rules by tracking references at runtime.

+
use pyo3::prelude::*;
+#[pyclass]
+struct MyClass {
+    #[pyo3(get)]
+    num: i32,
+}
+Python::with_gil(|py| {
+    let obj = Bound::new(py, MyClass { num: 3 }).unwrap();
+    {
+        let obj_ref = obj.borrow(); // Get PyRef
+        assert_eq!(obj_ref.num, 3);
+        // You cannot get PyRefMut unless all PyRefs are dropped
+        assert!(obj.try_borrow_mut().is_err());
+    }
+    {
+        let mut obj_mut = obj.borrow_mut(); // Get PyRefMut
+        obj_mut.num = 5;
+        // You cannot get any other refs until the PyRefMut is dropped
+        assert!(obj.try_borrow().is_err());
+        assert!(obj.try_borrow_mut().is_err());
+    }
+
+    // You can convert `Bound` to a Python object
+    pyo3::py_run!(py, obj, "assert obj.num == 5");
+});
+

A Bound<'py, T> is restricted to the GIL lifetime 'py. To make the object longer lived (for example, to store it in a struct on the +Rust side), use Py<T>. Py<T> needs a Python<'_> token to allow access:

+
use pyo3::prelude::*;
+#[pyclass]
+struct MyClass {
+    num: i32,
+}
+
+fn return_myclass() -> Py<MyClass> {
+    Python::with_gil(|py| Py::new(py, MyClass { num: 1 }).unwrap())
+}
+
+let obj = return_myclass();
+
+Python::with_gil(move |py| {
+    let bound = obj.bind(py); // Py<MyClass>::bind returns &Bound<'py, MyClass>
+    let obj_ref = bound.borrow(); // Get PyRef<T>
+    assert_eq!(obj_ref.num, 1);
+});
+

frozen classes: Opting out of interior mutability

+

As detailed above, runtime borrow checking is currently enabled by default. But a class can opt of out it by declaring itself frozen. It can still use interior mutability via standard Rust types like RefCell or Mutex, but it is not bound to the implementation provided by PyO3 and can choose the most appropriate strategy on field-by-field basis.

+

Classes which are frozen and also Sync, e.g. they do use Mutex but not RefCell, can be accessed without needing the Python GIL via the Bound::get and Py::get methods:

+
use std::sync::atomic::{AtomicUsize, Ordering};
+use pyo3::prelude::*;
+
+#[pyclass(frozen)]
+struct FrozenCounter {
+    value: AtomicUsize,
+}
+
+let py_counter: Py<FrozenCounter> = Python::with_gil(|py| {
+    let counter = FrozenCounter {
+        value: AtomicUsize::new(0),
+    };
+
+    Py::new(py, counter).unwrap()
+});
+
+py_counter.get().value.fetch_add(1, Ordering::Relaxed);
+
+Python::with_gil(move |_py| drop(py_counter));
+

Frozen classes are likely to become the default thereby guiding the PyO3 ecosystem towards a more deliberate application of interior mutability. Eventually, this should enable further optimizations of PyO3's internals and avoid downstream code paying the cost of interior mutability when it is not actually required.

+

Customizing the class

+

#[pyclass] can be used with the following parameters:

+
+ + + + + + + + + + + + + + + + + + + + + +
ParameterDescription
constructorThis is currently only allowed on variants of complex enums. It allows customization of the generated class constructor for each variant. It uses the same syntax and supports the same options as the signature attribute of functions and methods.
crate = "some::path"Path to import the pyo3 crate, if it's not accessible at ::pyo3.
dictGives instances of this class an empty __dict__ to store custom attributes.
eqImplements __eq__ using the PartialEq implementation of the underlying Rust datatype.
eq_intImplements __eq__ using __int__ for simple enums.
extends = BaseTypeUse a custom baseclass. Defaults to PyAny
freelist = NImplements a free list of size N. This can improve performance for types that are often created and deleted in quick succession. Profile your code to see whether freelist is right for you.
frozenDeclares that your pyclass is immutable. It removes the borrow checker overhead when retrieving a shared reference to the Rust struct, but disables the ability to get a mutable reference.
get_allGenerates getters for all fields of the pyclass.
hashImplements __hash__ using the Hash implementation of the underlying Rust datatype.
mappingInform PyO3 that this class is a Mapping, and so leave its implementation of sequence C-API slots empty.
module = "module_name"Python code will see the class as being defined in this module. Defaults to builtins.
name = "python_name"Sets the name that Python sees this class as. Defaults to the name of the Rust struct.
ordImplements __lt__, __gt__, __le__, & __ge__ using the PartialOrd implementation of the underlying Rust datatype. Requires eq
rename_all = "renaming_rule"Applies renaming rules to every getters and setters of a struct, or every variants of an enum. Possible values are: "camelCase", "kebab-case", "lowercase", "PascalCase", "SCREAMING-KEBAB-CASE", "SCREAMING_SNAKE_CASE", "snake_case", "UPPERCASE".
sequenceInform PyO3 that this class is a Sequence, and so leave its C-API mapping length slot empty.
set_allGenerates setters for all fields of the pyclass.
subclassAllows other Python classes and #[pyclass] to inherit from this class. Enums cannot be subclassed.
text_signature = "(arg1, arg2, ...)"Sets the text signature for the Python class' __new__ method.
unsendableRequired if your struct is not Send. Rather than using unsendable, consider implementing your struct in a threadsafe way by e.g. substituting Rc with Arc. By using unsendable, your class will panic when accessed by another thread. Also note the Python's GC is multi-threaded and while unsendable classes will not be traversed on foreign threads to avoid UB, this can lead to memory leaks.
weakrefAllows this class to be weakly referenceable.
+
+

All of these parameters can either be passed directly on the #[pyclass(...)] annotation, or as one or +more accompanying #[pyo3(...)] annotations, e.g.:

+
// Argument supplied directly to the `#[pyclass]` annotation.
+#[pyclass(name = "SomeName", subclass)]
+struct MyClass {}
+
+// Argument supplied as a separate annotation.
+#[pyclass]
+#[pyo3(name = "SomeName", subclass)]
+struct MyClass {}
+

These parameters are covered in various sections of this guide.

+

Return type

+

Generally, #[new] methods have to return T: Into<PyClassInitializer<Self>> or +PyResult<T> where T: Into<PyClassInitializer<Self>>.

+

For constructors that may fail, you should wrap the return type in a PyResult as well. +Consult the table below to determine which type your constructor should return:

+
+ + + +
Cannot failMay fail
No inheritanceTPyResult<T>
Inheritance(T Inherits U)(T, U)PyResult<(T, U)>
Inheritance(General Case)PyClassInitializer<T>PyResult<PyClassInitializer<T>>
+
+

Inheritance

+

By default, object, i.e. PyAny is used as the base class. To override this default, +use the extends parameter for pyclass with the full path to the base class. +Currently, only classes defined in Rust and builtins provided by PyO3 can be inherited +from; inheriting from other classes defined in Python is not yet supported +(#991).

+

For convenience, (T, U) implements Into<PyClassInitializer<T>> where U is the +base class of T. +But for a more deeply nested inheritance, you have to return PyClassInitializer<T> +explicitly.

+

To get a parent class from a child, use PyRef instead of &self for methods, +or PyRefMut instead of &mut self. +Then you can access a parent class by self_.as_super() as &PyRef<Self::BaseClass>, +or by self_.into_super() as PyRef<Self::BaseClass> (and similar for the PyRefMut +case). For convenience, self_.as_ref() can also be used to get &Self::BaseClass +directly; however, this approach does not let you access base clases higher in the +inheritance hierarchy, for which you would need to chain multiple as_super or +into_super calls.

+
use pyo3::prelude::*;
+
+#[pyclass(subclass)]
+struct BaseClass {
+    val1: usize,
+}
+
+#[pymethods]
+impl BaseClass {
+    #[new]
+    fn new() -> Self {
+        BaseClass { val1: 10 }
+    }
+
+    pub fn method1(&self) -> PyResult<usize> {
+        Ok(self.val1)
+    }
+}
+
+#[pyclass(extends=BaseClass, subclass)]
+struct SubClass {
+    val2: usize,
+}
+
+#[pymethods]
+impl SubClass {
+    #[new]
+    fn new() -> (Self, BaseClass) {
+        (SubClass { val2: 15 }, BaseClass::new())
+    }
+
+    fn method2(self_: PyRef<'_, Self>) -> PyResult<usize> {
+        let super_ = self_.as_super(); // Get &PyRef<BaseClass>
+        super_.method1().map(|x| x * self_.val2)
+    }
+}
+
+#[pyclass(extends=SubClass)]
+struct SubSubClass {
+    val3: usize,
+}
+
+#[pymethods]
+impl SubSubClass {
+    #[new]
+    fn new() -> PyClassInitializer<Self> {
+        PyClassInitializer::from(SubClass::new()).add_subclass(SubSubClass { val3: 20 })
+    }
+
+    fn method3(self_: PyRef<'_, Self>) -> PyResult<usize> {
+        let base = self_.as_super().as_super(); // Get &PyRef<'_, BaseClass>
+        base.method1().map(|x| x * self_.val3)
+    }
+
+    fn method4(self_: PyRef<'_, Self>) -> PyResult<usize> {
+        let v = self_.val3;
+        let super_ = self_.into_super(); // Get PyRef<'_, SubClass>
+        SubClass::method2(super_).map(|x| x * v)
+    }
+
+      fn get_values(self_: PyRef<'_, Self>) -> (usize, usize, usize) {
+          let val1 = self_.as_super().as_super().val1;
+          let val2 = self_.as_super().val2;
+          (val1, val2, self_.val3)
+      }
+
+    fn double_values(mut self_: PyRefMut<'_, Self>) {
+        self_.as_super().as_super().val1 *= 2;
+        self_.as_super().val2 *= 2;
+        self_.val3 *= 2;
+    }
+
+    #[staticmethod]
+    fn factory_method(py: Python<'_>, val: usize) -> PyResult<PyObject> {
+        let base = PyClassInitializer::from(BaseClass::new());
+        let sub = base.add_subclass(SubClass { val2: val });
+        if val % 2 == 0 {
+            Ok(Py::new(py, sub)?.to_object(py))
+        } else {
+            let sub_sub = sub.add_subclass(SubSubClass { val3: val });
+            Ok(Py::new(py, sub_sub)?.to_object(py))
+        }
+    }
+}
+Python::with_gil(|py| {
+    let subsub = pyo3::Py::new(py, SubSubClass::new()).unwrap();
+    pyo3::py_run!(py, subsub, "assert subsub.method1() == 10");
+    pyo3::py_run!(py, subsub, "assert subsub.method2() == 150");
+    pyo3::py_run!(py, subsub, "assert subsub.method3() == 200");
+    pyo3::py_run!(py, subsub, "assert subsub.method4() == 3000");
+    pyo3::py_run!(py, subsub, "assert subsub.get_values() == (10, 15, 20)");
+    pyo3::py_run!(py, subsub, "assert subsub.double_values() == None");
+    pyo3::py_run!(py, subsub, "assert subsub.get_values() == (20, 30, 40)");
+    let subsub = SubSubClass::factory_method(py, 2).unwrap();
+    let subsubsub = SubSubClass::factory_method(py, 3).unwrap();
+    let cls = py.get_type_bound::<SubSubClass>();
+    pyo3::py_run!(py, subsub cls, "assert not isinstance(subsub, cls)");
+    pyo3::py_run!(py, subsubsub cls, "assert isinstance(subsubsub, cls)");
+});
+

You can inherit native types such as PyDict, if they implement +PySizedLayout. +This is not supported when building for the Python limited API (aka the abi3 feature of PyO3).

+

To convert between the Rust type and its native base class, you can take +slf as a Python object. To access the Rust fields use slf.borrow() or +slf.borrow_mut(), and to access the base class use slf.downcast::<BaseClass>().

+
#[cfg(not(Py_LIMITED_API))] {
+use pyo3::prelude::*;
+use pyo3::types::PyDict;
+use std::collections::HashMap;
+
+#[pyclass(extends=PyDict)]
+#[derive(Default)]
+struct DictWithCounter {
+    counter: HashMap<String, usize>,
+}
+
+#[pymethods]
+impl DictWithCounter {
+    #[new]
+    fn new() -> Self {
+        Self::default()
+    }
+
+    fn set(slf: &Bound<'_, Self>, key: String, value: Bound<'_, PyAny>) -> PyResult<()> {
+        slf.borrow_mut().counter.entry(key.clone()).or_insert(0);
+        let dict = slf.downcast::<PyDict>()?;
+        dict.set_item(key, value)
+    }
+}
+Python::with_gil(|py| {
+    let cnt = pyo3::Py::new(py, DictWithCounter::new()).unwrap();
+    pyo3::py_run!(py, cnt, "cnt.set('abc', 10); assert cnt['abc'] == 10")
+});
+}
+

If SubClass does not provide a base class initialization, the compilation fails.

+
use pyo3::prelude::*;
+
+#[pyclass]
+struct BaseClass {
+    val1: usize,
+}
+
+#[pyclass(extends=BaseClass)]
+struct SubClass {
+    val2: usize,
+}
+
+#[pymethods]
+impl SubClass {
+    #[new]
+    fn new() -> Self {
+        SubClass { val2: 15 }
+    }
+}
+

The __new__ constructor of a native base class is called implicitly when +creating a new instance from Python. Be sure to accept arguments in the +#[new] method that you want the base class to get, even if they are not used +in that fn:

+
#[allow(dead_code)]
+#[cfg(not(Py_LIMITED_API))] {
+use pyo3::prelude::*;
+use pyo3::types::PyDict;
+
+#[pyclass(extends=PyDict)]
+struct MyDict {
+    private: i32,
+}
+
+#[pymethods]
+impl MyDict {
+    #[new]
+    #[pyo3(signature = (*args, **kwargs))]
+    fn new(args: &Bound<'_, PyAny>, kwargs: Option<&Bound<'_, PyAny>>) -> Self {
+        Self { private: 0 }
+    }
+
+    // some custom methods that use `private` here...
+}
+Python::with_gil(|py| {
+    let cls = py.get_type_bound::<MyDict>();
+    pyo3::py_run!(py, cls, "cls(a=1, b=2)")
+});
+}
+

Here, the args and kwargs allow creating instances of the subclass passing +initial items, such as MyDict(item_sequence) or MyDict(a=1, b=2).

+

Object properties

+

PyO3 supports two ways to add properties to your #[pyclass]:

+
    +
  • For simple struct fields with no side effects, a #[pyo3(get, set)] attribute can be added directly to the field definition in the #[pyclass].
  • +
  • For properties which require computation you can define #[getter] and #[setter] functions in the #[pymethods] block.
  • +
+

We'll cover each of these in the following sections.

+

Object properties using #[pyo3(get, set)]

+

For simple cases where a member variable is just read and written with no side effects, you can declare getters and setters in your #[pyclass] field definition using the pyo3 attribute, like in the example below:

+
use pyo3::prelude::*;
+#[pyclass]
+struct MyClass {
+    #[pyo3(get, set)]
+    num: i32,
+}
+

The above would make the num field available for reading and writing as a self.num Python property. To expose the property with a different name to the field, specify this alongside the rest of the options, e.g. #[pyo3(get, set, name = "custom_name")].

+

Properties can be readonly or writeonly by using just #[pyo3(get)] or #[pyo3(set)] respectively.

+

To use these annotations, your field type must implement some conversion traits:

+
    +
  • For get the field type must implement both IntoPy<PyObject> and Clone.
  • +
  • For set the field type must implement FromPyObject.
  • +
+

For example, implementations of those traits are provided for the Cell type, if the inner type also implements the trait. This means you can use #[pyo3(get, set)] on fields wrapped in a Cell.

+

Object properties using #[getter] and #[setter]

+

For cases which don't satisfy the #[pyo3(get, set)] trait requirements, or need side effects, descriptor methods can be defined in a #[pymethods] impl block.

+

This is done using the #[getter] and #[setter] attributes, like in the example below:

+
use pyo3::prelude::*;
+#[pyclass]
+struct MyClass {
+    num: i32,
+}
+
+#[pymethods]
+impl MyClass {
+    #[getter]
+    fn num(&self) -> PyResult<i32> {
+        Ok(self.num)
+    }
+}
+

A getter or setter's function name is used as the property name by default. There are several +ways how to override the name.

+

If a function name starts with get_ or set_ for getter or setter respectively, +the descriptor name becomes the function name with this prefix removed. This is also useful in case of +Rust keywords like type +(raw identifiers +can be used since Rust 2018).

+
use pyo3::prelude::*;
+#[pyclass]
+struct MyClass {
+    num: i32,
+}
+#[pymethods]
+impl MyClass {
+    #[getter]
+    fn get_num(&self) -> PyResult<i32> {
+        Ok(self.num)
+    }
+
+    #[setter]
+    fn set_num(&mut self, value: i32) -> PyResult<()> {
+        self.num = value;
+        Ok(())
+    }
+}
+

In this case, a property num is defined and available from Python code as self.num.

+

Both the #[getter] and #[setter] attributes accept one parameter. +If this parameter is specified, it is used as the property name, i.e.

+
use pyo3::prelude::*;
+#[pyclass]
+struct MyClass {
+   num: i32,
+}
+#[pymethods]
+impl MyClass {
+    #[getter(number)]
+    fn num(&self) -> PyResult<i32> {
+        Ok(self.num)
+    }
+
+    #[setter(number)]
+    fn set_num(&mut self, value: i32) -> PyResult<()> {
+        self.num = value;
+        Ok(())
+    }
+}
+

In this case, the property number is defined and available from Python code as self.number.

+

Attributes defined by #[setter] or #[pyo3(set)] will always raise AttributeError on del +operations. Support for defining custom del behavior is tracked in +#1778.

+

Instance methods

+

To define a Python compatible method, an impl block for your struct has to be annotated with the +#[pymethods] attribute. PyO3 generates Python compatible wrappers for all functions in this +block with some variations, like descriptors, class method static methods, etc.

+

Since Rust allows any number of impl blocks, you can easily split methods +between those accessible to Python (and Rust) and those accessible only to Rust. However to have multiple +#[pymethods]-annotated impl blocks for the same struct you must enable the multiple-pymethods feature of PyO3.

+
use pyo3::prelude::*;
+#[pyclass]
+struct MyClass {
+    num: i32,
+}
+#[pymethods]
+impl MyClass {
+    fn method1(&self) -> PyResult<i32> {
+        Ok(10)
+    }
+
+    fn set_method(&mut self, value: i32) -> PyResult<()> {
+        self.num = value;
+        Ok(())
+    }
+}
+

Calls to these methods are protected by the GIL, so both &self and &mut self can be used. +The return type must be PyResult<T> or T for some T that implements IntoPy<PyObject>; +the latter is allowed if the method cannot raise Python exceptions.

+

A Python parameter can be specified as part of method signature, in this case the py argument +gets injected by the method wrapper, e.g.

+
use pyo3::prelude::*;
+#[pyclass]
+struct MyClass {
+#[allow(dead_code)]
+    num: i32,
+}
+#[pymethods]
+impl MyClass {
+    fn method2(&self, py: Python<'_>) -> PyResult<i32> {
+        Ok(10)
+    }
+}
+

From the Python perspective, the method2 in this example does not accept any arguments.

+

Class methods

+

To create a class method for a custom class, the method needs to be annotated +with the #[classmethod] attribute. +This is the equivalent of the Python decorator @classmethod.

+
use pyo3::prelude::*;
+use pyo3::types::PyType;
+#[pyclass]
+struct MyClass {
+    #[allow(dead_code)]
+    num: i32,
+}
+#[pymethods]
+impl MyClass {
+    #[classmethod]
+    fn cls_method(cls: &Bound<'_, PyType>) -> PyResult<i32> {
+        Ok(10)
+    }
+}
+

Declares a class method callable from Python.

+
    +
  • The first parameter is the type object of the class on which the method is called. +This may be the type object of a derived class.
  • +
  • The first parameter implicitly has type &Bound<'_, PyType>.
  • +
  • For details on parameter-list, see the documentation of Method arguments section.
  • +
  • The return type must be PyResult<T> or T for some T that implements IntoPy<PyObject>.
  • +
+

Constructors which accept a class argument

+

To create a constructor which takes a positional class argument, you can combine the #[classmethod] and #[new] modifiers:

+
#![allow(dead_code)]
+use pyo3::prelude::*;
+use pyo3::types::PyType;
+#[pyclass]
+struct BaseClass(PyObject);
+
+#[pymethods]
+impl BaseClass {
+    #[new]
+    #[classmethod]
+    fn py_new(cls: &Bound<'_, PyType>) -> PyResult<Self> {
+        // Get an abstract attribute (presumably) declared on a subclass of this class.
+        let subclass_attr: Bound<'_, PyAny> = cls.getattr("a_class_attr")?;
+        Ok(Self(subclass_attr.unbind()))
+    }
+}
+

Static methods

+

To create a static method for a custom class, the method needs to be annotated with the +#[staticmethod] attribute. The return type must be T or PyResult<T> for some T that implements +IntoPy<PyObject>.

+
use pyo3::prelude::*;
+#[pyclass]
+struct MyClass {
+    #[allow(dead_code)]
+    num: i32,
+}
+#[pymethods]
+impl MyClass {
+    #[staticmethod]
+    fn static_method(param1: i32, param2: &str) -> PyResult<i32> {
+        Ok(10)
+    }
+}
+

Class attributes

+

To create a class attribute (also called class variable), a method without +any arguments can be annotated with the #[classattr] attribute.

+
use pyo3::prelude::*;
+#[pyclass]
+struct MyClass {}
+#[pymethods]
+impl MyClass {
+    #[classattr]
+    fn my_attribute() -> String {
+        "hello".to_string()
+    }
+}
+
+Python::with_gil(|py| {
+    let my_class = py.get_type_bound::<MyClass>();
+    pyo3::py_run!(py, my_class, "assert my_class.my_attribute == 'hello'")
+});
+
+

Note: if the method has a Result return type and returns an Err, PyO3 will panic during +class creation.

+
+

If the class attribute is defined with const code only, one can also annotate associated +constants:

+
use pyo3::prelude::*;
+#[pyclass]
+struct MyClass {}
+#[pymethods]
+impl MyClass {
+    #[classattr]
+    const MY_CONST_ATTRIBUTE: &'static str = "foobar";
+}
+

Classes as function arguments

+

Free functions defined using #[pyfunction] interact with classes through the same mechanisms as the self parameters of instance methods, i.e. they can take GIL-bound references, GIL-bound reference wrappers or GIL-indepedent references:

+
#![allow(dead_code)]
+use pyo3::prelude::*;
+#[pyclass]
+struct MyClass {
+    my_field: i32,
+}
+
+// Take a reference when the underlying `Bound` is irrelevant.
+#[pyfunction]
+fn increment_field(my_class: &mut MyClass) {
+    my_class.my_field += 1;
+}
+
+// Take a reference wrapper when borrowing should be automatic,
+// but interaction with the underlying `Bound` is desired.
+#[pyfunction]
+fn print_field(my_class: PyRef<'_, MyClass>) {
+    println!("{}", my_class.my_field);
+}
+
+// Take a reference to the underlying Bound
+// when borrowing needs to be managed manually.
+#[pyfunction]
+fn increment_then_print_field(my_class: &Bound<'_, MyClass>) {
+    my_class.borrow_mut().my_field += 1;
+
+    println!("{}", my_class.borrow().my_field);
+}
+
+// Take a GIL-indepedent reference when you want to store the reference elsewhere.
+#[pyfunction]
+fn print_refcnt(my_class: Py<MyClass>, py: Python<'_>) {
+    println!("{}", my_class.get_refcnt(py));
+}
+

Classes can also be passed by value if they can be cloned, i.e. they automatically implement FromPyObject if they implement Clone, e.g. via #[derive(Clone)]:

+
#![allow(dead_code)]
+use pyo3::prelude::*;
+#[pyclass]
+#[derive(Clone)]
+struct MyClass {
+    my_field: Box<i32>,
+}
+
+#[pyfunction]
+fn dissamble_clone(my_class: MyClass) {
+    let MyClass { mut my_field } = my_class;
+    *my_field += 1;
+}
+

Note that #[derive(FromPyObject)] on a class is usually not useful as it tries to construct a new Rust value by filling in the fields by looking up attributes of any given Python value.

+

Method arguments

+

Similar to #[pyfunction], the #[pyo3(signature = (...))] attribute can be used to specify the way that #[pymethods] accept arguments. Consult the documentation for function signatures to see the parameters this attribute accepts.

+

The following example defines a class MyClass with a method method. This method has a signature that sets default values for num and name, and indicates that py_args should collect all extra positional arguments and py_kwargs all extra keyword arguments:

+
use pyo3::prelude::*;
+use pyo3::types::{PyDict, PyTuple};
+
+#[pyclass]
+struct MyClass {
+    num: i32,
+}
+#[pymethods]
+impl MyClass {
+    #[new]
+    #[pyo3(signature = (num=-1))]
+    fn new(num: i32) -> Self {
+        MyClass { num }
+    }
+
+    #[pyo3(signature = (num=10, *py_args, name="Hello", **py_kwargs))]
+    fn method(
+        &mut self,
+        num: i32,
+        py_args: &Bound<'_, PyTuple>,
+        name: &str,
+        py_kwargs: Option<&Bound<'_, PyDict>>,
+    ) -> String {
+        let num_before = self.num;
+        self.num = num;
+        format!(
+            "num={} (was previously={}), py_args={:?}, name={}, py_kwargs={:?} ",
+            num, num_before, py_args, name, py_kwargs,
+        )
+    }
+}
+

In Python, this might be used like:

+
>>> import mymodule
+>>> mc = mymodule.MyClass()
+>>> print(mc.method(44, False, "World", 666, x=44, y=55))
+py_args=('World', 666), py_kwargs=Some({'x': 44, 'y': 55}), name=Hello, num=44, num_before=-1
+>>> print(mc.method(num=-1, name="World"))
+py_args=(), py_kwargs=None, name=World, num=-1, num_before=44
+
+

The #[pyo3(text_signature = "...") option for #[pyfunction] also works for #[pymethods].

+
#![allow(dead_code)]
+use pyo3::prelude::*;
+use pyo3::types::PyType;
+
+#[pyclass]
+struct MyClass {}
+
+#[pymethods]
+impl MyClass {
+    #[new]
+    #[pyo3(text_signature = "(c, d)")]
+    fn new(c: i32, d: &str) -> Self {
+        Self {}
+    }
+    // the self argument should be written $self
+    #[pyo3(text_signature = "($self, e, f)")]
+    fn my_method(&self, e: i32, f: i32) -> i32 {
+        e + f
+    }
+    // similarly for classmethod arguments, use $cls
+    #[classmethod]
+    #[pyo3(text_signature = "($cls, e, f)")]
+    fn my_class_method(cls: &Bound<'_, PyType>, e: i32, f: i32) -> i32 {
+        e + f
+    }
+    #[staticmethod]
+    #[pyo3(text_signature = "(e, f)")]
+    fn my_static_method(e: i32, f: i32) -> i32 {
+        e + f
+    }
+}
+
+fn main() -> PyResult<()> {
+    Python::with_gil(|py| {
+        let inspect = PyModule::import_bound(py, "inspect")?.getattr("signature")?;
+        let module = PyModule::new_bound(py, "my_module")?;
+        module.add_class::<MyClass>()?;
+        let class = module.getattr("MyClass")?;
+
+        if cfg!(not(Py_LIMITED_API)) || py.version_info() >= (3, 10)  {
+            let doc: String = class.getattr("__doc__")?.extract()?;
+            assert_eq!(doc, "");
+
+            let sig: String = inspect
+                .call1((&class,))?
+                .call_method0("__str__")?
+                .extract()?;
+            assert_eq!(sig, "(c, d)");
+        } else {
+            let doc: String = class.getattr("__doc__")?.extract()?;
+            assert_eq!(doc, "");
+
+            inspect.call1((&class,)).expect_err("`text_signature` on classes is not compatible with compilation in `abi3` mode until Python 3.10 or greater");
+         }
+
+        {
+            let method = class.getattr("my_method")?;
+
+            assert!(method.getattr("__doc__")?.is_none());
+
+            let sig: String = inspect
+                .call1((method,))?
+                .call_method0("__str__")?
+                .extract()?;
+            assert_eq!(sig, "(self, /, e, f)");
+        }
+
+        {
+            let method = class.getattr("my_class_method")?;
+
+            assert!(method.getattr("__doc__")?.is_none());
+
+            let sig: String = inspect
+                .call1((method,))?
+                .call_method0("__str__")?
+                .extract()?;
+            assert_eq!(sig, "(e, f)");  // inspect.signature skips the $cls arg
+        }
+
+        {
+            let method = class.getattr("my_static_method")?;
+
+            assert!(method.getattr("__doc__")?.is_none());
+
+            let sig: String = inspect
+                .call1((method,))?
+                .call_method0("__str__")?
+                .extract()?;
+            assert_eq!(sig, "(e, f)");
+        }
+
+        Ok(())
+    })
+}
+

Note that text_signature on #[new] is not compatible with compilation in +abi3 mode until Python 3.10 or greater.

+

Method receivers and lifetime elision

+

PyO3 supports writing instance methods using the normal method receivers for shared &self and unique &mut self references. This interacts with lifetime elision insofar as the lifetime of a such a receiver is assigned to all elided output lifetime parameters.

+

This is a good default for general Rust code where return values are more likely to borrow from the receiver than from the other arguments, if they contain any lifetimes at all. However, when returning bound references Bound<'py, T> in PyO3-based code, the GIL lifetime 'py should usually be derived from a GIL token py: Python<'py> passed as an argument instead of the receiver.

+

Specifically, signatures like

+
fn frobnicate(&self, py: Python) -> Bound<Foo>;
+

will not work as they are inferred as

+
fn frobnicate<'a, 'py>(&'a self, py: Python<'py>) -> Bound<'a, Foo>;
+

instead of the intended

+
fn frobnicate<'a, 'py>(&'a self, py: Python<'py>) -> Bound<'py, Foo>;
+

and should usually be written as

+
fn frobnicate<'py>(&self, py: Python<'py>) -> Bound<'py, Foo>;
+

The same problem does not exist for #[pyfunction]s as the special case for receiver lifetimes does not apply and indeed a signature like

+
fn frobnicate(bar: &Bar, py: Python) -> Bound<Foo>;
+

will yield compiler error E0106 "missing lifetime specifier".

+

#[pyclass] enums

+

Enum support in PyO3 comes in two flavors, depending on what kind of variants the enum has: simple and complex.

+

Simple enums

+

A simple enum (a.k.a. C-like enum) has only unit variants.

+

PyO3 adds a class attribute for each variant, so you can access them in Python without defining #[new]. PyO3 also provides default implementations of __richcmp__ and __int__, so they can be compared using ==:

+
use pyo3::prelude::*;
+#[pyclass(eq, eq_int)]
+#[derive(PartialEq)]
+enum MyEnum {
+    Variant,
+    OtherVariant,
+}
+
+Python::with_gil(|py| {
+    let x = Py::new(py, MyEnum::Variant).unwrap();
+    let y = Py::new(py, MyEnum::OtherVariant).unwrap();
+    let cls = py.get_type_bound::<MyEnum>();
+    pyo3::py_run!(py, x y cls, r#"
+        assert x == cls.Variant
+        assert y == cls.OtherVariant
+        assert x != y
+    "#)
+})
+

You can also convert your simple enums into int:

+
use pyo3::prelude::*;
+#[pyclass(eq, eq_int)]
+#[derive(PartialEq)]
+enum MyEnum {
+    Variant,
+    OtherVariant = 10,
+}
+
+Python::with_gil(|py| {
+    let cls = py.get_type_bound::<MyEnum>();
+    let x = MyEnum::Variant as i32; // The exact value is assigned by the compiler.
+    pyo3::py_run!(py, cls x, r#"
+        assert int(cls.Variant) == x
+        assert int(cls.OtherVariant) == 10
+    "#)
+})
+

PyO3 also provides __repr__ for enums:

+
use pyo3::prelude::*;
+#[pyclass(eq, eq_int)]
+#[derive(PartialEq)]
+enum MyEnum{
+    Variant,
+    OtherVariant,
+}
+
+Python::with_gil(|py| {
+    let cls = py.get_type_bound::<MyEnum>();
+    let x = Py::new(py, MyEnum::Variant).unwrap();
+    pyo3::py_run!(py, cls x, r#"
+        assert repr(x) == 'MyEnum.Variant'
+        assert repr(cls.OtherVariant) == 'MyEnum.OtherVariant'
+    "#)
+})
+

All methods defined by PyO3 can be overridden. For example here's how you override __repr__:

+
use pyo3::prelude::*;
+#[pyclass(eq, eq_int)]
+#[derive(PartialEq)]
+enum MyEnum {
+    Answer = 42,
+}
+
+#[pymethods]
+impl MyEnum {
+    fn __repr__(&self) -> &'static str {
+        "42"
+    }
+}
+
+Python::with_gil(|py| {
+    let cls = py.get_type_bound::<MyEnum>();
+    pyo3::py_run!(py, cls, "assert repr(cls.Answer) == '42'")
+})
+

Enums and their variants can also be renamed using #[pyo3(name)].

+
use pyo3::prelude::*;
+#[pyclass(eq, eq_int, name = "RenamedEnum")]
+#[derive(PartialEq)]
+enum MyEnum {
+    #[pyo3(name = "UPPERCASE")]
+    Variant,
+}
+
+Python::with_gil(|py| {
+    let x = Py::new(py, MyEnum::Variant).unwrap();
+    let cls = py.get_type_bound::<MyEnum>();
+    pyo3::py_run!(py, x cls, r#"
+        assert repr(x) == 'RenamedEnum.UPPERCASE'
+        assert x == cls.UPPERCASE
+    "#)
+})
+

Ordering of enum variants is optionally added using #[pyo3(ord)]. +Note: Implementation of the PartialOrd trait is required when passing the ord argument. If not implemented, a compile time error is raised.

+
use pyo3::prelude::*;
+#[pyclass(eq, ord)]
+#[derive(PartialEq, PartialOrd)]
+enum MyEnum{
+    A,
+    B,
+    C,
+}
+
+Python::with_gil(|py| {
+    let cls = py.get_type_bound::<MyEnum>();
+    let a = Py::new(py, MyEnum::A).unwrap();
+    let b = Py::new(py, MyEnum::B).unwrap();
+    let c = Py::new(py, MyEnum::C).unwrap();
+    pyo3::py_run!(py, cls a b c, r#"
+        assert (a < b) == True
+        assert (c <= b) == False
+        assert (c > a) == True
+    "#)
+})
+

You may not use enums as a base class or let enums inherit from other classes.

+
use pyo3::prelude::*;
+#[pyclass(subclass)]
+enum BadBase {
+    Var1,
+}
+
use pyo3::prelude::*;
+
+#[pyclass(subclass)]
+struct Base;
+
+#[pyclass(extends=Base)]
+enum BadSubclass {
+    Var1,
+}
+

#[pyclass] enums are currently not interoperable with IntEnum in Python.

+

Complex enums

+

An enum is complex if it has any non-unit (struct or tuple) variants.

+

PyO3 supports only struct and tuple variants in a complex enum. Unit variants aren't supported at present (the recommendation is to use an empty tuple enum instead).

+

PyO3 adds a class attribute for each variant, which may be used to construct values and in match patterns. PyO3 also provides getter methods for all fields of each variant.

+
use pyo3::prelude::*;
+#[pyclass]
+enum Shape {
+    Circle { radius: f64 },
+    Rectangle { width: f64, height: f64 },
+    RegularPolygon(u32, f64),
+    Nothing { },
+}
+
+#[cfg(Py_3_10)]
+Python::with_gil(|py| {
+    let circle = Shape::Circle { radius: 10.0 }.into_py(py);
+    let square = Shape::RegularPolygon(4, 10.0).into_py(py);
+    let cls = py.get_type_bound::<Shape>();
+    pyo3::py_run!(py, circle square cls, r#"
+        assert isinstance(circle, cls)
+        assert isinstance(circle, cls.Circle)
+        assert circle.radius == 10.0
+
+        assert isinstance(square, cls)
+        assert isinstance(square, cls.RegularPolygon)
+        assert square[0] == 4 # Gets _0 field
+        assert square[1] == 10.0 # Gets _1 field
+
+        def count_vertices(cls, shape):
+            match shape:
+                case cls.Circle():
+                    return 0
+                case cls.Rectangle():
+                    return 4
+                case cls.RegularPolygon(n):
+                    return n
+                case cls.Nothing():
+                    return 0
+
+        assert count_vertices(cls, circle) == 0
+        assert count_vertices(cls, square) == 4
+    "#)
+})
+

WARNING: Py::new and .into_py are currently inconsistent. Note how the constructed value is not an instance of the specific variant. For this reason, constructing values is only recommended using .into_py.

+
use pyo3::prelude::*;
+#[pyclass]
+enum MyEnum {
+    Variant { i: i32 },
+}
+
+Python::with_gil(|py| {
+    let x = Py::new(py, MyEnum::Variant { i: 42 }).unwrap();
+    let cls = py.get_type_bound::<MyEnum>();
+    pyo3::py_run!(py, x cls, r#"
+        assert isinstance(x, cls)
+        assert not isinstance(x, cls.Variant)
+    "#)
+})
+

The constructor of each generated class can be customized using the #[pyo3(constructor = (...))] attribute. This uses the same syntax as the #[pyo3(signature = (...))] +attribute on function and methods and supports the same options. To apply this attribute simply place it on top of a variant in a #[pyclass] complex enum as shown below:

+
use pyo3::prelude::*;
+#[pyclass]
+enum Shape {
+    #[pyo3(constructor = (radius=1.0))]
+    Circle { radius: f64 },
+    #[pyo3(constructor = (*, width, height))]
+    Rectangle { width: f64, height: f64 },
+    #[pyo3(constructor = (side_count, radius=1.0))]
+    RegularPolygon { side_count: u32, radius: f64 },
+    Nothing { },
+}
+
+#[cfg(Py_3_10)]
+Python::with_gil(|py| {
+    let cls = py.get_type_bound::<Shape>();
+    pyo3::py_run!(py, cls, r#"
+        circle = cls.Circle()
+        assert isinstance(circle, cls)
+        assert isinstance(circle, cls.Circle)
+        assert circle.radius == 1.0
+
+        square = cls.Rectangle(width = 1, height = 1)
+        assert isinstance(square, cls)
+        assert isinstance(square, cls.Rectangle)
+        assert square.width == 1
+        assert square.height == 1
+
+        hexagon = cls.RegularPolygon(6)
+        assert isinstance(hexagon, cls)
+        assert isinstance(hexagon, cls.RegularPolygon)
+        assert hexagon.side_count == 6
+        assert hexagon.radius == 1
+    "#)
+})
+

Implementation details

+

The #[pyclass] macros rely on a lot of conditional code generation: each #[pyclass] can optionally have a #[pymethods] block.

+

To support this flexibility the #[pyclass] macro expands to a blob of boilerplate code which sets up the structure for "dtolnay specialization". This implementation pattern enables the Rust compiler to use #[pymethods] implementations when they are present, and fall back to default (empty) definitions when they are not.

+

This simple technique works for the case when there is zero or one implementations. To support multiple #[pymethods] for a #[pyclass] (in the multiple-pymethods feature), a registry mechanism provided by the inventory crate is used instead. This collects impls at library load time, but isn't supported on all platforms. See inventory: how it works for more details.

+

The #[pyclass] macro expands to roughly the code seen below. The PyClassImplCollector is the type used internally by PyO3 for dtolnay specialization:

+
#[cfg(not(feature = "multiple-pymethods"))] {
+use pyo3::prelude::*;
+// Note: the implementation differs slightly with the `multiple-pymethods` feature enabled.
+struct MyClass {
+    #[allow(dead_code)]
+    num: i32,
+}
+
+impl pyo3::types::DerefToPyAny for MyClass {}
+
+#[allow(deprecated)]
+#[cfg(feature = "gil-refs")]
+unsafe impl pyo3::type_object::HasPyGilRef for MyClass {
+    type AsRefTarget = pyo3::PyCell<Self>;
+}
+unsafe impl pyo3::type_object::PyTypeInfo for MyClass {
+    const NAME: &'static str = "MyClass";
+    const MODULE: ::std::option::Option<&'static str> = ::std::option::Option::None;
+    #[inline]
+    fn type_object_raw(py: pyo3::Python<'_>) -> *mut pyo3::ffi::PyTypeObject {
+        <Self as pyo3::impl_::pyclass::PyClassImpl>::lazy_type_object()
+            .get_or_init(py)
+            .as_type_ptr()
+    }
+}
+
+impl pyo3::PyClass for MyClass {
+    type Frozen = pyo3::pyclass::boolean_struct::False;
+}
+
+impl<'a, 'py> pyo3::impl_::extract_argument::PyFunctionArgument<'a, 'py> for &'a MyClass
+{
+    type Holder = ::std::option::Option<pyo3::PyRef<'py, MyClass>>;
+
+    #[inline]
+    fn extract(obj: &'a pyo3::Bound<'py, PyAny>, holder: &'a mut Self::Holder) -> pyo3::PyResult<Self> {
+        pyo3::impl_::extract_argument::extract_pyclass_ref(obj, holder)
+    }
+}
+
+impl<'a, 'py> pyo3::impl_::extract_argument::PyFunctionArgument<'a, 'py> for &'a mut MyClass
+{
+    type Holder = ::std::option::Option<pyo3::PyRefMut<'py, MyClass>>;
+
+    #[inline]
+    fn extract(obj: &'a pyo3::Bound<'py, PyAny>, holder: &'a mut Self::Holder) -> pyo3::PyResult<Self> {
+        pyo3::impl_::extract_argument::extract_pyclass_ref_mut(obj, holder)
+    }
+}
+
+impl pyo3::IntoPy<PyObject> for MyClass {
+    fn into_py(self, py: pyo3::Python<'_>) -> pyo3::PyObject {
+        pyo3::IntoPy::into_py(pyo3::Py::new(py, self).unwrap(), py)
+    }
+}
+
+impl pyo3::impl_::pyclass::PyClassImpl for MyClass {
+    const IS_BASETYPE: bool = false;
+    const IS_SUBCLASS: bool = false;
+    const IS_MAPPING: bool = false;
+    const IS_SEQUENCE: bool = false;
+    type BaseType = PyAny;
+    type ThreadChecker = pyo3::impl_::pyclass::SendablePyClass<MyClass>;
+    type PyClassMutability = <<pyo3::PyAny as pyo3::impl_::pyclass::PyClassBaseType>::PyClassMutability as pyo3::impl_::pycell::PyClassMutability>::MutableChild;
+    type Dict = pyo3::impl_::pyclass::PyClassDummySlot;
+    type WeakRef = pyo3::impl_::pyclass::PyClassDummySlot;
+    type BaseNativeType = pyo3::PyAny;
+
+    fn items_iter() -> pyo3::impl_::pyclass::PyClassItemsIter {
+        use pyo3::impl_::pyclass::*;
+        let collector = PyClassImplCollector::<MyClass>::new();
+        static INTRINSIC_ITEMS: PyClassItems = PyClassItems { slots: &[], methods: &[] };
+        PyClassItemsIter::new(&INTRINSIC_ITEMS, collector.py_methods())
+    }
+
+    fn lazy_type_object() -> &'static pyo3::impl_::pyclass::LazyTypeObject<MyClass> {
+        use pyo3::impl_::pyclass::LazyTypeObject;
+        static TYPE_OBJECT: LazyTypeObject<MyClass> = LazyTypeObject::new();
+        &TYPE_OBJECT
+    }
+
+    fn doc(py: Python<'_>) -> pyo3::PyResult<&'static ::std::ffi::CStr> {
+        use pyo3::impl_::pyclass::*;
+        static DOC: pyo3::sync::GILOnceCell<::std::borrow::Cow<'static, ::std::ffi::CStr>> = pyo3::sync::GILOnceCell::new();
+        DOC.get_or_try_init(py, || {
+            let collector = PyClassImplCollector::<Self>::new();
+            build_pyclass_doc(<MyClass as pyo3::PyTypeInfo>::NAME, pyo3::ffi::c_str!(""), collector.new_text_signature())
+        }).map(::std::ops::Deref::deref)
+    }
+}
+
+Python::with_gil(|py| {
+    let cls = py.get_type_bound::<MyClass>();
+    pyo3::py_run!(py, cls, "assert cls.__name__ == 'MyClass'")
+});
+}
+ +
+ + +
+
+ + + +
+ + + + + + + + + + + + + + + + + + +
+ + diff --git a/v0.22.1/class/call.html b/v0.22.1/class/call.html new file mode 100644 index 00000000000..20cecc54729 --- /dev/null +++ b/v0.22.1/class/call.html @@ -0,0 +1,398 @@ + + + + + + Emulating callable objects - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + + + + + + + + + + + + + +
+ +
+ + + + + + + + +
+
+

Emulating callable objects

+

Classes can be callable if they have a #[pymethod] named __call__. +This allows instances of a class to behave similar to functions.

+

This method's signature must look like __call__(<self>, ...) -> object - here, +any argument list can be defined as for normal pymethods

+

Example: Implementing a call counter

+

The following pyclass is a basic decorator - its constructor takes a Python object +as argument and calls that object when called. An equivalent Python implementation +is linked at the end.

+

An example crate containing this pyclass can be found here

+
use pyo3::prelude::*;
+use pyo3::types::{PyDict, PyTuple};
+use std::cell::Cell;
+
+/// A function decorator that keeps track how often it is called.
+///
+/// It otherwise doesn't do anything special.
+#[pyclass(name = "Counter")]
+pub struct PyCounter {
+    // Keeps track of how many calls have gone through.
+    //
+    // See the discussion at the end for why `Cell` is used.
+    count: Cell<u64>,
+
+    // This is the actual function being wrapped.
+    wraps: Py<PyAny>,
+}
+
+#[pymethods]
+impl PyCounter {
+    // Note that we don't validate whether `wraps` is actually callable.
+    //
+    // While we could use `PyAny::is_callable` for that, it has some flaws:
+    //    1. It doesn't guarantee the object can actually be called successfully
+    //    2. We still need to handle any exceptions that the function might raise
+    #[new]
+    fn __new__(wraps: Py<PyAny>) -> Self {
+        PyCounter {
+            count: Cell::new(0),
+            wraps,
+        }
+    }
+
+    #[getter]
+    fn count(&self) -> u64 {
+        self.count.get()
+    }
+
+    #[pyo3(signature = (*args, **kwargs))]
+    fn __call__(
+        &self,
+        py: Python<'_>,
+        args: &Bound<'_, PyTuple>,
+        kwargs: Option<&Bound<'_, PyDict>>,
+    ) -> PyResult<Py<PyAny>> {
+        let old_count = self.count.get();
+        let new_count = old_count + 1;
+        self.count.set(new_count);
+        let name = self.wraps.getattr(py, "__name__")?;
+
+        println!("{} has been called {} time(s).", name, new_count);
+
+        // After doing something, we finally forward the call to the wrapped function
+        let ret = self.wraps.call_bound(py, args, kwargs)?;
+
+        // We could do something with the return value of
+        // the function before returning it
+        Ok(ret)
+    }
+}
+
+#[pymodule]
+pub fn decorator(module: &Bound<'_, PyModule>) -> PyResult<()> {
+    module.add_class::<PyCounter>()?;
+    Ok(())
+}
+

Python code:

+
from decorator import Counter
+
+
+@Counter
+def say_hello():
+    print("hello")
+
+
+say_hello()
+say_hello()
+say_hello()
+say_hello()
+
+assert say_hello.count == 4
+
+

Output:

+
say_hello has been called 1 time(s).
+hello
+say_hello has been called 2 time(s).
+hello
+say_hello has been called 3 time(s).
+hello
+say_hello has been called 4 time(s).
+hello
+
+

Pure Python implementation

+

A Python implementation of this looks similar to the Rust version:

+
class Counter:
+    def __init__(self, wraps):
+        self.count = 0
+        self.wraps = wraps
+
+    def __call__(self, *args, **kwargs):
+        self.count += 1
+        print(f"{self.wraps.__name__} has been called {self.count} time(s)")
+        self.wraps(*args, **kwargs)
+
+

Note that it can also be implemented as a higher order function:

+
def Counter(wraps):
+    count = 0
+    def call(*args, **kwargs):
+        nonlocal count
+        count += 1
+        print(f"{wraps.__name__} has been called {count} time(s)")
+        return wraps(*args, **kwargs)
+    return call
+
+

What is the Cell for?

+

A previous implementation used a normal u64, which meant it required a &mut self receiver to update the count:

+
#[pyo3(signature = (*args, **kwargs))]
+fn __call__(
+    &mut self,
+    py: Python<'_>,
+    args: &Bound<'_, PyTuple>,
+    kwargs: Option<&Bound<'_, PyDict>>,
+) -> PyResult<Py<PyAny>> {
+    self.count += 1;
+    let name = self.wraps.getattr(py, "__name__")?;
+
+    println!("{} has been called {} time(s).", name, self.count);
+
+    // After doing something, we finally forward the call to the wrapped function
+    let ret = self.wraps.call(py, args, kwargs)?;
+
+    // We could do something with the return value of
+    // the function before returning it
+    Ok(ret)
+}
+

The problem with this is that the &mut self receiver means PyO3 has to borrow it exclusively, +and hold this borrow across theself.wraps.call(py, args, kwargs) call. This call returns control to the user's Python code +which is free to call arbitrary things, including the decorated function. If that happens PyO3 is unable to create a second unique borrow and will be forced to raise an exception.

+

As a result, something innocent like this will raise an exception:

+
@Counter
+def say_hello():
+    if say_hello.count < 2:
+        print(f"hello from decorator")
+
+say_hello()
+# RuntimeError: Already borrowed
+
+

The implementation in this chapter fixes that by never borrowing exclusively; all the methods take &self as receivers, of which multiple may exist simultaneously. This requires a shared counter and the easiest way to do that is to use Cell, so that's what is used here.

+

This shows the dangers of running arbitrary Python code - note that "running arbitrary Python code" can be far more subtle than the example above:

+
    +
  • Python's asynchronous executor may park the current thread in the middle of Python code, even in Python code that you control, and let other Python code run.
  • +
  • Dropping arbitrary Python objects may invoke destructors defined in Python (__del__ methods).
  • +
  • Calling Python's C-api (most PyO3 apis call C-api functions internally) may raise exceptions, which may allow Python code in signal handlers to run.
  • +
+

This is especially important if you are writing unsafe code; Python code must never be able to cause undefined behavior. You must ensure that your Rust code is in a consistent state before doing any of the above things.

+ +
+ + +
+
+ + + +
+ + + + + + + + + + + + + + + + + + +
+ + diff --git a/v0.22.1/class/numeric.html b/v0.22.1/class/numeric.html new file mode 100644 index 00000000000..46adadb8893 --- /dev/null +++ b/v0.22.1/class/numeric.html @@ -0,0 +1,635 @@ + + + + + + Emulating numeric types - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + + + + + + + + + + + + + +
+ +
+ + + + + + + + +
+
+

Emulating numeric types

+

At this point we have a Number class that we can't actually do any math on!

+

Before proceeding, we should think about how we want to handle overflows. There are three obvious solutions:

+
    +
  • We can have infinite precision just like Python's int. However that would be quite boring - we'd +be reinventing the wheel.
  • +
  • We can raise exceptions whenever Number overflows, but that makes the API painful to use.
  • +
  • We can wrap around the boundary of i32. This is the approach we'll take here. To do that we'll just forward to i32's +wrapping_* methods.
  • +
+

Fixing our constructor

+

Let's address the first overflow, in Number's constructor:

+
from my_module import Number
+
+n = Number(1 << 1337)
+
+
Traceback (most recent call last):
+  File "example.py", line 3, in <module>
+    n = Number(1 << 1337)
+OverflowError: Python int too large to convert to C long
+
+

Instead of relying on the default FromPyObject extraction to parse arguments, we can specify our +own extraction function, using the #[pyo3(from_py_with = "...")] attribute. Unfortunately PyO3 +doesn't provide a way to wrap Python integers out of the box, but we can do a Python call to mask it +and cast it to an i32.

+
#![allow(dead_code)]
+use pyo3::prelude::*;
+
+fn wrap(obj: &Bound<'_, PyAny>) -> PyResult<i32> {
+    let val = obj.call_method1("__and__", (0xFFFFFFFF_u32,))?;
+    let val: u32 = val.extract()?;
+    //     👇 This intentionally overflows!
+    Ok(val as i32)
+}
+

We also add documentation, via /// comments, which are visible to Python users.

+
#![allow(dead_code)]
+use pyo3::prelude::*;
+
+fn wrap(obj: &Bound<'_, PyAny>) -> PyResult<i32> {
+    let val = obj.call_method1("__and__", (0xFFFFFFFF_u32,))?;
+    let val: u32 = val.extract()?;
+    Ok(val as i32)
+}
+
+/// Did you ever hear the tragedy of Darth Signed The Overfloweth? I thought not.
+/// It's not a story C would tell you. It's a Rust legend.
+#[pyclass(module = "my_module")]
+struct Number(i32);
+
+#[pymethods]
+impl Number {
+    #[new]
+    fn new(#[pyo3(from_py_with = "wrap")] value: i32) -> Self {
+        Self(value)
+    }
+}
+

With that out of the way, let's implement some operators:

+
use pyo3::exceptions::{PyZeroDivisionError, PyValueError};
+
+use pyo3::prelude::*;
+
+#[pyclass]
+struct Number(i32);
+
+#[pymethods]
+impl Number {
+    fn __add__(&self, other: &Self) -> Self {
+        Self(self.0.wrapping_add(other.0))
+    }
+
+    fn __sub__(&self, other: &Self) -> Self {
+        Self(self.0.wrapping_sub(other.0))
+    }
+
+    fn __mul__(&self, other: &Self) -> Self {
+        Self(self.0.wrapping_mul(other.0))
+    }
+
+    fn __truediv__(&self, other: &Self) -> PyResult<Self> {
+        match self.0.checked_div(other.0) {
+            Some(i) => Ok(Self(i)),
+            None => Err(PyZeroDivisionError::new_err("division by zero")),
+        }
+    }
+
+    fn __floordiv__(&self, other: &Self) -> PyResult<Self> {
+        match self.0.checked_div(other.0) {
+            Some(i) => Ok(Self(i)),
+            None => Err(PyZeroDivisionError::new_err("division by zero")),
+        }
+    }
+
+    fn __rshift__(&self, other: &Self) -> PyResult<Self> {
+        match other.0.try_into() {
+            Ok(rhs) => Ok(Self(self.0.wrapping_shr(rhs))),
+            Err(_) => Err(PyValueError::new_err("negative shift count")),
+        }
+    }
+
+    fn __lshift__(&self, other: &Self) -> PyResult<Self> {
+        match other.0.try_into() {
+            Ok(rhs) => Ok(Self(self.0.wrapping_shl(rhs))),
+            Err(_) => Err(PyValueError::new_err("negative shift count")),
+        }
+    }
+}
+

Unary arithmetic operations

+
use pyo3::prelude::*;
+
+#[pyclass]
+struct Number(i32);
+
+#[pymethods]
+impl Number {
+    fn __pos__(slf: PyRef<'_, Self>) -> PyRef<'_, Self> {
+        slf
+    }
+
+    fn __neg__(&self) -> Self {
+        Self(-self.0)
+    }
+
+    fn __abs__(&self) -> Self {
+        Self(self.0.abs())
+    }
+
+    fn __invert__(&self) -> Self {
+        Self(!self.0)
+    }
+}
+

Support for the complex(), int() and float() built-in functions.

+
use pyo3::prelude::*;
+
+#[pyclass]
+struct Number(i32);
+
+use pyo3::types::PyComplex;
+
+#[pymethods]
+impl Number {
+    fn __int__(&self) -> i32 {
+        self.0
+    }
+
+    fn __float__(&self) -> f64 {
+        self.0 as f64
+    }
+
+    fn __complex__<'py>(&self, py: Python<'py>) -> Bound<'py, PyComplex> {
+        PyComplex::from_doubles_bound(py, self.0 as f64, 0.0)
+    }
+}
+

We do not implement the in-place operations like __iadd__ because we do not wish to mutate Number. +Similarly we're not interested in supporting operations with different types, so we do not implement +the reflected operations like __radd__ either.

+

Now Python can use our Number class:

+
from my_module import Number
+
+def hash_djb2(s: str):
+	'''
+	A version of Daniel J. Bernstein's djb2 string hashing algorithm
+	Like many hashing algorithms, it relies on integer wrapping.
+	'''
+
+	n = Number(0)
+	five = Number(5)
+
+	for x in s:
+		n = Number(ord(x)) + ((n << five) - n)
+	return n
+
+assert hash_djb2('l50_50') == Number(-1152549421)
+
+

Final code

+
use std::collections::hash_map::DefaultHasher;
+use std::hash::{Hash, Hasher};
+
+use pyo3::exceptions::{PyValueError, PyZeroDivisionError};
+use pyo3::prelude::*;
+use pyo3::class::basic::CompareOp;
+use pyo3::types::{PyComplex, PyString};
+
+fn wrap(obj: &Bound<'_, PyAny>) -> PyResult<i32> {
+    let val = obj.call_method1("__and__", (0xFFFFFFFF_u32,))?;
+    let val: u32 = val.extract()?;
+    Ok(val as i32)
+}
+/// Did you ever hear the tragedy of Darth Signed The Overfloweth? I thought not.
+/// It's not a story C would tell you. It's a Rust legend.
+#[pyclass(module = "my_module")]
+struct Number(i32);
+
+#[pymethods]
+impl Number {
+    #[new]
+    fn new(#[pyo3(from_py_with = "wrap")] value: i32) -> Self {
+        Self(value)
+    }
+
+    fn __repr__(slf: &Bound<'_, Self>) -> PyResult<String> {
+       // Get the class name dynamically in case `Number` is subclassed
+       let class_name: Bound<'_, PyString> = slf.get_type().qualname()?;
+        Ok(format!("{}({})", class_name, slf.borrow().0))
+    }
+
+    fn __str__(&self) -> String {
+        self.0.to_string()
+    }
+
+    fn __hash__(&self) -> u64 {
+        let mut hasher = DefaultHasher::new();
+        self.0.hash(&mut hasher);
+        hasher.finish()
+    }
+
+    fn __richcmp__(&self, other: &Self, op: CompareOp) -> PyResult<bool> {
+        match op {
+            CompareOp::Lt => Ok(self.0 < other.0),
+            CompareOp::Le => Ok(self.0 <= other.0),
+            CompareOp::Eq => Ok(self.0 == other.0),
+            CompareOp::Ne => Ok(self.0 != other.0),
+            CompareOp::Gt => Ok(self.0 > other.0),
+            CompareOp::Ge => Ok(self.0 >= other.0),
+        }
+    }
+
+    fn __bool__(&self) -> bool {
+        self.0 != 0
+    }
+
+    fn __add__(&self, other: &Self) -> Self {
+        Self(self.0.wrapping_add(other.0))
+    }
+
+    fn __sub__(&self, other: &Self) -> Self {
+        Self(self.0.wrapping_sub(other.0))
+    }
+
+    fn __mul__(&self, other: &Self) -> Self {
+        Self(self.0.wrapping_mul(other.0))
+    }
+
+    fn __truediv__(&self, other: &Self) -> PyResult<Self> {
+        match self.0.checked_div(other.0) {
+            Some(i) => Ok(Self(i)),
+            None => Err(PyZeroDivisionError::new_err("division by zero")),
+        }
+    }
+
+    fn __floordiv__(&self, other: &Self) -> PyResult<Self> {
+        match self.0.checked_div(other.0) {
+            Some(i) => Ok(Self(i)),
+            None => Err(PyZeroDivisionError::new_err("division by zero")),
+        }
+    }
+
+    fn __rshift__(&self, other: &Self) -> PyResult<Self> {
+        match other.0.try_into() {
+            Ok(rhs) => Ok(Self(self.0.wrapping_shr(rhs))),
+            Err(_) => Err(PyValueError::new_err("negative shift count")),
+        }
+    }
+
+    fn __lshift__(&self, other: &Self) -> PyResult<Self> {
+        match other.0.try_into() {
+            Ok(rhs) => Ok(Self(self.0.wrapping_shl(rhs))),
+            Err(_) => Err(PyValueError::new_err("negative shift count")),
+        }
+    }
+
+    fn __xor__(&self, other: &Self) -> Self {
+        Self(self.0 ^ other.0)
+    }
+
+    fn __or__(&self, other: &Self) -> Self {
+        Self(self.0 | other.0)
+    }
+
+    fn __and__(&self, other: &Self) -> Self {
+        Self(self.0 & other.0)
+    }
+
+    fn __int__(&self) -> i32 {
+        self.0
+    }
+
+    fn __float__(&self) -> f64 {
+        self.0 as f64
+    }
+
+    fn __complex__<'py>(&self, py: Python<'py>) -> Bound<'py, PyComplex> {
+        PyComplex::from_doubles_bound(py, self.0 as f64, 0.0)
+    }
+}
+
+#[pymodule]
+fn my_module(m: &Bound<'_, PyModule>) -> PyResult<()> {
+    m.add_class::<Number>()?;
+    Ok(())
+}
+const SCRIPT: &'static str = r#"
+def hash_djb2(s: str):
+    n = Number(0)
+    five = Number(5)
+
+    for x in s:
+        n = Number(ord(x)) + ((n << five) - n)
+    return n
+
+assert hash_djb2('l50_50') == Number(-1152549421)
+assert hash_djb2('logo') == Number(3327403)
+assert hash_djb2('horizon') == Number(1097468315)
+
+
+assert Number(2) + Number(2) == Number(4)
+assert Number(2) + Number(2) != Number(5)
+
+assert Number(13) - Number(7) == Number(6)
+assert Number(13) - Number(-7) == Number(20)
+
+assert Number(13) / Number(7) == Number(1)
+assert Number(13) // Number(7) == Number(1)
+
+assert Number(13) * Number(7) == Number(13*7)
+
+assert Number(13) > Number(7)
+assert Number(13) < Number(20)
+assert Number(13) == Number(13)
+assert Number(13) >= Number(7)
+assert Number(13) <= Number(20)
+assert Number(13) == Number(13)
+
+
+assert (True if Number(1) else False)
+assert (False if Number(0) else True)
+
+
+assert int(Number(13)) == 13
+assert float(Number(13)) == 13
+assert Number.__doc__ == "Did you ever hear the tragedy of Darth Signed The Overfloweth? I thought not.\nIt's not a story C would tell you. It's a Rust legend."
+assert Number(12345234523452) == Number(1498514748)
+try:
+    import inspect
+    assert inspect.signature(Number).__str__() == '(value)'
+except ValueError:
+    # Not supported with `abi3` before Python 3.10
+    pass
+assert Number(1337).__str__() == '1337'
+assert Number(1337).__repr__() == 'Number(1337)'
+"#;
+
+
+use pyo3::PyTypeInfo;
+
+fn main() -> PyResult<()> {
+    Python::with_gil(|py| -> PyResult<()> {
+        let globals = PyModule::import_bound(py, "__main__")?.dict();
+        globals.set_item("Number", Number::type_object_bound(py))?;
+
+        py.run_bound(SCRIPT, Some(&globals), None)?;
+        Ok(())
+    })
+}
+

Appendix: Writing some unsafe code

+

At the beginning of this chapter we said that PyO3 doesn't provide a way to wrap Python integers out +of the box but that's a half truth. There's not a PyO3 API for it, but there's a Python C API +function that does:

+
unsigned long PyLong_AsUnsignedLongMask(PyObject *obj)
+
+

We can call this function from Rust by using pyo3::ffi::PyLong_AsUnsignedLongMask. This is an unsafe +function, which means we have to use an unsafe block to call it and take responsibility for upholding +the contracts of this function. Let's review those contracts:

+
    +
  • The GIL must be held. If it's not, calling this function causes a data race.
  • +
  • The pointer must be valid, i.e. it must be properly aligned and point to a valid Python object.
  • +
+

Let's create that helper function. The signature has to be fn(&Bound<'_, PyAny>) -> PyResult<T>.

+
    +
  • &Bound<'_, PyAny> represents a checked borrowed reference, so the pointer derived from it is valid (and not null).
  • +
  • Whenever we have borrowed references to Python objects in scope, it is guaranteed that the GIL is held. This reference is also where we can get a Python token to use in our call to PyErr::take.
  • +
+
#![allow(dead_code)]
+use std::os::raw::c_ulong;
+use pyo3::prelude::*;
+use pyo3::ffi;
+
+fn wrap(obj: &Bound<'_, PyAny>) -> Result<i32, PyErr> {
+    let py: Python<'_> = obj.py();
+
+    unsafe {
+        let ptr = obj.as_ptr();
+
+        let ret: c_ulong = ffi::PyLong_AsUnsignedLongMask(ptr);
+        if ret == c_ulong::MAX {
+            if let Some(err) = PyErr::take(py) {
+                return Err(err);
+            }
+        }
+
+        Ok(ret as i32)
+    }
+}
+ +
+ + +
+
+ + + +
+ + + + + + + + + + + + + + + + + + +
+ + diff --git a/v0.22.1/class/object.html b/v0.22.1/class/object.html new file mode 100644 index 00000000000..237aecca1b8 --- /dev/null +++ b/v0.22.1/class/object.html @@ -0,0 +1,504 @@ + + + + + + Basic object customization - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + + + + + + + + + + + + + +
+ +
+ + + + + + + + +
+
+

Basic object customization

+

Recall the Number class from the previous chapter:

+
#![allow(dead_code)]
+use pyo3::prelude::*;
+
+#[pyclass]
+struct Number(i32);
+
+#[pymethods]
+impl Number {
+    #[new]
+    fn new(value: i32) -> Self {
+        Self(value)
+    }
+}
+
+#[pymodule]
+fn my_module(m: &Bound<'_, PyModule>) -> PyResult<()> {
+    m.add_class::<Number>()?;
+    Ok(())
+}
+

At this point Python code can import the module, access the class and create class instances - but +nothing else.

+
from my_module import Number
+
+n = Number(5)
+print(n)
+
+
<builtins.Number object at 0x000002B4D185D7D0>
+
+

String representations

+

It can't even print an user-readable representation of itself! We can fix that by defining the +__repr__ and __str__ methods inside a #[pymethods] block. We do this by accessing the value +contained inside Number.

+
use pyo3::prelude::*;
+
+#[pyclass]
+struct Number(i32);
+
+#[pymethods]
+impl Number {
+    // For `__repr__` we want to return a string that Python code could use to recreate
+    // the `Number`, like `Number(5)` for example.
+    fn __repr__(&self) -> String {
+        // We use the `format!` macro to create a string. Its first argument is a
+        // format string, followed by any number of parameters which replace the
+        // `{}`'s in the format string.
+        //
+        //                       👇 Tuple field access in Rust uses a dot
+        format!("Number({})", self.0)
+    }
+    // `__str__` is generally used to create an "informal" representation, so we
+    // just forward to `i32`'s `ToString` trait implementation to print a bare number.
+    fn __str__(&self) -> String {
+        self.0.to_string()
+    }
+}
+

Accessing the class name

+

In the __repr__, we used a hard-coded class name. This is sometimes not ideal, +because if the class is subclassed in Python, we would like the repr to reflect +the subclass name. This is typically done in Python code by accessing +self.__class__.__name__. In order to be able to access the Python type information +and the Rust struct, we need to use a Bound as the self argument.

+
use pyo3::prelude::*;
+use pyo3::types::PyString;
+
+#[pyclass]
+struct Number(i32);
+
+#[pymethods]
+impl Number {
+    fn __repr__(slf: &Bound<'_, Self>) -> PyResult<String> {
+        // This is the equivalent of `self.__class__.__name__` in Python.
+        let class_name: Bound<'_, PyString> = slf.get_type().qualname()?;
+        // To access fields of the Rust struct, we need to borrow the `PyCell`.
+        Ok(format!("{}({})", class_name, slf.borrow().0))
+    }
+}
+

Hashing

+

Let's also implement hashing. We'll just hash the i32. For that we need a Hasher. The one +provided by std is DefaultHasher, which uses the SipHash algorithm.

+
use std::collections::hash_map::DefaultHasher;
+
+// Required to call the `.hash` and `.finish` methods, which are defined on traits.
+use std::hash::{Hash, Hasher};
+
+use pyo3::prelude::*;
+
+#[pyclass]
+struct Number(i32);
+
+#[pymethods]
+impl Number {
+    fn __hash__(&self) -> u64 {
+        let mut hasher = DefaultHasher::new();
+        self.0.hash(&mut hasher);
+        hasher.finish()
+    }
+}
+

To implement __hash__ using the Rust Hash trait implementation, the hash option can be used. +This option is only available for frozen classes to prevent accidental hash changes from mutating the object. If you need +an __hash__ implementation for a mutable class, use the manual method from above. This option also requires eq: According to the +Python docs "If a class does not define an __eq__() +method it should not define a __hash__() operation either"

+
use pyo3::prelude::*;
+
+#[pyclass(frozen, eq, hash)]
+#[derive(PartialEq, Hash)]
+struct Number(i32);
+
+

Note: When implementing __hash__ and comparisons, it is important that the following property holds:

+
k1 == k2 -> hash(k1) == hash(k2)
+
+

In other words, if two keys are equal, their hashes must also be equal. In addition you must take +care that your classes' hash doesn't change during its lifetime. In this tutorial we do that by not +letting Python code change our Number class. In other words, it is immutable.

+

By default, all #[pyclass] types have a default hash implementation from Python. +Types which should not be hashable can override this by setting __hash__ to None. +This is the same mechanism as for a pure-Python class. This is done like so:

+
use pyo3::prelude::*;
+#[pyclass]
+struct NotHashable {}
+
+#[pymethods]
+impl NotHashable {
+    #[classattr]
+    const __hash__: Option<Py<PyAny>> = None;
+}
+
+

Comparisons

+

PyO3 supports the usual magic comparison methods available in Python such as __eq__, __lt__ +and so on. It is also possible to support all six operations at once with __richcmp__. +This method will be called with a value of CompareOp depending on the operation.

+
use pyo3::class::basic::CompareOp;
+
+use pyo3::prelude::*;
+
+#[pyclass]
+struct Number(i32);
+
+#[pymethods]
+impl Number {
+    fn __richcmp__(&self, other: &Self, op: CompareOp) -> PyResult<bool> {
+        match op {
+            CompareOp::Lt => Ok(self.0 < other.0),
+            CompareOp::Le => Ok(self.0 <= other.0),
+            CompareOp::Eq => Ok(self.0 == other.0),
+            CompareOp::Ne => Ok(self.0 != other.0),
+            CompareOp::Gt => Ok(self.0 > other.0),
+            CompareOp::Ge => Ok(self.0 >= other.0),
+        }
+    }
+}
+

If you obtain the result by comparing two Rust values, as in this example, you +can take a shortcut using CompareOp::matches:

+
use pyo3::class::basic::CompareOp;
+
+use pyo3::prelude::*;
+
+#[pyclass]
+struct Number(i32);
+
+#[pymethods]
+impl Number {
+    fn __richcmp__(&self, other: &Self, op: CompareOp) -> bool {
+        op.matches(self.0.cmp(&other.0))
+    }
+}
+

It checks that the std::cmp::Ordering obtained from Rust's Ord matches +the given CompareOp.

+

Alternatively, you can implement just equality using __eq__:

+
use pyo3::prelude::*;
+
+#[pyclass]
+struct Number(i32);
+
+#[pymethods]
+impl Number {
+    fn __eq__(&self, other: &Self) -> bool {
+        self.0 == other.0
+    }
+}
+
+fn main() -> PyResult<()> {
+    Python::with_gil(|py| {
+        let x = &Bound::new(py, Number(4))?;
+        let y = &Bound::new(py, Number(4))?;
+        assert!(x.eq(y)?);
+        assert!(!x.ne(y)?);
+        Ok(())
+    })
+}
+

To implement __eq__ using the Rust PartialEq trait implementation, the eq option can be used.

+
use pyo3::prelude::*;
+
+#[pyclass(eq)]
+#[derive(PartialEq)]
+struct Number(i32);
+

To implement __lt__, __le__, __gt__, & __ge__ using the Rust PartialOrd trait implementation, the ord option can be used. Note: Requires eq.

+
use pyo3::prelude::*;
+
+#[pyclass(eq, ord)]
+#[derive(PartialEq, PartialOrd)]
+struct Number(i32);
+

Truthyness

+

We'll consider Number to be True if it is nonzero:

+
use pyo3::prelude::*;
+
+#[pyclass]
+struct Number(i32);
+
+#[pymethods]
+impl Number {
+    fn __bool__(&self) -> bool {
+        self.0 != 0
+    }
+}
+

Final code

+
use std::collections::hash_map::DefaultHasher;
+use std::hash::{Hash, Hasher};
+
+use pyo3::prelude::*;
+use pyo3::class::basic::CompareOp;
+use pyo3::types::PyString;
+
+#[pyclass]
+struct Number(i32);
+
+#[pymethods]
+impl Number {
+    #[new]
+    fn new(value: i32) -> Self {
+        Self(value)
+    }
+
+    fn __repr__(slf: &Bound<'_, Self>) -> PyResult<String> {
+        let class_name: Bound<'_, PyString> = slf.get_type().qualname()?;
+        Ok(format!("{}({})", class_name, slf.borrow().0))
+    }
+
+    fn __str__(&self) -> String {
+        self.0.to_string()
+    }
+
+    fn __hash__(&self) -> u64 {
+        let mut hasher = DefaultHasher::new();
+        self.0.hash(&mut hasher);
+        hasher.finish()
+    }
+
+    fn __richcmp__(&self, other: &Self, op: CompareOp) -> PyResult<bool> {
+        match op {
+            CompareOp::Lt => Ok(self.0 < other.0),
+            CompareOp::Le => Ok(self.0 <= other.0),
+            CompareOp::Eq => Ok(self.0 == other.0),
+            CompareOp::Ne => Ok(self.0 != other.0),
+            CompareOp::Gt => Ok(self.0 > other.0),
+            CompareOp::Ge => Ok(self.0 >= other.0),
+        }
+    }
+
+    fn __bool__(&self) -> bool {
+        self.0 != 0
+    }
+}
+
+#[pymodule]
+fn my_module(m: &Bound<'_, PyModule>) -> PyResult<()> {
+    m.add_class::<Number>()?;
+    Ok(())
+}
+ +
+ + +
+
+ + + +
+ + + + + + + + + + + + + + + + + + +
+ + diff --git a/v0.22.1/class/protocols.html b/v0.22.1/class/protocols.html new file mode 100644 index 00000000000..a8193b9c98b --- /dev/null +++ b/v0.22.1/class/protocols.html @@ -0,0 +1,670 @@ + + + + + + Class customizations - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + + + + + + + + + + + + + +
+ +
+ + + + + + + + +
+
+

Class customizations

+

Python's object model defines several protocols for different object behavior, such as the sequence, mapping, and number protocols. Python classes support these protocols by implementing "magic" methods, such as __str__ or __repr__. Because of the double-underscores surrounding their name, these are also known as "dunder" methods.

+

PyO3 makes it possible for every magic method to be implemented in #[pymethods] just as they would be done in a regular Python class, with a few notable differences:

+
    +
  • __new__ and __init__ are replaced by the #[new] attribute.
  • +
  • __del__ is not yet supported, but may be in the future.
  • +
  • __buffer__ and __release_buffer__ are currently not supported and instead PyO3 supports __getbuffer__ and __releasebuffer__ methods (these predate PEP 688), again this may change in the future.
  • +
  • PyO3 adds __traverse__ and __clear__ methods for controlling garbage collection.
  • +
  • The Python C-API which PyO3 is implemented upon requires many magic methods to have a specific function signature in C and be placed into special "slots" on the class type object. This limits the allowed argument and return types for these methods. They are listed in detail in the section below.
  • +
+

If a magic method is not on the list above (for example __init_subclass__), then it should just work in PyO3. If this is not the case, please file a bug report.

+

Magic Methods handled by PyO3

+

If a function name in #[pymethods] is a magic method which is known to need special handling, it will be automatically placed into the correct slot in the Python type object. The function name is taken from the usual rules for naming #[pymethods]: the #[pyo3(name = "...")] attribute is used if present, otherwise the Rust function name is used.

+

The magic methods handled by PyO3 are very similar to the standard Python ones on this page - in particular they are the subset which have slots as defined here.

+

When PyO3 handles a magic method, a couple of changes apply compared to other #[pymethods]:

+
    +
  • The Rust function signature is restricted to match the magic method.
  • +
  • The #[pyo3(signature = (...)] and #[pyo3(text_signature = "...")] attributes are not allowed.
  • +
+

The following sections list all magic methods for which PyO3 implements the necessary special handling. The +given signatures should be interpreted as follows:

+
    +
  • All methods take a receiver as first argument, shown as <self>. It can be +&self, &mut self or a Bound reference like self_: PyRef<'_, Self> and +self_: PyRefMut<'_, Self>, as described here.
  • +
  • An optional Python<'py> argument is always allowed as the first argument.
  • +
  • Return values can be optionally wrapped in PyResult.
  • +
  • object means that any type is allowed that can be extracted from a Python +object (if argument) or converted to a Python object (if return value).
  • +
  • Other types must match what's given, e.g. pyo3::basic::CompareOp for +__richcmp__'s second argument.
  • +
  • For the comparison and arithmetic methods, extraction errors are not +propagated as exceptions, but lead to a return of NotImplemented.
  • +
  • For some magic methods, the return values are not restricted by PyO3, but +checked by the Python interpreter. For example, __str__ needs to return a +string object. This is indicated by object (Python type).
  • +
+

Basic object customization

+
    +
  • +

    __str__(<self>) -> object (str)

    +
  • +
  • +

    __repr__(<self>) -> object (str)

    +
  • +
  • +

    __hash__(<self>) -> isize

    +

    Objects that compare equal must have the same hash value. Any type up to 64 bits may be returned instead of isize, PyO3 will convert to an isize automatically (wrapping unsigned types like u64 and usize).

    +
    +Disabling Python's default hash +By default, all `#[pyclass]` types have a default hash implementation from Python. Types which should not be hashable can override this by setting `__hash__` to `None`. This is the same mechanism as for a pure-Python class. This is done like so: +
    use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct NotHashable {}
    +
    +#[pymethods]
    +impl NotHashable {
    +    #[classattr]
    +    const __hash__: Option<PyObject> = None;
    +}
    +
    +
  • +
  • +

    __lt__(<self>, object) -> object

    +
  • +
  • +

    __le__(<self>, object) -> object

    +
  • +
  • +

    __eq__(<self>, object) -> object

    +
  • +
  • +

    __ne__(<self>, object) -> object

    +
  • +
  • +

    __gt__(<self>, object) -> object

    +
  • +
  • +

    __ge__(<self>, object) -> object

    +

    The implementations of Python's "rich comparison" operators <, <=, ==, !=, > and >= respectively.

    +

    Note that implementing any of these methods will cause Python not to generate a default __hash__ implementation, so consider also implementing __hash__.

    +
    +Return type +The return type will normally be `bool` or `PyResult`, however any Python object can be returned. +
    +
  • +
  • +

    __richcmp__(<self>, object, pyo3::basic::CompareOp) -> object

    +

    Implements Python comparison operations (==, !=, <, <=, >, and >=) in a single method. +The CompareOp argument indicates the comparison operation being performed. You can use +CompareOp::matches to adapt a Rust std::cmp::Ordering result to the requested comparison.

    +

    This method cannot be implemented in combination with any of __lt__, __le__, __eq__, __ne__, __gt__, or __ge__.

    +

    Note that implementing __richcmp__ will cause Python not to generate a default __hash__ implementation, so consider implementing __hash__ when implementing __richcmp__.

    +
    +Return type +The return type will normally be `PyResult`, but any Python object can be returned. +

    If you want to leave some operations unimplemented, you can return py.NotImplemented() +for some of the operations:

    +
    use pyo3::class::basic::CompareOp;
    +
    +use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct Number(i32);
    +
    +#[pymethods]
    +impl Number {
    +    fn __richcmp__(&self, other: &Self, op: CompareOp, py: Python<'_>) -> PyObject {
    +        match op {
    +            CompareOp::Eq => (self.0 == other.0).into_py(py),
    +            CompareOp::Ne => (self.0 != other.0).into_py(py),
    +            _ => py.NotImplemented(),
    +        }
    +    }
    +}
    +

    If the second argument object is not of the type specified in the +signature, the generated code will automatically return NotImplemented.

    +
    +
  • +
  • +

    __getattr__(<self>, object) -> object

    +
  • +
  • +

    __getattribute__(<self>, object) -> object

    +
    +Differences between `__getattr__` and `__getattribute__` +As in Python, `__getattr__` is only called if the attribute is not found +by normal attribute lookup. `__getattribute__`, on the other hand, is +called for *every* attribute access. If it wants to access existing +attributes on `self`, it needs to be very careful not to introduce +infinite recursion, and use `baseclass.__getattribute__()`. +
    +
  • +
  • +

    __setattr__(<self>, value: object) -> ()

    +
  • +
  • +

    __delattr__(<self>, object) -> ()

    +

    Overrides attribute access.

    +
  • +
  • +

    __bool__(<self>) -> bool

    +

    Determines the "truthyness" of an object.

    +
  • +
  • +

    __call__(<self>, ...) -> object - here, any argument list can be defined +as for normal pymethods

    +
  • +
+

Iterable objects

+

Iterators can be defined using these methods:

+
    +
  • __iter__(<self>) -> object
  • +
  • __next__(<self>) -> Option<object> or IterNextOutput (see details)
  • +
+

Returning None from __next__ indicates that that there are no further items.

+

Example:

+
use pyo3::prelude::*;
+
+#[pyclass]
+struct MyIterator {
+    iter: Box<dyn Iterator<Item = PyObject> + Send>,
+}
+
+#[pymethods]
+impl MyIterator {
+    fn __iter__(slf: PyRef<'_, Self>) -> PyRef<'_, Self> {
+        slf
+    }
+    fn __next__(mut slf: PyRefMut<'_, Self>) -> Option<PyObject> {
+        slf.iter.next()
+    }
+}
+

In many cases you'll have a distinction between the type being iterated over +(i.e. the iterable) and the iterator it provides. In this case, the iterable +only needs to implement __iter__() while the iterator must implement both +__iter__() and __next__(). For example:

+
use pyo3::prelude::*;
+
+#[pyclass]
+struct Iter {
+    inner: std::vec::IntoIter<usize>,
+}
+
+#[pymethods]
+impl Iter {
+    fn __iter__(slf: PyRef<'_, Self>) -> PyRef<'_, Self> {
+        slf
+    }
+
+    fn __next__(mut slf: PyRefMut<'_, Self>) -> Option<usize> {
+        slf.inner.next()
+    }
+}
+
+#[pyclass]
+struct Container {
+    iter: Vec<usize>,
+}
+
+#[pymethods]
+impl Container {
+    fn __iter__(slf: PyRef<'_, Self>) -> PyResult<Py<Iter>> {
+        let iter = Iter {
+            inner: slf.iter.clone().into_iter(),
+        };
+        Py::new(slf.py(), iter)
+    }
+}
+
+Python::with_gil(|py| {
+    let container = Container { iter: vec![1, 2, 3, 4] };
+    let inst = pyo3::Py::new(py, container).unwrap();
+    pyo3::py_run!(py, inst, "assert list(inst) == [1, 2, 3, 4]");
+    pyo3::py_run!(py, inst, "assert list(iter(iter(inst))) == [1, 2, 3, 4]");
+});
+

For more details on Python's iteration protocols, check out the "Iterator Types" section of the library +documentation.

+

Returning a value from iteration

+

This guide has so far shown how to use Option<T> to implement yielding values +during iteration. In Python a generator can also return a value. To express +this in Rust, PyO3 provides the IterNextOutput enum to both Yield values +and Return a final value - see its docs for further details and an example.

+

Awaitable objects

+
    +
  • __await__(<self>) -> object
  • +
  • __aiter__(<self>) -> object
  • +
  • __anext__(<self>) -> Option<object> or IterANextOutput
  • +
+

Mapping & Sequence types

+

The magic methods in this section can be used to implement Python container types. They are two main categories of container in Python: "mappings" such as dict, with arbitrary keys, and "sequences" such as list and tuple, with integer keys.

+

The Python C-API which PyO3 is built upon has separate "slots" for sequences and mappings. When writing a class in pure Python, there is no such distinction in the implementation - a __getitem__ implementation will fill the slots for both the mapping and sequence forms, for example.

+

By default PyO3 reproduces the Python behaviour of filling both mapping and sequence slots. This makes sense for the "simple" case which matches Python, and also for sequences, where the mapping slot is used anyway to implement slice indexing.

+

Mapping types usually will not want the sequence slots filled. Having them filled will lead to outcomes which may be unwanted, such as:

+
    +
  • The mapping type will successfully cast to PySequence. This may lead to consumers of the type handling it incorrectly.
  • +
  • Python provides a default implementation of __iter__ for sequences, which calls __getitem__ with consecutive positive integers starting from 0 until an IndexError is returned. Unless the mapping only contains consecutive positive integer keys, this __iter__ implementation will likely not be the intended behavior.
  • +
+

Use the #[pyclass(mapping)] annotation to instruct PyO3 to only fill the mapping slots, leaving the sequence ones empty. This will apply to __getitem__, __setitem__, and __delitem__.

+

Use the #[pyclass(sequence)] annotation to instruct PyO3 to fill the sq_length slot instead of the mp_length slot for __len__. This will help libraries such as numpy recognise the class as a sequence, however will also cause CPython to automatically add the sequence length to any negative indices before passing them to __getitem__. (__getitem__, __setitem__ and __delitem__ mapping slots are still used for sequences, for slice operations.)

+
    +
  • +

    __len__(<self>) -> usize

    +

    Implements the built-in function len().

    +
  • +
  • +

    __contains__(<self>, object) -> bool

    +

    Implements membership test operators. +Should return true if item is in self, false otherwise. +For objects that don’t define __contains__(), the membership test simply +traverses the sequence until it finds a match.

    +
    +Disabling Python's default contains +

    By default, all #[pyclass] types with an __iter__ method support a +default implementation of the in operator. Types which do not want this +can override this by setting __contains__ to None. This is the same +mechanism as for a pure-Python class. This is done like so:

    +
    use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct NoContains {}
    +
    +#[pymethods]
    +impl NoContains {
    +    #[classattr]
    +    const __contains__: Option<PyObject> = None;
    +}
    +
    +
  • +
  • +

    __getitem__(<self>, object) -> object

    +

    Implements retrieval of the self[a] element.

    +

    Note: Negative integer indexes are not handled specially by PyO3. +However, for classes with #[pyclass(sequence)], when a negative index is +accessed via PySequence::get_item, the underlying C API already adjusts +the index to be positive.

    +
  • +
  • +

    __setitem__(<self>, object, object) -> ()

    +

    Implements assignment to the self[a] element. +Should only be implemented if elements can be replaced.

    +

    Same behavior regarding negative indices as for __getitem__.

    +
  • +
  • +

    __delitem__(<self>, object) -> ()

    +

    Implements deletion of the self[a] element. +Should only be implemented if elements can be deleted.

    +

    Same behavior regarding negative indices as for __getitem__.

    +
  • +
+
    +
  • +

    fn __concat__(&self, other: impl FromPyObject) -> PyResult<impl ToPyObject>

    +

    Concatenates two sequences. +Used by the + operator, after trying the numeric addition via +the __add__ and __radd__ methods.

    +
  • +
  • +

    fn __repeat__(&self, count: isize) -> PyResult<impl ToPyObject>

    +

    Repeats the sequence count times. +Used by the * operator, after trying the numeric multiplication via +the __mul__ and __rmul__ methods.

    +
  • +
  • +

    fn __inplace_concat__(&self, other: impl FromPyObject) -> PyResult<impl ToPyObject>

    +

    Concatenates two sequences. +Used by the += operator, after trying the numeric addition via +the __iadd__ method.

    +
  • +
  • +

    fn __inplace_repeat__(&self, count: isize) -> PyResult<impl ToPyObject>

    +

    Concatenates two sequences. +Used by the *= operator, after trying the numeric multiplication via +the __imul__ method.

    +
  • +
+

Descriptors

+
    +
  • __get__(<self>, object, object) -> object
  • +
  • __set__(<self>, object, object) -> ()
  • +
  • __delete__(<self>, object) -> ()
  • +
+

Numeric types

+

Binary arithmetic operations (+, -, *, @, /, //, %, divmod(), +pow() and **, <<, >>, &, ^, and |) and their reflected versions:

+

(If the object is not of the type specified in the signature, the generated code +will automatically return NotImplemented.)

+
    +
  • __add__(<self>, object) -> object
  • +
  • __radd__(<self>, object) -> object
  • +
  • __sub__(<self>, object) -> object
  • +
  • __rsub__(<self>, object) -> object
  • +
  • __mul__(<self>, object) -> object
  • +
  • __rmul__(<self>, object) -> object
  • +
  • __matmul__(<self>, object) -> object
  • +
  • __rmatmul__(<self>, object) -> object
  • +
  • __floordiv__(<self>, object) -> object
  • +
  • __rfloordiv__(<self>, object) -> object
  • +
  • __truediv__(<self>, object) -> object
  • +
  • __rtruediv__(<self>, object) -> object
  • +
  • __divmod__(<self>, object) -> object
  • +
  • __rdivmod__(<self>, object) -> object
  • +
  • __mod__(<self>, object) -> object
  • +
  • __rmod__(<self>, object) -> object
  • +
  • __lshift__(<self>, object) -> object
  • +
  • __rlshift__(<self>, object) -> object
  • +
  • __rshift__(<self>, object) -> object
  • +
  • __rrshift__(<self>, object) -> object
  • +
  • __and__(<self>, object) -> object
  • +
  • __rand__(<self>, object) -> object
  • +
  • __xor__(<self>, object) -> object
  • +
  • __rxor__(<self>, object) -> object
  • +
  • __or__(<self>, object) -> object
  • +
  • __ror__(<self>, object) -> object
  • +
  • __pow__(<self>, object, object) -> object
  • +
  • __rpow__(<self>, object, object) -> object
  • +
+

In-place assignment operations (+=, -=, *=, @=, /=, //=, %=, +**=, <<=, >>=, &=, ^=, |=):

+
    +
  • __iadd__(<self>, object) -> ()
  • +
  • __isub__(<self>, object) -> ()
  • +
  • __imul__(<self>, object) -> ()
  • +
  • __imatmul__(<self>, object) -> ()
  • +
  • __itruediv__(<self>, object) -> ()
  • +
  • __ifloordiv__(<self>, object) -> ()
  • +
  • __imod__(<self>, object) -> ()
  • +
  • __ipow__(<self>, object, object) -> ()
  • +
  • __ilshift__(<self>, object) -> ()
  • +
  • __irshift__(<self>, object) -> ()
  • +
  • __iand__(<self>, object) -> ()
  • +
  • __ixor__(<self>, object) -> ()
  • +
  • __ior__(<self>, object) -> ()
  • +
+

Unary operations (-, +, abs() and ~):

+
    +
  • __pos__(<self>) -> object
  • +
  • __neg__(<self>) -> object
  • +
  • __abs__(<self>) -> object
  • +
  • __invert__(<self>) -> object
  • +
+

Coercions:

+
    +
  • __index__(<self>) -> object (int)
  • +
  • __int__(<self>) -> object (int)
  • +
  • __float__(<self>) -> object (float)
  • +
+

Buffer objects

+
    +
  • __getbuffer__(<self>, *mut ffi::Py_buffer, flags) -> ()
  • +
  • __releasebuffer__(<self>, *mut ffi::Py_buffer) -> () +Errors returned from __releasebuffer__ will be sent to sys.unraiseablehook. It is strongly advised to never return an error from __releasebuffer__, and if it really is necessary, to make best effort to perform any required freeing operations before returning. __releasebuffer__ will not be called a second time; anything not freed will be leaked.
  • +
+

Garbage Collector Integration

+

If your type owns references to other Python objects, you will need to integrate +with Python's garbage collector so that the GC is aware of those references. To +do this, implement the two methods __traverse__ and __clear__. These +correspond to the slots tp_traverse and tp_clear in the Python C API. +__traverse__ must call visit.call() for each reference to another Python +object. __clear__ must clear out any mutable references to other Python +objects (thus breaking reference cycles). Immutable references do not have to be +cleared, as every cycle must contain at least one mutable reference.

+
    +
  • __traverse__(<self>, pyo3::class::gc::PyVisit<'_>) -> Result<(), pyo3::class::gc::PyTraverseError>
  • +
  • __clear__(<self>) -> ()
  • +
+

Example:

+
use pyo3::prelude::*;
+use pyo3::PyTraverseError;
+use pyo3::gc::PyVisit;
+
+#[pyclass]
+struct ClassWithGCSupport {
+    obj: Option<PyObject>,
+}
+
+#[pymethods]
+impl ClassWithGCSupport {
+    fn __traverse__(&self, visit: PyVisit<'_>) -> Result<(), PyTraverseError> {
+        if let Some(obj) = &self.obj {
+            visit.call(obj)?
+        }
+        Ok(())
+    }
+
+    fn __clear__(&mut self) {
+        // Clear reference, this decrements ref counter.
+        self.obj = None;
+    }
+}
+

Usually, an implementation of __traverse__ should do nothing but calls to visit.call. +Most importantly, safe access to the GIL is prohibited inside implementations of __traverse__, +i.e. Python::with_gil will panic.

+
+

Note: these methods are part of the C API, PyPy does not necessarily honor them. If you are building for PyPy you should measure memory consumption to make sure you do not have runaway memory growth. See this issue on the PyPy bug tracker.

+
+ +
+ + +
+
+ + + +
+ + + + + + + + + + + + + + + + + + +
+ + diff --git a/v0.22.1/clipboard.min.js b/v0.22.1/clipboard.min.js new file mode 100644 index 00000000000..02c549e35c8 --- /dev/null +++ b/v0.22.1/clipboard.min.js @@ -0,0 +1,7 @@ +/*! + * clipboard.js v2.0.4 + * https://zenorocha.github.io/clipboard.js + * + * Licensed MIT © Zeno Rocha + */ +!function(t,e){"object"==typeof exports&&"object"==typeof module?module.exports=e():"function"==typeof define&&define.amd?define([],e):"object"==typeof exports?exports.ClipboardJS=e():t.ClipboardJS=e()}(this,function(){return function(n){var o={};function r(t){if(o[t])return o[t].exports;var e=o[t]={i:t,l:!1,exports:{}};return n[t].call(e.exports,e,e.exports,r),e.l=!0,e.exports}return r.m=n,r.c=o,r.d=function(t,e,n){r.o(t,e)||Object.defineProperty(t,e,{enumerable:!0,get:n})},r.r=function(t){"undefined"!=typeof Symbol&&Symbol.toStringTag&&Object.defineProperty(t,Symbol.toStringTag,{value:"Module"}),Object.defineProperty(t,"__esModule",{value:!0})},r.t=function(e,t){if(1&t&&(e=r(e)),8&t)return e;if(4&t&&"object"==typeof e&&e&&e.__esModule)return e;var n=Object.create(null);if(r.r(n),Object.defineProperty(n,"default",{enumerable:!0,value:e}),2&t&&"string"!=typeof e)for(var o in e)r.d(n,o,function(t){return e[t]}.bind(null,o));return n},r.n=function(t){var e=t&&t.__esModule?function(){return t.default}:function(){return t};return r.d(e,"a",e),e},r.o=function(t,e){return Object.prototype.hasOwnProperty.call(t,e)},r.p="",r(r.s=0)}([function(t,e,n){"use strict";var r="function"==typeof Symbol&&"symbol"==typeof Symbol.iterator?function(t){return typeof t}:function(t){return t&&"function"==typeof Symbol&&t.constructor===Symbol&&t!==Symbol.prototype?"symbol":typeof t},i=function(){function o(t,e){for(var n=0;n + + + + + Contributing - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + + + + + + + + + + + + + +
+ +
+ + + + + + + + +
+
+

Contributing

+

Thank you for your interest in contributing to PyO3! All are welcome - please consider reading our Code of Conduct to keep our community positive and inclusive.

+

If you are searching for ideas how to contribute, proceed to the "Getting started contributing" section. If you have found a specific issue to contribute to and need information about the development process, you may find the section "Writing pull requests" helpful.

+

If you want to become familiar with the codebase, see +Architecture.md.

+

Getting started contributing

+

Please join in with any part of PyO3 which interests you. We use GitHub issues to record all bugs and ideas. Feel free to request an issue to be assigned to you if you want to work on it.

+

You can browse the API of the non-public parts of PyO3 here.

+

The following sections also contain specific ideas on where to start contributing to PyO3.

+

Setting up a development environment

+

To work and develop PyO3, you need Python & Rust installed on your system.

+
    +
  • We encourage the use of rustup to be able to select and choose specific toolchains based on the project.
  • +
  • Pyenv is also highly recommended for being able to choose a specific Python version.
  • +
  • virtualenv can also be used with or without Pyenv to use specific installed Python versions.
  • +
  • nox is used to automate many of our CI tasks.
  • +
+

Help users identify bugs

+

The PyO3 Discord server is very active with users who are new to PyO3, and often completely new to Rust. Helping them debug is a great way to get experience with the PyO3 codebase.

+

Helping others often reveals bugs, documentation weaknesses, and missing APIs. It's a good idea to open GitHub issues for these immediately so the resolution can be designed and implemented!

+

Implement issues ready for development

+

Issues where the solution is clear and work is not in progress use the needs-implementer label.

+

Don't be afraid if the solution is not clear to you! The core PyO3 contributors will be happy to mentor you through any questions you have to help you write the solution.

+

Help write great docs

+

PyO3 has a user guide (using mdbook) as well as the usual Rust API docs. The aim is for both of these to be detailed, easy to understand, and up-to-date. Pull requests are always welcome to fix typos, change wording, add examples, etc.

+

There are some specific areas of focus where help is currently needed for the documentation:

+
    +
  • Issues requesting documentation improvements are tracked with the documentation label.
  • +
  • Not all APIs had docs or examples when they were made. The goal is to have documentation on all PyO3 APIs (#306). If you see an API lacking a doc, please write one and open a PR!
  • +
+

To build the docs (including all features), install nox and then run

+
nox -s docs -- open
+
+

Doctests

+

We use lots of code blocks in our docs. Run cargo test --doc when making changes to check that +the doctests still work, or cargo test to run all the tests including doctests. See +https://doc.rust-lang.org/rustdoc/documentation-tests.html for a guide on doctests.

+

Building the guide

+

You can preview the user guide by building it locally with mdbook.

+

First, install mdbook and nox. Then, run

+
nox -s build-guide -- --open
+
+

To check all links in the guide are valid, also install lychee and use the check-guide session instead:

+
nox -s check-guide
+
+

Help design the next PyO3

+

Issues which don't yet have a clear solution use the needs-design label.

+

If any of these issues interest you, please join in with the conversation on the issue! All opinions are valued, and if you're interested in going further with e.g. draft PRs to experiment with API designs, even better!

+

Review pull requests

+

Everybody is welcome to submit comments on open PRs. Please help ensure new PyO3 APIs are safe, performant, tidy, and easy to use!

+

Writing pull requests

+

Here are a few things to note when you are writing PRs.

+

Continuous Integration

+

The PyO3 repo uses GitHub Actions. PRs are blocked from merging if CI is not successful. Formatting, linting and tests are checked for all Rust and Python code. In addition, all warnings in Rust code are disallowed (using RUSTFLAGS="-D warnings").

+

Tests run with all supported Python versions with the latest stable Rust compiler, as well as for Python 3.9 with the minimum supported Rust version.

+

If you are adding a new feature, you should add it to the full feature in our Cargo.toml* so that it is tested in CI.

+

You can run these tests yourself with +nox. Use nox -l to list the full set of subcommands you can run.

+

Linting Python code

+

nox -s ruff

+

Linting Rust code

+

nox -s rustfmt

+

Semver checks

+

cargo semver-checks check-release

+

Clippy

+

nox -s clippy-all

+

Tests

+

cargo test --features full

+

Check all conditional compilation

+

nox -s check-feature-powerset

+

UI Tests

+

PyO3 uses trybuild to develop UI tests to capture error messages from the Rust compiler for some of the macro functionality.

+

Because there are several feature combinations for these UI tests, when updating them all (e.g. for a new Rust compiler version) it may be helpful to use the update-ui-tests nox session:

+
nox -s update-ui-tests
+
+

Documenting changes

+

We use towncrier to generate a CHANGELOG for each release.

+

To include your changes in the release notes, you should create one (or more) news items in the newsfragments directory. Valid news items should be saved as <PR>.<CATEGORY>.md where <PR> is the pull request number and <CATEGORY> is one of the following:

+
    +
  • packaging - for dependency changes and Python / Rust version compatibility changes
  • +
  • added - for new features
  • +
  • changed - for features which already existed but have been altered or deprecated
  • +
  • removed - for features which have been removed
  • +
  • fixed - for "changed" features which were classed as a bugfix
  • +
+

Docs-only PRs do not need news items; start your PR title with docs: to skip the check.

+

Style guide

+

Generic code

+

PyO3 has a lot of generic APIs to increase usability. These can come at the cost of generic code bloat. Where reasonable, try to implement a concrete sub-portion of generic functions. There are two forms of this:

+
    +
  • If the concrete sub-portion doesn't benefit from re-use by other functions, name it inner and keep it as a local to the function.
  • +
  • If the concrete sub-portion is re-used by other functions, preferably name it _foo and place it directly below foo in the source code (where foo is the original generic function).
  • +
+

FFI calls

+

PyO3 makes a lot of FFI calls to Python's C API using raw pointers. Where possible try to avoid using pointers-to-temporaries in expressions:

+
// dangerous
+pyo3::ffi::Something(name.to_object(py).as_ptr());
+
+// because the following refactoring is a use-after-free error:
+let name = name.to_object(py).as_ptr();
+pyo3::ffi::Something(name)
+

Instead, prefer to bind the safe owned PyObject wrapper before passing to ffi functions:

+
let name: PyObject = name.to_object(py);
+pyo3::ffi::Something(name.as_ptr())
+// name will automatically be freed when it falls out of scope
+

Python and Rust version support policy

+

PyO3 aims to keep sufficient compatibility to make packaging Python extensions built with PyO3 feasible on most common package managers.

+

To keep package maintainers' lives simpler, PyO3 will commit, wherever possible, to only adjust minimum supported Rust and Python versions at the same time. This bump will only come in an 0.x release, roughly once per year, after the oldest supported Python version reaches its end-of-life. (Check https://endoflife.date/python for a clear timetable on these.)

+

Below are guidelines on what compatibility all PRs are expected to deliver for each language.

+

Python

+

PyO3 supports all officially supported Python versions, as well as the latest PyPy3 release. All of these versions are tested in CI.

+

Rust

+

PyO3 aims to make use of up-to-date Rust language features to keep the implementation as efficient as possible.

+

The minimum Rust version supported will be decided when the release which bumps Python and Rust versions is made. At the time, the minimum Rust version will be set no higher than the lowest Rust version shipped in the current Debian, RHEL and Alpine Linux distributions.

+

CI tests both the most recent stable Rust version and the minimum supported Rust version. Because of Rust's stability guarantees this is sufficient to confirm support for all Rust versions in between.

+

Benchmarking

+

PyO3 has two sets of benchmarks for evaluating some aspects of its performance. The benchmark suite is currently very small - please open PRs with new benchmarks if you're interested in helping to expand it!

+

First, there are Rust-based benchmarks located in the pyo3-benches subdirectory. You can run these benchmarks with:

+
nox -s bench
+
+

Second, there is a Python-based benchmark contained in the pytests subdirectory. You can read more about it here.

+

Code coverage

+

You can view what code is and isn't covered by PyO3's tests. We aim to have 100% coverage - please check coverage and add tests if you notice a lack of coverage!

+
    +
  • First, ensure the llvm-cov cargo plugin is installed. You may need to run the plugin through cargo once before using it with nox.
  • +
+
cargo install cargo-llvm-cov
+cargo llvm-cov
+
+
    +
  • Then, generate an lcov.info file with
  • +
+
nox -s coverage -- lcov
+
+

You can install an IDE plugin to view the coverage. For example, if you use VSCode:

+
    +
  • Add the coverage-gutters plugin.
  • +
  • Add these settings to VSCode's settings.json:
  • +
+
{
+    "coverage-gutters.coverageFileNames": [
+        "lcov.info",
+        "cov.xml",
+        "coverage.xml",
+    ],
+    "coverage-gutters.showLineCoverage": true
+}
+
+
    +
  • You should now be able to see green highlights for code that is tested, and red highlights for code that is not tested.
  • +
+ +

At the moment there is no official organisation that accepts sponsorship on PyO3's behalf. If you're seeking to provide significant funding to the PyO3 ecosystem, please reach out to us on GitHub or Discord and we can discuss.

+

In the meanwhile, some of our maintainers have personal GitHub sponsorship pages and would be grateful for your support:

+ + +
+ + +
+
+ + + +
+ + + + + + + + + + + + + + + + + + +
+ + diff --git a/v0.22.1/conversions.html b/v0.22.1/conversions.html new file mode 100644 index 00000000000..982aaef8988 --- /dev/null +++ b/v0.22.1/conversions.html @@ -0,0 +1,235 @@ + + + + + + Type conversions - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + + + + + + + + + + + + + +
+ +
+ + + + + + + + +
+
+

Type conversions

+

In this portion of the guide we'll talk about the mapping of Python types to Rust types offered by PyO3, as well as the traits available to perform conversions between them.

+ +
+ + +
+
+ + + +
+ + + + + + + + + + + + + + + + + + +
+ + diff --git a/v0.22.1/conversions/tables.html b/v0.22.1/conversions/tables.html new file mode 100644 index 00000000000..365e50cb45d --- /dev/null +++ b/v0.22.1/conversions/tables.html @@ -0,0 +1,345 @@ + + + + + + Mapping of Rust types to Python types - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + + + + + + + + + + + + + +
+ +
+ + + + + + + + +
+
+

Mapping of Rust types to Python types

+

When writing functions callable from Python (such as a #[pyfunction] or in a #[pymethods] block), the trait FromPyObject is required for function arguments, and IntoPy<PyObject> is required for function return values.

+

Consult the tables in the following section to find the Rust types provided by PyO3 which implement these traits.

+

Argument Types

+

When accepting a function argument, it is possible to either use Rust library types or PyO3's Python-native types. (See the next section for discussion on when to use each.)

+

The table below contains the Python type and the corresponding function argument types that will accept them:

+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
PythonRustRust (Python-native)
object-PyAny
strString, Cow<str>, &str, char, OsString, PathBuf, PathPyString, PyUnicode
bytesVec<u8>, &[u8], Cow<[u8]>PyBytes
boolboolPyBool
inti8, u8, i16, u16, i32, u32, i64, u64, i128, u128, isize, usize, num_bigint::BigInt1, num_bigint::BigUint1PyLong
floatf32, f64PyFloat
complexnum_complex::Complex2PyComplex
fractions.Fractionnum_rational::Ratio3-
list[T]Vec<T>PyList
dict[K, V]HashMap<K, V>, BTreeMap<K, V>, hashbrown::HashMap<K, V>4, indexmap::IndexMap<K, V>5PyDict
tuple[T, U](T, U), Vec<T>PyTuple
set[T]HashSet<T>, BTreeSet<T>, hashbrown::HashSet<T>4PySet
frozenset[T]HashSet<T>, BTreeSet<T>, hashbrown::HashSet<T>4PyFrozenSet
bytearrayVec<u8>, Cow<[u8]>PyByteArray
slice-PySlice
type-PyType
module-PyModule
collections.abc.Buffer-PyBuffer<T>
datetime.datetimeSystemTime, chrono::DateTime<Tz>6, chrono::NaiveDateTime6PyDateTime
datetime.datechrono::NaiveDate6PyDate
datetime.timechrono::NaiveTime6PyTime
datetime.tzinfochrono::FixedOffset6, chrono::Utc6, chrono_tz::TimeZone7PyTzInfo
datetime.timedeltaDuration, chrono::Duration6PyDelta
decimal.Decimalrust_decimal::Decimal8-
ipaddress.IPv4Addressstd::net::IpAddr, std::net::IpV4Addr-
ipaddress.IPv6Addressstd::net::IpAddr, std::net::IpV6Addr-
os.PathLike PathBuf, PathPyString, PyUnicode
pathlib.PathPathBuf, PathPyString, PyUnicode
typing.Optional[T]Option<T>-
typing.Sequence[T]Vec<T>PySequence
typing.Mapping[K, V]HashMap<K, V>, BTreeMap<K, V>, hashbrown::HashMap<K, V>4, indexmap::IndexMap<K, V>5&PyMapping
typing.Iterator[Any]-PyIterator
typing.Union[...]See #[derive(FromPyObject)]-
+
+

It is also worth remembering the following special types:

+
+ + + + + + +
WhatDescription
Python<'py>A GIL token, used to pass to PyO3 constructors to prove ownership of the GIL.
Bound<'py, T>A Python object connected to the GIL lifetime. This provides access to most of PyO3's APIs.
Py<T>A Python object isolated from the GIL lifetime. This can be sent to other threads.
PyObjectAn alias for Py<PyAny>
PyRef<T>A #[pyclass] borrowed immutably.
PyRefMut<T>A #[pyclass] borrowed mutably.
+
+

For more detail on accepting #[pyclass] values as function arguments, see the section of this guide on Python Classes.

+

Using Rust library types vs Python-native types

+

Using Rust library types as function arguments will incur a conversion cost compared to using the Python-native types. Using the Python-native types is almost zero-cost (they just require a type check similar to the Python builtin function isinstance()).

+

However, once that conversion cost has been paid, the Rust standard library types offer a number of benefits:

+
    +
  • You can write functionality in native-speed Rust code (free of Python's runtime costs).
  • +
  • You get better interoperability with the rest of the Rust ecosystem.
  • +
  • You can use Python::allow_threads to release the Python GIL and let other Python threads make progress while your Rust code is executing.
  • +
  • You also benefit from stricter type checking. For example you can specify Vec<i32>, which will only accept a Python list containing integers. The Python-native equivalent, &PyList, would accept a Python list containing Python objects of any type.
  • +
+

For most PyO3 usage the conversion cost is worth paying to get these benefits. As always, if you're not sure it's worth it in your case, benchmark it!

+

Returning Rust values to Python

+

When returning values from functions callable from Python, PyO3's smart pointers (Py<T>, Bound<'py, T>, and Borrowed<'a, 'py, T>) can be used with zero cost.

+

Because Bound<'py, T> and Borrowed<'a, 'py, T> have lifetime parameters, the Rust compiler may ask for lifetime annotations to be added to your function. See the section of the guide dedicated to this.

+

If your function is fallible, it should return PyResult<T> or Result<T, E> where E implements From<E> for PyErr. This will raise a Python exception if the Err variant is returned.

+

Finally, the following Rust types are also able to convert to Python as return values:

+
+ + + + + + + + + + + + + + + + + +
Rust typeResulting Python Type
Stringstr
&strstr
boolbool
Any integer type (i32, u32, usize, etc)int
f32, f64float
Option<T>Optional[T]
(T, U)Tuple[T, U]
Vec<T>List[T]
Cow<[u8]>bytes
HashMap<K, V>Dict[K, V]
BTreeMap<K, V>Dict[K, V]
HashSet<T>Set[T]
BTreeSet<T>Set[T]
Py<T>T
Bound<T>T
PyRef<T: PyClass>T
PyRefMut<T: PyClass>T
+
+
1 +

Requires the num-bigint optional feature.

+
+
2 +

Requires the num-complex optional feature.

+
+
4 +

Requires the hashbrown optional feature.

+
+
5 +

Requires the indexmap optional feature.

+
+
6 +

Requires the chrono optional feature.

+
+
7 +

Requires the chrono-tz optional feature.

+
+
8 +

Requires the rust_decimal optional feature.

+
+
3 +

Requires the num-rational optional feature.

+
+ +
+ + +
+
+ + + +
+ + + + + + + + + + + + + + + + + + +
+ + diff --git a/v0.22.1/conversions/traits.html b/v0.22.1/conversions/traits.html new file mode 100644 index 00000000000..9add1353d46 --- /dev/null +++ b/v0.22.1/conversions/traits.html @@ -0,0 +1,705 @@ + + + + + + Conversion traits - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + + + + + + + + + + + + + +
+ +
+ + + + + + + + +
+
+

Conversion traits

+

PyO3 provides some handy traits to convert between Python types and Rust types.

+

.extract() and the FromPyObject trait

+

The easiest way to convert a Python object to a Rust value is using +.extract(). It returns a PyResult with a type error if the conversion +fails, so usually you will use something like

+
use pyo3::prelude::*;
+use pyo3::types::PyList;
+fn main() -> PyResult<()> {
+    Python::with_gil(|py| {
+        let list = PyList::new_bound(py, b"foo");
+let v: Vec<i32> = list.extract()?;
+        assert_eq!(&v, &[102, 111, 111]);
+        Ok(())
+    })
+}
+

This method is available for many Python object types, and can produce a wide +variety of Rust types, which you can check out in the implementor list of +FromPyObject.

+

FromPyObject is also implemented for your own Rust types wrapped as Python +objects (see the chapter about classes). There, in order to both be +able to operate on mutable references and satisfy Rust's rules of non-aliasing +mutable references, you have to extract the PyO3 reference wrappers PyRef +and PyRefMut. They work like the reference wrappers of +std::cell::RefCell and ensure (at runtime) that Rust borrows are allowed.

+

Deriving FromPyObject

+

FromPyObject can be automatically derived for many kinds of structs and enums +if the member types themselves implement FromPyObject. This even includes members +with a generic type T: FromPyObject. Derivation for empty enums, enum variants and +structs is not supported.

+

Deriving FromPyObject for structs

+

The derivation generates code that will attempt to access the attribute my_string on +the Python object, i.e. obj.getattr("my_string"), and call extract() on the attribute.

+
use pyo3::prelude::*;
+
+#[derive(FromPyObject)]
+struct RustyStruct {
+    my_string: String,
+}
+
+fn main() -> PyResult<()> {
+    Python::with_gil(|py| -> PyResult<()> {
+        let module = PyModule::from_code_bound(
+            py,
+            "class Foo:
+            def __init__(self):
+                self.my_string = 'test'",
+            "",
+            "",
+        )?;
+
+        let class = module.getattr("Foo")?;
+        let instance = class.call0()?;
+        let rustystruct: RustyStruct = instance.extract()?;
+        assert_eq!(rustystruct.my_string, "test");
+        Ok(())
+    })
+}
+

By setting the #[pyo3(item)] attribute on the field, PyO3 will attempt to extract the value by calling the get_item method on the Python object.

+
use pyo3::prelude::*;
+
+#[derive(FromPyObject)]
+struct RustyStruct {
+    #[pyo3(item)]
+    my_string: String,
+}
+
+use pyo3::types::PyDict;
+fn main() -> PyResult<()> {
+    Python::with_gil(|py| -> PyResult<()> {
+        let dict = PyDict::new_bound(py);
+        dict.set_item("my_string", "test")?;
+
+        let rustystruct: RustyStruct = dict.extract()?;
+        assert_eq!(rustystruct.my_string, "test");
+        Ok(())
+    })
+}
+

The argument passed to getattr and get_item can also be configured:

+
use pyo3::prelude::*;
+
+#[derive(FromPyObject)]
+struct RustyStruct {
+    #[pyo3(item("key"))]
+    string_in_mapping: String,
+    #[pyo3(attribute("name"))]
+    string_attr: String,
+}
+
+fn main() -> PyResult<()> {
+    Python::with_gil(|py| -> PyResult<()> {
+        let module = PyModule::from_code_bound(
+            py,
+            "class Foo(dict):
+            def __init__(self):
+                self.name = 'test'
+                self['key'] = 'test2'",
+            "",
+            "",
+        )?;
+
+        let class = module.getattr("Foo")?;
+        let instance = class.call0()?;
+        let rustystruct: RustyStruct = instance.extract()?;
+		assert_eq!(rustystruct.string_attr, "test");
+        assert_eq!(rustystruct.string_in_mapping, "test2");
+
+        Ok(())
+    })
+}
+

This tries to extract string_attr from the attribute name and string_in_mapping +from a mapping with the key "key". The arguments for attribute are restricted to +non-empty string literals while item can take any valid literal that implements +ToBorrowedObject.

+

You can use #[pyo3(from_item_all)] on a struct to extract every field with get_item method. +In this case, you can't use #[pyo3(attribute)] or barely use #[pyo3(item)] on any field. +However, using #[pyo3(item("key"))] to specify the key for a field is still allowed.

+
use pyo3::prelude::*;
+
+#[derive(FromPyObject)]
+#[pyo3(from_item_all)]
+struct RustyStruct {
+    foo: String,
+    bar: String,
+    #[pyo3(item("foobar"))]
+    baz: String,
+}
+
+fn main() -> PyResult<()> {
+    Python::with_gil(|py| -> PyResult<()> {
+        let py_dict = py.eval_bound("{'foo': 'foo', 'bar': 'bar', 'foobar': 'foobar'}", None, None)?;
+        let rustystruct: RustyStruct = py_dict.extract()?;
+		  assert_eq!(rustystruct.foo, "foo");
+        assert_eq!(rustystruct.bar, "bar");
+        assert_eq!(rustystruct.baz, "foobar");
+
+        Ok(())
+    })
+}
+

Deriving FromPyObject for tuple structs

+

Tuple structs are also supported but do not allow customizing the extraction. The input is +always assumed to be a Python tuple with the same length as the Rust type, the nth field +is extracted from the nth item in the Python tuple.

+
use pyo3::prelude::*;
+
+#[derive(FromPyObject)]
+struct RustyTuple(String, String);
+
+use pyo3::types::PyTuple;
+fn main() -> PyResult<()> {
+    Python::with_gil(|py| -> PyResult<()> {
+        let tuple = PyTuple::new_bound(py, vec!["test", "test2"]);
+
+        let rustytuple: RustyTuple = tuple.extract()?;
+        assert_eq!(rustytuple.0, "test");
+        assert_eq!(rustytuple.1, "test2");
+
+        Ok(())
+    })
+}
+

Tuple structs with a single field are treated as wrapper types which are described in the +following section. To override this behaviour and ensure that the input is in fact a tuple, +specify the struct as

+
use pyo3::prelude::*;
+
+#[derive(FromPyObject)]
+struct RustyTuple((String,));
+
+use pyo3::types::PyTuple;
+fn main() -> PyResult<()> {
+    Python::with_gil(|py| -> PyResult<()> {
+        let tuple = PyTuple::new_bound(py, vec!["test"]);
+
+        let rustytuple: RustyTuple = tuple.extract()?;
+        assert_eq!((rustytuple.0).0, "test");
+
+        Ok(())
+    })
+}
+

Deriving FromPyObject for wrapper types

+

The pyo3(transparent) attribute can be used on structs with exactly one field. This results +in extracting directly from the input object, i.e. obj.extract(), rather than trying to access +an item or attribute. This behaviour is enabled per default for newtype structs and tuple-variants +with a single field.

+
use pyo3::prelude::*;
+
+#[derive(FromPyObject)]
+struct RustyTransparentTupleStruct(String);
+
+#[derive(FromPyObject)]
+#[pyo3(transparent)]
+struct RustyTransparentStruct {
+    inner: String,
+}
+
+use pyo3::types::PyString;
+fn main() -> PyResult<()> {
+    Python::with_gil(|py| -> PyResult<()> {
+        let s = PyString::new_bound(py, "test");
+
+        let tup: RustyTransparentTupleStruct = s.extract()?;
+        assert_eq!(tup.0, "test");
+
+        let stru: RustyTransparentStruct = s.extract()?;
+        assert_eq!(stru.inner, "test");
+
+        Ok(())
+    })
+}
+

Deriving FromPyObject for enums

+

The FromPyObject derivation for enums generates code that tries to extract the variants in the +order of the fields. As soon as a variant can be extracted successfully, that variant is returned. +This makes it possible to extract Python union types like str | int.

+

The same customizations and restrictions described for struct derivations apply to enum variants, +i.e. a tuple variant assumes that the input is a Python tuple, and a struct variant defaults to +extracting fields as attributes but can be configured in the same manner. The transparent +attribute can be applied to single-field-variants.

+
use pyo3::prelude::*;
+
+#[derive(FromPyObject)]
+#[derive(Debug)]
+enum RustyEnum<'py> {
+    Int(usize),                    // input is a positive int
+    String(String),                // input is a string
+    IntTuple(usize, usize),        // input is a 2-tuple with positive ints
+    StringIntTuple(String, usize), // input is a 2-tuple with String and int
+    Coordinates3d {
+        // needs to be in front of 2d
+        x: usize,
+        y: usize,
+        z: usize,
+    },
+    Coordinates2d {
+        // only gets checked if the input did not have `z`
+        #[pyo3(attribute("x"))]
+        a: usize,
+        #[pyo3(attribute("y"))]
+        b: usize,
+    },
+    #[pyo3(transparent)]
+    CatchAll(Bound<'py, PyAny>), // This extraction never fails
+}
+
+use pyo3::types::{PyBytes, PyString};
+fn main() -> PyResult<()> {
+    Python::with_gil(|py| -> PyResult<()> {
+        {
+            let thing = 42_u8.to_object(py);
+            let rust_thing: RustyEnum<'_> = thing.extract(py)?;
+
+            assert_eq!(
+                42,
+                match rust_thing {
+                    RustyEnum::Int(i) => i,
+                    other => unreachable!("Error extracting: {:?}", other),
+                }
+            );
+        }
+        {
+            let thing = PyString::new_bound(py, "text");
+            let rust_thing: RustyEnum<'_> = thing.extract()?;
+
+            assert_eq!(
+                "text",
+                match rust_thing {
+                    RustyEnum::String(i) => i,
+                    other => unreachable!("Error extracting: {:?}", other),
+                }
+            );
+        }
+        {
+            let thing = (32_u8, 73_u8).to_object(py);
+            let rust_thing: RustyEnum<'_> = thing.extract(py)?;
+
+            assert_eq!(
+                (32, 73),
+                match rust_thing {
+                    RustyEnum::IntTuple(i, j) => (i, j),
+                    other => unreachable!("Error extracting: {:?}", other),
+                }
+            );
+        }
+        {
+            let thing = ("foo", 73_u8).to_object(py);
+            let rust_thing: RustyEnum<'_> = thing.extract(py)?;
+
+            assert_eq!(
+                (String::from("foo"), 73),
+                match rust_thing {
+                    RustyEnum::StringIntTuple(i, j) => (i, j),
+                    other => unreachable!("Error extracting: {:?}", other),
+                }
+            );
+        }
+        {
+            let module = PyModule::from_code_bound(
+                py,
+                "class Foo(dict):
+            def __init__(self):
+                self.x = 0
+                self.y = 1
+                self.z = 2",
+                "",
+                "",
+            )?;
+
+            let class = module.getattr("Foo")?;
+            let instance = class.call0()?;
+            let rust_thing: RustyEnum<'_> = instance.extract()?;
+
+            assert_eq!(
+                (0, 1, 2),
+                match rust_thing {
+                    RustyEnum::Coordinates3d { x, y, z } => (x, y, z),
+                    other => unreachable!("Error extracting: {:?}", other),
+                }
+            );
+        }
+
+        {
+            let module = PyModule::from_code_bound(
+                py,
+                "class Foo(dict):
+            def __init__(self):
+                self.x = 3
+                self.y = 4",
+                "",
+                "",
+            )?;
+
+            let class = module.getattr("Foo")?;
+            let instance = class.call0()?;
+            let rust_thing: RustyEnum<'_> = instance.extract()?;
+
+            assert_eq!(
+                (3, 4),
+                match rust_thing {
+                    RustyEnum::Coordinates2d { a, b } => (a, b),
+                    other => unreachable!("Error extracting: {:?}", other),
+                }
+            );
+        }
+
+        {
+            let thing = PyBytes::new_bound(py, b"text");
+            let rust_thing: RustyEnum<'_> = thing.extract()?;
+
+            assert_eq!(
+                b"text",
+                match rust_thing {
+                    RustyEnum::CatchAll(ref i) => i.downcast::<PyBytes>()?.as_bytes(),
+                    other => unreachable!("Error extracting: {:?}", other),
+                }
+            );
+        }
+        Ok(())
+    })
+}
+

If none of the enum variants match, a PyTypeError containing the names of the +tested variants is returned. The names reported in the error message can be customized +through the #[pyo3(annotation = "name")] attribute, e.g. to use conventional Python type +names:

+
use pyo3::prelude::*;
+
+#[derive(FromPyObject)]
+#[derive(Debug)]
+enum RustyEnum {
+    #[pyo3(transparent, annotation = "str")]
+    String(String),
+    #[pyo3(transparent, annotation = "int")]
+    Int(isize),
+}
+
+fn main() -> PyResult<()> {
+    Python::with_gil(|py| -> PyResult<()> {
+        {
+            let thing = 42_u8.to_object(py);
+            let rust_thing: RustyEnum = thing.extract(py)?;
+
+            assert_eq!(
+                42,
+                match rust_thing {
+                    RustyEnum::Int(i) => i,
+                    other => unreachable!("Error extracting: {:?}", other),
+                }
+            );
+        }
+
+        {
+            let thing = "foo".to_object(py);
+            let rust_thing: RustyEnum = thing.extract(py)?;
+
+            assert_eq!(
+                "foo",
+                match rust_thing {
+                    RustyEnum::String(i) => i,
+                    other => unreachable!("Error extracting: {:?}", other),
+                }
+            );
+        }
+
+        {
+            let thing = b"foo".to_object(py);
+            let error = thing.extract::<RustyEnum>(py).unwrap_err();
+            assert!(error.is_instance_of::<pyo3::exceptions::PyTypeError>(py));
+        }
+
+        Ok(())
+    })
+}
+

If the input is neither a string nor an integer, the error message will be: +"'<INPUT_TYPE>' cannot be converted to 'str | int'".

+

#[derive(FromPyObject)] Container Attributes

+
    +
  • pyo3(transparent) +
      +
    • extract the field directly from the object as obj.extract() instead of get_item() or +getattr()
    • +
    • Newtype structs and tuple-variants are treated as transparent per default.
    • +
    • only supported for single-field structs and enum variants
    • +
    +
  • +
  • pyo3(annotation = "name") +
      +
    • changes the name of the failed variant in the generated error message in case of failure.
    • +
    • e.g. pyo3("int") reports the variant's type as int.
    • +
    • only supported for enum variants
    • +
    +
  • +
+

#[derive(FromPyObject)] Field Attributes

+
    +
  • pyo3(attribute), pyo3(attribute("name")) +
      +
    • retrieve the field from an attribute, possibly with a custom name specified as an argument
    • +
    • argument must be a string-literal.
    • +
    +
  • +
  • pyo3(item), pyo3(item("key")) +
      +
    • retrieve the field from a mapping, possibly with the custom key specified as an argument.
    • +
    • can be any literal that implements ToBorrowedObject
    • +
    +
  • +
  • pyo3(from_py_with = "...") +
      +
    • apply a custom function to convert the field from Python the desired Rust type.
    • +
    • the argument must be the name of the function as a string.
    • +
    • the function signature must be fn(&Bound<PyAny>) -> PyResult<T> where T is the Rust type of the argument.
    • +
    +
  • +
+

IntoPy<T>

+

This trait defines the to-python conversion for a Rust type. It is usually implemented as +IntoPy<PyObject>, which is the trait needed for returning a value from #[pyfunction] and +#[pymethods].

+

All types in PyO3 implement this trait, as does a #[pyclass] which doesn't use extends.

+

Occasionally you may choose to implement this for custom types which are mapped to Python types +without having a unique python type.

+
use pyo3::prelude::*;
+#[allow(dead_code)]
+struct MyPyObjectWrapper(PyObject);
+
+impl IntoPy<PyObject> for MyPyObjectWrapper {
+    fn into_py(self, py: Python<'_>) -> PyObject {
+        self.0
+    }
+}
+

The ToPyObject trait

+

ToPyObject is a conversion trait that allows various objects to be +converted into PyObject. IntoPy<PyObject> serves the +same purpose, except that it consumes self.

+ +
+ + +
+
+ + + +
+ + + + + + + + + + + + + + + + + + +
+ + diff --git a/v0.22.1/css/chrome.css b/v0.22.1/css/chrome.css new file mode 100644 index 00000000000..83b7969bce7 --- /dev/null +++ b/v0.22.1/css/chrome.css @@ -0,0 +1,604 @@ +/* CSS for UI elements (a.k.a. chrome) */ + +html { + scrollbar-color: var(--scrollbar) var(--bg); +} +#searchresults a, +.content a:link, +a:visited, +a > .hljs { + color: var(--links); +} + +/* + body-container is necessary because mobile browsers don't seem to like + overflow-x on the body tag when there is a tag. +*/ +#body-container { + /* + This is used when the sidebar pushes the body content off the side of + the screen on small screens. Without it, dragging on mobile Safari + will want to reposition the viewport in a weird way. + */ + overflow-x: clip; +} + +/* Menu Bar */ + +#menu-bar, +#menu-bar-hover-placeholder { + z-index: 101; + margin: auto calc(0px - var(--page-padding)); +} +#menu-bar { + position: relative; + display: flex; + flex-wrap: wrap; + background-color: var(--bg); + border-block-end-color: var(--bg); + border-block-end-width: 1px; + border-block-end-style: solid; +} +#menu-bar.sticky, +.js #menu-bar-hover-placeholder:hover + #menu-bar, +.js #menu-bar:hover, +.js.sidebar-visible #menu-bar { + position: -webkit-sticky; + position: sticky; + top: 0 !important; +} +#menu-bar-hover-placeholder { + position: sticky; + position: -webkit-sticky; + top: 0; + height: var(--menu-bar-height); +} +#menu-bar.bordered { + border-block-end-color: var(--table-border-color); +} +#menu-bar i, #menu-bar .icon-button { + position: relative; + padding: 0 8px; + z-index: 10; + line-height: var(--menu-bar-height); + cursor: pointer; + transition: color 0.5s; +} +@media only screen and (max-width: 420px) { + #menu-bar i, #menu-bar .icon-button { + padding: 0 5px; + } +} + +.icon-button { + border: none; + background: none; + padding: 0; + color: inherit; +} +.icon-button i { + margin: 0; +} + +.right-buttons { + margin: 0 15px; +} +.right-buttons a { + text-decoration: none; +} + +.left-buttons { + display: flex; + margin: 0 5px; +} +.no-js .left-buttons button { + display: none; +} + +.menu-title { + display: inline-block; + font-weight: 200; + font-size: 2.4rem; + line-height: var(--menu-bar-height); + text-align: center; + margin: 0; + flex: 1; + white-space: nowrap; + overflow: hidden; + text-overflow: ellipsis; +} +.js .menu-title { + cursor: pointer; +} + +.menu-bar, +.menu-bar:visited, +.nav-chapters, +.nav-chapters:visited, +.mobile-nav-chapters, +.mobile-nav-chapters:visited, +.menu-bar .icon-button, +.menu-bar a i { + color: var(--icons); +} + +.menu-bar i:hover, +.menu-bar .icon-button:hover, +.nav-chapters:hover, +.mobile-nav-chapters i:hover { + color: var(--icons-hover); +} + +/* Nav Icons */ + +.nav-chapters { + font-size: 2.5em; + text-align: center; + text-decoration: none; + + position: fixed; + top: 0; + bottom: 0; + margin: 0; + max-width: 150px; + min-width: 90px; + + display: flex; + justify-content: center; + align-content: center; + flex-direction: column; + + transition: color 0.5s, background-color 0.5s; +} + +.nav-chapters:hover { + text-decoration: none; + background-color: var(--theme-hover); + transition: background-color 0.15s, color 0.15s; +} + +.nav-wrapper { + margin-block-start: 50px; + display: none; +} + +.mobile-nav-chapters { + font-size: 2.5em; + text-align: center; + text-decoration: none; + width: 90px; + border-radius: 5px; + background-color: var(--sidebar-bg); +} + +/* Only Firefox supports flow-relative values */ +.previous { float: left; } +[dir=rtl] .previous { float: right; } + +/* Only Firefox supports flow-relative values */ +.next { + float: right; + right: var(--page-padding); +} +[dir=rtl] .next { + float: left; + right: unset; + left: var(--page-padding); +} + +/* Use the correct buttons for RTL layouts*/ +[dir=rtl] .previous i.fa-angle-left:before {content:"\f105";} +[dir=rtl] .next i.fa-angle-right:before { content:"\f104"; } + +@media only screen and (max-width: 1080px) { + .nav-wide-wrapper { display: none; } + .nav-wrapper { display: block; } +} + +/* sidebar-visible */ +@media only screen and (max-width: 1380px) { + #sidebar-toggle-anchor:checked ~ .page-wrapper .nav-wide-wrapper { display: none; } + #sidebar-toggle-anchor:checked ~ .page-wrapper .nav-wrapper { display: block; } +} + +/* Inline code */ + +:not(pre) > .hljs { + display: inline; + padding: 0.1em 0.3em; + border-radius: 3px; +} + +:not(pre):not(a) > .hljs { + color: var(--inline-code-color); + overflow-x: initial; +} + +a:hover > .hljs { + text-decoration: underline; +} + +pre { + position: relative; +} +pre > .buttons { + position: absolute; + z-index: 100; + right: 0px; + top: 2px; + margin: 0px; + padding: 2px 0px; + + color: var(--sidebar-fg); + cursor: pointer; + visibility: hidden; + opacity: 0; + transition: visibility 0.1s linear, opacity 0.1s linear; +} +pre:hover > .buttons { + visibility: visible; + opacity: 1 +} +pre > .buttons :hover { + color: var(--sidebar-active); + border-color: var(--icons-hover); + background-color: var(--theme-hover); +} +pre > .buttons i { + margin-inline-start: 8px; +} +pre > .buttons button { + cursor: inherit; + margin: 0px 5px; + padding: 3px 5px; + font-size: 14px; + + border-style: solid; + border-width: 1px; + border-radius: 4px; + border-color: var(--icons); + background-color: var(--theme-popup-bg); + transition: 100ms; + transition-property: color,border-color,background-color; + color: var(--icons); +} +@media (pointer: coarse) { + pre > .buttons button { + /* On mobile, make it easier to tap buttons. */ + padding: 0.3rem 1rem; + } + + .sidebar-resize-indicator { + /* Hide resize indicator on devices with limited accuracy */ + display: none; + } +} +pre > code { + display: block; + padding: 1rem; +} + +/* FIXME: ACE editors overlap their buttons because ACE does absolute + positioning within the code block which breaks padding. The only solution I + can think of is to move the padding to the outer pre tag (or insert a div + wrapper), but that would require fixing a whole bunch of CSS rules. +*/ +.hljs.ace_editor { + padding: 0rem 0rem; +} + +pre > .result { + margin-block-start: 10px; +} + +/* Search */ + +#searchresults a { + text-decoration: none; +} + +mark { + border-radius: 2px; + padding-block-start: 0; + padding-block-end: 1px; + padding-inline-start: 3px; + padding-inline-end: 3px; + margin-block-start: 0; + margin-block-end: -1px; + margin-inline-start: -3px; + margin-inline-end: -3px; + background-color: var(--search-mark-bg); + transition: background-color 300ms linear; + cursor: pointer; +} + +mark.fade-out { + background-color: rgba(0,0,0,0) !important; + cursor: auto; +} + +.searchbar-outer { + margin-inline-start: auto; + margin-inline-end: auto; + max-width: var(--content-max-width); +} + +#searchbar { + width: 100%; + margin-block-start: 5px; + margin-block-end: 0; + margin-inline-start: auto; + margin-inline-end: auto; + padding: 10px 16px; + transition: box-shadow 300ms ease-in-out; + border: 1px solid var(--searchbar-border-color); + border-radius: 3px; + background-color: var(--searchbar-bg); + color: var(--searchbar-fg); +} +#searchbar:focus, +#searchbar.active { + box-shadow: 0 0 3px var(--searchbar-shadow-color); +} + +.searchresults-header { + font-weight: bold; + font-size: 1em; + padding-block-start: 18px; + padding-block-end: 0; + padding-inline-start: 5px; + padding-inline-end: 0; + color: var(--searchresults-header-fg); +} + +.searchresults-outer { + margin-inline-start: auto; + margin-inline-end: auto; + max-width: var(--content-max-width); + border-block-end: 1px dashed var(--searchresults-border-color); +} + +ul#searchresults { + list-style: none; + padding-inline-start: 20px; +} +ul#searchresults li { + margin: 10px 0px; + padding: 2px; + border-radius: 2px; +} +ul#searchresults li.focus { + background-color: var(--searchresults-li-bg); +} +ul#searchresults span.teaser { + display: block; + clear: both; + margin-block-start: 5px; + margin-block-end: 0; + margin-inline-start: 20px; + margin-inline-end: 0; + font-size: 0.8em; +} +ul#searchresults span.teaser em { + font-weight: bold; + font-style: normal; +} + +/* Sidebar */ + +.sidebar { + position: fixed; + left: 0; + top: 0; + bottom: 0; + width: var(--sidebar-width); + font-size: 0.875em; + box-sizing: border-box; + -webkit-overflow-scrolling: touch; + overscroll-behavior-y: contain; + background-color: var(--sidebar-bg); + color: var(--sidebar-fg); +} +[dir=rtl] .sidebar { left: unset; right: 0; } +.sidebar-resizing { + -moz-user-select: none; + -webkit-user-select: none; + -ms-user-select: none; + user-select: none; +} +.no-js .sidebar, +.js:not(.sidebar-resizing) .sidebar { + transition: transform 0.3s; /* Animation: slide away */ +} +.sidebar code { + line-height: 2em; +} +.sidebar .sidebar-scrollbox { + overflow-y: auto; + position: absolute; + top: 0; + bottom: 0; + left: 0; + right: 0; + padding: 10px 10px; +} +.sidebar .sidebar-resize-handle { + position: absolute; + cursor: col-resize; + width: 0; + right: calc(var(--sidebar-resize-indicator-width) * -1); + top: 0; + bottom: 0; + display: flex; + align-items: center; +} + +.sidebar-resize-handle .sidebar-resize-indicator { + width: 100%; + height: 12px; + background-color: var(--icons); + margin-inline-start: var(--sidebar-resize-indicator-space); +} + +[dir=rtl] .sidebar .sidebar-resize-handle { + left: calc(var(--sidebar-resize-indicator-width) * -1); + right: unset; +} +.js .sidebar .sidebar-resize-handle { + cursor: col-resize; + width: calc(var(--sidebar-resize-indicator-width) - var(--sidebar-resize-indicator-space)); +} +/* sidebar-hidden */ +#sidebar-toggle-anchor:not(:checked) ~ .sidebar { + transform: translateX(calc(0px - var(--sidebar-width) - var(--sidebar-resize-indicator-width))); + z-index: -1; +} +[dir=rtl] #sidebar-toggle-anchor:not(:checked) ~ .sidebar { + transform: translateX(calc(var(--sidebar-width) + var(--sidebar-resize-indicator-width))); +} +.sidebar::-webkit-scrollbar { + background: var(--sidebar-bg); +} +.sidebar::-webkit-scrollbar-thumb { + background: var(--scrollbar); +} + +/* sidebar-visible */ +#sidebar-toggle-anchor:checked ~ .page-wrapper { + transform: translateX(calc(var(--sidebar-width) + var(--sidebar-resize-indicator-width))); +} +[dir=rtl] #sidebar-toggle-anchor:checked ~ .page-wrapper { + transform: translateX(calc(0px - var(--sidebar-width) - var(--sidebar-resize-indicator-width))); +} +@media only screen and (min-width: 620px) { + #sidebar-toggle-anchor:checked ~ .page-wrapper { + transform: none; + margin-inline-start: calc(var(--sidebar-width) + var(--sidebar-resize-indicator-width)); + } + [dir=rtl] #sidebar-toggle-anchor:checked ~ .page-wrapper { + transform: none; + } +} + +.chapter { + list-style: none outside none; + padding-inline-start: 0; + line-height: 2.2em; +} + +.chapter ol { + width: 100%; +} + +.chapter li { + display: flex; + color: var(--sidebar-non-existant); +} +.chapter li a { + display: block; + padding: 0; + text-decoration: none; + color: var(--sidebar-fg); +} + +.chapter li a:hover { + color: var(--sidebar-active); +} + +.chapter li a.active { + color: var(--sidebar-active); +} + +.chapter li > a.toggle { + cursor: pointer; + display: block; + margin-inline-start: auto; + padding: 0 10px; + user-select: none; + opacity: 0.68; +} + +.chapter li > a.toggle div { + transition: transform 0.5s; +} + +/* collapse the section */ +.chapter li:not(.expanded) + li > ol { + display: none; +} + +.chapter li.chapter-item { + line-height: 1.5em; + margin-block-start: 0.6em; +} + +.chapter li.expanded > a.toggle div { + transform: rotate(90deg); +} + +.spacer { + width: 100%; + height: 3px; + margin: 5px 0px; +} +.chapter .spacer { + background-color: var(--sidebar-spacer); +} + +@media (-moz-touch-enabled: 1), (pointer: coarse) { + .chapter li a { padding: 5px 0; } + .spacer { margin: 10px 0; } +} + +.section { + list-style: none outside none; + padding-inline-start: 20px; + line-height: 1.9em; +} + +/* Theme Menu Popup */ + +.theme-popup { + position: absolute; + left: 10px; + top: var(--menu-bar-height); + z-index: 1000; + border-radius: 4px; + font-size: 0.7em; + color: var(--fg); + background: var(--theme-popup-bg); + border: 1px solid var(--theme-popup-border); + margin: 0; + padding: 0; + list-style: none; + display: none; + /* Don't let the children's background extend past the rounded corners. */ + overflow: hidden; +} +[dir=rtl] .theme-popup { left: unset; right: 10px; } +.theme-popup .default { + color: var(--icons); +} +.theme-popup .theme { + width: 100%; + border: 0; + margin: 0; + padding: 2px 20px; + line-height: 25px; + white-space: nowrap; + text-align: start; + cursor: pointer; + color: inherit; + background: inherit; + font-size: inherit; +} +.theme-popup .theme:hover { + background-color: var(--theme-hover); +} + +.theme-selected::before { + display: inline-block; + content: "✓"; + margin-inline-start: -14px; + width: 14px; +} diff --git a/v0.22.1/css/general.css b/v0.22.1/css/general.css new file mode 100644 index 00000000000..7670b087d31 --- /dev/null +++ b/v0.22.1/css/general.css @@ -0,0 +1,232 @@ +/* Base styles and content styles */ + +:root { + /* Browser default font-size is 16px, this way 1 rem = 10px */ + font-size: 62.5%; + color-scheme: var(--color-scheme); +} + +html { + font-family: "Open Sans", sans-serif; + color: var(--fg); + background-color: var(--bg); + text-size-adjust: none; + -webkit-text-size-adjust: none; +} + +body { + margin: 0; + font-size: 1.6rem; + overflow-x: hidden; +} + +code { + font-family: var(--mono-font) !important; + font-size: var(--code-font-size); + direction: ltr !important; +} + +/* make long words/inline code not x overflow */ +main { + overflow-wrap: break-word; +} + +/* make wide tables scroll if they overflow */ +.table-wrapper { + overflow-x: auto; +} + +/* Don't change font size in headers. */ +h1 code, h2 code, h3 code, h4 code, h5 code, h6 code { + font-size: unset; +} + +.left { float: left; } +.right { float: right; } +.boring { opacity: 0.6; } +.hide-boring .boring { display: none; } +.hidden { display: none !important; } + +h2, h3 { margin-block-start: 2.5em; } +h4, h5 { margin-block-start: 2em; } + +.header + .header h3, +.header + .header h4, +.header + .header h5 { + margin-block-start: 1em; +} + +h1:target::before, +h2:target::before, +h3:target::before, +h4:target::before, +h5:target::before, +h6:target::before { + display: inline-block; + content: "»"; + margin-inline-start: -30px; + width: 30px; +} + +/* This is broken on Safari as of version 14, but is fixed + in Safari Technology Preview 117 which I think will be Safari 14.2. + https://bugs.webkit.org/show_bug.cgi?id=218076 +*/ +:target { + /* Safari does not support logical properties */ + scroll-margin-top: calc(var(--menu-bar-height) + 0.5em); +} + +.page { + outline: 0; + padding: 0 var(--page-padding); + margin-block-start: calc(0px - var(--menu-bar-height)); /* Compensate for the #menu-bar-hover-placeholder */ +} +.page-wrapper { + box-sizing: border-box; + background-color: var(--bg); +} +.no-js .page-wrapper, +.js:not(.sidebar-resizing) .page-wrapper { + transition: margin-left 0.3s ease, transform 0.3s ease; /* Animation: slide away */ +} +[dir=rtl] .js:not(.sidebar-resizing) .page-wrapper { + transition: margin-right 0.3s ease, transform 0.3s ease; /* Animation: slide away */ +} + +.content { + overflow-y: auto; + padding: 0 5px 50px 5px; +} +.content main { + margin-inline-start: auto; + margin-inline-end: auto; + max-width: var(--content-max-width); +} +.content p { line-height: 1.45em; } +.content ol { line-height: 1.45em; } +.content ul { line-height: 1.45em; } +.content a { text-decoration: none; } +.content a:hover { text-decoration: underline; } +.content img, .content video { max-width: 100%; } +.content .header:link, +.content .header:visited { + color: var(--fg); +} +.content .header:link, +.content .header:visited:hover { + text-decoration: none; +} + +table { + margin: 0 auto; + border-collapse: collapse; +} +table td { + padding: 3px 20px; + border: 1px var(--table-border-color) solid; +} +table thead { + background: var(--table-header-bg); +} +table thead td { + font-weight: 700; + border: none; +} +table thead th { + padding: 3px 20px; +} +table thead tr { + border: 1px var(--table-header-bg) solid; +} +/* Alternate background colors for rows */ +table tbody tr:nth-child(2n) { + background: var(--table-alternate-bg); +} + + +blockquote { + margin: 20px 0; + padding: 0 20px; + color: var(--fg); + background-color: var(--quote-bg); + border-block-start: .1em solid var(--quote-border); + border-block-end: .1em solid var(--quote-border); +} + +.warning { + margin: 20px; + padding: 0 20px; + border-inline-start: 2px solid var(--warning-border); +} + +.warning:before { + position: absolute; + width: 3rem; + height: 3rem; + margin-inline-start: calc(-1.5rem - 21px); + content: "ⓘ"; + text-align: center; + background-color: var(--bg); + color: var(--warning-border); + font-weight: bold; + font-size: 2rem; +} + +blockquote .warning:before { + background-color: var(--quote-bg); +} + +kbd { + background-color: var(--table-border-color); + border-radius: 4px; + border: solid 1px var(--theme-popup-border); + box-shadow: inset 0 -1px 0 var(--theme-hover); + display: inline-block; + font-size: var(--code-font-size); + font-family: var(--mono-font); + line-height: 10px; + padding: 4px 5px; + vertical-align: middle; +} + +:not(.footnote-definition) + .footnote-definition, +.footnote-definition + :not(.footnote-definition) { + margin-block-start: 2em; +} +.footnote-definition { + font-size: 0.9em; + margin: 0.5em 0; +} +.footnote-definition p { + display: inline; +} + +.tooltiptext { + position: absolute; + visibility: hidden; + color: #fff; + background-color: #333; + transform: translateX(-50%); /* Center by moving tooltip 50% of its width left */ + left: -8px; /* Half of the width of the icon */ + top: -35px; + font-size: 0.8em; + text-align: center; + border-radius: 6px; + padding: 5px 8px; + margin: 5px; + z-index: 1000; +} +.tooltipped .tooltiptext { + visibility: visible; +} + +.chapter li.part-title { + color: var(--sidebar-fg); + margin: 5px 0px; + font-weight: bold; +} + +.result-no-output { + font-style: italic; +} diff --git a/v0.22.1/css/print.css b/v0.22.1/css/print.css new file mode 100644 index 00000000000..80ec3a54419 --- /dev/null +++ b/v0.22.1/css/print.css @@ -0,0 +1,50 @@ + +#sidebar, +#menu-bar, +.nav-chapters, +.mobile-nav-chapters { + display: none; +} + +#page-wrapper.page-wrapper { + transform: none !important; + margin-inline-start: 0px; + overflow-y: initial; +} + +#content { + max-width: none; + margin: 0; + padding: 0; +} + +.page { + overflow-y: initial; +} + +code { + direction: ltr !important; +} + +pre > .buttons { + z-index: 2; +} + +a, a:visited, a:active, a:hover { + color: #4183c4; + text-decoration: none; +} + +h1, h2, h3, h4, h5, h6 { + page-break-inside: avoid; + page-break-after: avoid; +} + +pre, code { + page-break-inside: avoid; + white-space: pre-wrap; +} + +.fa { + display: none !important; +} diff --git a/v0.22.1/css/variables.css b/v0.22.1/css/variables.css new file mode 100644 index 00000000000..0da55e8c9a7 --- /dev/null +++ b/v0.22.1/css/variables.css @@ -0,0 +1,279 @@ + +/* Globals */ + +:root { + --sidebar-width: 300px; + --sidebar-resize-indicator-width: 8px; + --sidebar-resize-indicator-space: 2px; + --page-padding: 15px; + --content-max-width: 750px; + --menu-bar-height: 50px; + --mono-font: "Source Code Pro", Consolas, "Ubuntu Mono", Menlo, "DejaVu Sans Mono", monospace, monospace; + --code-font-size: 0.875em /* please adjust the ace font size accordingly in editor.js */ +} + +/* Themes */ + +.ayu { + --bg: hsl(210, 25%, 8%); + --fg: #c5c5c5; + + --sidebar-bg: #14191f; + --sidebar-fg: #c8c9db; + --sidebar-non-existant: #5c6773; + --sidebar-active: #ffb454; + --sidebar-spacer: #2d334f; + + --scrollbar: var(--sidebar-fg); + + --icons: #737480; + --icons-hover: #b7b9cc; + + --links: #0096cf; + + --inline-code-color: #ffb454; + + --theme-popup-bg: #14191f; + --theme-popup-border: #5c6773; + --theme-hover: #191f26; + + --quote-bg: hsl(226, 15%, 17%); + --quote-border: hsl(226, 15%, 22%); + + --warning-border: #ff8e00; + + --table-border-color: hsl(210, 25%, 13%); + --table-header-bg: hsl(210, 25%, 28%); + --table-alternate-bg: hsl(210, 25%, 11%); + + --searchbar-border-color: #848484; + --searchbar-bg: #424242; + --searchbar-fg: #fff; + --searchbar-shadow-color: #d4c89f; + --searchresults-header-fg: #666; + --searchresults-border-color: #888; + --searchresults-li-bg: #252932; + --search-mark-bg: #e3b171; + + --color-scheme: dark; +} + +.coal { + --bg: hsl(200, 7%, 8%); + --fg: #98a3ad; + + --sidebar-bg: #292c2f; + --sidebar-fg: #a1adb8; + --sidebar-non-existant: #505254; + --sidebar-active: #3473ad; + --sidebar-spacer: #393939; + + --scrollbar: var(--sidebar-fg); + + --icons: #43484d; + --icons-hover: #b3c0cc; + + --links: #2b79a2; + + --inline-code-color: #c5c8c6; + + --theme-popup-bg: #141617; + --theme-popup-border: #43484d; + --theme-hover: #1f2124; + + --quote-bg: hsl(234, 21%, 18%); + --quote-border: hsl(234, 21%, 23%); + + --warning-border: #ff8e00; + + --table-border-color: hsl(200, 7%, 13%); + --table-header-bg: hsl(200, 7%, 28%); + --table-alternate-bg: hsl(200, 7%, 11%); + + --searchbar-border-color: #aaa; + --searchbar-bg: #b7b7b7; + --searchbar-fg: #000; + --searchbar-shadow-color: #aaa; + --searchresults-header-fg: #666; + --searchresults-border-color: #98a3ad; + --searchresults-li-bg: #2b2b2f; + --search-mark-bg: #355c7d; + + --color-scheme: dark; +} + +.light { + --bg: hsl(0, 0%, 100%); + --fg: hsl(0, 0%, 0%); + + --sidebar-bg: #fafafa; + --sidebar-fg: hsl(0, 0%, 0%); + --sidebar-non-existant: #aaaaaa; + --sidebar-active: #1f1fff; + --sidebar-spacer: #f4f4f4; + + --scrollbar: #8F8F8F; + + --icons: #747474; + --icons-hover: #000000; + + --links: #20609f; + + --inline-code-color: #301900; + + --theme-popup-bg: #fafafa; + --theme-popup-border: #cccccc; + --theme-hover: #e6e6e6; + + --quote-bg: hsl(197, 37%, 96%); + --quote-border: hsl(197, 37%, 91%); + + --warning-border: #ff8e00; + + --table-border-color: hsl(0, 0%, 95%); + --table-header-bg: hsl(0, 0%, 80%); + --table-alternate-bg: hsl(0, 0%, 97%); + + --searchbar-border-color: #aaa; + --searchbar-bg: #fafafa; + --searchbar-fg: #000; + --searchbar-shadow-color: #aaa; + --searchresults-header-fg: #666; + --searchresults-border-color: #888; + --searchresults-li-bg: #e4f2fe; + --search-mark-bg: #a2cff5; + + --color-scheme: light; +} + +.navy { + --bg: hsl(226, 23%, 11%); + --fg: #bcbdd0; + + --sidebar-bg: #282d3f; + --sidebar-fg: #c8c9db; + --sidebar-non-existant: #505274; + --sidebar-active: #2b79a2; + --sidebar-spacer: #2d334f; + + --scrollbar: var(--sidebar-fg); + + --icons: #737480; + --icons-hover: #b7b9cc; + + --links: #2b79a2; + + --inline-code-color: #c5c8c6; + + --theme-popup-bg: #161923; + --theme-popup-border: #737480; + --theme-hover: #282e40; + + --quote-bg: hsl(226, 15%, 17%); + --quote-border: hsl(226, 15%, 22%); + + --warning-border: #ff8e00; + + --table-border-color: hsl(226, 23%, 16%); + --table-header-bg: hsl(226, 23%, 31%); + --table-alternate-bg: hsl(226, 23%, 14%); + + --searchbar-border-color: #aaa; + --searchbar-bg: #aeaec6; + --searchbar-fg: #000; + --searchbar-shadow-color: #aaa; + --searchresults-header-fg: #5f5f71; + --searchresults-border-color: #5c5c68; + --searchresults-li-bg: #242430; + --search-mark-bg: #a2cff5; + + --color-scheme: dark; +} + +.rust { + --bg: hsl(60, 9%, 87%); + --fg: #262625; + + --sidebar-bg: #3b2e2a; + --sidebar-fg: #c8c9db; + --sidebar-non-existant: #505254; + --sidebar-active: #e69f67; + --sidebar-spacer: #45373a; + + --scrollbar: var(--sidebar-fg); + + --icons: #737480; + --icons-hover: #262625; + + --links: #2b79a2; + + --inline-code-color: #6e6b5e; + + --theme-popup-bg: #e1e1db; + --theme-popup-border: #b38f6b; + --theme-hover: #99908a; + + --quote-bg: hsl(60, 5%, 75%); + --quote-border: hsl(60, 5%, 70%); + + --warning-border: #ff8e00; + + --table-border-color: hsl(60, 9%, 82%); + --table-header-bg: #b3a497; + --table-alternate-bg: hsl(60, 9%, 84%); + + --searchbar-border-color: #aaa; + --searchbar-bg: #fafafa; + --searchbar-fg: #000; + --searchbar-shadow-color: #aaa; + --searchresults-header-fg: #666; + --searchresults-border-color: #888; + --searchresults-li-bg: #dec2a2; + --search-mark-bg: #e69f67; + + --color-scheme: light; +} + +@media (prefers-color-scheme: dark) { + .light.no-js { + --bg: hsl(200, 7%, 8%); + --fg: #98a3ad; + + --sidebar-bg: #292c2f; + --sidebar-fg: #a1adb8; + --sidebar-non-existant: #505254; + --sidebar-active: #3473ad; + --sidebar-spacer: #393939; + + --scrollbar: var(--sidebar-fg); + + --icons: #43484d; + --icons-hover: #b3c0cc; + + --links: #2b79a2; + + --inline-code-color: #c5c8c6; + + --theme-popup-bg: #141617; + --theme-popup-border: #43484d; + --theme-hover: #1f2124; + + --quote-bg: hsl(234, 21%, 18%); + --quote-border: hsl(234, 21%, 23%); + + --warning-border: #ff8e00; + + --table-border-color: hsl(200, 7%, 13%); + --table-header-bg: hsl(200, 7%, 28%); + --table-alternate-bg: hsl(200, 7%, 11%); + + --searchbar-border-color: #aaa; + --searchbar-bg: #b7b7b7; + --searchbar-fg: #000; + --searchbar-shadow-color: #aaa; + --searchresults-header-fg: #666; + --searchresults-border-color: #98a3ad; + --searchresults-li-bg: #2b2b2f; + --search-mark-bg: #355c7d; + } +} diff --git a/v0.22.1/debugging.html b/v0.22.1/debugging.html new file mode 100644 index 00000000000..9c03a2f71e2 --- /dev/null +++ b/v0.22.1/debugging.html @@ -0,0 +1,261 @@ + + + + + + Debugging - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + + + + + + + + + + + + + +
+ +
+ + + + + + + + +
+
+

Debugging

+

Macros

+

PyO3's attributes (#[pyclass], #[pymodule], etc.) are procedural macros, which means that they rewrite the source of the annotated item. You can view the generated source with the following command, which also expands a few other things:

+
cargo rustc --profile=check -- -Z unstable-options --pretty=expanded > expanded.rs; rustfmt expanded.rs
+
+

(You might need to install rustfmt if you don't already have it.)

+

You can also debug classic !-macros by adding -Z trace-macros:

+
cargo rustc --profile=check -- -Z unstable-options --pretty=expanded -Z trace-macros > expanded.rs; rustfmt expanded.rs
+
+

Note that those commands require using the nightly build of rust and may occasionally have bugs. See cargo expand for a more elaborate and stable version of those commands.

+

Running with Valgrind

+

Valgrind is a tool to detect memory management bugs such as memory leaks.

+

You first need to install a debug build of Python, otherwise Valgrind won't produce usable results. In Ubuntu there's e.g. a python3-dbg package.

+

Activate an environment with the debug interpreter and recompile. If you're on Linux, use ldd with the name of your binary and check that you're linking e.g. libpython3.7d.so.1.0 instead of libpython3.7.so.1.0.

+

Download the suppressions file for CPython.

+

Run Valgrind with valgrind --suppressions=valgrind-python.supp ./my-command --with-options

+

Getting a stacktrace

+

The best start to investigate a crash such as an segmentation fault is a backtrace. You can set RUST_BACKTRACE=1 as an environment variable to get the stack trace on a panic!. Alternatively you can use a debugger such as gdb to explore the issue. Rust provides a wrapper, rust-gdb, which has pretty-printers for inspecting Rust variables. Since PyO3 uses cdylib for Python shared objects, it does not receive the pretty-print debug hooks in rust-gdb (rust-lang/rust#96365). The mentioned issue contains a workaround for enabling pretty-printers in this case.

+
    +
  • Link against a debug build of python as described in the previous chapter
  • +
  • Run rust-gdb <my-binary>
  • +
  • Set a breakpoint (b) on rust_panic if you are investigating a panic!
  • +
  • Enter r to run
  • +
  • After the crash occurred, enter bt or bt full to print the stacktrace
  • +
+

Often it is helpful to run a small piece of Python code to exercise a section of Rust.

+
rust-gdb --args python -c "import my_package; my_package.sum_to_string(1, 2)"
+
+ +
+ + +
+
+ + + +
+ + + + + + + + + + + + + + + + + + +
+ + diff --git a/v0.22.1/ecosystem.html b/v0.22.1/ecosystem.html new file mode 100644 index 00000000000..264c2a1c006 --- /dev/null +++ b/v0.22.1/ecosystem.html @@ -0,0 +1,236 @@ + + + + + + Useful crates - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + + + + + + + + + + + + + +
+ +
+ + + + + + + + +
+
+

The PyO3 ecosystem

+

This portion of the guide is dedicated to crates which are external to the main PyO3 project and provide additional functionality you might find useful.

+

Because these projects evolve independently of the PyO3 repository the content of these articles may fall out of date over time; please file issues on the PyO3 GitHub to alert maintainers when this is the case.

+ +
+ + +
+
+ + + +
+ + + + + + + + + + + + + + + + + + +
+ + diff --git a/v0.22.1/ecosystem/async-await.html b/v0.22.1/ecosystem/async-await.html new file mode 100644 index 00000000000..7ef76ae206b --- /dev/null +++ b/v0.22.1/ecosystem/async-await.html @@ -0,0 +1,674 @@ + + + + + + Using async and await - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + + + + + + + + + + + + + +
+ +
+ + + + + + + + +
+
+

Using async and await

+

async/await support is currently being integrated in PyO3. See the dedicated documentation

+

If you are working with a Python library that makes use of async functions or wish to provide +Python bindings for an async Rust library, pyo3-asyncio +likely has the tools you need. It provides conversions between async functions in both Python and +Rust and was designed with first-class support for popular Rust runtimes such as +tokio and async-std. In addition, all async Python +code runs on the default asyncio event loop, so pyo3-asyncio should work just fine with existing +Python libraries.

+

In the following sections, we'll give a general overview of pyo3-asyncio explaining how to call +async Python functions with PyO3, how to call async Rust functions from Python, and how to configure +your codebase to manage the runtimes of both.

+

Quickstart

+

Here are some examples to get you started right away! A more detailed breakdown +of the concepts in these examples can be found in the following sections.

+

Rust Applications

+

Here we initialize the runtime, import Python's asyncio library and run the given future to completion using Python's default EventLoop and async-std. Inside the future, we convert asyncio sleep into a Rust future and await it.

+
# Cargo.toml dependencies
+[dependencies]
+pyo3 = { version = "0.14" }
+pyo3-asyncio = { version = "0.14", features = ["attributes", "async-std-runtime"] }
+async-std = "1.9"
+
+
//! main.rs
+
+use pyo3::prelude::*;
+
+#[pyo3_asyncio::async_std::main]
+async fn main() -> PyResult<()> {
+    let fut = Python::with_gil(|py| {
+        let asyncio = py.import("asyncio")?;
+        // convert asyncio.sleep into a Rust Future
+        pyo3_asyncio::async_std::into_future(asyncio.call_method1("sleep", (1.into_py(py),))?)
+    })?;
+
+    fut.await?;
+
+    Ok(())
+}
+

The same application can be written to use tokio instead using the #[pyo3_asyncio::tokio::main] +attribute.

+
# Cargo.toml dependencies
+[dependencies]
+pyo3 = { version = "0.14" }
+pyo3-asyncio = { version = "0.14", features = ["attributes", "tokio-runtime"] }
+tokio = "1.4"
+
+
//! main.rs
+
+use pyo3::prelude::*;
+
+#[pyo3_asyncio::tokio::main]
+async fn main() -> PyResult<()> {
+    let fut = Python::with_gil(|py| {
+        let asyncio = py.import("asyncio")?;
+        // convert asyncio.sleep into a Rust Future
+        pyo3_asyncio::tokio::into_future(asyncio.call_method1("sleep", (1.into_py(py),))?)
+    })?;
+
+    fut.await?;
+
+    Ok(())
+}
+

More details on the usage of this library can be found in the API docs and the primer below.

+

PyO3 Native Rust Modules

+

PyO3 Asyncio can also be used to write native modules with async functions.

+

Add the [lib] section to Cargo.toml to make your library a cdylib that Python can import.

+
[lib]
+name = "my_async_module"
+crate-type = ["cdylib"]
+
+

Make your project depend on pyo3 with the extension-module feature enabled and select your +pyo3-asyncio runtime:

+

For async-std:

+
[dependencies]
+pyo3 = { version = "0.14", features = ["extension-module"] }
+pyo3-asyncio = { version = "0.14", features = ["async-std-runtime"] }
+async-std = "1.9"
+
+

For tokio:

+
[dependencies]
+pyo3 = { version = "0.14", features = ["extension-module"] }
+pyo3-asyncio = { version = "0.14", features = ["tokio-runtime"] }
+tokio = "1.4"
+
+

Export an async function that makes use of async-std:

+
//! lib.rs
+
+use pyo3::{prelude::*, wrap_pyfunction};
+
+#[pyfunction]
+fn rust_sleep(py: Python<'_>) -> PyResult<&Bound<'_, PyAny>> {
+    pyo3_asyncio::async_std::future_into_py(py, async {
+        async_std::task::sleep(std::time::Duration::from_secs(1)).await;
+        Ok(Python::with_gil(|py| py.None()))
+    })
+}
+
+#[pymodule]
+fn my_async_module(m: &Bound<'_, PyModule>) -> PyResult<()> {
+    m.add_function(wrap_pyfunction!(rust_sleep, m)?)?;
+
+    Ok(())
+}
+

If you want to use tokio instead, here's what your module should look like:

+
//! lib.rs
+
+use pyo3::{prelude::*, wrap_pyfunction};
+
+#[pyfunction]
+fn rust_sleep(py: Python<'_>) -> PyResult<&Bound<'_, PyAny>>> {
+    pyo3_asyncio::tokio::future_into_py(py, async {
+        tokio::time::sleep(std::time::Duration::from_secs(1)).await;
+        Ok(Python::with_gil(|py| py.None()))
+    })
+}
+
+#[pymodule]
+fn my_async_module(m: &Bound<'_, PyModule>) -> PyResult<()> {
+    m.add_function(wrap_pyfunction!(rust_sleep, m)?)?;
+    Ok(())
+}
+

You can build your module with maturin (see the Using Rust in Python section in the PyO3 guide for setup instructions). After that you should be able to run the Python REPL to try it out.

+
maturin develop && python3
+🔗 Found pyo3 bindings
+🐍 Found CPython 3.8 at python3
+    Finished dev [unoptimized + debuginfo] target(s) in 0.04s
+Python 3.8.5 (default, Jan 27 2021, 15:41:15)
+[GCC 9.3.0] on linux
+Type "help", "copyright", "credits" or "license" for more information.
+>>> import asyncio
+>>>
+>>> from my_async_module import rust_sleep
+>>>
+>>> async def main():
+>>>     await rust_sleep()
+>>>
+>>> # should sleep for 1s
+>>> asyncio.run(main())
+>>>
+
+

Awaiting an Async Python Function in Rust

+

Let's take a look at a dead simple async Python function:

+
# Sleep for 1 second
+async def py_sleep():
+    await asyncio.sleep(1)
+
+

Async functions in Python are simply functions that return a coroutine object. For our purposes, +we really don't need to know much about these coroutine objects. The key factor here is that calling +an async function is just like calling a regular function, the only difference is that we have +to do something special with the object that it returns.

+

Normally in Python, that something special is the await keyword, but in order to await this +coroutine in Rust, we first need to convert it into Rust's version of a coroutine: a Future. +That's where pyo3-asyncio comes in. +pyo3_asyncio::async_std::into_future +performs this conversion for us.

+

The following example uses into_future to call the py_sleep function shown above and then await the +coroutine object returned from the call:

+
use pyo3::prelude::*;
+
+#[pyo3_asyncio::tokio::main]
+async fn main() -> PyResult<()> {
+    let future = Python::with_gil(|py| -> PyResult<_> {
+        // import the module containing the py_sleep function
+        let example = py.import("example")?;
+
+        // calling the py_sleep method like a normal function
+        // returns a coroutine
+        let coroutine = example.call_method0("py_sleep")?;
+
+        // convert the coroutine into a Rust future using the
+        // tokio runtime
+        pyo3_asyncio::tokio::into_future(coroutine)
+    })?;
+
+    // await the future
+    future.await?;
+
+    Ok(())
+}
+

Alternatively, the below example shows how to write a #[pyfunction] which uses into_future to receive and await +a coroutine argument:

+
#[pyfunction]
+fn await_coro(coro: &Bound<'_, PyAny>>) -> PyResult<()> {
+    // convert the coroutine into a Rust future using the
+    // async_std runtime
+    let f = pyo3_asyncio::async_std::into_future(coro)?;
+
+    pyo3_asyncio::async_std::run_until_complete(coro.py(), async move {
+        // await the future
+        f.await?;
+        Ok(())
+    })
+}
+

This could be called from Python as:

+
import asyncio
+
+async def py_sleep():
+    asyncio.sleep(1)
+
+await_coro(py_sleep())
+
+

If for you wanted to pass a callable function to the #[pyfunction] instead, (i.e. the last line becomes await_coro(py_sleep)), then the above example needs to be tweaked to first call the callable to get the coroutine:

+
#[pyfunction]
+fn await_coro(callable: &Bound<'_, PyAny>>) -> PyResult<()> {
+    // get the coroutine by calling the callable
+    let coro = callable.call0()?;
+
+    // convert the coroutine into a Rust future using the
+    // async_std runtime
+    let f = pyo3_asyncio::async_std::into_future(coro)?;
+
+    pyo3_asyncio::async_std::run_until_complete(coro.py(), async move {
+        // await the future
+        f.await?;
+        Ok(())
+    })
+}
+

This can be particularly helpful where you need to repeatedly create and await a coroutine. Trying to await the same coroutine multiple times will raise an error:

+
RuntimeError: cannot reuse already awaited coroutine
+
+
+

If you're interested in learning more about coroutines and awaitables in general, check out the +Python 3 asyncio docs for more information.

+
+

Awaiting a Rust Future in Python

+

Here we have the same async function as before written in Rust using the +async-std runtime:

+
/// Sleep for 1 second
+async fn rust_sleep() {
+    async_std::task::sleep(std::time::Duration::from_secs(1)).await;
+}
+

Similar to Python, Rust's async functions also return a special object called a +Future:

+
let future = rust_sleep();
+

We can convert this Future object into Python to make it awaitable. This tells Python that you +can use the await keyword with it. In order to do this, we'll call +pyo3_asyncio::async_std::future_into_py:

+
use pyo3::prelude::*;
+
+async fn rust_sleep() {
+    async_std::task::sleep(std::time::Duration::from_secs(1)).await;
+}
+
+#[pyfunction]
+fn call_rust_sleep(py: Python<'_>) -> PyResult<&Bound<'_, PyAny>>> {
+    pyo3_asyncio::async_std::future_into_py(py, async move {
+        rust_sleep().await;
+        Ok(Python::with_gil(|py| py.None()))
+    })
+}
+

In Python, we can call this pyo3 function just like any other async function:

+
from example import call_rust_sleep
+
+async def rust_sleep():
+    await call_rust_sleep()
+
+

Managing Event Loops

+

Python's event loop requires some special treatment, especially regarding the main thread. Some of +Python's asyncio features, like proper signal handling, require control over the main thread, which +doesn't always play well with Rust.

+

Luckily, Rust's event loops are pretty flexible and don't need control over the main thread, so in +pyo3-asyncio, we decided the best way to handle Rust/Python interop was to just surrender the main +thread to Python and run Rust's event loops in the background. Unfortunately, since most event loop +implementations prefer control over the main thread, this can still make some things awkward.

+

PyO3 Asyncio Initialization

+

Because Python needs to control the main thread, we can't use the convenient proc macros from Rust +runtimes to handle the main function or #[test] functions. Instead, the initialization for PyO3 has to be done from the main function and the main +thread must block on pyo3_asyncio::async_std::run_until_complete.

+

Because we have to block on one of those functions, we can't use #[async_std::main] or #[tokio::main] +since it's not a good idea to make long blocking calls during an async function.

+
+

Internally, these #[main] proc macros are expanded to something like this:

+
fn main() {
+    // your async main fn
+    async fn _main_impl() { /* ... */ }
+    Runtime::new().block_on(_main_impl());
+}
+

Making a long blocking call inside the Future that's being driven by block_on prevents that +thread from doing anything else and can spell trouble for some runtimes (also this will actually +deadlock a single-threaded runtime!). Many runtimes have some sort of spawn_blocking mechanism +that can avoid this problem, but again that's not something we can use here since we need it to +block on the main thread.

+
+

For this reason, pyo3-asyncio provides its own set of proc macros to provide you with this +initialization. These macros are intended to mirror the initialization of async-std and tokio +while also satisfying the Python runtime's needs.

+

Here's a full example of PyO3 initialization with the async-std runtime:

+
use pyo3::prelude::*;
+
+#[pyo3_asyncio::async_std::main]
+async fn main() -> PyResult<()> {
+    // PyO3 is initialized - Ready to go
+
+    let fut = Python::with_gil(|py| -> PyResult<_> {
+        let asyncio = py.import("asyncio")?;
+
+        // convert asyncio.sleep into a Rust Future
+        pyo3_asyncio::async_std::into_future(
+            asyncio.call_method1("sleep", (1.into_py(py),))?
+        )
+    })?;
+
+    fut.await?;
+
+    Ok(())
+}
+

A Note About asyncio.run

+

In Python 3.7+, the recommended way to run a top-level coroutine with asyncio +is with asyncio.run. In v0.13 we recommended against using this function due to initialization issues, but in v0.14 it's perfectly valid to use this function... with a caveat.

+

Since our Rust <--> Python conversions require a reference to the Python event loop, this poses a problem. Imagine we have a PyO3 Asyncio module that defines +a rust_sleep function like in previous examples. You might rightfully assume that you can call pass this directly into asyncio.run like this:

+
import asyncio
+
+from my_async_module import rust_sleep
+
+asyncio.run(rust_sleep())
+
+

You might be surprised to find out that this throws an error:

+
Traceback (most recent call last):
+  File "example.py", line 5, in <module>
+    asyncio.run(rust_sleep())
+RuntimeError: no running event loop
+
+

What's happening here is that we are calling rust_sleep before the future is +actually running on the event loop created by asyncio.run. This is counter-intuitive, but expected behaviour, and unfortunately there doesn't seem to be a good way of solving this problem within PyO3 Asyncio itself.

+

However, we can make this example work with a simple workaround:

+
import asyncio
+
+from my_async_module import rust_sleep
+
+# Calling main will just construct the coroutine that later calls rust_sleep.
+# - This ensures that rust_sleep will be called when the event loop is running,
+#   not before.
+async def main():
+    await rust_sleep()
+
+# Run the main() coroutine at the top-level instead
+asyncio.run(main())
+
+

Non-standard Python Event Loops

+

Python allows you to use alternatives to the default asyncio event loop. One +popular alternative is uvloop. In v0.13 using non-standard event loops was +a bit of an ordeal, but in v0.14 it's trivial.

+

Using uvloop in a PyO3 Asyncio Native Extensions

+
# Cargo.toml
+
+[lib]
+name = "my_async_module"
+crate-type = ["cdylib"]
+
+[dependencies]
+pyo3 = { version = "0.14", features = ["extension-module"] }
+pyo3-asyncio = { version = "0.14", features = ["tokio-runtime"] }
+async-std = "1.9"
+tokio = "1.4"
+
+
//! lib.rs
+
+use pyo3::{prelude::*, wrap_pyfunction};
+
+#[pyfunction]
+fn rust_sleep(py: Python<'_>) -> PyResult<&Bound<'_, PyAny>>> {
+    pyo3_asyncio::tokio::future_into_py(py, async {
+        tokio::time::sleep(std::time::Duration::from_secs(1)).await;
+        Ok(Python::with_gil(|py| py.None()))
+    })
+}
+
+#[pymodule]
+fn my_async_module(m: &Bound<'_, PyModule>) -> PyResult<()> {
+    m.add_function(wrap_pyfunction!(rust_sleep, m)?)?;
+
+    Ok(())
+}
+
$ maturin develop && python3
+🔗 Found pyo3 bindings
+🐍 Found CPython 3.8 at python3
+    Finished dev [unoptimized + debuginfo] target(s) in 0.04s
+Python 3.8.8 (default, Apr 13 2021, 19:58:26)
+[GCC 7.3.0] :: Anaconda, Inc. on linux
+Type "help", "copyright", "credits" or "license" for more information.
+>>> import asyncio
+>>> import uvloop
+>>>
+>>> import my_async_module
+>>>
+>>> uvloop.install()
+>>>
+>>> async def main():
+...     await my_async_module.rust_sleep()
+...
+>>> asyncio.run(main())
+>>>
+
+

Using uvloop in Rust Applications

+

Using uvloop in Rust applications is a bit trickier, but it's still possible +with relatively few modifications.

+

Unfortunately, we can't make use of the #[pyo3_asyncio::<runtime>::main] attribute with non-standard event loops. This is because the #[pyo3_asyncio::<runtime>::main] proc macro has to interact with the Python +event loop before we can install the uvloop policy.

+
[dependencies]
+async-std = "1.9"
+pyo3 = "0.14"
+pyo3-asyncio = { version = "0.14", features = ["async-std-runtime"] }
+
+
//! main.rs
+
+use pyo3::{prelude::*, types::PyType};
+
+fn main() -> PyResult<()> {
+    pyo3::prepare_freethreaded_python();
+
+    Python::with_gil(|py| {
+        let uvloop = py.import("uvloop")?;
+        uvloop.call_method0("install")?;
+
+        // store a reference for the assertion
+        let uvloop = PyObject::from(uvloop);
+
+        pyo3_asyncio::async_std::run(py, async move {
+            // verify that we are on a uvloop.Loop
+            Python::with_gil(|py| -> PyResult<()> {
+                assert!(pyo3_asyncio::async_std::get_current_loop(py)?.is_instance(
+                    uvloop
+                        .as_ref(py)
+                        .getattr("Loop")?
+                )?);
+                Ok(())
+            })?;
+
+            async_std::task::sleep(std::time::Duration::from_secs(1)).await;
+
+            Ok(())
+        })
+    })
+}
+

Additional Information

+
    +
  • Managing event loop references can be tricky with pyo3-asyncio. See Event Loop References in the API docs to get a better intuition for how event loop references are managed in this library.
  • +
  • Testing pyo3-asyncio libraries and applications requires a custom test harness since Python requires control over the main thread. You can find a testing guide in the API docs for the testing module
  • +
+ +
+ + +
+
+ + + +
+ + + + + + + + + + + + + + + + + + +
+ + diff --git a/v0.22.1/ecosystem/logging.html b/v0.22.1/ecosystem/logging.html new file mode 100644 index 00000000000..7513bbfcfef --- /dev/null +++ b/v0.22.1/ecosystem/logging.html @@ -0,0 +1,307 @@ + + + + + + Logging - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + + + + + + + + + + + + + +
+ +
+ + + + + + + + +
+
+

Logging

+

It is desirable if both the Python and Rust parts of the application end up +logging using the same configuration into the same place.

+

This section of the guide briefly discusses how to connect the two languages' +logging ecosystems together. The recommended way for Python extension modules is +to configure Rust's logger to send log messages to Python using the pyo3-log +crate. For users who want to do the opposite and send Python log messages to +Rust, see the note at the end of this guide.

+

Using pyo3-log to send Rust log messages to Python

+

The pyo3-log crate allows sending the messages from the Rust side to Python's +logging system. This is mostly suitable for writing native extensions for +Python programs.

+

Use pyo3_log::init to install the logger in its default configuration. +It's also possible to tweak its configuration (mostly to tune its performance).

+
use log::info;
+use pyo3::prelude::*;
+
+#[pyfunction]
+fn log_something() {
+    // This will use the logger installed in `my_module` to send the `info`
+    // message to the Python logging facilities.
+    info!("Something!");
+}
+
+#[pymodule]
+fn my_module(m: &Bound<'_, PyModule>) -> PyResult<()> {
+    // A good place to install the Rust -> Python logger.
+    pyo3_log::init();
+
+    m.add_function(wrap_pyfunction!(log_something, m)?)?;
+    Ok(())
+}
+

Then it is up to the Python side to actually output the messages somewhere.

+
import logging
+import my_module
+
+FORMAT = '%(levelname)s %(name)s %(asctime)-15s %(filename)s:%(lineno)d %(message)s'
+logging.basicConfig(format=FORMAT)
+logging.getLogger().setLevel(logging.INFO)
+my_module.log_something()
+
+

It is important to initialize the Python loggers first, before calling any Rust +functions that may log. This limitation can be worked around if it is not +possible to satisfy, read the documentation about caching.

+

The Python to Rust direction

+

To have python logs be handled by Rust, one need only register a rust function to handle logs emitted from the core python logging module.

+

This has been implemented within the pyo3-pylogger crate.

+
use log::{info, warn};
+use pyo3::prelude::*;
+
+fn main() -> PyResult<()> {
+    // register the host handler with python logger, providing a logger target
+    // set the name here to something appropriate for your application
+    pyo3_pylogger::register("example_application_py_logger");
+
+    // initialize up a logger
+    env_logger::Builder::from_env(env_logger::Env::default().default_filter_or("trace")).init();
+
+    // Log some messages from Rust.
+    info!("Just some normal information!");
+    warn!("Something spooky happened!");
+
+    // Log some messages from Python
+    Python::with_gil(|py| {
+        py.run(
+            "
+import logging
+logging.error('Something bad happened')
+",
+            None,
+            None,
+        )
+    })
+}
+ +
+ + +
+
+ + + +
+ + + + + + + + + + + + + + + + + + +
+ + diff --git a/v0.22.1/elasticlunr.min.js b/v0.22.1/elasticlunr.min.js new file mode 100644 index 00000000000..94b20dd2ef4 --- /dev/null +++ b/v0.22.1/elasticlunr.min.js @@ -0,0 +1,10 @@ +/** + * elasticlunr - http://weixsong.github.io + * Lightweight full-text search engine in Javascript for browser search and offline search. - 0.9.5 + * + * Copyright (C) 2017 Oliver Nightingale + * Copyright (C) 2017 Wei Song + * MIT Licensed + * @license + */ +!function(){function e(e){if(null===e||"object"!=typeof e)return e;var t=e.constructor();for(var n in e)e.hasOwnProperty(n)&&(t[n]=e[n]);return t}var t=function(e){var n=new t.Index;return n.pipeline.add(t.trimmer,t.stopWordFilter,t.stemmer),e&&e.call(n,n),n};t.version="0.9.5",lunr=t,t.utils={},t.utils.warn=function(e){return function(t){e.console&&console.warn&&console.warn(t)}}(this),t.utils.toString=function(e){return void 0===e||null===e?"":e.toString()},t.EventEmitter=function(){this.events={}},t.EventEmitter.prototype.addListener=function(){var e=Array.prototype.slice.call(arguments),t=e.pop(),n=e;if("function"!=typeof t)throw new TypeError("last argument must be a function");n.forEach(function(e){this.hasHandler(e)||(this.events[e]=[]),this.events[e].push(t)},this)},t.EventEmitter.prototype.removeListener=function(e,t){if(this.hasHandler(e)){var n=this.events[e].indexOf(t);-1!==n&&(this.events[e].splice(n,1),0==this.events[e].length&&delete this.events[e])}},t.EventEmitter.prototype.emit=function(e){if(this.hasHandler(e)){var t=Array.prototype.slice.call(arguments,1);this.events[e].forEach(function(e){e.apply(void 0,t)},this)}},t.EventEmitter.prototype.hasHandler=function(e){return e in this.events},t.tokenizer=function(e){if(!arguments.length||null===e||void 0===e)return[];if(Array.isArray(e)){var n=e.filter(function(e){return null===e||void 0===e?!1:!0});n=n.map(function(e){return t.utils.toString(e).toLowerCase()});var i=[];return n.forEach(function(e){var n=e.split(t.tokenizer.seperator);i=i.concat(n)},this),i}return e.toString().trim().toLowerCase().split(t.tokenizer.seperator)},t.tokenizer.defaultSeperator=/[\s\-]+/,t.tokenizer.seperator=t.tokenizer.defaultSeperator,t.tokenizer.setSeperator=function(e){null!==e&&void 0!==e&&"object"==typeof e&&(t.tokenizer.seperator=e)},t.tokenizer.resetSeperator=function(){t.tokenizer.seperator=t.tokenizer.defaultSeperator},t.tokenizer.getSeperator=function(){return t.tokenizer.seperator},t.Pipeline=function(){this._queue=[]},t.Pipeline.registeredFunctions={},t.Pipeline.registerFunction=function(e,n){n in t.Pipeline.registeredFunctions&&t.utils.warn("Overwriting existing registered function: "+n),e.label=n,t.Pipeline.registeredFunctions[n]=e},t.Pipeline.getRegisteredFunction=function(e){return e in t.Pipeline.registeredFunctions!=!0?null:t.Pipeline.registeredFunctions[e]},t.Pipeline.warnIfFunctionNotRegistered=function(e){var n=e.label&&e.label in this.registeredFunctions;n||t.utils.warn("Function is not registered with pipeline. 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this.config},t.Configuration.prototype.reset=function(){this.config={}},lunr.SortedSet=function(){this.length=0,this.elements=[]},lunr.SortedSet.load=function(e){var t=new this;return t.elements=e,t.length=e.length,t},lunr.SortedSet.prototype.add=function(){var e,t;for(e=0;e1;){if(r===e)return o;e>r&&(t=o),r>e&&(n=o),i=n-t,o=t+Math.floor(i/2),r=this.elements[o]}return r===e?o:-1},lunr.SortedSet.prototype.locationFor=function(e){for(var t=0,n=this.elements.length,i=n-t,o=t+Math.floor(i/2),r=this.elements[o];i>1;)e>r&&(t=o),r>e&&(n=o),i=n-t,o=t+Math.floor(i/2),r=this.elements[o];return r>e?o:e>r?o+1:void 0},lunr.SortedSet.prototype.intersect=function(e){for(var t=new lunr.SortedSet,n=0,i=0,o=this.length,r=e.length,s=this.elements,u=e.elements;;){if(n>o-1||i>r-1)break;s[n]!==u[i]?s[n]u[i]&&i++:(t.add(s[n]),n++,i++)}return t},lunr.SortedSet.prototype.clone=function(){var e=new lunr.SortedSet;return e.elements=this.toArray(),e.length=e.elements.length,e},lunr.SortedSet.prototype.union=function(e){var t,n,i;this.length>=e.length?(t=this,n=e):(t=e,n=this),i=t.clone();for(var o=0,r=n.toArray();o + + + + + Python exceptions - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + + + + + + + + + + + + + +
+ +
+ + + + + + + + +
+
+

Python exceptions

+

Defining a new exception

+

Use the create_exception! macro:

+
use pyo3::create_exception;
+
+create_exception!(module, MyError, pyo3::exceptions::PyException);
+
    +
  • module is the name of the containing module.
  • +
  • MyError is the name of the new exception type.
  • +
+

For example:

+
use pyo3::prelude::*;
+use pyo3::create_exception;
+use pyo3::types::IntoPyDict;
+use pyo3::exceptions::PyException;
+
+create_exception!(mymodule, CustomError, PyException);
+
+Python::with_gil(|py| {
+    let ctx = [("CustomError", py.get_type_bound::<CustomError>())].into_py_dict_bound(py);
+    pyo3::py_run!(
+        py,
+        *ctx,
+        "assert str(CustomError) == \"<class 'mymodule.CustomError'>\""
+    );
+    pyo3::py_run!(py, *ctx, "assert CustomError('oops').args == ('oops',)");
+});
+

When using PyO3 to create an extension module, you can add the new exception to +the module like this, so that it is importable from Python:

+
use pyo3::prelude::*;
+use pyo3::exceptions::PyException;
+
+pyo3::create_exception!(mymodule, CustomError, PyException);
+
+#[pymodule]
+fn mymodule(py: Python<'_>, m: &Bound<'_, PyModule>) -> PyResult<()> {
+    // ... other elements added to module ...
+    m.add("CustomError", py.get_type_bound::<CustomError>())?;
+
+    Ok(())
+}
+

Raising an exception

+

As described in the function error handling chapter, to raise an exception from a #[pyfunction] or #[pymethods], return an Err(PyErr). PyO3 will automatically raise this exception for you when returning the result to Python.

+

You can also manually write and fetch errors in the Python interpreter's global state:

+
use pyo3::{Python, PyErr};
+use pyo3::exceptions::PyTypeError;
+
+Python::with_gil(|py| {
+    PyTypeError::new_err("Error").restore(py);
+    assert!(PyErr::occurred(py));
+    drop(PyErr::fetch(py));
+});
+

Checking exception types

+

Python has an isinstance method to check an object's type. +In PyO3 every object has the PyAny::is_instance and PyAny::is_instance_of methods which do the same thing.

+
use pyo3::prelude::*;
+use pyo3::types::{PyBool, PyList};
+
+Python::with_gil(|py| {
+    assert!(PyBool::new_bound(py, true).is_instance_of::<PyBool>());
+    let list = PyList::new_bound(py, &[1, 2, 3, 4]);
+    assert!(!list.is_instance_of::<PyBool>());
+    assert!(list.is_instance_of::<PyList>());
+});
+

To check the type of an exception, you can similarly do:

+
use pyo3::exceptions::PyTypeError;
+use pyo3::prelude::*;
+Python::with_gil(|py| {
+let err = PyTypeError::new_err(());
+err.is_instance_of::<PyTypeError>(py);
+});
+

Using exceptions defined in Python code

+

It is possible to use an exception defined in Python code as a native Rust type. +The import_exception! macro allows importing a specific exception class and defines a Rust type +for that exception.

+
#![allow(dead_code)]
+use pyo3::prelude::*;
+
+mod io {
+    pyo3::import_exception!(io, UnsupportedOperation);
+}
+
+fn tell(file: &Bound<'_, PyAny>) -> PyResult<u64> {
+    match file.call_method0("tell") {
+        Err(_) => Err(io::UnsupportedOperation::new_err("not supported: tell")),
+        Ok(x) => x.extract::<u64>(),
+    }
+}
+

pyo3::exceptions +defines exceptions for several standard library modules.

+ +
+ + +
+
+ + + +
+ + + + + + + + + + + + + + + + + + +
+ + diff --git a/v0.22.1/faq.html b/v0.22.1/faq.html new file mode 100644 index 00000000000..3b1643f06f2 --- /dev/null +++ b/v0.22.1/faq.html @@ -0,0 +1,393 @@ + + + + + + FAQ and troubleshooting - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + + + + + + + + + + + + + +
+ +
+ + + + + + + + +
+
+

Frequently Asked Questions and troubleshooting

+

Sorry that you're having trouble using PyO3. If you can't find the answer to your problem in the list below, you can also reach out for help on GitHub Discussions and on Discord.

+

I'm experiencing deadlocks using PyO3 with lazy_static or once_cell!

+

lazy_static and once_cell::sync both use locks to ensure that initialization is performed only by a single thread. Because the Python GIL is an additional lock this can lead to deadlocks in the following way:

+
    +
  1. A thread (thread A) which has acquired the Python GIL starts initialization of a lazy_static value.
  2. +
  3. The initialization code calls some Python API which temporarily releases the GIL e.g. Python::import.
  4. +
  5. Another thread (thread B) acquires the Python GIL and attempts to access the same lazy_static value.
  6. +
  7. Thread B is blocked, because it waits for lazy_static's initialization to lock to release.
  8. +
  9. Thread A is blocked, because it waits to re-acquire the GIL which thread B still holds.
  10. +
  11. Deadlock.
  12. +
+

PyO3 provides a struct GILOnceCell which works equivalently to OnceCell but relies solely on the Python GIL for thread safety. This means it can be used in place of lazy_static or once_cell where you are experiencing the deadlock described above. See the documentation for GILOnceCell for an example how to use it.

+

I can't run cargo test; or I can't build in a Cargo workspace: I'm having linker issues like "Symbol not found" or "Undefined reference to _PyExc_SystemError"!

+

Currently, #340 causes cargo test to fail with linking errors when the extension-module feature is activated. Linking errors can also happen when building in a cargo workspace where a different crate also uses PyO3 (see #2521). For now, there are three ways we can work around these issues.

+
    +
  1. Make the extension-module feature optional. Build with maturin develop --features "extension-module"
  2. +
+
[dependencies.pyo3]
+version = "0.22.1"
+
+[features]
+extension-module = ["pyo3/extension-module"]
+
+
    +
  1. Make the extension-module feature optional and default. Run tests with cargo test --no-default-features:
  2. +
+
[dependencies.pyo3]
+version = "0.22.1"
+
+[features]
+extension-module = ["pyo3/extension-module"]
+default = ["extension-module"]
+
+
    +
  1. If you are using a pyproject.toml file to control maturin settings, add the following section:
  2. +
+
[tool.maturin]
+features = ["pyo3/extension-module"]
+# Or for maturin 0.12:
+# cargo-extra-args = ["--features", "pyo3/extension-module"]
+
+

I can't run cargo test: my crate cannot be found for tests in tests/ directory!

+

The Rust book suggests to put integration tests inside a tests/ directory.

+

For a PyO3 extension-module project where the crate-type is set to "cdylib" in your Cargo.toml, +the compiler won't be able to find your crate and will display errors such as E0432 or E0463:

+
error[E0432]: unresolved import `my_crate`
+ --> tests/test_my_crate.rs:1:5
+  |
+1 | use my_crate;
+  |     ^^^^^^^^^^^^ no external crate `my_crate`
+
+

The best solution is to make your crate types include both rlib and cdylib:

+
# Cargo.toml
+[lib]
+crate-type = ["cdylib", "rlib"]
+
+

Ctrl-C doesn't do anything while my Rust code is executing!

+

This is because Ctrl-C raises a SIGINT signal, which is handled by the calling Python process by simply setting a flag to action upon later. This flag isn't checked while Rust code called from Python is executing, only once control returns to the Python interpreter.

+

You can give the Python interpreter a chance to process the signal properly by calling Python::check_signals. It's good practice to call this function regularly if you have a long-running Rust function so that your users can cancel it.

+

#[pyo3(get)] clones my field!

+

You may have a nested struct similar to this:

+
use pyo3::prelude::*;
+#[pyclass]
+#[derive(Clone)]
+struct Inner {/* fields omitted */}
+
+#[pyclass]
+struct Outer {
+    #[pyo3(get)]
+    inner: Inner,
+}
+
+#[pymethods]
+impl Outer {
+    #[new]
+    fn __new__() -> Self {
+        Self { inner: Inner {} }
+    }
+}
+

When Python code accesses Outer's field, PyO3 will return a new object on every access (note that their addresses are different):

+
outer = Outer()
+
+a = outer.inner
+b = outer.inner
+
+assert a is b, f"a: {a}\nb: {b}"
+
+
AssertionError: a: <builtins.Inner object at 0x00000238FFB9C7B0>
+b: <builtins.Inner object at 0x00000238FFB9C830>
+
+

This can be especially confusing if the field is mutable, as getting the field and then mutating it won't persist - you'll just get a fresh clone of the original on the next access. Unfortunately Python and Rust don't agree about ownership - if PyO3 gave out references to (possibly) temporary Rust objects to Python code, Python code could then keep that reference alive indefinitely. Therefore returning Rust objects requires cloning.

+

If you don't want that cloning to happen, a workaround is to allocate the field on the Python heap and store a reference to that, by using Py<...>:

+
use pyo3::prelude::*;
+#[pyclass]
+struct Inner {/* fields omitted */}
+
+#[pyclass]
+struct Outer {
+    inner: Py<Inner>,
+}
+
+#[pymethods]
+impl Outer {
+    #[new]
+    fn __new__(py: Python<'_>) -> PyResult<Self> {
+        Ok(Self {
+            inner: Py::new(py, Inner {})?,
+        })
+    }
+
+    #[getter]
+    fn inner(&self, py: Python<'_>) -> Py<Inner> {
+        self.inner.clone_ref(py)
+    }
+}
+

This time a and b are the same object:

+
outer = Outer()
+
+a = outer.inner
+b = outer.inner
+
+assert a is b, f"a: {a}\nb: {b}"
+print(f"a: {a}\nb: {b}")
+
+
a: <builtins.Inner object at 0x0000020044FCC670>
+b: <builtins.Inner object at 0x0000020044FCC670>
+
+

The downside to this approach is that any Rust code working on the Outer struct now has to acquire the GIL to do anything with its field.

+

I want to use the pyo3 crate re-exported from dependency but the proc-macros fail!

+

All PyO3 proc-macros (#[pyclass], #[pyfunction], #[derive(FromPyObject)] +and so on) expect the pyo3 crate to be available under that name in your crate +root, which is the normal situation when pyo3 is a direct dependency of your +crate.

+

However, when the dependency is renamed, or your crate only indirectly depends +on pyo3, you need to let the macro code know where to find the crate. This is +done with the crate attribute:

+
use pyo3::prelude::*;
+pub extern crate pyo3;
+mod reexported { pub use ::pyo3; }
+#[pyclass]
+#[pyo3(crate = "reexported::pyo3")]
+struct MyClass;
+

I'm trying to call Python from Rust but I get STATUS_DLL_NOT_FOUND or STATUS_ENTRYPOINT_NOT_FOUND!

+

This happens on Windows when linking to the python DLL fails or the wrong one is linked. The Python DLL on Windows will usually be called something like:

+
    +
  • python3X.dll for Python 3.X, e.g. python310.dll for Python 3.10
  • +
  • python3.dll when using PyO3's abi3 feature
  • +
+

The DLL needs to be locatable using the Windows DLL search order. Some ways to achieve this are:

+
    +
  • Put the Python DLL in the same folder as your build artifacts
  • +
  • Add the directory containing the Python DLL to your PATH environment variable, for example C:\Users\<You>\AppData\Local\Programs\Python\Python310
  • +
  • If this happens when you are distributing your program, consider using PyOxidizer to package it with your binary.
  • +
+

If the wrong DLL is linked it is possible that this happened because another program added itself and its own Python DLLs to PATH. Rearrange your PATH variables to give the correct DLL priority.

+
+

Note: Changes to PATH (or any other environment variable) are not visible to existing shells. Restart it for changes to take effect.

+
+

For advanced troubleshooting, Dependency Walker can be used to diagnose linking errors.

+ +
+ + +
+
+ + + +
+ + + + + + + + + + + + + + + + + + +
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+ + + + + + + + + + + + + + + + + + + +
+ +
+ + + + + + + + +
+
+

Features reference

+

PyO3 provides a number of Cargo features to customize functionality. This chapter of the guide provides detail on each of them.

+

By default, only the macros feature is enabled.

+

Features for extension module authors

+

extension-module

+

This feature is required when building a Python extension module using PyO3.

+

It tells PyO3's build script to skip linking against libpython.so on Unix platforms, where this must not be done.

+

See the building and distribution section for further detail.

+

abi3

+

This feature is used when building Python extension modules to create wheels which are compatible with multiple Python versions.

+

It restricts PyO3's API to a subset of the full Python API which is guaranteed by PEP 384 to be forwards-compatible with future Python versions.

+

See the building and distribution section for further detail.

+

The abi3-pyXY features

+

(abi3-py37, abi3-py38, abi3-py39, abi3-py310 and abi3-py311)

+

These features are extensions of the abi3 feature to specify the exact minimum Python version which the multiple-version-wheel will support.

+

See the building and distribution section for further detail.

+

generate-import-lib

+

This experimental feature is used to generate import libraries for Python DLL +for MinGW-w64 and MSVC (cross-)compile targets.

+

Enabling it allows to (cross-)compile extension modules to any Windows targets +without having to install the Windows Python distribution files for the target.

+

See the building and distribution +section for further detail.

+

Features for embedding Python in Rust

+

auto-initialize

+

This feature changes Python::with_gil to automatically initialize a Python interpreter (by calling prepare_freethreaded_python) if needed.

+

If you do not enable this feature, you should call pyo3::prepare_freethreaded_python() before attempting to call any other Python APIs.

+

Advanced Features

+

experimental-async

+

This feature adds support for async fn in #[pyfunction] and #[pymethods].

+

The feature has some unfinished refinements and performance improvements. To help finish this off, see issue #1632 and its associated draft PRs.

+

experimental-inspect

+

This feature adds the pyo3::inspect module, as well as IntoPy::type_output and FromPyObject::type_input APIs to produce Python type "annotations" for Rust types.

+

This is a first step towards adding first-class support for generating type annotations automatically in PyO3, however work is needed to finish this off. All feedback and offers of help welcome on issue #2454.

+

gil-refs

+

This feature is a backwards-compatibility feature to allow continued use of the "GIL Refs" APIs deprecated in PyO3 0.21. These APIs have performance drawbacks and soundness edge cases which the newer Bound<T> smart pointer and accompanying APIs resolve.

+

This feature and the APIs it enables is expected to be removed in a future PyO3 version.

+

py-clone

+

This feature was introduced to ease migration. It was found that delayed reference counts cannot be made sound and hence Cloning an instance of Py<T> must panic without the GIL being held. To avoid migrations introducing new panics without warning, the Clone implementation itself is now gated behind this feature.

+

pyo3_disable_reference_pool

+

This is a performance-oriented conditional compilation flag, e.g. set via $RUSTFLAGS, which disabled the global reference pool and the assocaited overhead for the crossing the Python-Rust boundary. However, if enabled, Dropping an instance of Py<T> without the GIL being held will abort the process.

+

macros

+

This feature enables a dependency on the pyo3-macros crate, which provides the procedural macros portion of PyO3's API:

+
    +
  • #[pymodule]
  • +
  • #[pyfunction]
  • +
  • #[pyclass]
  • +
  • #[pymethods]
  • +
  • #[derive(FromPyObject)]
  • +
+

It also provides the py_run! macro.

+

These macros require a number of dependencies which may not be needed by users who just need PyO3 for Python FFI. Disabling this feature enables faster builds for those users, as these dependencies will not be built if this feature is disabled.

+
+

This feature is enabled by default. To disable it, set default-features = false for the pyo3 entry in your Cargo.toml.

+
+

multiple-pymethods

+

This feature enables each #[pyclass] to have more than one #[pymethods] block.

+

Most users should only need a single #[pymethods] per #[pyclass]. In addition, not all platforms (e.g. Wasm) are supported by inventory, which is used in the implementation of the feature. For this reason this feature is not enabled by default, meaning fewer dependencies and faster compilation for the majority of users.

+

See the #[pyclass] implementation details for more information.

+

nightly

+

The nightly feature needs the nightly Rust compiler. This allows PyO3 to use the auto_traits and negative_impls features to fix the Python::allow_threads function.

+

resolve-config

+

The resolve-config feature of the pyo3-build-config crate controls whether that crate's +build script automatically resolves a Python interpreter / build configuration. This feature is primarily useful when building PyO3 +itself. By default this feature is not enabled, meaning you can freely use pyo3-build-config as a standalone library to read or write PyO3 build configuration files or resolve metadata about a Python interpreter.

+

Optional Dependencies

+

These features enable conversions between Python types and types from other Rust crates, enabling easy access to the rest of the Rust ecosystem.

+

anyhow

+

Adds a dependency on anyhow. Enables a conversion from anyhow’s Error type to PyErr, for easy error handling.

+

chrono

+

Adds a dependency on chrono. Enables a conversion from chrono's types to python:

+ +

chrono-tz

+

Adds a dependency on chrono-tz. +Enables conversion from and to Tz. +It requires at least Python 3.9.

+

either

+

Adds a dependency on either. Enables a conversions into either’s Either type.

+

eyre

+

Adds a dependency on eyre. Enables a conversion from eyre’s Report type to PyErr, for easy error handling.

+

hashbrown

+

Adds a dependency on hashbrown and enables conversions into its HashMap and HashSet types.

+

indexmap

+

Adds a dependency on indexmap and enables conversions into its IndexMap type.

+

num-bigint

+

Adds a dependency on num-bigint and enables conversions into its BigInt and BigUint types.

+

num-complex

+

Adds a dependency on num-complex and enables conversions into its Complex type.

+

num-rational

+

Adds a dependency on num-rational and enables conversions into its Ratio type.

+

rust_decimal

+

Adds a dependency on rust_decimal and enables conversions into its Decimal type.

+

serde

+

Enables (de)serialization of Py<T> objects via serde. +This allows to use #[derive(Serialize, Deserialize) on structs that hold references to #[pyclass] instances

+
#[cfg(feature = "serde")]
+#[allow(dead_code)]
+mod serde_only {
+use pyo3::prelude::*;
+use serde::{Deserialize, Serialize};
+
+#[pyclass]
+#[derive(Serialize, Deserialize)]
+struct Permission {
+    name: String,
+}
+
+#[pyclass]
+#[derive(Serialize, Deserialize)]
+struct User {
+    username: String,
+    permissions: Vec<Py<Permission>>,
+}
+}
+

smallvec

+

Adds a dependency on smallvec and enables conversions into its SmallVec type.

+ +
+ + +
+
+ + + +
+ + + + + + + + + + + + + + + + + + +
+ + diff --git a/v0.22.1/fonts/OPEN-SANS-LICENSE.txt b/v0.22.1/fonts/OPEN-SANS-LICENSE.txt new file mode 100644 index 00000000000..d6456956733 --- /dev/null +++ b/v0.22.1/fonts/OPEN-SANS-LICENSE.txt @@ -0,0 +1,202 @@ + + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. Definitions. + + "License" shall mean the terms and conditions for use, reproduction, + and distribution as defined by Sections 1 through 9 of this document. + + "Licensor" shall mean the copyright owner or entity authorized by + the copyright owner that is granting the License. + + "Legal Entity" shall mean the union of the acting entity and all + other entities that control, are controlled by, or are under common + control with that entity. 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We also recommend that a + file or class name and description of purpose be included on the + same "printed page" as the copyright notice for easier + identification within third-party archives. + + Copyright [yyyy] [name of copyright owner] + + Licensed under the Apache License, Version 2.0 (the "License"); + you may not use this file except in compliance with the License. + You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, software + distributed under the License is distributed on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + See the License for the specific language governing permissions and + limitations under the License. diff --git a/v0.22.1/fonts/SOURCE-CODE-PRO-LICENSE.txt b/v0.22.1/fonts/SOURCE-CODE-PRO-LICENSE.txt new file mode 100644 index 00000000000..366206f5495 --- /dev/null +++ b/v0.22.1/fonts/SOURCE-CODE-PRO-LICENSE.txt @@ -0,0 +1,93 @@ +Copyright 2010, 2012 Adobe Systems Incorporated (http://www.adobe.com/), with Reserved Font Name 'Source'. All Rights Reserved. Source is a trademark of Adobe Systems Incorporated in the United States and/or other countries. + +This Font Software is licensed under the SIL Open Font License, Version 1.1. +This license is copied below, and is also available with a FAQ at: +http://scripts.sil.org/OFL + + +----------------------------------------------------------- +SIL OPEN FONT LICENSE Version 1.1 - 26 February 2007 +----------------------------------------------------------- + +PREAMBLE +The goals of the Open Font License (OFL) are to stimulate worldwide +development of collaborative font projects, to support the font creation +efforts of academic and linguistic communities, and to provide a free and +open framework in which fonts may be shared and improved in partnership +with others. + +The OFL allows the licensed fonts to be used, studied, modified and +redistributed freely as long as they are not sold by themselves. The +fonts, including any derivative works, can be bundled, embedded, +redistributed and/or sold with any software provided that any reserved +names are not used by derivative works. The fonts and derivatives, +however, cannot be released under any other type of license. The +requirement for fonts to remain under this license does not apply +to any document created using the fonts or their derivatives. + +DEFINITIONS +"Font Software" refers to the set of files released by the Copyright +Holder(s) under this license and clearly marked as such. This may +include source files, build scripts and documentation. + +"Reserved Font Name" refers to any names specified as such after the +copyright statement(s). + +"Original Version" refers to the collection of Font Software components as +distributed by the Copyright Holder(s). + +"Modified Version" refers to any derivative made by adding to, deleting, +or substituting -- in part or in whole -- any of the components of the +Original Version, by changing formats or by porting the Font Software to a +new environment. + +"Author" refers to any designer, engineer, programmer, technical +writer or other person who contributed to the Font Software. + +PERMISSION & CONDITIONS +Permission is hereby granted, free of charge, to any person obtaining +a copy of the Font Software, to use, study, copy, merge, embed, modify, +redistribute, and sell modified and unmodified copies of the Font +Software, subject to the following conditions: + +1) Neither the Font Software nor any of its individual components, +in Original or Modified Versions, may be sold by itself. + +2) Original or Modified Versions of the Font Software may be bundled, +redistributed and/or sold with any software, provided that each copy +contains the above copyright notice and this license. These can be +included either as stand-alone text files, human-readable headers or +in the appropriate machine-readable metadata fields within text or +binary files as long as those fields can be easily viewed by the user. + +3) No Modified Version of the Font Software may use the Reserved Font +Name(s) unless explicit written permission is granted by the corresponding +Copyright Holder. This restriction only applies to the primary font name as +presented to the users. + +4) The name(s) of the Copyright Holder(s) or the Author(s) of the Font +Software shall not be used to promote, endorse or advertise any +Modified Version, except to acknowledge the contribution(s) of the +Copyright Holder(s) and the Author(s) or with their explicit written +permission. + +5) The Font Software, modified or unmodified, in part or in whole, +must be distributed entirely under this license, and must not be +distributed under any other license. The requirement for fonts to +remain under this license does not apply to any document created +using the Font Software. + +TERMINATION +This license becomes null and void if any of the above conditions are +not met. + +DISCLAIMER +THE FONT SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, +EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO ANY WARRANTIES OF +MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT +OF COPYRIGHT, PATENT, TRADEMARK, OR OTHER RIGHT. IN NO EVENT SHALL THE +COPYRIGHT HOLDER BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, +INCLUDING ANY GENERAL, SPECIAL, INDIRECT, INCIDENTAL, OR CONSEQUENTIAL +DAMAGES, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING +FROM, OUT OF THE USE OR INABILITY TO USE THE FONT SOFTWARE OR FROM +OTHER DEALINGS IN THE FONT SOFTWARE. diff --git a/v0.22.1/fonts/fonts.css b/v0.22.1/fonts/fonts.css new file mode 100644 index 00000000000..858efa59800 --- /dev/null +++ b/v0.22.1/fonts/fonts.css @@ -0,0 +1,100 @@ +/* Open Sans is licensed under the Apache License, Version 2.0. See http://www.apache.org/licenses/LICENSE-2.0 */ +/* Source Code Pro is under the Open Font License. See https://scripts.sil.org/cms/scripts/page.php?site_id=nrsi&id=OFL */ + +/* open-sans-300 - latin_vietnamese_latin-ext_greek-ext_greek_cyrillic-ext_cyrillic */ +@font-face { + font-family: 'Open Sans'; + font-style: normal; + font-weight: 300; + src: local('Open Sans Light'), local('OpenSans-Light'), + url('open-sans-v17-all-charsets-300.woff2') format('woff2'); +} + +/* open-sans-300italic - latin_vietnamese_latin-ext_greek-ext_greek_cyrillic-ext_cyrillic */ +@font-face { + font-family: 'Open Sans'; + font-style: italic; + font-weight: 300; + src: local('Open Sans Light Italic'), local('OpenSans-LightItalic'), + url('open-sans-v17-all-charsets-300italic.woff2') format('woff2'); +} + +/* open-sans-regular - latin_vietnamese_latin-ext_greek-ext_greek_cyrillic-ext_cyrillic */ +@font-face { + font-family: 'Open Sans'; + font-style: normal; + font-weight: 400; + src: local('Open Sans Regular'), local('OpenSans-Regular'), + url('open-sans-v17-all-charsets-regular.woff2') format('woff2'); +} + +/* open-sans-italic - latin_vietnamese_latin-ext_greek-ext_greek_cyrillic-ext_cyrillic */ +@font-face { + font-family: 'Open Sans'; + font-style: italic; + font-weight: 400; + src: local('Open Sans Italic'), local('OpenSans-Italic'), + url('open-sans-v17-all-charsets-italic.woff2') format('woff2'); +} + +/* open-sans-600 - latin_vietnamese_latin-ext_greek-ext_greek_cyrillic-ext_cyrillic */ +@font-face { + font-family: 'Open Sans'; + font-style: normal; + font-weight: 600; + src: local('Open Sans SemiBold'), local('OpenSans-SemiBold'), + url('open-sans-v17-all-charsets-600.woff2') format('woff2'); +} + +/* open-sans-600italic - latin_vietnamese_latin-ext_greek-ext_greek_cyrillic-ext_cyrillic */ +@font-face { + font-family: 'Open Sans'; + font-style: italic; + font-weight: 600; + src: local('Open Sans SemiBold Italic'), local('OpenSans-SemiBoldItalic'), + url('open-sans-v17-all-charsets-600italic.woff2') format('woff2'); +} + +/* open-sans-700 - latin_vietnamese_latin-ext_greek-ext_greek_cyrillic-ext_cyrillic */ +@font-face { + font-family: 'Open Sans'; + font-style: normal; + font-weight: 700; + src: local('Open Sans Bold'), local('OpenSans-Bold'), + url('open-sans-v17-all-charsets-700.woff2') format('woff2'); +} + +/* open-sans-700italic - latin_vietnamese_latin-ext_greek-ext_greek_cyrillic-ext_cyrillic */ +@font-face { + font-family: 'Open Sans'; + font-style: italic; + font-weight: 700; + src: local('Open Sans Bold Italic'), local('OpenSans-BoldItalic'), + url('open-sans-v17-all-charsets-700italic.woff2') format('woff2'); +} + +/* open-sans-800 - latin_vietnamese_latin-ext_greek-ext_greek_cyrillic-ext_cyrillic */ +@font-face { + font-family: 'Open Sans'; + font-style: normal; + font-weight: 800; + src: local('Open Sans ExtraBold'), local('OpenSans-ExtraBold'), + url('open-sans-v17-all-charsets-800.woff2') format('woff2'); +} + +/* open-sans-800italic - latin_vietnamese_latin-ext_greek-ext_greek_cyrillic-ext_cyrillic */ +@font-face { + font-family: 'Open Sans'; + font-style: italic; + font-weight: 800; + src: local('Open Sans ExtraBold Italic'), local('OpenSans-ExtraBoldItalic'), + url('open-sans-v17-all-charsets-800italic.woff2') format('woff2'); +} + +/* source-code-pro-500 - latin_vietnamese_latin-ext_greek_cyrillic-ext_cyrillic */ +@font-face { + font-family: 'Source Code Pro'; + font-style: normal; + font-weight: 500; + src: url('source-code-pro-v11-all-charsets-500.woff2') format('woff2'); +} diff --git a/v0.22.1/fonts/open-sans-v17-all-charsets-300.woff2 b/v0.22.1/fonts/open-sans-v17-all-charsets-300.woff2 new file mode 100644 index 0000000000000000000000000000000000000000..9f51be370fa913ce6de2922b580c262c4822b337 GIT binary patch literal 44352 zcmV(;K-<4}Pew8T0RR910Ifg(5dZ)H0f7hr0Ib{q0RR9100000000000000000000 z0000QE*lUWfmQ}!0EY+&fhq})G!YOAg!yQMtSAeP3IG8%0we>R0t6rhgFFYi4Ge-h zTM$x_K;*{m=TyO<(oF`$dr#+gT@uRz<@OP72f1way{Ld4djxa`IG0*=K;{4c|Nq>i 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b/v0.22.1/function/error-handling.html @@ -0,0 +1,424 @@ + + + + + + Error handling - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    + + + + + + + + + + + + + + + + + + + +
    + +
    + + + + + + + + +
    +
    +

    Error handling

    +

    This chapter contains a little background of error handling in Rust and how PyO3 integrates this with Python exceptions.

    +

    This covers enough detail to create a #[pyfunction] which raises Python exceptions from errors originating in Rust.

    +

    There is a later section of the guide on Python exceptions which covers exception types in more detail.

    +

    Representing Python exceptions

    +

    Rust code uses the generic Result<T, E> enum to propagate errors. The error type E is chosen by the code author to describe the possible errors which can happen.

    +

    PyO3 has the PyErr type which represents a Python exception. If a PyO3 API could result in a Python exception being raised, the return type of that API will be PyResult<T>, which is an alias for the type Result<T, PyErr>.

    +

    In summary:

    +
      +
    • When Python exceptions are raised and caught by PyO3, the exception will be stored in the Err variant of the PyResult.
    • +
    • Passing Python exceptions through Rust code then uses all the "normal" techniques such as the ? operator, with PyErr as the error type.
    • +
    • Finally, when a PyResult crosses from Rust back to Python via PyO3, if the result is an Err variant the contained exception will be raised.
    • +
    +

    (There are many great tutorials on Rust error handling and the ? operator, so this guide will not go into detail on Rust-specific topics.)

    +

    Raising an exception from a function

    +

    As indicated in the previous section, when a PyResult containing an Err crosses from Rust to Python, PyO3 will raise the exception contained within.

    +

    Accordingly, to raise an exception from a #[pyfunction], change the return type T to PyResult<T>. When the function returns an Err it will raise a Python exception. (Other Result<T, E> types can be used as long as the error E has a From conversion for PyErr, see custom Rust error types below.)

    +

    This also works for functions in #[pymethods].

    +

    For example, the following check_positive function raises a ValueError when the input is negative:

    +
    use pyo3::exceptions::PyValueError;
    +use pyo3::prelude::*;
    +
    +#[pyfunction]
    +fn check_positive(x: i32) -> PyResult<()> {
    +    if x < 0 {
    +        Err(PyValueError::new_err("x is negative"))
    +    } else {
    +        Ok(())
    +    }
    +}
    +
    +fn main(){
    +	Python::with_gil(|py|{
    +		let fun = pyo3::wrap_pyfunction_bound!(check_positive, py).unwrap();
    +		fun.call1((-1,)).unwrap_err();
    +		fun.call1((1,)).unwrap();
    +	});
    +}
    +

    All built-in Python exception types are defined in the pyo3::exceptions module. They have a new_err constructor to directly build a PyErr, as seen in the example above.

    +

    Custom Rust error types

    +

    PyO3 will automatically convert a Result<T, E> returned by a #[pyfunction] into a PyResult<T> as long as there is an implementation of std::from::From<E> for PyErr. Many error types in the Rust standard library have a From conversion defined in this way.

    +

    If the type E you are handling is defined in a third-party crate, see the section on foreign rust error types below for ways to work with this error.

    +

    The following example makes use of the implementation of From<ParseIntError> for PyErr to raise exceptions encountered when parsing strings as integers:

    +
    use pyo3::prelude::*;
    +use std::num::ParseIntError;
    +
    +#[pyfunction]
    +fn parse_int(x: &str) -> Result<usize, ParseIntError> {
    +    x.parse()
    +}
    +
    +fn main() {
    +    Python::with_gil(|py| {
    +        let fun = pyo3::wrap_pyfunction_bound!(parse_int, py).unwrap();
    +        let value: usize = fun.call1(("5",)).unwrap().extract().unwrap();
    +        assert_eq!(value, 5);
    +    });
    +}
    +

    When passed a string which doesn't contain a floating-point number, the exception raised will look like the below:

    +
    >>> parse_int("bar")
    +Traceback (most recent call last):
    +  File "<stdin>", line 1, in <module>
    +ValueError: invalid digit found in string
    +
    +

    As a more complete example, the following snippet defines a Rust error named CustomIOError. It then defines a From<CustomIOError> for PyErr, which returns a PyErr representing Python's OSError. +Therefore, it can use this error in the result of a #[pyfunction] directly, relying on the conversion if it has to be propagated into a Python exception.

    +
    use pyo3::exceptions::PyOSError;
    +use pyo3::prelude::*;
    +use std::fmt;
    +
    +#[derive(Debug)]
    +struct CustomIOError;
    +
    +impl std::error::Error for CustomIOError {}
    +
    +impl fmt::Display for CustomIOError {
    +    fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result {
    +        write!(f, "Oh no!")
    +    }
    +}
    +
    +impl std::convert::From<CustomIOError> for PyErr {
    +    fn from(err: CustomIOError) -> PyErr {
    +        PyOSError::new_err(err.to_string())
    +    }
    +}
    +
    +pub struct Connection {/* ... */}
    +
    +fn bind(addr: String) -> Result<Connection, CustomIOError> {
    +    if &addr == "0.0.0.0" {
    +        Err(CustomIOError)
    +    } else {
    +        Ok(Connection{ /* ... */})
    +    }
    +}
    +
    +#[pyfunction]
    +fn connect(s: String) -> Result<(), CustomIOError> {
    +    bind(s)?;
    +    // etc.
    +    Ok(())
    +}
    +
    +fn main() {
    +    Python::with_gil(|py| {
    +        let fun = pyo3::wrap_pyfunction_bound!(connect, py).unwrap();
    +        let err = fun.call1(("0.0.0.0",)).unwrap_err();
    +        assert!(err.is_instance_of::<PyOSError>(py));
    +    });
    +}
    +

    If lazy construction of the Python exception instance is desired, the +PyErrArguments +trait can be implemented instead of From. In that case, actual exception argument creation is delayed +until the PyErr is needed.

    +

    A final note is that any errors E which have a From conversion can be used with the ? +("try") operator with them. An alternative implementation of the above parse_int which instead returns PyResult is below:

    +
    use pyo3::prelude::*;
    +
    +fn parse_int(s: String) -> PyResult<usize> {
    +    let x = s.parse()?;
    +    Ok(x)
    +}
    +
    +use pyo3::exceptions::PyValueError;
    +
    +fn main() {
    +    Python::with_gil(|py| {
    +        assert_eq!(parse_int(String::from("1")).unwrap(), 1);
    +        assert_eq!(parse_int(String::from("1337")).unwrap(), 1337);
    +
    +        assert!(parse_int(String::from("-1"))
    +            .unwrap_err()
    +            .is_instance_of::<PyValueError>(py));
    +        assert!(parse_int(String::from("foo"))
    +            .unwrap_err()
    +            .is_instance_of::<PyValueError>(py));
    +        assert!(parse_int(String::from("13.37"))
    +            .unwrap_err()
    +            .is_instance_of::<PyValueError>(py));
    +    })
    +}
    +

    Foreign Rust error types

    +

    The Rust compiler will not permit implementation of traits for types outside of the crate where the type is defined. (This is known as the "orphan rule".)

    +

    Given a type OtherError which is defined in third-party code, there are two main strategies available to integrate it with PyO3:

    +
      +
    • Create a newtype wrapper, e.g. MyOtherError. Then implement From<MyOtherError> for PyErr (or PyErrArguments), as well as From<OtherError> for MyOtherError.
    • +
    • Use Rust's Result combinators such as map_err to write code freely to convert OtherError into whatever is needed. This requires boilerplate at every usage however gives unlimited flexibility.
    • +
    +

    To detail the newtype strategy a little further, the key trick is to return Result<T, MyOtherError> from the #[pyfunction]. This means that PyO3 will make use of From<MyOtherError> for PyErr to create Python exceptions while the #[pyfunction] implementation can use ? to convert OtherError to MyOtherError automatically.

    +

    The following example demonstrates this for some imaginary third-party crate some_crate with a function get_x returning Result<i32, OtherError>:

    +
    mod some_crate {
    +  pub struct OtherError(());
    +  impl OtherError {
    +      pub fn message(&self) -> &'static str { "some error occurred" }
    +  }
    +  pub fn get_x() -> Result<i32, OtherError> { Ok(5) }
    +}
    +
    +use pyo3::prelude::*;
    +use pyo3::exceptions::PyValueError;
    +use some_crate::{OtherError, get_x};
    +
    +struct MyOtherError(OtherError);
    +
    +impl From<MyOtherError> for PyErr {
    +    fn from(error: MyOtherError) -> Self {
    +        PyValueError::new_err(error.0.message())
    +    }
    +}
    +
    +impl From<OtherError> for MyOtherError {
    +    fn from(other: OtherError) -> Self {
    +        Self(other)
    +    }
    +}
    +
    +#[pyfunction]
    +fn wrapped_get_x() -> Result<i32, MyOtherError> {
    +    // get_x is a function returning Result<i32, OtherError>
    +    let x: i32 = get_x()?;
    +    Ok(x)
    +}
    +
    +fn main() {
    +    Python::with_gil(|py| {
    +        let fun = pyo3::wrap_pyfunction_bound!(wrapped_get_x, py).unwrap();
    +        let value: usize = fun.call0().unwrap().extract().unwrap();
    +        assert_eq!(value, 5);
    +    });
    +}
    + +
    + + +
    +
    + + + +
    + + + + + + + + + + + + + + + + + + +
    + + diff --git a/v0.22.1/function/signature.html b/v0.22.1/function/signature.html new file mode 100644 index 00000000000..1c13f156919 --- /dev/null +++ b/v0.22.1/function/signature.html @@ -0,0 +1,499 @@ + + + + + + Function signatures - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    + + + + + + + + + + + + + + + + + + + +
    + +
    + + + + + + + + +
    +
    +

    Function signatures

    +

    The #[pyfunction] attribute also accepts parameters to control how the generated Python function accepts arguments. Just like in Python, arguments can be positional-only, keyword-only, or accept either. *args lists and **kwargs dicts can also be accepted. These parameters also work for #[pymethods] which will be introduced in the Python Classes section of the guide.

    +

    Like Python, by default PyO3 accepts all arguments as either positional or keyword arguments. Most arguments are required by default, except for trailing Option<_> arguments, which are implicitly given a default of None. This behaviour can be configured by the #[pyo3(signature = (...))] option which allows writing a signature in Python syntax.

    +

    This section of the guide goes into detail about use of the #[pyo3(signature = (...))] option and its related option #[pyo3(text_signature = "...")]

    +

    Using #[pyo3(signature = (...))]

    +

    For example, below is a function that accepts arbitrary keyword arguments (**kwargs in Python syntax) and returns the number that was passed:

    +
    use pyo3::prelude::*;
    +use pyo3::types::PyDict;
    +
    +#[pyfunction]
    +#[pyo3(signature = (**kwds))]
    +fn num_kwds(kwds: Option<&Bound<'_, PyDict>>) -> usize {
    +    kwds.map_or(0, |dict| dict.len())
    +}
    +
    +#[pymodule]
    +fn module_with_functions(m: &Bound<'_, PyModule>) -> PyResult<()> {
    +    m.add_function(wrap_pyfunction!(num_kwds, m)?).unwrap();
    +    Ok(())
    +}
    +

    Just like in Python, the following constructs can be part of the signature::

    +
      +
    • /: positional-only arguments separator, each parameter defined before / is a positional-only parameter.
    • +
    • *: var arguments separator, each parameter defined after * is a keyword-only parameter.
    • +
    • *args: "args" is var args. Type of the args parameter has to be &Bound<'_, PyTuple>.
    • +
    • **kwargs: "kwargs" receives keyword arguments. The type of the kwargs parameter has to be Option<&Bound<'_, PyDict>>.
    • +
    • arg=Value: arguments with default value. +If the arg argument is defined after var arguments, it is treated as a keyword-only argument. +Note that Value has to be valid rust code, PyO3 just inserts it into the generated +code unmodified.
    • +
    +

    Example:

    +
    use pyo3::prelude::*;
    +use pyo3::types::{PyDict, PyTuple};
    +
    +#[pyclass]
    +struct MyClass {
    +    num: i32,
    +}
    +#[pymethods]
    +impl MyClass {
    +    #[new]
    +    #[pyo3(signature = (num=-1))]
    +    fn new(num: i32) -> Self {
    +        MyClass { num }
    +    }
    +
    +    #[pyo3(signature = (num=10, *py_args, name="Hello", **py_kwargs))]
    +    fn method(
    +        &mut self,
    +        num: i32,
    +        py_args: &Bound<'_, PyTuple>,
    +        name: &str,
    +        py_kwargs: Option<&Bound<'_, PyDict>>,
    +    ) -> String {
    +        let num_before = self.num;
    +        self.num = num;
    +        format!(
    +            "num={} (was previously={}), py_args={:?}, name={}, py_kwargs={:?} ",
    +            num, num_before, py_args, name, py_kwargs,
    +        )
    +    }
    +
    +    fn make_change(&mut self, num: i32) -> PyResult<String> {
    +        self.num = num;
    +        Ok(format!("num={}", self.num))
    +    }
    +}
    +

    Arguments of type Python must not be part of the signature:

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +#[pyfunction]
    +#[pyo3(signature = (lambda))]
    +pub fn simple_python_bound_function(py: Python<'_>, lambda: PyObject) -> PyResult<()> {
    +    Ok(())
    +}
    +

    N.B. the position of the / and * arguments (if included) control the system of handling positional and keyword arguments. In Python:

    +
    import mymodule
    +
    +mc = mymodule.MyClass()
    +print(mc.method(44, False, "World", 666, x=44, y=55))
    +print(mc.method(num=-1, name="World"))
    +print(mc.make_change(44, False))
    +
    +

    Produces output:

    +
    py_args=('World', 666), py_kwargs=Some({'x': 44, 'y': 55}), name=Hello, num=44
    +py_args=(), py_kwargs=None, name=World, num=-1
    +num=44
    +num=-1
    +
    +
    +

    Note: to use keywords like struct as a function argument, use "raw identifier" syntax r#struct in both the signature and the function definition:

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +#[pyfunction(signature = (r#struct = "foo"))]
    +fn function_with_keyword(r#struct: &str) {
    +    let _ = r#struct;
    +    /* ... */
    +}
    +
    +

    Trailing optional arguments

    +
    +

    ⚠️ Warning: This behaviour is being phased out 🛠️

    +

    The special casing of trailing optional arguments is deprecated. In a future pyo3 version, arguments of type Option<..> will share the same behaviour as other arguments, they are required unless a default is set using #[pyo3(signature = (...))].

    +

    This is done to better align the Python and Rust definition of such functions and make it more intuitive to rewrite them from Python in Rust. Specifically def some_fn(a: int, b: Optional[int]): ... will not automatically default b to none, but requires an explicit default if desired, where as in current pyo3 it is handled the other way around.

    +

    During the migration window a #[pyo3(signature = (...))] will be required to silence the deprecation warning. After support for trailing optional arguments is fully removed, the signature attribute can be removed if all arguments should be required.

    +
    +

    As a convenience, functions without a #[pyo3(signature = (...))] option will treat trailing Option<T> arguments as having a default of None. In the example below, PyO3 will create increment with a signature of increment(x, amount=None).

    +
    #![allow(deprecated)]
    +use pyo3::prelude::*;
    +
    +/// Returns a copy of `x` increased by `amount`.
    +///
    +/// If `amount` is unspecified or `None`, equivalent to `x + 1`.
    +#[pyfunction]
    +fn increment(x: u64, amount: Option<u64>) -> u64 {
    +    x + amount.unwrap_or(1)
    +}
    +
    +fn main() -> PyResult<()> {
    +    Python::with_gil(|py| {
    +        let fun = pyo3::wrap_pyfunction_bound!(increment, py)?;
    +
    +        let inspect = PyModule::import_bound(py, "inspect")?.getattr("signature")?;
    +        let sig: String = inspect
    +            .call1((fun,))?
    +            .call_method0("__str__")?
    +            .extract()?;
    +
    +        #[cfg(Py_3_8)]  // on 3.7 the signature doesn't render b, upstream bug?
    +        assert_eq!(sig, "(x, amount=None)");
    +
    +        Ok(())
    +    })
    +}
    +

    To make trailing Option<T> arguments required, but still accept None, add a #[pyo3(signature = (...))] annotation. For the example above, this would be #[pyo3(signature = (x, amount))]:

    +
    use pyo3::prelude::*;
    +#[pyfunction]
    +#[pyo3(signature = (x, amount))]
    +fn increment(x: u64, amount: Option<u64>) -> u64 {
    +    x + amount.unwrap_or(1)
    +}
    +
    +fn main() -> PyResult<()> {
    +    Python::with_gil(|py| {
    +        let fun = pyo3::wrap_pyfunction_bound!(increment, py)?;
    +
    +        let inspect = PyModule::import_bound(py, "inspect")?.getattr("signature")?;
    +        let sig: String = inspect
    +            .call1((fun,))?
    +            .call_method0("__str__")?
    +            .extract()?;
    +
    +        #[cfg(Py_3_8)]  // on 3.7 the signature doesn't render b, upstream bug?
    +        assert_eq!(sig, "(x, amount)");
    +
    +        Ok(())
    +    })
    +}
    +

    To help avoid confusion, PyO3 requires #[pyo3(signature = (...))] when an Option<T> argument is surrounded by arguments which aren't Option<T>.

    +

    Making the function signature available to Python

    +

    The function signature is exposed to Python via the __text_signature__ attribute. PyO3 automatically generates this for every #[pyfunction] and all #[pymethods] directly from the Rust function, taking into account any override done with the #[pyo3(signature = (...))] option.

    +

    This automatic generation can only display the value of default arguments for strings, integers, boolean types, and None. Any other default arguments will be displayed as .... (.pyi type stub files commonly also use ... for default arguments in the same way.)

    +

    In cases where the automatically-generated signature needs adjusting, it can be overridden using the #[pyo3(text_signature)] option.)

    +

    The example below creates a function add which accepts two positional-only arguments a and b, where b has a default value of zero.

    +
    use pyo3::prelude::*;
    +
    +/// This function adds two unsigned 64-bit integers.
    +#[pyfunction]
    +#[pyo3(signature = (a, b=0, /))]
    +fn add(a: u64, b: u64) -> u64 {
    +    a + b
    +}
    +
    +fn main() -> PyResult<()> {
    +    Python::with_gil(|py| {
    +        let fun = pyo3::wrap_pyfunction_bound!(add, py)?;
    +
    +        let doc: String = fun.getattr("__doc__")?.extract()?;
    +        assert_eq!(doc, "This function adds two unsigned 64-bit integers.");
    +
    +        let inspect = PyModule::import_bound(py, "inspect")?.getattr("signature")?;
    +        let sig: String = inspect
    +            .call1((fun,))?
    +            .call_method0("__str__")?
    +            .extract()?;
    +
    +        #[cfg(Py_3_8)]  // on 3.7 the signature doesn't render b, upstream bug?
    +        assert_eq!(sig, "(a, b=0, /)");
    +
    +        Ok(())
    +    })
    +}
    +

    The following IPython output demonstrates how this generated signature will be seen from Python tooling:

    +
    >>> pyo3_test.add.__text_signature__
    +'(a, b=..., /)'
    +>>> pyo3_test.add?
    +Signature: pyo3_test.add(a, b=0, /)
    +Docstring: This function adds two unsigned 64-bit integers.
    +Type:      builtin_function_or_method
    +
    +

    Overriding the generated signature

    +

    The #[pyo3(text_signature = "(<some signature>)")] attribute can be used to override the default generated signature.

    +

    In the snippet below, the text signature attribute is used to include the default value of 0 for the argument b, instead of the automatically-generated default value of ...:

    +
    use pyo3::prelude::*;
    +
    +/// This function adds two unsigned 64-bit integers.
    +#[pyfunction]
    +#[pyo3(signature = (a, b=0, /), text_signature = "(a, b=0, /)")]
    +fn add(a: u64, b: u64) -> u64 {
    +    a + b
    +}
    +
    +fn main() -> PyResult<()> {
    +    Python::with_gil(|py| {
    +        let fun = pyo3::wrap_pyfunction_bound!(add, py)?;
    +
    +        let doc: String = fun.getattr("__doc__")?.extract()?;
    +        assert_eq!(doc, "This function adds two unsigned 64-bit integers.");
    +
    +        let inspect = PyModule::import_bound(py, "inspect")?.getattr("signature")?;
    +        let sig: String = inspect
    +            .call1((fun,))?
    +            .call_method0("__str__")?
    +            .extract()?;
    +        assert_eq!(sig, "(a, b=0, /)");
    +
    +        Ok(())
    +    })
    +}
    +

    PyO3 will include the contents of the annotation unmodified as the __text_signature__. Below shows how IPython will now present this (see the default value of 0 for b):

    +
    >>> pyo3_test.add.__text_signature__
    +'(a, b=0, /)'
    +>>> pyo3_test.add?
    +Signature: pyo3_test.add(a, b=0, /)
    +Docstring: This function adds two unsigned 64-bit integers.
    +Type:      builtin_function_or_method
    +
    +

    If no signature is wanted at all, #[pyo3(text_signature = None)] will disable the built-in signature. The snippet below demonstrates use of this:

    +
    use pyo3::prelude::*;
    +
    +/// This function adds two unsigned 64-bit integers.
    +#[pyfunction]
    +#[pyo3(signature = (a, b=0, /), text_signature = None)]
    +fn add(a: u64, b: u64) -> u64 {
    +    a + b
    +}
    +
    +fn main() -> PyResult<()> {
    +    Python::with_gil(|py| {
    +        let fun = pyo3::wrap_pyfunction_bound!(add, py)?;
    +
    +        let doc: String = fun.getattr("__doc__")?.extract()?;
    +        assert_eq!(doc, "This function adds two unsigned 64-bit integers.");
    +        assert!(fun.getattr("__text_signature__")?.is_none());
    +
    +        Ok(())
    +    })
    +}
    +

    Now the function's __text_signature__ will be set to None, and IPython will not display any signature in the help:

    +
    >>> pyo3_test.add.__text_signature__ == None
    +True
    +>>> pyo3_test.add?
    +Docstring: This function adds two unsigned 64-bit integers.
    +Type:      builtin_function_or_method
    +
    + +
    + + +
    +
    + + + +
    + + + + + + + + + + + + + + + + + + +
    + + diff --git a/v0.22.1/getting-started.html b/v0.22.1/getting-started.html new file mode 100644 index 00000000000..8bec145faee --- /dev/null +++ b/v0.22.1/getting-started.html @@ -0,0 +1,358 @@ + + + + + + Getting started - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    + + + + + + + + + + + + + + + + + + + +
    + +
    + + + + + + + + +
    +
    +

    Installation

    +

    To get started using PyO3 you will need three things: a Rust toolchain, a Python environment, and a way to build. We'll cover each of these below.

    +
    +

    If you'd like to chat to the PyO3 maintainers and other PyO3 users, consider joining the PyO3 Discord server. We're keen to hear about your experience getting started, so we can make PyO3 as accessible as possible for everyone!

    +
    +

    Rust

    +

    First, make sure you have Rust installed on your system. If you haven't already done so, try following the instructions here. PyO3 runs on both the stable and nightly versions so you can choose whichever one fits you best. The minimum required Rust version is 1.63.

    +

    If you can run rustc --version and the version is new enough you're good to go!

    +

    Python

    +

    To use PyO3, you need at least Python 3.7. While you can simply use the default Python interpreter on your system, it is recommended to use a virtual environment.

    +

    Virtualenvs

    +

    While you can use any virtualenv manager you like, we recommend the use of pyenv in particular if you want to develop or test for multiple different Python versions, so that is what the examples in this book will use. The installation instructions for pyenv can be found here. (Note: To get the pyenv activate and pyenv virtualenv commands, you will also need to install the pyenv-virtualenv plugin. The pyenv installer will install both together.)

    +

    It can be useful to keep the sources used when installing using pyenv so that future debugging can see the original source files. This can be done by passing the --keep flag as part of the pyenv install command.

    +

    For example:

    +
    pyenv install 3.12 --keep
    +
    +

    Building

    +

    There are a number of build and Python package management systems such as setuptools-rust or manually. We recommend the use of maturin, which you can install here. It is developed to work with PyO3 and provides the most "batteries included" experience, especially if you are aiming to publish to PyPI. maturin is just a Python package, so you can add it in the same way you already install Python packages.

    +

    System Python:

    +
    pip install maturin --user
    +
    +

    pipx:

    +
    pipx install maturin
    +
    +

    pyenv:

    +
    pyenv activate pyo3
    +pip install maturin
    +
    +

    poetry:

    +
    poetry add -G dev maturin
    +
    +

    After installation, you can run maturin --version to check that you have correctly installed it.

    +

    Starting a new project

    +

    First you should create the folder and virtual environment that are going to contain your new project. Here we will use the recommended pyenv:

    +
    mkdir pyo3-example
    +cd pyo3-example
    +pyenv virtualenv pyo3
    +pyenv local pyo3
    +
    +

    After this, you should install your build manager. In this example, we will use maturin. After you've activated your virtualenv, add maturin to it:

    +
    pip install maturin
    +
    +

    Now you can initialize the new project:

    +
    maturin init
    +
    +

    If maturin is already installed, you can create a new project using that directly as well:

    +
    maturin new -b pyo3 pyo3-example
    +cd pyo3-example
    +pyenv virtualenv pyo3
    +pyenv local pyo3
    +
    +

    Adding to an existing project

    +

    Sadly, maturin cannot currently be run in existing projects, so if you want to use Python in an existing project you basically have two options:

    +
      +
    1. Create a new project as above and move your existing code into that project
    2. +
    3. Manually edit your project configuration as necessary
    4. +
    +

    If you opt for the second option, here are the things you need to pay attention to:

    +

    Cargo.toml

    +

    Make sure that the Rust crate you want to be able to access from Python is compiled into a library. You can have a binary output as well, but the code you want to access from Python has to be in the library part. Also, make sure that the crate type is cdylib and add PyO3 as a dependency as so:

    +
    # If you already have [package] information in `Cargo.toml`, you can ignore
    +# this section!
    +[package]
    +# `name` here is name of the package.
    +name = "pyo3_start"
    +# these are good defaults:
    +version = "0.1.0"
    +edition = "2021"
    +
    +[lib]
    +# The name of the native library. This is the name which will be used in Python to import the
    +# library (i.e. `import string_sum`). If you change this, you must also change the name of the
    +# `#[pymodule]` in `src/lib.rs`.
    +name = "pyo3_example"
    +
    +# "cdylib" is necessary to produce a shared library for Python to import from.
    +crate-type = ["cdylib"]
    +
    +[dependencies]
    +pyo3 = { version = "0.22.1", features = ["extension-module"] }
    +
    +

    pyproject.toml

    +

    You should also create a pyproject.toml with the following contents:

    +
    [build-system]
    +requires = ["maturin>=1,<2"]
    +build-backend = "maturin"
    +
    +[project]
    +name = "pyo3_example"
    +requires-python = ">=3.7"
    +classifiers = [
    +    "Programming Language :: Rust",
    +    "Programming Language :: Python :: Implementation :: CPython",
    +    "Programming Language :: Python :: Implementation :: PyPy",
    +]
    +
    +

    Running code

    +

    After this you can setup Rust code to be available in Python as below; for example, you can place this code in src/lib.rs:

    +
    use pyo3::prelude::*;
    +
    +/// Formats the sum of two numbers as string.
    +#[pyfunction]
    +fn sum_as_string(a: usize, b: usize) -> PyResult<String> {
    +    Ok((a + b).to_string())
    +}
    +
    +/// A Python module implemented in Rust. The name of this function must match
    +/// the `lib.name` setting in the `Cargo.toml`, else Python will not be able to
    +/// import the module.
    +#[pymodule]
    +fn pyo3_example(m: &Bound<'_, PyModule>) -> PyResult<()> {
    +    m.add_function(wrap_pyfunction!(sum_as_string, m)?)?;
    +    Ok(())
    +}
    +

    Now you can run maturin develop to prepare the Python package, after which you can use it like so:

    +
    $ maturin develop
    +# lots of progress output as maturin runs the compilation...
    +$ python
    +>>> import pyo3_example
    +>>> pyo3_example.sum_as_string(5, 20)
    +'25'
    +
    +

    For more instructions on how to use Python code from Rust, see the Python from Rust page.

    +

    Maturin Import Hook

    +

    In development, any changes in the code would require running maturin develop before testing. To streamline the development process, you may want to install Maturin Import Hook which will run maturin develop automatically when the library with code changes is being imported.

    + +
    + + +
    +
    + + + +
    + + + + + + + + + + + + + + + + + + +
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/dev/null +++ b/v0.22.1/index.html @@ -0,0 +1,469 @@ + + + + + + Introduction - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    + + + + + + + + + + + + + + + + + + + +
    + +
    + + + + + + + + +
    +
    +

    The PyO3 user guide

    +

    Welcome to the PyO3 user guide! This book is a companion to PyO3's API docs. It contains examples and documentation to explain all of PyO3's use cases in detail.

    +

    The rough order of material in this user guide is as follows:

    +
      +
    1. Getting started
    2. +
    3. Wrapping Rust code for use from Python
    4. +
    5. How to use Python code from Rust
    6. +
    7. Remaining topics which go into advanced concepts in detail
    8. +
    +

    Please choose from the chapters on the left to jump to individual topics, or continue below to start with PyO3's README.

    +
    +

    ⚠️ Warning: API update in progress 🛠️

    +

    PyO3 0.21 has introduced a significant new API, termed the "Bound" API after the new smart pointer Bound<T>.

    +

    While most of this guide has been updated to the new API, it is possible some stray references to the older "GIL Refs" API such as &PyAny remain.

    +
    +
    +

    PyO3

    +

    actions status +benchmark +codecov +crates.io +minimum rustc 1.63 +discord server +contributing notes

    +

    Rust bindings for Python, including tools for creating native Python extension modules. Running and interacting with Python code from a Rust binary is also supported.

    + +

    Usage

    +

    PyO3 supports the following software versions:

    +
      +
    • Python 3.7 and up (CPython, PyPy, and GraalPy)
    • +
    • Rust 1.63 and up
    • +
    +

    You can use PyO3 to write a native Python module in Rust, or to embed Python in a Rust binary. The following sections explain each of these in turn.

    +

    Using Rust from Python

    +

    PyO3 can be used to generate a native Python module. The easiest way to try this out for the first time is to use maturin. maturin is a tool for building and publishing Rust-based Python packages with minimal configuration. The following steps install maturin, use it to generate and build a new Python package, and then launch Python to import and execute a function from the package.

    +

    First, follow the commands below to create a new directory containing a new Python virtualenv, and install maturin into the virtualenv using Python's package manager, pip:

    +
    # (replace string_sum with the desired package name)
    +$ mkdir string_sum
    +$ cd string_sum
    +$ python -m venv .env
    +$ source .env/bin/activate
    +$ pip install maturin
    +
    +

    Still inside this string_sum directory, now run maturin init. This will generate the new package source. When given the choice of bindings to use, select pyo3 bindings:

    +
    $ maturin init
    +✔ 🤷 What kind of bindings to use? · pyo3
    +  ✨ Done! New project created string_sum
    +
    +

    The most important files generated by this command are Cargo.toml and lib.rs, which will look roughly like the following:

    +

    Cargo.toml

    +
    [package]
    +name = "string_sum"
    +version = "0.1.0"
    +edition = "2021"
    +
    +[lib]
    +# The name of the native library. This is the name which will be used in Python to import the
    +# library (i.e. `import string_sum`). If you change this, you must also change the name of the
    +# `#[pymodule]` in `src/lib.rs`.
    +name = "string_sum"
    +# "cdylib" is necessary to produce a shared library for Python to import from.
    +#
    +# Downstream Rust code (including code in `bin/`, `examples/`, and `tests/`) will not be able
    +# to `use string_sum;` unless the "rlib" or "lib" crate type is also included, e.g.:
    +# crate-type = ["cdylib", "rlib"]
    +crate-type = ["cdylib"]
    +
    +[dependencies]
    +pyo3 = { version = "0.22.1", features = ["extension-module"] }
    +
    +

    src/lib.rs

    +
    use pyo3::prelude::*;
    +
    +/// Formats the sum of two numbers as string.
    +#[pyfunction]
    +fn sum_as_string(a: usize, b: usize) -> PyResult<String> {
    +    Ok((a + b).to_string())
    +}
    +
    +/// A Python module implemented in Rust. The name of this function must match
    +/// the `lib.name` setting in the `Cargo.toml`, else Python will not be able to
    +/// import the module.
    +#[pymodule]
    +fn string_sum(m: &Bound<'_, PyModule>) -> PyResult<()> {
    +    m.add_function(wrap_pyfunction!(sum_as_string, m)?)?;
    +    Ok(())
    +}
    +

    Finally, run maturin develop. This will build the package and install it into the Python virtualenv previously created and activated. The package is then ready to be used from python:

    +
    $ maturin develop
    +# lots of progress output as maturin runs the compilation...
    +$ python
    +>>> import string_sum
    +>>> string_sum.sum_as_string(5, 20)
    +'25'
    +
    +

    To make changes to the package, just edit the Rust source code and then re-run maturin develop to recompile.

    +

    To run this all as a single copy-and-paste, use the bash script below (replace string_sum in the first command with the desired package name):

    +
    mkdir string_sum && cd "$_"
    +python -m venv .env
    +source .env/bin/activate
    +pip install maturin
    +maturin init --bindings pyo3
    +maturin develop
    +
    +

    If you want to be able to run cargo test or use this project in a Cargo workspace and are running into linker issues, there are some workarounds in the FAQ.

    +

    As well as with maturin, it is possible to build using setuptools-rust or manually. Both offer more flexibility than maturin but require more configuration to get started.

    +

    Using Python from Rust

    +

    To embed Python into a Rust binary, you need to ensure that your Python installation contains a shared library. The following steps demonstrate how to ensure this (for Ubuntu), and then give some example code which runs an embedded Python interpreter.

    +

    To install the Python shared library on Ubuntu:

    +
    sudo apt install python3-dev
    +
    +

    To install the Python shared library on RPM based distributions (e.g. Fedora, Red Hat, SuSE), install the python3-devel package.

    +

    Start a new project with cargo new and add pyo3 to the Cargo.toml like this:

    +
    [dependencies.pyo3]
    +version = "0.22.1"
    +features = ["auto-initialize"]
    +
    +

    Example program displaying the value of sys.version and the current user name:

    +
    use pyo3::prelude::*;
    +use pyo3::types::IntoPyDict;
    +
    +fn main() -> PyResult<()> {
    +    Python::with_gil(|py| {
    +        let sys = py.import_bound("sys")?;
    +        let version: String = sys.getattr("version")?.extract()?;
    +
    +        let locals = [("os", py.import_bound("os")?)].into_py_dict_bound(py);
    +        let code = "os.getenv('USER') or os.getenv('USERNAME') or 'Unknown'";
    +        let user: String = py.eval_bound(code, None, Some(&locals))?.extract()?;
    +
    +        println!("Hello {}, I'm Python {}", user, version);
    +        Ok(())
    +    })
    +}
    +

    The guide has a section with lots of examples +about this topic.

    +

    Tools and libraries

    +
      +
    • maturin Build and publish crates with pyo3, rust-cpython or cffi bindings as well as rust binaries as python packages
    • +
    • setuptools-rust Setuptools plugin for Rust support.
    • +
    • pyo3-built Simple macro to expose metadata obtained with the built crate as a PyDict
    • +
    • rust-numpy Rust binding of NumPy C-API
    • +
    • dict-derive Derive FromPyObject to automatically transform Python dicts into Rust structs
    • +
    • pyo3-log Bridge from Rust to Python logging
    • +
    • pythonize Serde serializer for converting Rust objects to JSON-compatible Python objects
    • +
    • pyo3-asyncio Utilities for working with Python's Asyncio library and async functions
    • +
    • rustimport Directly import Rust files or crates from Python, without manual compilation step. Provides pyo3 integration by default and generates pyo3 binding code automatically.
    • +
    • pyo3-arrow Lightweight Apache Arrow integration for pyo3.
    • +
    +

    Examples

    +
      +
    • autopy A simple, cross-platform GUI automation library for Python and Rust. +
        +
      • Contains an example of building wheels on TravisCI and appveyor using cibuildwheel
      • +
      +
    • +
    • ballista-python A Python library that binds to Apache Arrow distributed query engine Ballista.
    • +
    • bed-reader Read and write the PLINK BED format, simply and efficiently. +
        +
      • Shows Rayon/ndarray::parallel (including capturing errors, controlling thread num), Python types to Rust generics, Github Actions
      • +
      +
    • +
    • cryptography Python cryptography library with some functionality in Rust.
    • +
    • css-inline CSS inlining for Python implemented in Rust.
    • +
    • datafusion-python A Python library that binds to Apache Arrow in-memory query engine DataFusion.
    • +
    • deltalake-python Native Delta Lake Python binding based on delta-rs with Pandas integration.
    • +
    • fastbloom A fast bloom filter | counting bloom filter implemented by Rust for Rust and Python!
    • +
    • fastuuid Python bindings to Rust's UUID library.
    • +
    • feos Lightning fast thermodynamic modeling in Rust with fully developed Python interface.
    • +
    • forust A lightweight gradient boosted decision tree library written in Rust.
    • +
    • greptimedb Support Python scripting in the database
    • +
    • haem A Python library for working on Bioinformatics problems.
    • +
    • html-py-ever Using html5ever through kuchiki to speed up html parsing and css-selecting.
    • +
    • hyperjson A hyper-fast Python module for reading/writing JSON data using Rust's serde-json.
    • +
    • inline-python Inline Python code directly in your Rust code.
    • +
    • johnnycanencrypt OpenPGP library with Yubikey support.
    • +
    • jsonschema-rs Fast JSON Schema validation library.
    • +
    • mocpy Astronomical Python library offering data structures for describing any arbitrary coverage regions on the unit sphere.
    • +
    • opendal A data access layer that allows users to easily and efficiently retrieve data from various storage services in a unified way.
    • +
    • orjson Fast Python JSON library.
    • +
    • ormsgpack Fast Python msgpack library.
    • +
    • point-process High level API for pointprocesses as a Python library.
    • +
    • polaroid Hyper Fast and safe image manipulation library for Python written in Rust.
    • +
    • polars Fast multi-threaded DataFrame library in Rust | Python | Node.js.
    • +
    • pydantic-core Core validation logic for pydantic written in Rust.
    • +
    • pyheck Fast case conversion library, built by wrapping heck. +
        +
      • Quite easy to follow as there's not much code.
      • +
      +
    • +
    • pyre Fast Python HTTP server written in Rust.
    • +
    • pyreqwest_impersonate The fastest python HTTP client that can impersonate web browsers by mimicking their headers and TLS/JA3/JA4/HTTP2 fingerprints.
    • +
    • ril-py A performant and high-level image processing library for Python written in Rust.
    • +
    • river Online machine learning in python, the computationally heavy statistics algorithms are implemented in Rust.
    • +
    • rust-python-coverage Example PyO3 project with automated test coverage for Rust and Python.
    • +
    • tiktoken A fast BPE tokeniser for use with OpenAI's models.
    • +
    • tokenizers Python bindings to the Hugging Face tokenizers (NLP) written in Rust.
    • +
    • tzfpy A fast package to convert longitude/latitude to timezone name.
    • +
    • utiles Fast Python web-map tile utilities
    • +
    • wasmer-python Python library to run WebAssembly binaries.
    • +
    +

    Articles and other media

    + +

    Contributing

    +

    Everyone is welcomed to contribute to PyO3! There are many ways to support the project, such as:

    +
      +
    • help PyO3 users with issues on GitHub and Discord
    • +
    • improve documentation
    • +
    • write features and bugfixes
    • +
    • publish blogs and examples of how to use PyO3
    • +
    +

    Our contributing notes and architecture guide have more resources if you wish to volunteer time for PyO3 and are searching where to start.

    +

    If you don't have time to contribute yourself but still wish to support the project's future success, some of our maintainers have GitHub sponsorship pages:

    + +

    License

    +

    PyO3 is licensed under the Apache-2.0 license or the MIT license, at your option.

    +

    Python is licensed under the Python License.

    +

    Unless you explicitly state otherwise, any contribution intentionally submitted for inclusion in PyO3 by you, as defined in the Apache License, shall be dual-licensed as above, without any additional terms or conditions.

    +

    Deploys by Netlify

    + +
    + + +
    +
    + + + +
    + + + + + + + + + + + + + + + + + + +
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r((e=this.wrapRangeInTextNode(e,t,t+n)).previousSibling),e}},{key:"separateGroups",value:function(e,t,n,r,i){for(var o=t.length,a=1;a-1&&r(t[a],e)&&(e=this.wrapGroups(e,s,t[a].length,i))}return e}},{key:"wrapMatches",value:function(e,t,n,r,i){var o=this,a=0===t?0:t+1;this.getTextNodes(function(t){t.nodes.forEach(function(t){t=t.node;for(var i=void 0;null!==(i=e.exec(t.textContent))&&""!==i[a];){if(o.opt.separateGroups)t=o.separateGroups(t,i,a,n,r);else{if(!n(i[a],t))continue;var s=i.index;if(0!==a)for(var c=1;c + + + + + Memory management - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    + + + + + + + + + + + + + + + + + + + +
    + +
    + + + + + + + + +
    +
    +

    Memory management

    +
    +

    ⚠️ Warning: API update in progress 🛠️

    +

    PyO3 0.21 has introduced a significant new API, termed the "Bound" API after the new smart pointer Bound<T>.

    +

    This section on memory management is heavily weighted towards the now-deprecated "GIL Refs" API, which suffered from the drawbacks detailed here as well as CPU overheads.

    +

    See the smart pointer types for description on the new, simplified, memory model of the Bound API, which is built as a thin wrapper on Python reference counting.

    +
    +

    Rust and Python have very different notions of memory management. Rust has +a strict memory model with concepts of ownership, borrowing, and lifetimes, +where memory is freed at predictable points in program execution. Python has +a looser memory model in which variables are reference-counted with shared, +mutable state by default. A global interpreter lock (GIL) is needed to prevent +race conditions, and a garbage collector is needed to break reference cycles. +Memory in Python is freed eventually by the garbage collector, but not usually +in a predictable way.

    +

    PyO3 bridges the Rust and Python memory models with two different strategies for +accessing memory allocated on Python's heap from inside Rust. These are +GIL Refs such as &'py PyAny, and GIL-independent Py<Any> smart pointers.

    +

    GIL-bound memory

    +

    PyO3's GIL Refs such as &'py PyAny make PyO3 more ergonomic to +use by ensuring that their lifetime can never be longer than the duration the +Python GIL is held. This means that most of PyO3's API can assume the GIL is +held. (If PyO3 could not assume this, every PyO3 API would need to take a +Python GIL token to prove that the GIL is held.) This allows us to write +very simple and easy-to-understand programs like this:

    +
    #![allow(unused_imports)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyString;
    +fn main() -> PyResult<()> {
    +#[cfg(feature = "gil-refs")]
    +Python::with_gil(|py| -> PyResult<()> {
    +    #[allow(deprecated)] // py.eval() is part of the GIL Refs API
    +    let hello = py
    +        .eval("\"Hello World!\"", None, None)?
    +        .downcast::<PyString>()?;
    +    println!("Python says: {}", hello);
    +    Ok(())
    +})?;
    +Ok(())
    +}
    +

    Internally, calling Python::with_gil() creates a GILPool which owns the +memory pointed to by the reference. In the example above, the lifetime of the +reference hello is bound to the GILPool. When the with_gil() closure ends +the GILPool is also dropped and the Python reference counts of the variables +it owns are decreased, releasing them to the Python garbage collector. Most +of the time we don't have to think about this, but consider the following:

    +
    #![allow(unused_imports)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyString;
    +fn main() -> PyResult<()> {
    +#[cfg(feature = "gil-refs")]
    +Python::with_gil(|py| -> PyResult<()> {
    +    for _ in 0..10 {
    +        #[allow(deprecated)] // py.eval() is part of the GIL Refs API
    +        let hello = py
    +            .eval("\"Hello World!\"", None, None)?
    +            .downcast::<PyString>()?;
    +        println!("Python says: {}", hello);
    +    }
    +    // There are 10 copies of `hello` on Python's heap here.
    +    Ok(())
    +})?;
    +Ok(())
    +}
    +

    We might assume that the hello variable's memory is freed at the end of each +loop iteration, but in fact we create 10 copies of hello on Python's heap. +This may seem surprising at first, but it is completely consistent with Rust's +memory model. The hello variable is dropped at the end of each loop, but it +is only a reference to the memory owned by the GILPool, and its lifetime is +bound to the GILPool, not the for loop. The GILPool isn't dropped until +the end of the with_gil() closure, at which point the 10 copies of hello +are finally released to the Python garbage collector.

    +
    +

    ⚠️ Warning: GILPool is no longer the preferred way to manage memory with PyO3 🛠️

    +

    PyO3 0.21 has introduced a new API known as the Bound API, which doesn't have the same surprising results. Instead, each Bound<T> smart pointer releases the Python reference immediately on drop. See the smart pointer types for more details.

    +
    +

    In general we don't want unbounded memory growth during loops! One workaround +is to acquire and release the GIL with each iteration of the loop.

    +
    #![allow(unused_imports)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyString;
    +fn main() -> PyResult<()> {
    +#[cfg(feature = "gil-refs")]
    +for _ in 0..10 {
    +    Python::with_gil(|py| -> PyResult<()> {
    +        #[allow(deprecated)] // py.eval() is part of the GIL Refs API
    +        let hello = py
    +            .eval("\"Hello World!\"", None, None)?
    +            .downcast::<PyString>()?;
    +        println!("Python says: {}", hello);
    +        Ok(())
    +    })?; // only one copy of `hello` at a time
    +}
    +Ok(())
    +}
    +

    It might not be practical or performant to acquire and release the GIL so many +times. Another workaround is to work with the GILPool object directly, but +this is unsafe.

    +
    #![allow(unused_imports)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyString;
    +fn main() -> PyResult<()> {
    +#[cfg(feature = "gil-refs")]
    +Python::with_gil(|py| -> PyResult<()> {
    +    for _ in 0..10 {
    +        #[allow(deprecated)] // `new_pool` is not needed in code not using the GIL Refs API
    +        let pool = unsafe { py.new_pool() };
    +        let py = pool.python();
    +        #[allow(deprecated)] // py.eval() is part of the GIL Refs API
    +        let hello = py
    +            .eval("\"Hello World!\"", None, None)?
    +            .downcast::<PyString>()?;
    +        println!("Python says: {}", hello);
    +    }
    +    Ok(())
    +})?;
    +Ok(())
    +}
    +

    The unsafe method Python::new_pool allows you to create a nested GILPool +from which you can retrieve a new py: Python GIL token. Variables created +with this new GIL token are bound to the nested GILPool and will be released +when the nested GILPool is dropped. Here, the nested GILPool is dropped +at the end of each loop iteration, before the with_gil() closure ends.

    +

    When doing this, you must be very careful to ensure that once the GILPool is +dropped you do not retain access to any owned references created after the +GILPool was created. Read the documentation for Python::new_pool() +for more information on safety.

    +

    This memory management can also be applicable when writing extension modules. +#[pyfunction] and #[pymethods] will create a GILPool which lasts the entire +function call, releasing objects when the function returns. Most functions only create +a few objects, meaning this doesn't have a significant impact. Occasionally functions +with long complex loops may need to use Python::new_pool as shown above.

    +
    +

    ⚠️ Warning: GILPool is no longer the preferred way to manage memory with PyO3 🛠️

    +

    PyO3 0.21 has introduced a new API known as the Bound API, which doesn't have the same surprising results. Instead, each Bound<T> smart pointer releases the Python reference immediately on drop. See the smart pointer types for more details.

    +
    +

    GIL-independent memory

    +

    Sometimes we need a reference to memory on Python's heap that can outlive the +GIL. Python's Py<PyAny> is analogous to Arc<T>, but for variables whose +memory is allocated on Python's heap. Cloning a Py<PyAny> increases its +internal reference count just like cloning Arc<T>. The smart pointer can +outlive the "GIL is held" period in which it was created. It isn't magic, +though. We need to reacquire the GIL to access the memory pointed to by the +Py<PyAny>.

    +

    What happens to the memory when the last Py<PyAny> is dropped and its +reference count reaches zero? It depends whether or not we are holding the GIL.

    +
    #![allow(unused_imports)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyString;
    +fn main() -> PyResult<()> {
    +#[cfg(feature = "gil-refs")]
    +Python::with_gil(|py| -> PyResult<()> {
    +    #[allow(deprecated)] // py.eval() is part of the GIL Refs API
    +    let hello: Py<PyString> = py.eval("\"Hello World!\"", None, None)?.extract()?;
    +    #[allow(deprecated)] // as_ref is part of the GIL Refs API
    +    {
    +        println!("Python says: {}", hello.as_ref(py));
    +    }
    +    Ok(())
    +})?;
    +Ok(())
    +}
    +

    At the end of the Python::with_gil() closure hello is dropped, and then the +GIL is dropped. Since hello is dropped while the GIL is still held by the +current thread, its memory is released to the Python garbage collector +immediately.

    +

    This example wasn't very interesting. We could have just used a GIL-bound +&PyString reference. What happens when the last Py<Any> is dropped while +we are not holding the GIL?

    +
    #![allow(unused_imports, dead_code)]
    +#[cfg(not(pyo3_disable_reference_pool))] {
    +use pyo3::prelude::*;
    +use pyo3::types::PyString;
    +fn main() -> PyResult<()> {
    +#[cfg(feature = "gil-refs")]
    +{
    +let hello: Py<PyString> = Python::with_gil(|py| {
    +    #[allow(deprecated)] // py.eval() is part of the GIL Refs API
    +    py.eval("\"Hello World!\"", None, None)?.extract()
    +})?;
    +// Do some stuff...
    +// Now sometime later in the program we want to access `hello`.
    +Python::with_gil(|py| {
    +    #[allow(deprecated)]  // as_ref is part of the deprecated "GIL Refs" API.
    +    let hello = hello.as_ref(py);
    +    println!("Python says: {}", hello);
    +});
    +// Now we're done with `hello`.
    +drop(hello); // Memory *not* released here.
    +// Sometime later we need the GIL again for something...
    +Python::with_gil(|py|
    +    // Memory for `hello` is released here.
    +()
    +);
    +}
    +Ok(())
    +}
    +}
    +

    When hello is dropped nothing happens to the pointed-to memory on Python's +heap because nothing can happen if we're not holding the GIL. Fortunately, +the memory isn't leaked. If the pyo3_disable_reference_pool conditional compilation flag +is not enabled, PyO3 keeps track of the memory internally and will release it +the next time we acquire the GIL.

    +

    We can avoid the delay in releasing memory if we are careful to drop the +Py<Any> while the GIL is held.

    +
    #![allow(unused_imports)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyString;
    +fn main() -> PyResult<()> {
    +#[cfg(feature = "gil-refs")]
    +{
    +#[allow(deprecated)] // py.eval() is part of the GIL Refs API
    +let hello: Py<PyString> =
    +    Python::with_gil(|py| py.eval("\"Hello World!\"", None, None)?.extract())?;
    +// Do some stuff...
    +// Now sometime later in the program:
    +Python::with_gil(|py| {
    +    #[allow(deprecated)] // as_ref is part of the GIL Refs API
    +    {
    +        println!("Python says: {}", hello.as_ref(py));
    +    }
    +    drop(hello); // Memory released here.
    +});
    +}
    +Ok(())
    +}
    +

    We could also have used Py::into_ref(), which consumes self, instead of +Py::as_ref(). But note that in addition to being slower than as_ref(), +into_ref() binds the memory to the lifetime of the GILPool, which means +that rather than being released immediately, the memory will not be released +until the GIL is dropped.

    +
    #![allow(unused_imports)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyString;
    +fn main() -> PyResult<()> {
    +#[cfg(feature = "gil-refs")]
    +{
    +#[allow(deprecated)] // py.eval() is part of the GIL Refs API
    +let hello: Py<PyString> =
    +    Python::with_gil(|py| py.eval("\"Hello World!\"", None, None)?.extract())?;
    +// Do some stuff...
    +// Now sometime later in the program:
    +Python::with_gil(|py| {
    +    #[allow(deprecated)] // into_ref is part of the GIL Refs API
    +    {
    +        println!("Python says: {}", hello.into_ref(py));
    +    }
    +    // Memory not released yet.
    +    // Do more stuff...
    +    // Memory released here at end of `with_gil()` closure.
    +});
    +}
    +Ok(())
    +}
    + +
    + + +
    +
    + + + +
    + + + + + + + + + + + + + + + + + + +
    + + diff --git a/v0.22.1/migration.html b/v0.22.1/migration.html new file mode 100644 index 00000000000..bfbf504c0d0 --- /dev/null +++ b/v0.22.1/migration.html @@ -0,0 +1,1650 @@ + + + + + + Appendix A: Migration guide - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    + + + + + + + + + + + + + + + + + + + +
    + +
    + + + + + + + + +
    +
    +

    Migrating from older PyO3 versions

    +

    This guide can help you upgrade code through breaking changes from one PyO3 version to the next. +For a detailed list of all changes, see the CHANGELOG.

    +

    from 0.21.* to 0.22

    +

    Deprecation of implicit default for trailing optional arguments

    +
    +Click to expand +

    With pyo3 0.22 the implicit None default for trailing Option<T> type argument is deprecated. To migrate, place a #[pyo3(signature = (...))] attribute on affected functions or methods and specify the desired behavior. +The migration warning specifies the corresponding signature to keep the current behavior. With 0.23 the signature will be required for any function containing Option<T> type parameters to prevent accidental +and unnoticed changes in behavior. With 0.24 this restriction will be lifted again and Option<T> type arguments will be treated as any other argument without special handling.

    +

    Before:

    +
    #![allow(deprecated, dead_code)]
    +use pyo3::prelude::*;
    +#[pyfunction]
    +fn increment(x: u64, amount: Option<u64>) -> u64 {
    +    x + amount.unwrap_or(1)
    +}
    +

    After:

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +#[pyfunction]
    +#[pyo3(signature = (x, amount=None))]
    +fn increment(x: u64, amount: Option<u64>) -> u64 {
    +    x + amount.unwrap_or(1)
    +}
    +
    +

    Py::clone is now gated behind the py-clone feature

    +
    +Click to expand +If you rely on `impl Clone for Py` to fulfil trait requirements imposed by existing Rust code written without PyO3-based code in mind, the newly introduced feature `py-clone` must be enabled. +

    However, take care to note that the behaviour is different from previous versions. If Clone was called without the GIL being held, we tried to delay the application of these reference count increments until PyO3-based code would re-acquire it. This turned out to be impossible to implement in a sound manner and hence was removed. Now, if Clone is called without the GIL being held, we panic instead for which calling code might not be prepared.

    +

    Related to this, we also added a pyo3_disable_reference_pool conditional compilation flag which removes the infrastructure necessary to apply delayed reference count decrements implied by impl<T> Drop for Py<T>. They do not appear to be a soundness hazard as they should lead to memory leaks in the worst case. However, the global synchronization adds significant overhead to cross the Python-Rust boundary. Enabling this feature will remove these costs and make the Drop implementation abort the process if called without the GIL being held instead.

    +
    +

    Require explicit opt-in for comparison for simple enums

    +
    +Click to expand +

    With pyo3 0.22 the new #[pyo3(eq)] options allows automatic implementation of Python equality using Rust's PartialEq. Previously simple enums automatically implemented equality in terms of their discriminants. To make PyO3 more consistent, this automatic equality implementation is deprecated in favour of having opt-ins for all #[pyclass] types. Similarly, simple enums supported comparison with integers, which is not covered by Rust's PartialEq derive, so has been split out into the #[pyo3(eq_int)] attribute.

    +

    To migrate, place a #[pyo3(eq, eq_int)] attribute on simple enum classes.

    +

    Before:

    +
    #![allow(deprecated, dead_code)]
    +use pyo3::prelude::*;
    +#[pyclass]
    +enum SimpleEnum {
    +    VariantA,
    +    VariantB = 42,
    +}
    +

    After:

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +#[pyclass(eq, eq_int)]
    +#[derive(PartialEq)]
    +enum SimpleEnum {
    +    VariantA,
    +    VariantB = 42,
    +}
    +
    +

    PyType::name reworked to better match Python __name__

    +
    +Click to expand +

    This function previously would try to read directly from Python type objects' C API field (tp_name), in which case it +would return a Cow::Borrowed. However the contents of tp_name don't have well-defined semantics.

    +

    Instead PyType::name() now returns the equivalent of Python __name__ and returns PyResult<Bound<'py, PyString>>.

    +

    The closest equivalent to PyO3 0.21's version of PyType::name() has been introduced as a new function PyType::fully_qualified_name(), +which is equivalent to __module__ and __qualname__ joined as module.qualname.

    +

    Before:

    +
    #![allow(deprecated, dead_code)]
    +use pyo3::prelude::*;
    +use pyo3::types::{PyBool};
    +fn main() -> PyResult<()> {
    +Python::with_gil(|py| {
    +    let bool_type = py.get_type_bound::<PyBool>();
    +    let name = bool_type.name()?.into_owned();
    +    println!("Hello, {}", name);
    +
    +    let mut name_upper = bool_type.name()?;
    +    name_upper.to_mut().make_ascii_uppercase();
    +    println!("Hello, {}", name_upper);
    +
    +    Ok(())
    +})
    +}
    +

    After:

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +use pyo3::types::{PyBool};
    +fn main() -> PyResult<()> {
    +Python::with_gil(|py| {
    +    let bool_type = py.get_type_bound::<PyBool>();
    +    let name = bool_type.name()?;
    +    println!("Hello, {}", name);
    +
    +    // (if the full dotted path was desired, switch from `name()` to `fully_qualified_name()`)
    +    let mut name_upper = bool_type.fully_qualified_name()?.to_string();
    +    name_upper.make_ascii_uppercase();
    +    println!("Hello, {}", name_upper);
    +
    +    Ok(())
    +})
    +}
    +
    +

    from 0.20.* to 0.21

    +
    +Click to expand +

    PyO3 0.21 introduces a new Bound<'py, T> smart pointer which replaces the existing "GIL Refs" API to interact with Python objects. For example, in PyO3 0.20 the reference &'py PyAny would be used to interact with Python objects. In PyO3 0.21 the updated type is Bound<'py, PyAny>. Making this change moves Rust ownership semantics out of PyO3's internals and into user code. This change fixes a known soundness edge case of interaction with gevent as well as improves CPU and memory performance. For a full history of discussion see https://github.com/PyO3/pyo3/issues/3382.

    +

    The "GIL Ref" &'py PyAny and similar types such as &'py PyDict continue to be available as a deprecated API. Due to the advantages of the new API it is advised that all users make the effort to upgrade as soon as possible.

    +

    In addition to the major API type overhaul, PyO3 has needed to make a few small breaking adjustments to other APIs to close correctness and soundness gaps.

    +

    The recommended steps to update to PyO3 0.21 is as follows:

    +
      +
    1. Enable the gil-refs feature to silence deprecations related to the API change
    2. +
    3. Fix all other PyO3 0.21 migration steps
    4. +
    5. Disable the gil-refs feature and migrate off the deprecated APIs
    6. +
    +

    The following sections are laid out in this order.

    +
    +

    Enable the gil-refs feature

    +
    +Click to expand +

    To make the transition for the PyO3 ecosystem away from the GIL Refs API as smooth as possible, in PyO3 0.21 no APIs consuming or producing GIL Refs have been altered. Instead, variants using Bound<T> smart pointers have been introduced, for example PyTuple::new_bound which returns Bound<PyTuple> is the replacement form of PyTuple::new. The GIL Ref APIs have been deprecated, but to make migration easier it is possible to disable these deprecation warnings by enabling the gil-refs feature.

    +
    +

    The one single exception where an existing API was changed in-place is the pyo3::intern! macro. Almost all uses of this macro did not need to update code to account it changing to return &Bound<PyString> immediately, and adding an intern_bound! replacement was perceived as adding more work for users.

    +
    +

    It is recommended that users do this as a first step of updating to PyO3 0.21 so that the deprecation warnings do not get in the way of resolving the rest of the migration steps.

    +

    Before:

    +
    # Cargo.toml
    +[dependencies]
    +pyo3 = "0.20"
    +
    +

    After:

    +
    # Cargo.toml
    +[dependencies]
    +pyo3 = { version = "0.21", features = ["gil-refs"] }
    +
    +
    +

    PyTypeInfo and PyTryFrom have been adjusted

    +
    +Click to expand +

    The PyTryFrom trait has aged poorly, its try_from method now conflicts with TryFrom::try_from in the 2021 edition prelude. A lot of its functionality was also duplicated with PyTypeInfo.

    +

    To tighten up the PyO3 traits as part of the deprecation of the GIL Refs API the PyTypeInfo trait has had a simpler companion PyTypeCheck. The methods PyAny::downcast and PyAny::downcast_exact no longer use PyTryFrom as a bound, instead using PyTypeCheck and PyTypeInfo respectively.

    +

    To migrate, switch all type casts to use obj.downcast() instead of try_from(obj) (and similar for downcast_exact).

    +

    Before:

    +
    #![allow(deprecated)]
    +use pyo3::prelude::*;
    +use pyo3::types::{PyInt, PyList};
    +fn main() -> PyResult<()> {
    +Python::with_gil(|py| {
    +    let list = PyList::new(py, 0..5);
    +    let b = <PyInt as PyTryFrom>::try_from(list.get_item(0).unwrap())?;
    +    Ok(())
    +})
    +}
    +

    After:

    +
    use pyo3::prelude::*;
    +use pyo3::types::{PyInt, PyList};
    +fn main() -> PyResult<()> {
    +Python::with_gil(|py| {
    +    // Note that PyList::new is deprecated for PyList::new_bound as part of the GIL Refs API removal,
    +    // see the section below on migration to Bound<T>.
    +    #[allow(deprecated)]
    +    let list = PyList::new(py, 0..5);
    +    let b = list.get_item(0).unwrap().downcast::<PyInt>()?;
    +    Ok(())
    +})
    +}
    +
    +

    Iter(A)NextOutput are deprecated

    +
    +Click to expand +

    The __next__ and __anext__ magic methods can now return any type convertible into Python objects directly just like all other #[pymethods]. The IterNextOutput used by __next__ and IterANextOutput used by __anext__ are subsequently deprecated. Most importantly, this change allows returning an awaitable from __anext__ without non-sensically wrapping it into Yield or Some. Only the return types Option<T> and Result<Option<T>, E> are still handled in a special manner where Some(val) yields val and None stops iteration.

    +

    Starting with an implementation of a Python iterator using IterNextOutput, e.g.

    +
    #![allow(deprecated)]
    +use pyo3::prelude::*;
    +use pyo3::iter::IterNextOutput;
    +
    +#[pyclass]
    +struct PyClassIter {
    +    count: usize,
    +}
    +
    +#[pymethods]
    +impl PyClassIter {
    +    fn __next__(&mut self) -> IterNextOutput<usize, &'static str> {
    +        if self.count < 5 {
    +            self.count += 1;
    +            IterNextOutput::Yield(self.count)
    +        } else {
    +            IterNextOutput::Return("done")
    +        }
    +    }
    +}
    +

    If returning "done" via StopIteration is not really required, this should be written as

    +
    use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct PyClassIter {
    +    count: usize,
    +}
    +
    +#[pymethods]
    +impl PyClassIter {
    +    fn __next__(&mut self) -> Option<usize> {
    +        if self.count < 5 {
    +            self.count += 1;
    +            Some(self.count)
    +        } else {
    +            None
    +        }
    +    }
    +}
    +

    This form also has additional benefits: It has already worked in previous PyO3 versions, it matches the signature of Rust's Iterator trait and it allows using a fast path in CPython which completely avoids the cost of raising a StopIteration exception. Note that using Option::transpose and the Result<Option<T>, E> variant, this form can also be used to wrap fallible iterators.

    +

    Alternatively, the implementation can also be done as it would in Python itself, i.e. by "raising" a StopIteration exception

    +
    use pyo3::prelude::*;
    +use pyo3::exceptions::PyStopIteration;
    +
    +#[pyclass]
    +struct PyClassIter {
    +    count: usize,
    +}
    +
    +#[pymethods]
    +impl PyClassIter {
    +    fn __next__(&mut self) -> PyResult<usize> {
    +        if self.count < 5 {
    +            self.count += 1;
    +            Ok(self.count)
    +        } else {
    +            Err(PyStopIteration::new_err("done"))
    +        }
    +    }
    +}
    +

    Finally, an asynchronous iterator can directly return an awaitable without confusing wrapping

    +
    use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct PyClassAwaitable {
    +    number: usize,
    +}
    +
    +#[pymethods]
    +impl PyClassAwaitable {
    +    fn __next__(&self) -> usize {
    +        self.number
    +    }
    +
    +    fn __await__(slf: Py<Self>) -> Py<Self> {
    +        slf
    +    }
    +}
    +
    +#[pyclass]
    +struct PyClassAsyncIter {
    +    number: usize,
    +}
    +
    +#[pymethods]
    +impl PyClassAsyncIter {
    +    fn __anext__(&mut self) -> PyClassAwaitable {
    +        self.number += 1;
    +        PyClassAwaitable {
    +            number: self.number,
    +        }
    +    }
    +
    +    fn __aiter__(slf: Py<Self>) -> Py<Self> {
    +        slf
    +    }
    +}
    +
    +

    PyType::name has been renamed to PyType::qualname

    +
    +Click to expand +

    PyType::name has been renamed to PyType::qualname to indicate that it does indeed return the qualified name, matching the __qualname__ attribute. The newly added PyType::name yields the full name including the module name now which corresponds to __module__.__name__ on the level of attributes.

    +
    +

    PyCell has been deprecated

    +
    +Click to expand +

    Interactions with Python objects implemented in Rust no longer need to go though PyCell<T>. Instead iteractions with Python object now consistently go through Bound<T> or Py<T> independently of whether T is native Python object or a #[pyclass] implemented in Rust. Use Bound::new or Py::new respectively to create and Bound::borrow(_mut) / Py::borrow(_mut) to borrow the Rust object.

    +
    +

    Migrating from the GIL Refs API to Bound<T>

    +
    +Click to expand +

    To minimise breakage of code using the GIL Refs API, the Bound<T> smart pointer has been introduced by adding complements to all functions which accept or return GIL Refs. This allows code to migrate by replacing the deprecated APIs with the new ones.

    +

    To identify what to migrate, temporarily switch off the gil-refs feature to see deprecation warnings on almost all uses of APIs accepting and producing GIL Refs . Over one or more PRs it should be possible to follow the deprecation hints to update code. Depending on your development environment, switching off the gil-refs feature may introduce some very targeted breakages, so you may need to fixup those first.

    +

    For example, the following APIs have gained updated variants:

    +
      +
    • PyList::new, PyTyple::new and similar constructors have replacements PyList::new_bound, PyTuple::new_bound etc.
    • +
    • FromPyObject::extract has a new FromPyObject::extract_bound (see the section below)
    • +
    • The PyTypeInfo trait has had new _bound methods added to accept / return Bound<T>.
    • +
    +

    Because the new Bound<T> API brings ownership out of the PyO3 framework and into user code, there are a few places where user code is expected to need to adjust while switching to the new API:

    +
      +
    • Code will need to add the occasional & to borrow the new smart pointer as &Bound<T> to pass these types around (or use .clone() at the very small cost of increasing the Python reference count)
    • +
    • Bound<PyList> and Bound<PyTuple> cannot support indexing with list[0], you should use list.get_item(0) instead.
    • +
    • Bound<PyTuple>::iter_borrowed is slightly more efficient than Bound<PyTuple>::iter. The default iteration of Bound<PyTuple> cannot return borrowed references because Rust does not (yet) have "lending iterators". Similarly Bound<PyTuple>::get_borrowed_item is more efficient than Bound<PyTuple>::get_item for the same reason.
    • +
    • &Bound<T> does not implement FromPyObject (although it might be possible to do this in the future once the GIL Refs API is completely removed). Use bound_any.downcast::<T>() instead of bound_any.extract::<&Bound<T>>().
    • +
    • Bound<PyString>::to_str now borrows from the Bound<PyString> rather than from the 'py lifetime, so code will need to store the smart pointer as a value in some cases where previously &PyString was just used as a temporary. (There are some more details relating to this in the section below.)
    • +
    • .extract::<&str>() now borrows from the source Python object. The simplest way to update is to change to .extract::<PyBackedStr>(), which retains ownership of the Python reference. See more information in the section on deactivating the gil-refs feature.
    • +
    +

    To convert between &PyAny and &Bound<PyAny> use the as_borrowed() method:

    +
    let gil_ref: &PyAny = ...;
    +let bound: &Bound<PyAny> = &gil_ref.as_borrowed();
    +

    To convert between Py<T> and Bound<T> use the bind() / into_bound() methods, and as_unbound() / unbind() to go back from Bound<T> to Py<T>.

    +
    let obj: Py<PyList> = ...;
    +let bound: &Bound<'py, PyList> = obj.bind(py);
    +let bound: Bound<'py, PyList> = obj.into_bound(py);
    +
    +let obj: &Py<PyList> = bound.as_unbound();
    +let obj: Py<PyList> = bound.unbind();
    +
    +

    ⚠️ Warning: dangling pointer trap 💣

    +
    +

    Because of the ownership changes, code which uses .as_ptr() to convert &PyAny and other GIL Refs to a *mut pyo3_ffi::PyObject should take care to avoid creating dangling pointers now that Bound<PyAny> carries ownership.

    +

    For example, the following pattern with Option<&PyAny> can easily create a dangling pointer when migrating to the Bound<PyAny> smart pointer:

    +
    let opt: Option<&PyAny> = ...;
    +let p: *mut ffi::PyObject = opt.map_or(std::ptr::null_mut(), |any| any.as_ptr());
    +

    The correct way to migrate this code is to use .as_ref() to avoid dropping the Bound<PyAny> in the map_or closure:

    +
    let opt: Option<Bound<PyAny>> = ...;
    +let p: *mut ffi::PyObject = opt.as_ref().map_or(std::ptr::null_mut(), Bound::as_ptr);
    +
    +
    +

    Migrating FromPyObject implementations

    +

    FromPyObject has had a new method extract_bound which takes &Bound<'py, PyAny> as an argument instead of &PyAny. Both extract and extract_bound have been given default implementations in terms of the other, to avoid breaking code immediately on update to 0.21.

    +

    All implementations of FromPyObject should be switched from extract to extract_bound.

    +

    Before:

    +
    impl<'py> FromPyObject<'py> for MyType {
    +    fn extract(obj: &'py PyAny) -> PyResult<Self> {
    +        /* ... */
    +    }
    +}
    +

    After:

    +
    impl<'py> FromPyObject<'py> for MyType {
    +    fn extract_bound(obj: &Bound<'py, PyAny>) -> PyResult<Self> {
    +        /* ... */
    +    }
    +}
    +

    The expectation is that in 0.22 extract_bound will have the default implementation removed and in 0.23 extract will be removed.

    +

    Cases where PyO3 cannot emit GIL Ref deprecation warnings

    +

    Despite a large amount of deprecations warnings produced by PyO3 to aid with the transition from GIL Refs to the Bound API, there are a few cases where PyO3 cannot automatically warn on uses of GIL Refs. It is worth checking for these cases manually after the deprecation warnings have all been addressed:

    +
      +
    • Individual implementations of the FromPyObject trait cannot be deprecated, so PyO3 cannot warn about uses of code patterns like .extract<&PyAny>() which produce a GIL Ref.
    • +
    • GIL Refs in #[pyfunction] arguments emit a warning, but if the GIL Ref is wrapped inside another container such as Vec<&PyAny> then PyO3 cannot warn against this.
    • +
    • The wrap_pyfunction!(function)(py) deferred argument form of the wrap_pyfunction macro taking py: Python<'py> produces a GIL Ref, and due to limitations in type inference PyO3 cannot warn against this specific case.
    • +
    +
    +

    Deactivating the gil-refs feature

    +
    +Click to expand +

    As a final step of migration, deactivating the gil-refs feature will set up code for best performance and is intended to set up a forward-compatible API for PyO3 0.22.

    +

    At this point code that needed to manage GIL Ref memory can safely remove uses of GILPool (which are constructed by calls to Python::new_pool and Python::with_pool). Deprecation warnings will highlight these cases.

    +

    There is just one case of code that changes upon disabling these features: FromPyObject trait implementations for types that borrow directly from the input data cannot be implemented by PyO3 without GIL Refs (while the GIL Refs API is in the process of being removed). The main types affected are &str, Cow<'_, str>, &[u8], Cow<'_, u8>.

    +

    To make PyO3's core functionality continue to work while the GIL Refs API is in the process of being removed, disabling the gil-refs feature moves the implementations of FromPyObject for &str, Cow<'_, str>, &[u8], Cow<'_, u8> to a new temporary trait FromPyObjectBound. This trait is the expected future form of FromPyObject and has an additional lifetime 'a to enable these types to borrow data from Python objects.

    +

    PyO3 0.21 has introduced the PyBackedStr and PyBackedBytes types to help with this case. The easiest way to avoid lifetime challenges from extracting &str is to use these. For more complex types like Vec<&str>, is now impossible to extract directly from a Python object and Vec<PyBackedStr> is the recommended upgrade path.

    +

    A key thing to note here is because extracting to these types now ties them to the input lifetime, some extremely common patterns may need to be split into multiple Rust lines. For example, the following snippet of calling .extract::<&str>() directly on the result of .getattr() needs to be adjusted when deactivating the gil-refs feature.

    +

    Before:

    +
    #[cfg(feature = "gil-refs")] {
    +use pyo3::prelude::*;
    +use pyo3::types::{PyList, PyType};
    +fn example<'py>(py: Python<'py>) -> PyResult<()> {
    +#[allow(deprecated)] // GIL Ref API
    +let obj: &'py PyType = py.get_type::<PyList>();
    +let name: &'py str = obj.getattr("__name__")?.extract()?;
    +assert_eq!(name, "list");
    +Ok(())
    +}
    +Python::with_gil(example).unwrap();
    +}
    +

    After:

    +
    #[cfg(any(not(Py_LIMITED_API), Py_3_10))] {
    +use pyo3::prelude::*;
    +use pyo3::types::{PyList, PyType};
    +fn example<'py>(py: Python<'py>) -> PyResult<()> {
    +let obj: Bound<'py, PyType> = py.get_type_bound::<PyList>();
    +let name_obj: Bound<'py, PyAny> = obj.getattr("__name__")?;
    +// the lifetime of the data is no longer `'py` but the much shorter
    +// lifetime of the `name_obj` smart pointer above
    +let name: &'_ str = name_obj.extract()?;
    +assert_eq!(name, "list");
    +Ok(())
    +}
    +Python::with_gil(example).unwrap();
    +}
    +

    To avoid needing to worry about lifetimes at all, it is also possible to use the new PyBackedStr type, which stores a reference to the Python str without a lifetime attachment. In particular, PyBackedStr helps for abi3 builds for Python older than 3.10. Due to limitations in the abi3 CPython API for those older versions, PyO3 cannot offer a FromPyObjectBound implementation for &str on those versions. The easiest way to migrate for older abi3 builds is to replace any cases of .extract::<&str>() with .extract::<PyBackedStr>(). Alternatively, use .extract::<Cow<str>>(), .extract::<String>() to copy the data into Rust.

    +

    The following example uses the same snippet as those just above, but this time the final extracted type is PyBackedStr:

    +
    use pyo3::prelude::*;
    +use pyo3::types::{PyList, PyType};
    +fn example<'py>(py: Python<'py>) -> PyResult<()> {
    +use pyo3::pybacked::PyBackedStr;
    +let obj: Bound<'py, PyType> = py.get_type_bound::<PyList>();
    +let name: PyBackedStr = obj.getattr("__name__")?.extract()?;
    +assert_eq!(&*name, "list");
    +Ok(())
    +}
    +Python::with_gil(example).unwrap();
    +

    from 0.19.* to 0.20

    +

    Drop support for older technologies

    +
    +Click to expand +

    PyO3 0.20 has increased minimum Rust version to 1.56. This enables use of newer language features and simplifies maintenance of the project.

    +
    +

    PyDict::get_item now returns a Result

    +
    +Click to expand +

    PyDict::get_item in PyO3 0.19 and older was implemented using a Python API which would suppress all exceptions and return None in those cases. This included errors in __hash__ and __eq__ implementations of the key being looked up.

    +

    Newer recommendations by the Python core developers advise against using these APIs which suppress exceptions, instead allowing exceptions to bubble upwards. PyDict::get_item_with_error already implemented this recommended behavior, so that API has been renamed to PyDict::get_item.

    +

    Before:

    +
    use pyo3::prelude::*;
    +use pyo3::exceptions::PyTypeError;
    +use pyo3::types::{PyDict, IntoPyDict};
    +
    +fn main() {
    +let _ =
    +Python::with_gil(|py| {
    +    let dict: &PyDict = [("a", 1)].into_py_dict(py);
    +    // `a` is in the dictionary, with value 1
    +    assert!(dict.get_item("a").map_or(Ok(false), |x| x.eq(1))?);
    +    // `b` is not in the dictionary
    +    assert!(dict.get_item("b").is_none());
    +    // `dict` is not hashable, so this fails with a `TypeError`
    +    assert!(dict
    +        .get_item_with_error(dict)
    +        .unwrap_err()
    +        .is_instance_of::<PyTypeError>(py));
    +});
    +}
    +

    After:

    +
    use pyo3::prelude::*;
    +use pyo3::exceptions::PyTypeError;
    +use pyo3::types::{PyDict, IntoPyDict};
    +
    +fn main() {
    +let _ =
    +Python::with_gil(|py| -> PyResult<()> {
    +    let dict: &PyDict = [("a", 1)].into_py_dict(py);
    +    // `a` is in the dictionary, with value 1
    +    assert!(dict.get_item("a")?.map_or(Ok(false), |x| x.eq(1))?);
    +    // `b` is not in the dictionary
    +    assert!(dict.get_item("b")?.is_none());
    +    // `dict` is not hashable, so this fails with a `TypeError`
    +    assert!(dict
    +        .get_item(dict)
    +        .unwrap_err()
    +        .is_instance_of::<PyTypeError>(py));
    +
    +    Ok(())
    +});
    +}
    +
    +

    Required arguments are no longer accepted after optional arguments

    +
    +Click to expand +

    Trailing Option<T> arguments have an automatic default of None. To avoid unwanted changes when modifying function signatures, in PyO3 0.18 it was deprecated to have a required argument after an Option<T> argument without using #[pyo3(signature = (...))] to specify the intended defaults. In PyO3 0.20, this becomes a hard error.

    +

    Before:

    +
    #[pyfunction]
    +fn x_or_y(x: Option<u64>, y: u64) -> u64 {
    +    x.unwrap_or(y)
    +}
    +

    After:

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +
    +#[pyfunction]
    +#[pyo3(signature = (x, y))] // both x and y have no defaults and are required
    +fn x_or_y(x: Option<u64>, y: u64) -> u64 {
    +    x.unwrap_or(y)
    +}
    +
    +

    Remove deprecated function forms

    +
    +Click to expand +

    In PyO3 0.18 the #[args] attribute for #[pymethods], and directly specifying the function signature in #[pyfunction], was deprecated. This functionality has been removed in PyO3 0.20.

    +

    Before:

    +
    #[pyfunction]
    +#[pyo3(a, b = "0", "/")]
    +fn add(a: u64, b: u64) -> u64 {
    +    a + b
    +}
    +

    After:

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +
    +#[pyfunction]
    +#[pyo3(signature = (a, b=0, /))]
    +fn add(a: u64, b: u64) -> u64 {
    +    a + b
    +}
    +
    +

    IntoPyPointer trait removed

    +
    +Click to expand +

    The trait IntoPyPointer, which provided the into_ptr method on many types, has been removed. into_ptr is now available as an inherent method on all types that previously implemented this trait.

    +
    +

    AsPyPointer now unsafe trait

    +
    +Click to expand +

    The trait AsPyPointer is now unsafe trait, meaning any external implementation of it must be marked as unsafe impl, and ensure that they uphold the invariant of returning valid pointers.

    +
    +

    from 0.18.* to 0.19

    +

    Access to Python inside __traverse__ implementations are now forbidden

    +
    +Click to expand +

    During __traverse__ implementations for Python's Garbage Collection it is forbidden to do anything other than visit the members of the #[pyclass] being traversed. This means making Python function calls or other API calls are forbidden.

    +

    Previous versions of PyO3 would allow access to Python (e.g. via Python::with_gil), which could cause the Python interpreter to crash or otherwise confuse the garbage collection algorithm.

    +

    Attempts to acquire the GIL will now panic. See #3165 for more detail.

    +
    use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct SomeClass {}
    +
    +impl SomeClass {
    +    fn __traverse__(&self, pyo3::class::gc::PyVisit<'_>) -> Result<(), pyo3::class::gc::PyTraverseError>` {
    +        Python::with_gil(|| { /*...*/ })  // ERROR: this will panic
    +    }
    +}
    +
    +

    Smarter anyhow::Error / eyre::Report conversion when inner error is "simple" PyErr

    +
    +Click to expand +

    When converting from anyhow::Error or eyre::Report to PyErr, if the inner error is a "simple" PyErr (with no source error), then the inner error will be used directly as the PyErr instead of wrapping it in a new PyRuntimeError with the original information converted into a string.

    +
    #[cfg(feature = "anyhow")]
    +#[allow(dead_code)]
    +mod anyhow_only {
    +use pyo3::prelude::*;
    +use pyo3::exceptions::PyValueError;
    +#[pyfunction]
    +fn raise_err() -> anyhow::Result<()> {
    +    Err(PyValueError::new_err("original error message").into())
    +}
    +
    +fn main() {
    +    Python::with_gil(|py| {
    +        let rs_func = wrap_pyfunction!(raise_err, py).unwrap();
    +        pyo3::py_run!(
    +            py,
    +            rs_func,
    +            r"
    +        try:
    +            rs_func()
    +        except Exception as e:
    +            print(repr(e))
    +        "
    +        );
    +    })
    +}
    +}
    +

    Before, the above code would have printed RuntimeError('ValueError: original error message'), which might be confusing.

    +

    After, the same code will print ValueError: original error message, which is more straightforward.

    +

    However, if the anyhow::Error or eyre::Report has a source, then the original exception will still be wrapped in a PyRuntimeError.

    +
    +

    The deprecated Python::acquire_gil was removed and Python::with_gil must be used instead

    +
    +Click to expand +

    While the API provided by Python::acquire_gil seems convenient, it is somewhat brittle as the design of the GIL token Python relies on proper nesting and panics if not used correctly, e.g.

    +
    #![allow(dead_code, deprecated)]
    +use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct SomeClass {}
    +
    +struct ObjectAndGuard {
    +    object: Py<SomeClass>,
    +    guard: GILGuard,
    +}
    +
    +impl ObjectAndGuard {
    +    fn new() -> Self {
    +        let guard = Python::acquire_gil();
    +        let object = Py::new(guard.python(), SomeClass {}).unwrap();
    +
    +        Self { object, guard }
    +    }
    +}
    +
    +let first = ObjectAndGuard::new();
    +let second = ObjectAndGuard::new();
    +// Panics because the guard within `second` is still alive.
    +drop(first);
    +drop(second);
    +

    The replacement is Python::with_gil which is more cumbersome but enforces the proper nesting by design, e.g.

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct SomeClass {}
    +
    +struct Object {
    +    object: Py<SomeClass>,
    +}
    +
    +impl Object {
    +    fn new(py: Python<'_>) -> Self {
    +        let object = Py::new(py, SomeClass {}).unwrap();
    +
    +        Self { object }
    +    }
    +}
    +
    +// It either forces us to release the GIL before aquiring it again.
    +let first = Python::with_gil(|py| Object::new(py));
    +let second = Python::with_gil(|py| Object::new(py));
    +drop(first);
    +drop(second);
    +
    +// Or it ensures releasing the inner lock before the outer one.
    +Python::with_gil(|py| {
    +    let first = Object::new(py);
    +    let second = Python::with_gil(|py| Object::new(py));
    +    drop(first);
    +    drop(second);
    +});
    +

    Furthermore, Python::acquire_gil provides ownership of a GILGuard which can be freely stored and passed around. This is usually not helpful as it may keep the lock held for a long time thereby blocking progress in other parts of the program. Due to the generative lifetime attached to the GIL token supplied by Python::with_gil, the problem is avoided as the GIL token can only be passed down the call chain. Often, this issue can also be avoided entirely as any GIL-bound reference &'py PyAny implies access to a GIL token Python<'py> via the PyAny::py method.

    +
    +

    from 0.17.* to 0.18

    +

    Required arguments after Option<_> arguments will no longer be automatically inferred

    +
    +Click to expand +

    In #[pyfunction] and #[pymethods], if a "required" function input such as i32 came after an Option<_> input, then the Option<_> would be implicitly treated as required. (All trailing Option<_> arguments were treated as optional with a default value of None).

    +

    Starting with PyO3 0.18, this is deprecated and a future PyO3 version will require a #[pyo3(signature = (...))] option to explicitly declare the programmer's intention.

    +

    Before, x in the below example would be required to be passed from Python code:

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +
    +#[pyfunction]
    +fn required_argument_after_option(x: Option<i32>, y: i32) {}
    +

    After, specify the intended Python signature explicitly:

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +
    +// If x really was intended to be required
    +#[pyfunction(signature = (x, y))]
    +fn required_argument_after_option_a(x: Option<i32>, y: i32) {}
    +
    +// If x was intended to be optional, y needs a default too
    +#[pyfunction(signature = (x=None, y=0))]
    +fn required_argument_after_option_b(x: Option<i32>, y: i32) {}
    +
    +

    __text_signature__ is now automatically generated for #[pyfunction] and #[pymethods]

    +
    +Click to expand +

    The #[pyo3(text_signature = "...")] option was previously the only supported way to set the __text_signature__ attribute on generated Python functions.

    +

    PyO3 is now able to automatically populate __text_signature__ for all functions automatically based on their Rust signature (or the new #[pyo3(signature = (...))] option). These automatically-generated __text_signature__ values will currently only render ... for all default values. Many #[pyo3(text_signature = "...")] options can be removed from functions when updating to PyO3 0.18, however in cases with default values a manual implementation may still be preferred for now.

    +

    As examples:

    +
    use pyo3::prelude::*;
    +
    +// The `text_signature` option here is no longer necessary, as PyO3 will automatically
    +// generate exactly the same value.
    +#[pyfunction(text_signature = "(a, b, c)")]
    +fn simple_function(a: i32, b: i32, c: i32) {}
    +
    +// The `text_signature` still provides value here as of PyO3 0.18, because the automatically
    +// generated signature would be "(a, b=..., c=...)".
    +#[pyfunction(signature = (a, b = 1, c = 2), text_signature = "(a, b=1, c=2)")]
    +fn function_with_defaults(a: i32, b: i32, c: i32) {}
    +
    +fn main() {
    +    Python::with_gil(|py| {
    +        let simple = wrap_pyfunction_bound!(simple_function, py).unwrap();
    +        assert_eq!(simple.getattr("__text_signature__").unwrap().to_string(), "(a, b, c)");
    +        let defaulted = wrap_pyfunction_bound!(function_with_defaults, py).unwrap();
    +        assert_eq!(defaulted.getattr("__text_signature__").unwrap().to_string(), "(a, b=1, c=2)");
    +    })
    +}
    +
    +

    from 0.16.* to 0.17

    +

    Type checks have been changed for PyMapping and PySequence types

    +
    +Click to expand +

    Previously the type checks for PyMapping and PySequence (implemented in PyTryFrom) +used the Python C-API functions PyMapping_Check and PySequence_Check. +Unfortunately these functions are not sufficient for distinguishing such types, +leading to inconsistent behavior (see +pyo3/pyo3#2072).

    +

    PyO3 0.17 changes these downcast checks to explicitly test if the type is a +subclass of the corresponding abstract base class collections.abc.Mapping or +collections.abc.Sequence. Note this requires calling into Python, which may +incur a performance penalty over the previous method. If this performance +penalty is a problem, you may be able to perform your own checks and use +try_from_unchecked (unsafe).

    +

    Another side-effect is that a pyclass defined in Rust with PyO3 will need to +be registered with the corresponding Python abstract base class for +downcasting to succeed. PySequence::register and PyMapping:register have +been added to make it easy to do this from Rust code. These are equivalent to +calling collections.abc.Mapping.register(MappingPyClass) or +collections.abc.Sequence.register(SequencePyClass) from Python.

    +

    For example, for a mapping class defined in Rust:

    +
    use pyo3::prelude::*;
    +use std::collections::HashMap;
    +
    +#[pyclass(mapping)]
    +struct Mapping {
    +    index: HashMap<String, usize>,
    +}
    +
    +#[pymethods]
    +impl Mapping {
    +    #[new]
    +    fn new(elements: Option<&PyList>) -> PyResult<Self> {
    +    // ...
    +    // truncated implementation of this mapping pyclass - basically a wrapper around a HashMap
    +}
    +

    You must register the class with collections.abc.Mapping before the downcast will work:

    +
    let m = Py::new(py, Mapping { index }).unwrap();
    +assert!(m.as_ref(py).downcast::<PyMapping>().is_err());
    +PyMapping::register::<Mapping>(py).unwrap();
    +assert!(m.as_ref(py).downcast::<PyMapping>().is_ok());
    +

    Note that this requirement may go away in the future when a pyclass is able to inherit from the abstract base class directly (see pyo3/pyo3#991).

    +
    +

    The multiple-pymethods feature now requires Rust 1.62

    +
    +Click to expand +

    Due to limitations in the inventory crate which the multiple-pymethods feature depends on, this feature now +requires Rust 1.62. For more information see dtolnay/inventory#32.

    +
    +

    Added impl IntoPy<Py<PyString>> for &str

    +
    +Click to expand +

    This may cause inference errors.

    +

    Before:

    +
    use pyo3::prelude::*;
    +
    +fn main() {
    +Python::with_gil(|py| {
    +    // Cannot infer either `Py<PyAny>` or `Py<PyString>`
    +    let _test = "test".into_py(py);
    +});
    +}
    +

    After, some type annotations may be necessary:

    +
    use pyo3::prelude::*;
    +
    +fn main() {
    +Python::with_gil(|py| {
    +    let _test: Py<PyAny> = "test".into_py(py);
    +});
    +}
    +
    +

    The pyproto feature is now disabled by default

    +
    +Click to expand +

    In preparation for removing the deprecated #[pyproto] attribute macro in a future PyO3 version, it is now gated behind an opt-in feature flag. This also gives a slight saving to compile times for code which does not use the deprecated macro.

    +
    +

    PyTypeObject trait has been deprecated

    +
    +Click to expand +

    The PyTypeObject trait already was near-useless; almost all functionality was already on the PyTypeInfo trait, which PyTypeObject had a blanket implementation based upon. In PyO3 0.17 the final method, PyTypeObject::type_object was moved to PyTypeInfo::type_object.

    +

    To migrate, update trait bounds and imports from PyTypeObject to PyTypeInfo.

    +

    Before:

    +
    use pyo3::Python;
    +use pyo3::type_object::PyTypeObject;
    +use pyo3::types::PyType;
    +
    +fn get_type_object<T: PyTypeObject>(py: Python<'_>) -> &PyType {
    +    T::type_object(py)
    +}
    +

    After

    +
    use pyo3::{Python, PyTypeInfo};
    +use pyo3::types::PyType;
    +
    +fn get_type_object<T: PyTypeInfo>(py: Python<'_>) -> &PyType {
    +    T::type_object(py)
    +}
    +
    +Python::with_gil(|py| { get_type_object::<pyo3::types::PyList>(py); });
    +
    +

    impl<T, const N: usize> IntoPy<PyObject> for [T; N] now requires T: IntoPy rather than T: ToPyObject

    +
    +Click to expand +

    If this leads to errors, simply implement IntoPy. Because pyclasses already implement IntoPy, you probably don't need to worry about this.

    +
    +

    Each #[pymodule] can now only be initialized once per process

    +
    +Click to expand +

    To make PyO3 modules sound in the presence of Python sub-interpreters, for now it has been necessary to explicitly disable the ability to initialize a #[pymodule] more than once in the same process. Attempting to do this will now raise an ImportError.

    +
    +

    from 0.15.* to 0.16

    +

    Drop support for older technologies

    +
    +Click to expand +

    PyO3 0.16 has increased minimum Rust version to 1.48 and minimum Python version to 3.7. This enables use of newer language features (enabling some of the other additions in 0.16) and simplifies maintenance of the project.

    +
    +

    #[pyproto] has been deprecated

    +
    +Click to expand +

    In PyO3 0.15, the #[pymethods] attribute macro gained support for implementing "magic methods" such as __str__ (aka "dunder" methods). This implementation was not quite finalized at the time, with a few edge cases to be decided upon. The existing #[pyproto] attribute macro was left untouched, because it covered these edge cases.

    +

    In PyO3 0.16, the #[pymethods] implementation has been completed and is now the preferred way to implement magic methods. To allow the PyO3 project to move forward, #[pyproto] has been deprecated (with expected removal in PyO3 0.18).

    +

    Migration from #[pyproto] to #[pymethods] is straightforward; copying the existing methods directly from the #[pyproto] trait implementation is all that is needed in most cases.

    +

    Before:

    +
    use pyo3::prelude::*;
    +use pyo3::class::{PyObjectProtocol, PyIterProtocol};
    +use pyo3::types::PyString;
    +
    +#[pyclass]
    +struct MyClass {}
    +
    +#[pyproto]
    +impl PyObjectProtocol for MyClass {
    +    fn __str__(&self) -> &'static [u8] {
    +        b"hello, world"
    +    }
    +}
    +
    +#[pyproto]
    +impl PyIterProtocol for MyClass {
    +    fn __iter__(slf: PyRef<self>) -> PyResult<&PyAny> {
    +        PyString::new(slf.py(), "hello, world").iter()
    +    }
    +}
    +

    After

    +
    use pyo3::prelude::*;
    +use pyo3::types::PyString;
    +
    +#[pyclass]
    +struct MyClass {}
    +
    +#[pymethods]
    +impl MyClass {
    +    fn __str__(&self) -> &'static [u8] {
    +        b"hello, world"
    +    }
    +
    +    fn __iter__(slf: PyRef<self>) -> PyResult<&PyAny> {
    +        PyString::new(slf.py(), "hello, world").iter()
    +    }
    +}
    +
    +

    Removed PartialEq for object wrappers

    +
    +Click to expand +

    The Python object wrappers Py and PyAny had implementations of PartialEq +so that object_a == object_b would compare the Python objects for pointer +equality, which corresponds to the is operator, not the == operator in +Python. This has been removed in favor of a new method: use +object_a.is(object_b). This also has the advantage of not requiring the same +wrapper type for object_a and object_b; you can now directly compare a +Py<T> with a &PyAny without having to convert.

    +

    To check for Python object equality (the Python == operator), use the new +method eq().

    +
    +

    Container magic methods now match Python behavior

    +
    +Click to expand +

    In PyO3 0.15, __getitem__, __setitem__ and __delitem__ in #[pymethods] would generate only the mapping implementation for a #[pyclass]. To match the Python behavior, these methods now generate both the mapping and sequence implementations.

    +

    This means that classes implementing these #[pymethods] will now also be treated as sequences, same as a Python class would be. Small differences in behavior may result:

    +
      +
    • PyO3 will allow instances of these classes to be cast to PySequence as well as PyMapping.
    • +
    • Python will provide a default implementation of __iter__ (if the class did not have one) which repeatedly calls __getitem__ with integers (starting at 0) until an IndexError is raised.
    • +
    +

    To explain this in detail, consider the following Python class:

    +
    class ExampleContainer:
    +
    +    def __len__(self):
    +        return 5
    +
    +    def __getitem__(self, idx: int) -> int:
    +        if idx < 0 or idx > 5:
    +            raise IndexError()
    +        return idx
    +
    +

    This class implements a Python sequence.

    +

    The __len__ and __getitem__ methods are also used to implement a Python mapping. In the Python C-API, these methods are not shared: the sequence __len__ and __getitem__ are defined by the sq_length and sq_item slots, and the mapping equivalents are mp_length and mp_subscript. There are similar distinctions for __setitem__ and __delitem__.

    +

    Because there is no such distinction from Python, implementing these methods will fill the mapping and sequence slots simultaneously. A Python class with __len__ implemented, for example, will have both the sq_length and mp_length slots filled.

    +

    The PyO3 behavior in 0.16 has been changed to be closer to this Python behavior by default.

    +
    +

    wrap_pymodule! and wrap_pyfunction! now respect privacy correctly

    +
    +Click to expand +

    Prior to PyO3 0.16 the wrap_pymodule! and wrap_pyfunction! macros could use modules and functions whose defining fn was not reachable according Rust privacy rules.

    +

    For example, the following code was legal before 0.16, but in 0.16 is rejected because the wrap_pymodule! macro cannot access the private_submodule function:

    +
    mod foo {
    +    use pyo3::prelude::*;
    +
    +    #[pymodule]
    +    fn private_submodule(_py: Python<'_>, m: &PyModule) -> PyResult<()> {
    +        Ok(())
    +    }
    +}
    +
    +use pyo3::prelude::*;
    +use foo::*;
    +
    +#[pymodule]
    +fn my_module(_py: Python<'_>, m: &PyModule) -> PyResult<()> {
    +    m.add_wrapped(wrap_pymodule!(private_submodule))?;
    +    Ok(())
    +}
    +

    To fix it, make the private submodule visible, e.g. with pub or pub(crate).

    +
    mod foo {
    +    use pyo3::prelude::*;
    +
    +    #[pymodule]
    +    pub(crate) fn private_submodule(_py: Python<'_>, m: &PyModule) -> PyResult<()> {
    +        Ok(())
    +    }
    +}
    +
    +use pyo3::prelude::*;
    +use pyo3::wrap_pymodule;
    +use foo::*;
    +
    +#[pymodule]
    +fn my_module(_py: Python<'_>, m: &PyModule) -> PyResult<()> {
    +    m.add_wrapped(wrap_pymodule!(private_submodule))?;
    +    Ok(())
    +}
    +
    +

    from 0.14.* to 0.15

    +

    Changes in sequence indexing

    +
    +Click to expand +

    For all types that take sequence indices (PyList, PyTuple and PySequence), +the API has been made consistent to only take usize indices, for consistency +with Rust's indexing conventions. Negative indices, which were only +sporadically supported even in APIs that took isize, now aren't supported +anywhere.

    +

    Further, the get_item methods now always return a PyResult instead of +panicking on invalid indices. The Index trait has been implemented instead, +and provides the same panic behavior as on Rust vectors.

    +

    Note that slice indices (accepted by PySequence::get_slice and other) still +inherit the Python behavior of clamping the indices to the actual length, and +not panicking/returning an error on out of range indices.

    +

    An additional advantage of using Rust's indexing conventions for these types is +that these types can now also support Rust's indexing operators as part of a +consistent API:

    +
    #![allow(deprecated)]
    +use pyo3::{Python, types::PyList};
    +
    +Python::with_gil(|py| {
    +    let list = PyList::new(py, &[1, 2, 3]);
    +    assert_eq!(list[0..2].to_string(), "[1, 2]");
    +});
    +
    +

    from 0.13.* to 0.14

    +

    auto-initialize feature is now opt-in

    +
    +Click to expand +

    For projects embedding Python in Rust, PyO3 no longer automatically initializes a Python interpreter on the first call to Python::with_gil (or Python::acquire_gil) unless the auto-initialize feature is enabled.

    +
    +

    New multiple-pymethods feature

    +
    +Click to expand +

    #[pymethods] have been reworked with a simpler default implementation which removes the dependency on the inventory crate. This reduces dependencies and compile times for the majority of users.

    +

    The limitation of the new default implementation is that it cannot support multiple #[pymethods] blocks for the same #[pyclass]. If you need this functionality, you must enable the multiple-pymethods feature which will switch #[pymethods] to the inventory-based implementation.

    +
    +

    Deprecated #[pyproto] methods

    +
    +Click to expand +

    Some protocol (aka __dunder__) methods such as __bytes__ and __format__ have been possible to implement two ways in PyO3 for some time: via a #[pyproto] (e.g. PyObjectProtocol for the methods listed here), or by writing them directly in #[pymethods]. This is only true for a handful of the #[pyproto] methods (for technical reasons to do with the way PyO3 currently interacts with the Python C-API).

    +

    In the interest of having only one way to do things, the #[pyproto] forms of these methods have been deprecated.

    +

    To migrate just move the affected methods from a #[pyproto] to a #[pymethods] block.

    +

    Before:

    +
    use pyo3::prelude::*;
    +use pyo3::class::basic::PyObjectProtocol;
    +
    +#[pyclass]
    +struct MyClass {}
    +
    +#[pyproto]
    +impl PyObjectProtocol for MyClass {
    +    fn __bytes__(&self) -> &'static [u8] {
    +        b"hello, world"
    +    }
    +}
    +

    After:

    +
    use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct MyClass {}
    +
    +#[pymethods]
    +impl MyClass {
    +    fn __bytes__(&self) -> &'static [u8] {
    +        b"hello, world"
    +    }
    +}
    +
    +

    from 0.12.* to 0.13

    +

    Minimum Rust version increased to Rust 1.45

    +
    +Click to expand +

    PyO3 0.13 makes use of new Rust language features stabilized between Rust 1.40 and Rust 1.45. If you are using a Rust compiler older than Rust 1.45, you will need to update your toolchain to be able to continue using PyO3.

    +
    +

    Runtime changes to support the CPython limited API

    +
    +Click to expand +

    In PyO3 0.13 support was added for compiling against the CPython limited API. This had a number of implications for all PyO3 users, described here.

    +

    The largest of these is that all types created from PyO3 are what CPython calls "heap" types. The specific implications of this are:

    +
      +
    • If you wish to subclass one of these types from Rust you must mark it #[pyclass(subclass)], as you would if you wished to allow subclassing it from Python code.
    • +
    • Type objects are now mutable - Python code can set attributes on them.
    • +
    • __module__ on types without #[pyclass(module="mymodule")] no longer returns builtins, it now raises AttributeError.
    • +
    +
    +

    from 0.11.* to 0.12

    +

    PyErr has been reworked

    +
    +Click to expand +

    In PyO3 0.12 the PyErr type has been re-implemented to be significantly more compatible with +the standard Rust error handling ecosystem. Specifically PyErr now implements +Error + Send + Sync, which are the standard traits used for error types.

    +

    While this has necessitated the removal of a number of APIs, the resulting PyErr type should now +be much more easier to work with. The following sections list the changes in detail and how to +migrate to the new APIs.

    +
    +

    PyErr::new and PyErr::from_type now require Send + Sync for their argument

    +
    +Click to expand +

    For most uses no change will be needed. If you are trying to construct PyErr from a value that is +not Send + Sync, you will need to first create the Python object and then use +PyErr::from_instance.

    +

    Similarly, any types which implemented PyErrArguments will now need to be Send + Sync.

    +
    +

    PyErr's contents are now private

    +
    +Click to expand +

    It is no longer possible to access the fields .ptype, .pvalue and .ptraceback of a PyErr. +You should instead now use the new methods PyErr::ptype, PyErr::pvalue and PyErr::ptraceback.

    +
    +

    PyErrValue and PyErr::from_value have been removed

    +
    +Click to expand +

    As these were part the internals of PyErr which have been reworked, these APIs no longer exist.

    +

    If you used this API, it is recommended to use PyException::new_err (see the section on +Exception types).

    +
    +

    Into<PyResult<T>> for PyErr has been removed

    +
    +Click to expand +

    This implementation was redundant. Just construct the Result::Err variant directly.

    +

    Before:

    +
    let result: PyResult<()> = PyErr::new::<TypeError, _>("error message").into();
    +

    After (also using the new reworked exception types; see the following section):

    +
    use pyo3::{PyResult, exceptions::PyTypeError};
    +let result: PyResult<()> = Err(PyTypeError::new_err("error message"));
    +
    +

    Exception types have been reworked

    +
    +Click to expand +

    Previously exception types were zero-sized marker types purely used to construct PyErr. In PyO3 +0.12, these types have been replaced with full definitions and are usable in the same way as PyAny, PyDict etc. This +makes it possible to interact with Python exception objects.

    +

    The new types also have names starting with the "Py" prefix. For example, before:

    +
    let err: PyErr = TypeError::py_err("error message");
    +

    After:

    +
    use pyo3::{PyErr, PyResult, Python, type_object::PyTypeObject};
    +use pyo3::exceptions::{PyBaseException, PyTypeError};
    +Python::with_gil(|py| -> PyResult<()> {
    +let err: PyErr = PyTypeError::new_err("error message");
    +
    +// Uses Display for PyErr, new for PyO3 0.12
    +assert_eq!(err.to_string(), "TypeError: error message");
    +
    +// Now possible to interact with exception instances, new for PyO3 0.12
    +let instance: &PyBaseException = err.instance(py);
    +assert_eq!(
    +    instance.getattr("__class__")?,
    +    PyTypeError::type_object(py).as_ref()
    +);
    +Ok(())
    +}).unwrap();
    +
    +

    FromPy has been removed

    +
    +Click to expand +

    To simplify the PyO3 conversion traits, the FromPy trait has been removed. Previously there were +two ways to define the to-Python conversion for a type: +FromPy<T> for PyObject and IntoPy<PyObject> for T.

    +

    Now there is only one way to define the conversion, IntoPy, so downstream crates may need to +adjust accordingly.

    +

    Before:

    +
    use pyo3::prelude::*;
    +struct MyPyObjectWrapper(PyObject);
    +
    +impl FromPy<MyPyObjectWrapper> for PyObject {
    +    fn from_py(other: MyPyObjectWrapper, _py: Python<'_>) -> Self {
    +        other.0
    +    }
    +}
    +

    After

    +
    use pyo3::prelude::*;
    +#[allow(dead_code)]
    +struct MyPyObjectWrapper(PyObject);
    +
    +impl IntoPy<PyObject> for MyPyObjectWrapper {
    +    fn into_py(self, _py: Python<'_>) -> PyObject {
    +        self.0
    +    }
    +}
    +

    Similarly, code which was using the FromPy trait can be trivially rewritten to use IntoPy.

    +

    Before:

    +
    use pyo3::prelude::*;
    +Python::with_gil(|py| {
    +let obj = PyObject::from_py(1.234, py);
    +})
    +

    After:

    +
    use pyo3::prelude::*;
    +Python::with_gil(|py| {
    +let obj: PyObject = 1.234.into_py(py);
    +})
    +
    +

    PyObject is now a type alias of Py<PyAny>

    +
    +Click to expand +

    This should change very little from a usage perspective. If you implemented traits for both +PyObject and Py<T>, you may find you can just remove the PyObject implementation.

    +
    +

    AsPyRef has been removed

    +
    +Click to expand +

    As PyObject has been changed to be just a type alias, the only remaining implementor of AsPyRef +was Py<T>. This removed the need for a trait, so the AsPyRef::as_ref method has been moved to +Py::as_ref.

    +

    This should require no code changes except removing use pyo3::AsPyRef for code which did not use +pyo3::prelude::*.

    +

    Before:

    +
    use pyo3::{AsPyRef, Py, types::PyList};
    +pyo3::Python::with_gil(|py| {
    +let list_py: Py<PyList> = PyList::empty(py).into();
    +let list_ref: &PyList = list_py.as_ref(py);
    +})
    +

    After:

    +
    use pyo3::{Py, types::PyList};
    +pyo3::Python::with_gil(|py| {
    +let list_py: Py<PyList> = PyList::empty(py).into();
    +let list_ref: &PyList = list_py.as_ref(py);
    +})
    +
    +

    from 0.10.* to 0.11

    +

    Stable Rust

    +
    +Click to expand +

    PyO3 now supports the stable Rust toolchain. The minimum required version is 1.39.0.

    +
    +

    #[pyclass] structs must now be Send or unsendable

    +
    +Click to expand +

    Because #[pyclass] structs can be sent between threads by the Python interpreter, they must implement +Send or declared as unsendable (by #[pyclass(unsendable)]). +Note that unsendable is added in PyO3 0.11.1 and Send is always required in PyO3 0.11.0.

    +

    This may "break" some code which previously was accepted, even though it could be unsound. +There can be two fixes:

    +
      +
    1. +

      If you think that your #[pyclass] actually must be Sendable, then let's implement Send. +A common, safer way is using thread-safe types. E.g., Arc instead of Rc, Mutex instead of +RefCell, and Box<dyn Send + T> instead of Box<dyn T>.

      +

      Before:

      +
      use pyo3::prelude::*;
      +use std::rc::Rc;
      +use std::cell::RefCell;
      +
      +#[pyclass]
      +struct NotThreadSafe {
      +    shared_bools: Rc<RefCell<Vec<bool>>>,
      +    closure: Box<dyn Fn()>,
      +}
      +

      After:

      +
      #![allow(dead_code)]
      +use pyo3::prelude::*;
      +use std::sync::{Arc, Mutex};
      +
      +#[pyclass]
      +struct ThreadSafe {
      +    shared_bools: Arc<Mutex<Vec<bool>>>,
      +    closure: Box<dyn Fn() + Send>,
      +}
      +

      In situations where you cannot change your #[pyclass] to automatically implement Send +(e.g., when it contains a raw pointer), you can use unsafe impl Send. +In such cases, care should be taken to ensure the struct is actually thread safe. +See the Rustonomicon for more.

      +
    2. +
    3. +

      If you think that your #[pyclass] should not be accessed by another thread, you can use +unsendable flag. A class marked with unsendable panics when accessed by another thread, +making it thread-safe to expose an unsendable object to the Python interpreter.

      +

      Before:

      +
      use pyo3::prelude::*;
      +
      +#[pyclass]
      +struct Unsendable {
      +    pointers: Vec<*mut std::os::raw::c_char>,
      +}
      +

      After:

      +
      #![allow(dead_code)]
      +use pyo3::prelude::*;
      +
      +#[pyclass(unsendable)]
      +struct Unsendable {
      +    pointers: Vec<*mut std::os::raw::c_char>,
      +}
      +
    4. +
    +
    +

    All PyObject and Py<T> methods now take Python as an argument

    +
    +Click to expand +

    Previously, a few methods such as Object::get_refcnt did not take Python as an argument (to +ensure that the Python GIL was held by the current thread). Technically, this was not sound. +To migrate, just pass a py argument to any calls to these methods.

    +

    Before:

    +
    pyo3::Python::with_gil(|py| {
    +py.None().get_refcnt();
    +})
    +

    After:

    +
    pyo3::Python::with_gil(|py| {
    +py.None().get_refcnt(py);
    +})
    +
    +

    from 0.9.* to 0.10

    +

    ObjectProtocol is removed

    +
    +Click to expand +

    All methods are moved to PyAny. +And since now all native types (e.g., PyList) implements Deref<Target=PyAny>, +all you need to do is remove ObjectProtocol from your code. +Or if you use ObjectProtocol by use pyo3::prelude::*, you have to do nothing.

    +

    Before:

    +
    use pyo3::ObjectProtocol;
    +
    +pyo3::Python::with_gil(|py| {
    +let obj = py.eval("lambda: 'Hi :)'", None, None).unwrap();
    +let hi: &pyo3::types::PyString = obj.call0().unwrap().downcast().unwrap();
    +assert_eq!(hi.len().unwrap(), 5);
    +})
    +

    After:

    +
    pyo3::Python::with_gil(|py| {
    +let obj = py.eval("lambda: 'Hi :)'", None, None).unwrap();
    +let hi: &pyo3::types::PyString = obj.call0().unwrap().downcast().unwrap();
    +assert_eq!(hi.len().unwrap(), 5);
    +})
    +
    +

    No #![feature(specialization)] in user code

    +
    +Click to expand +

    While PyO3 itself still requires specialization and nightly Rust, +now you don't have to use #![feature(specialization)] in your crate.

    +
    +

    from 0.8.* to 0.9

    +

    #[new] interface

    +
    +Click to expand +

    PyRawObject +is now removed and our syntax for constructors has changed.

    +

    Before:

    +
    #[pyclass]
    +struct MyClass {}
    +
    +#[pymethods]
    +impl MyClass {
    +    #[new]
    +    fn new(obj: &PyRawObject) {
    +        obj.init(MyClass {})
    +    }
    +}
    +

    After:

    +
    use pyo3::prelude::*;
    +#[pyclass]
    +struct MyClass {}
    +
    +#[pymethods]
    +impl MyClass {
    +    #[new]
    +    fn new() -> Self {
    +        MyClass {}
    +    }
    +}
    +

    Basically you can return Self or Result<Self> directly. +For more, see the constructor section of this guide.

    +
    +

    PyCell

    +
    +Click to expand +

    PyO3 0.9 introduces PyCell, which is a RefCell-like object wrapper +for ensuring Rust's rules regarding aliasing of references are upheld. +For more detail, see the +Rust Book's section on Rust's rules of references

    +

    For #[pymethods] or #[pyfunction]s, your existing code should continue to work without any change. +Python exceptions will automatically be raised when your functions are used in a way which breaks Rust's +rules of references.

    +

    Here is an example.

    +
    use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct Names {
    +    names: Vec<String>,
    +}
    +
    +#[pymethods]
    +impl Names {
    +    #[new]
    +    fn new() -> Self {
    +        Names { names: vec![] }
    +    }
    +    fn merge(&mut self, other: &mut Names) {
    +        self.names.append(&mut other.names)
    +    }
    +}
    +Python::with_gil(|py| {
    +    let names = Py::new(py, Names::new()).unwrap();
    +    pyo3::py_run!(py, names, r"
    +    try:
    +       names.merge(names)
    +       assert False, 'Unreachable'
    +    except RuntimeError as e:
    +       assert str(e) == 'Already borrowed'
    +    ");
    +})
    +

    Names has a merge method, which takes &mut self and another argument of type &mut Self. +Given this #[pyclass], calling names.merge(names) in Python raises +a PyBorrowMutError exception, since it requires two mutable borrows of names.

    +

    However, for #[pyproto] and some functions, you need to manually fix the code.

    +

    Object creation

    +

    In 0.8 object creation was done with PyRef::new and PyRefMut::new. +In 0.9 these have both been removed. +To upgrade code, please use +PyCell::new instead. +If you need PyRef or PyRefMut, just call .borrow() or .borrow_mut() +on the newly-created PyCell.

    +

    Before:

    +
    use pyo3::prelude::*;
    +#[pyclass]
    +struct MyClass {}
    +Python::with_gil(|py| {
    +let obj_ref = PyRef::new(py, MyClass {}).unwrap();
    +})
    +

    After:

    +
    use pyo3::prelude::*;
    +#[pyclass]
    +struct MyClass {}
    +Python::with_gil(|py| {
    +let obj = PyCell::new(py, MyClass {}).unwrap();
    +let obj_ref = obj.borrow();
    +})
    +

    Object extraction

    +

    For PyClass types T, &T and &mut T no longer have FromPyObject implementations. +Instead you should extract PyRef<T> or PyRefMut<T>, respectively. +If T implements Clone, you can extract T itself. +In addition, you can also extract &PyCell<T>, though you rarely need it.

    +

    Before:

    +
    let obj: &PyAny = create_obj();
    +let obj_ref: &MyClass = obj.extract().unwrap();
    +let obj_ref_mut: &mut MyClass = obj.extract().unwrap();
    +
    +

    After:

    +
    use pyo3::prelude::*;
    +use pyo3::types::IntoPyDict;
    +#[pyclass] #[derive(Clone)] struct MyClass {}
    +#[pymethods] impl MyClass { #[new]fn new() -> Self { MyClass {} }}
    +Python::with_gil(|py| {
    +let typeobj = py.get_type::<MyClass>();
    +let d = [("c", typeobj)].into_py_dict(py);
    +let create_obj = || py.eval("c()", None, Some(d)).unwrap();
    +let obj: &PyAny = create_obj();
    +let obj_cell: &PyCell<MyClass> = obj.extract().unwrap();
    +let obj_cloned: MyClass = obj.extract().unwrap(); // extracted by cloning the object
    +{
    +    let obj_ref: PyRef<'_, MyClass> = obj.extract().unwrap();
    +    // we need to drop obj_ref before we can extract a PyRefMut due to Rust's rules of references
    +}
    +let obj_ref_mut: PyRefMut<'_, MyClass> = obj.extract().unwrap();
    +})
    +

    #[pyproto]

    +

    Most of the arguments to methods in #[pyproto] impls require a +FromPyObject implementation. +So if your protocol methods take &T or &mut T (where T: PyClass), +please use PyRef or PyRefMut instead.

    +

    Before:

    +
    use pyo3::prelude::*;
    +use pyo3::class::PySequenceProtocol;
    +#[pyclass]
    +struct ByteSequence {
    +    elements: Vec<u8>,
    +}
    +#[pyproto]
    +impl PySequenceProtocol for ByteSequence {
    +    fn __concat__(&self, other: &Self) -> PyResult<Self> {
    +        let mut elements = self.elements.clone();
    +        elements.extend_from_slice(&other.elements);
    +        Ok(Self { elements })
    +    }
    +}
    +

    After:

    +
    use pyo3::prelude::*;
    +use pyo3::class::PySequenceProtocol;
    +#[pyclass]
    +struct ByteSequence {
    +    elements: Vec<u8>,
    +}
    +#[pyproto]
    +impl PySequenceProtocol for ByteSequence {
    +    fn __concat__(&self, other: PyRef<'p, Self>) -> PyResult<Self> {
    +        let mut elements = self.elements.clone();
    +        elements.extend_from_slice(&other.elements);
    +        Ok(Self { elements })
    +    }
    +}
    +
    + + +
    + + +
    +
    + + + +
    + + + + + + + + + + + + + + + + + + +
    + + diff --git a/v0.22.1/module.html b/v0.22.1/module.html new file mode 100644 index 00000000000..0e9bb58685a --- /dev/null +++ b/v0.22.1/module.html @@ -0,0 +1,387 @@ + + + + + + Python modules - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    + + + + + + + + + + + + + + + + + + + +
    + +
    + + + + + + + + +
    +
    +

    Python modules

    +

    You can create a module using #[pymodule]:

    +
    use pyo3::prelude::*;
    +
    +#[pyfunction]
    +fn double(x: usize) -> usize {
    +    x * 2
    +}
    +
    +/// This module is implemented in Rust.
    +#[pymodule]
    +fn my_extension(m: &Bound<'_, PyModule>) -> PyResult<()> {
    +    m.add_function(wrap_pyfunction!(double, m)?)?;
    +    Ok(())
    +}
    +

    The #[pymodule] procedural macro takes care of exporting the initialization function of your +module to Python.

    +

    The module's name defaults to the name of the Rust function. You can override the module name by +using #[pyo3(name = "custom_name")]:

    +
    use pyo3::prelude::*;
    +
    +#[pyfunction]
    +fn double(x: usize) -> usize {
    +    x * 2
    +}
    +
    +#[pymodule]
    +#[pyo3(name = "custom_name")]
    +fn my_extension(m: &Bound<'_, PyModule>) -> PyResult<()> {
    +    m.add_function(wrap_pyfunction!(double, m)?)?;
    +    Ok(())
    +}
    +

    The name of the module must match the name of the .so or .pyd +file. Otherwise, you will get an import error in Python with the following message: +ImportError: dynamic module does not define module export function (PyInit_name_of_your_module)

    +

    To import the module, either:

    + +

    Documentation

    +

    The Rust doc comments of the module +initialization function will be applied automatically as the Python docstring of your module.

    +

    For example, building off of the above code, this will print This module is implemented in Rust.:

    +
    import my_extension
    +
    +print(my_extension.__doc__)
    +
    +

    Python submodules

    +

    You can create a module hierarchy within a single extension module by using +Bound<'_, PyModule>::add_submodule(). +For example, you could define the modules parent_module and parent_module.child_module.

    +
    use pyo3::prelude::*;
    +
    +#[pymodule]
    +fn parent_module(m: &Bound<'_, PyModule>) -> PyResult<()> {
    +    register_child_module(m)?;
    +    Ok(())
    +}
    +
    +fn register_child_module(parent_module: &Bound<'_, PyModule>) -> PyResult<()> {
    +    let child_module = PyModule::new_bound(parent_module.py(), "child_module")?;
    +    child_module.add_function(wrap_pyfunction!(func, &child_module)?)?;
    +    parent_module.add_submodule(&child_module)?;
    +    Ok(())
    +}
    +
    +#[pyfunction]
    +fn func() -> String {
    +    "func".to_string()
    +}
    +
    +Python::with_gil(|py| {
    +   use pyo3::wrap_pymodule;
    +   use pyo3::types::IntoPyDict;
    +   let parent_module = wrap_pymodule!(parent_module)(py);
    +   let ctx = [("parent_module", parent_module)].into_py_dict_bound(py);
    +
    +   py.run_bound("assert parent_module.child_module.func() == 'func'", None, Some(&ctx)).unwrap();
    +})
    +

    Note that this does not define a package, so this won’t allow Python code to directly import +submodules by using from parent_module import child_module. For more information, see +#759 and +#1517.

    +

    It is not necessary to add #[pymodule] on nested modules, which is only required on the top-level module.

    +

    Declarative modules

    +

    Another syntax based on Rust inline modules is also available to declare modules.

    +

    For example:

    +
    mod declarative_module_test {
    +use pyo3::prelude::*;
    +
    +#[pyfunction]
    +fn double(x: usize) -> usize {
    +    x * 2
    +}
    +
    +#[pymodule]
    +mod my_extension {
    +    use super::*;
    +
    +    #[pymodule_export]
    +    use super::double; // Exports the double function as part of the module
    +
    +    #[pyfunction] // This will be part of the module
    +    fn triple(x: usize) -> usize {
    +        x * 3
    +    }
    +
    +    #[pyclass] // This will be part of the module
    +    struct Unit;
    +
    +    #[pymodule]
    +    mod submodule {
    +        // This is a submodule
    +    }
    +
    +    #[pymodule_init]
    +    fn init(m: &Bound<'_, PyModule>) -> PyResult<()> {
    +        // Arbitrary code to run at the module initialization
    +        m.add("double2", m.getattr("double")?)?;
    +        Ok(())
    +    }
    +}
    +}
    +

    The #[pymodule] macro automatically sets the module attribute of the #[pyclass] macros declared inside of it with its name. +For nested modules, the name of the parent module is automatically added. +In the following example, the Unit class will have for module my_extension.submodule because it is properly nested +but the Ext class will have for module the default builtins because it not nested.

    +

    You can provide the submodule argument to pymodule() for modules that are not top-level modules.

    +
    mod declarative_module_module_attr_test {
    +use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct Ext;
    +
    +#[pymodule]
    +mod my_extension {
    +    use super::*;
    +
    +    #[pymodule_export]
    +    use super::Ext;
    +
    +    #[pymodule(submodule)]
    +    mod submodule {
    +        use super::*;
    +        // This is a submodule
    +
    +        #[pyclass] // This will be part of the module
    +        struct Unit;
    +    }
    +}
    +}
    +

    It is possible to customize the module value for a #[pymodule] with the #[pyo3(module = "MY_MODULE")] option.

    + +
    + + +
    +
    + + + +
    + + + + + + + + + + + + + + + + + + +
    + + diff --git a/v0.22.1/parallelism.html b/v0.22.1/parallelism.html new file mode 100644 index 00000000000..81600f57626 --- /dev/null +++ b/v0.22.1/parallelism.html @@ -0,0 +1,333 @@ + + + + + + Parallelism - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    + + + + + + + + + + + + + + + + + + + +
    + +
    + + + + + + + + +
    +
    +

    Parallelism

    +

    CPython has the infamous Global Interpreter Lock, which prevents several threads from executing Python bytecode in parallel. This makes threading in Python a bad fit for CPU-bound tasks and often forces developers to accept the overhead of multiprocessing.

    +

    In PyO3 parallelism can be easily achieved in Rust-only code. Let's take a look at our word-count example, where we have a search function that utilizes the rayon crate to count words in parallel.

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +
    +// These traits let us use `par_lines` and `map`.
    +use rayon::str::ParallelString;
    +use rayon::iter::ParallelIterator;
    +
    +/// Count the occurrences of needle in line, case insensitive
    +fn count_line(line: &str, needle: &str) -> usize {
    +    let mut total = 0;
    +    for word in line.split(' ') {
    +        if word == needle {
    +            total += 1;
    +        }
    +    }
    +    total
    +}
    +
    +#[pyfunction]
    +fn search(contents: &str, needle: &str) -> usize {
    +    contents
    +        .par_lines()
    +        .map(|line| count_line(line, needle))
    +        .sum()
    +}
    +

    But let's assume you have a long running Rust function which you would like to execute several times in parallel. For the sake of example let's take a sequential version of the word count:

    +
    #![allow(dead_code)]
    +fn count_line(line: &str, needle: &str) -> usize {
    +    let mut total = 0;
    +    for word in line.split(' ') {
    +        if word == needle {
    +            total += 1;
    +        }
    +    }
    +    total
    +}
    +
    +fn search_sequential(contents: &str, needle: &str) -> usize {
    +    contents.lines().map(|line| count_line(line, needle)).sum()
    +}
    +

    To enable parallel execution of this function, the Python::allow_threads method can be used to temporarily release the GIL, thus allowing other Python threads to run. We then have a function exposed to the Python runtime which calls search_sequential inside a closure passed to Python::allow_threads to enable true parallelism:

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +
    +fn count_line(line: &str, needle: &str) -> usize {
    +    let mut total = 0;
    +    for word in line.split(' ') {
    +        if word == needle {
    +            total += 1;
    +        }
    +    }
    +    total
    +}
    +
    +fn search_sequential(contents: &str, needle: &str) -> usize {
    +   contents.lines().map(|line| count_line(line, needle)).sum()
    +}
    +#[pyfunction]
    +fn search_sequential_allow_threads(py: Python<'_>, contents: &str, needle: &str) -> usize {
    +    py.allow_threads(|| search_sequential(contents, needle))
    +}
    +

    Now Python threads can use more than one CPU core, resolving the limitation which usually makes multi-threading in Python only good for IO-bound tasks:

    +
    from concurrent.futures import ThreadPoolExecutor
    +from word_count import search_sequential_allow_threads
    +
    +executor = ThreadPoolExecutor(max_workers=2)
    +
    +future_1 = executor.submit(
    +    word_count.search_sequential_allow_threads, contents, needle
    +)
    +future_2 = executor.submit(
    +    word_count.search_sequential_allow_threads, contents, needle
    +)
    +result_1 = future_1.result()
    +result_2 = future_2.result()
    +
    +

    Benchmark

    +

    Let's benchmark the word-count example to verify that we really did unlock parallelism with PyO3.

    +

    We are using pytest-benchmark to benchmark four word count functions:

    +
      +
    1. Pure Python version
    2. +
    3. Rust parallel version
    4. +
    5. Rust sequential version
    6. +
    7. Rust sequential version executed twice with two Python threads
    8. +
    +

    The benchmark script can be found here, and we can run nox in the word-count folder to benchmark these functions.

    +

    While the results of the benchmark of course depend on your machine, the relative results should be similar to this (mid 2020):

    +
    -------------------------------------------------------------------------------------------------- benchmark: 4 tests -------------------------------------------------------------------------------------------------
    +Name (time in ms)                                          Min                Max               Mean            StdDev             Median               IQR            Outliers       OPS            Rounds  Iterations
    +-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
    +test_word_count_rust_parallel                           1.7315 (1.0)       4.6495 (1.0)       1.9972 (1.0)      0.4299 (1.0)       1.8142 (1.0)      0.2049 (1.0)         40;46  500.6943 (1.0)         375           1
    +test_word_count_rust_sequential                         7.3348 (4.24)     10.3556 (2.23)      8.0035 (4.01)     0.7785 (1.81)      7.5597 (4.17)     0.8641 (4.22)         26;5  124.9457 (0.25)        121           1
    +test_word_count_rust_sequential_twice_with_threads      7.9839 (4.61)     10.3065 (2.22)      8.4511 (4.23)     0.4709 (1.10)      8.2457 (4.55)     0.3927 (1.92)        17;17  118.3274 (0.24)        114           1
    +test_word_count_python_sequential                      27.3985 (15.82)    45.4527 (9.78)     28.9604 (14.50)    4.1449 (9.64)     27.5781 (15.20)    0.4638 (2.26)          3;5   34.5299 (0.07)         35           1
    +-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
    +
    +

    You can see that the Python threaded version is not much slower than the Rust sequential version, which means compared to an execution on a single CPU core the speed has doubled.

    + +
    + + +
    +
    + + + +
    + + + + + + + + + + + + + + + + + + +
    + + diff --git a/v0.22.1/performance.html b/v0.22.1/performance.html new file mode 100644 index 00000000000..590bf842494 --- /dev/null +++ b/v0.22.1/performance.html @@ -0,0 +1,342 @@ + + + + + + Performance - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    + + + + + + + + + + + + + + + + + + + +
    + +
    + + + + + + + + +
    +
    +

    Performance

    +

    To achieve the best possible performance, it is useful to be aware of several tricks and sharp edges concerning PyO3's API.

    +

    extract versus downcast

    +

    Pythonic API implemented using PyO3 are often polymorphic, i.e. they will accept &Bound<'_, PyAny> and try to turn this into multiple more concrete types to which the requested operation is applied. This often leads to chains of calls to extract, e.g.

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +use pyo3::{exceptions::PyTypeError, types::PyList};
    +
    +fn frobnicate_list<'py>(list: &Bound<'_, PyList>) -> PyResult<Bound<'py, PyAny>> {
    +    todo!()
    +}
    +
    +fn frobnicate_vec<'py>(vec: Vec<Bound<'py, PyAny>>) -> PyResult<Bound<'py, PyAny>> {
    +    todo!()
    +}
    +
    +#[pyfunction]
    +fn frobnicate<'py>(value: &Bound<'py, PyAny>) -> PyResult<Bound<'py, PyAny>> {
    +    if let Ok(list) = value.extract::<Bound<'_, PyList>>() {
    +        frobnicate_list(&list)
    +    } else if let Ok(vec) = value.extract::<Vec<Bound<'_, PyAny>>>() {
    +        frobnicate_vec(vec)
    +    } else {
    +        Err(PyTypeError::new_err("Cannot frobnicate that type."))
    +    }
    +}
    +

    This suboptimal as the FromPyObject<T> trait requires extract to have a Result<T, PyErr> return type. For native types like PyList, it faster to use downcast (which extract calls internally) when the error value is ignored. This avoids the costly conversion of a PyDowncastError to a PyErr required to fulfil the FromPyObject contract, i.e.

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +use pyo3::{exceptions::PyTypeError, types::PyList};
    +fn frobnicate_list<'py>(list: &Bound<'_, PyList>) -> PyResult<Bound<'py, PyAny>> { todo!() }
    +fn frobnicate_vec<'py>(vec: Vec<Bound<'py, PyAny>>) -> PyResult<Bound<'py, PyAny>> { todo!() }
    +
    +#[pyfunction]
    +fn frobnicate<'py>(value: &Bound<'py, PyAny>) -> PyResult<Bound<'py, PyAny>> {
    +    // Use `downcast` instead of `extract` as turning `PyDowncastError` into `PyErr` is quite costly.
    +    if let Ok(list) = value.downcast::<PyList>() {
    +        frobnicate_list(list)
    +    } else if let Ok(vec) = value.extract::<Vec<Bound<'_, PyAny>>>() {
    +        frobnicate_vec(vec)
    +    } else {
    +        Err(PyTypeError::new_err("Cannot frobnicate that type."))
    +    }
    +}
    +

    Access to Bound implies access to GIL token

    +

    Calling Python::with_gil is effectively a no-op when the GIL is already held, but checking that this is the case still has a cost. If an existing GIL token can not be accessed, for example when implementing a pre-existing trait, but a GIL-bound reference is available, this cost can be avoided by exploiting that access to GIL-bound reference gives zero-cost access to a GIL token via Bound::py.

    +

    For example, instead of writing

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyList;
    +
    +struct Foo(Py<PyList>);
    +
    +struct FooBound<'py>(Bound<'py, PyList>);
    +
    +impl PartialEq<Foo> for FooBound<'_> {
    +    fn eq(&self, other: &Foo) -> bool {
    +        Python::with_gil(|py| {
    +            let len = other.0.bind(py).len();
    +            self.0.len() == len
    +        })
    +    }
    +}
    +

    use the more efficient

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyList;
    +struct Foo(Py<PyList>);
    +struct FooBound<'py>(Bound<'py, PyList>);
    +
    +impl PartialEq<Foo> for FooBound<'_> {
    +    fn eq(&self, other: &Foo) -> bool {
    +        // Access to `&Bound<'py, PyAny>` implies access to `Python<'py>`.
    +        let py = self.0.py();
    +        let len = other.0.bind(py).len();
    +        self.0.len() == len
    +    }
    +}
    +

    Disable the global reference pool

    +

    PyO3 uses global mutable state to keep track of deferred reference count updates implied by impl<T> Drop for Py<T> being called without the GIL being held. The necessary synchronization to obtain and apply these reference count updates when PyO3-based code next acquires the GIL is somewhat expensive and can become a significant part of the cost of crossing the Python-Rust boundary.

    +

    This functionality can be avoided by setting the pyo3_disable_reference_pool conditional compilation flag. This removes the global reference pool and the associated costs completely. However, it does not remove the Drop implementation for Py<T> which is necessary to interoperate with existing Rust code written without PyO3-based code in mind. To stay compatible with the wider Rust ecosystem in these cases, we keep the implementation but abort when Drop is called without the GIL being held. If pyo3_leak_on_drop_without_reference_pool is additionally enabled, objects dropped without the GIL being held will be leaked instead which is always sound but might have determinal effects like resource exhaustion in the long term.

    +

    This limitation is important to keep in mind when this setting is used, especially when embedding Python code into a Rust application as it is quite easy to accidentally drop a Py<T> (or types containing it like PyErr, PyBackedStr or PyBackedBytes) returned from Python::with_gil without making sure to re-acquire the GIL beforehand. For example, the following code

    +
    use pyo3::prelude::*;
    +use pyo3::types::PyList;
    +let numbers: Py<PyList> = Python::with_gil(|py| PyList::empty_bound(py).unbind());
    +
    +Python::with_gil(|py| {
    +    numbers.bind(py).append(23).unwrap();
    +});
    +
    +Python::with_gil(|py| {
    +    numbers.bind(py).append(42).unwrap();
    +});
    +

    will abort if the list not explicitly disposed via

    +
    use pyo3::prelude::*;
    +use pyo3::types::PyList;
    +let numbers: Py<PyList> = Python::with_gil(|py| PyList::empty_bound(py).unbind());
    +
    +Python::with_gil(|py| {
    +    numbers.bind(py).append(23).unwrap();
    +});
    +
    +Python::with_gil(|py| {
    +    numbers.bind(py).append(42).unwrap();
    +});
    +
    +Python::with_gil(move |py| {
    +    drop(numbers);
    +});
    + +
    + + +
    +
    + + + +
    + + + + + + + + + + + + + + + + + + +
    + + diff --git a/v0.22.1/print.html b/v0.22.1/print.html new file mode 100644 index 00000000000..7bbf049985d --- /dev/null +++ b/v0.22.1/print.html @@ -0,0 +1,11042 @@ + + + + + + PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    + + + + + + + + + + + + + + + + + + + +
    + +
    + + + + + + + + +
    +
    +

    The PyO3 user guide

    +

    Welcome to the PyO3 user guide! This book is a companion to PyO3's API docs. It contains examples and documentation to explain all of PyO3's use cases in detail.

    +

    The rough order of material in this user guide is as follows:

    +
      +
    1. Getting started
    2. +
    3. Wrapping Rust code for use from Python
    4. +
    5. How to use Python code from Rust
    6. +
    7. Remaining topics which go into advanced concepts in detail
    8. +
    +

    Please choose from the chapters on the left to jump to individual topics, or continue below to start with PyO3's README.

    +
    +

    ⚠️ Warning: API update in progress 🛠️

    +

    PyO3 0.21 has introduced a significant new API, termed the "Bound" API after the new smart pointer Bound<T>.

    +

    While most of this guide has been updated to the new API, it is possible some stray references to the older "GIL Refs" API such as &PyAny remain.

    +
    +
    +

    PyO3

    +

    actions status +benchmark +codecov +crates.io +minimum rustc 1.63 +discord server +contributing notes

    +

    Rust bindings for Python, including tools for creating native Python extension modules. Running and interacting with Python code from a Rust binary is also supported.

    + +

    Usage

    +

    PyO3 supports the following software versions:

    +
      +
    • Python 3.7 and up (CPython, PyPy, and GraalPy)
    • +
    • Rust 1.63 and up
    • +
    +

    You can use PyO3 to write a native Python module in Rust, or to embed Python in a Rust binary. The following sections explain each of these in turn.

    +

    Using Rust from Python

    +

    PyO3 can be used to generate a native Python module. The easiest way to try this out for the first time is to use maturin. maturin is a tool for building and publishing Rust-based Python packages with minimal configuration. The following steps install maturin, use it to generate and build a new Python package, and then launch Python to import and execute a function from the package.

    +

    First, follow the commands below to create a new directory containing a new Python virtualenv, and install maturin into the virtualenv using Python's package manager, pip:

    +
    # (replace string_sum with the desired package name)
    +$ mkdir string_sum
    +$ cd string_sum
    +$ python -m venv .env
    +$ source .env/bin/activate
    +$ pip install maturin
    +
    +

    Still inside this string_sum directory, now run maturin init. This will generate the new package source. When given the choice of bindings to use, select pyo3 bindings:

    +
    $ maturin init
    +✔ 🤷 What kind of bindings to use? · pyo3
    +  ✨ Done! New project created string_sum
    +
    +

    The most important files generated by this command are Cargo.toml and lib.rs, which will look roughly like the following:

    +

    Cargo.toml

    +
    [package]
    +name = "string_sum"
    +version = "0.1.0"
    +edition = "2021"
    +
    +[lib]
    +# The name of the native library. This is the name which will be used in Python to import the
    +# library (i.e. `import string_sum`). If you change this, you must also change the name of the
    +# `#[pymodule]` in `src/lib.rs`.
    +name = "string_sum"
    +# "cdylib" is necessary to produce a shared library for Python to import from.
    +#
    +# Downstream Rust code (including code in `bin/`, `examples/`, and `tests/`) will not be able
    +# to `use string_sum;` unless the "rlib" or "lib" crate type is also included, e.g.:
    +# crate-type = ["cdylib", "rlib"]
    +crate-type = ["cdylib"]
    +
    +[dependencies]
    +pyo3 = { version = "0.22.1", features = ["extension-module"] }
    +
    +

    src/lib.rs

    +
    use pyo3::prelude::*;
    +
    +/// Formats the sum of two numbers as string.
    +#[pyfunction]
    +fn sum_as_string(a: usize, b: usize) -> PyResult<String> {
    +    Ok((a + b).to_string())
    +}
    +
    +/// A Python module implemented in Rust. The name of this function must match
    +/// the `lib.name` setting in the `Cargo.toml`, else Python will not be able to
    +/// import the module.
    +#[pymodule]
    +fn string_sum(m: &Bound<'_, PyModule>) -> PyResult<()> {
    +    m.add_function(wrap_pyfunction!(sum_as_string, m)?)?;
    +    Ok(())
    +}
    +

    Finally, run maturin develop. This will build the package and install it into the Python virtualenv previously created and activated. The package is then ready to be used from python:

    +
    $ maturin develop
    +# lots of progress output as maturin runs the compilation...
    +$ python
    +>>> import string_sum
    +>>> string_sum.sum_as_string(5, 20)
    +'25'
    +
    +

    To make changes to the package, just edit the Rust source code and then re-run maturin develop to recompile.

    +

    To run this all as a single copy-and-paste, use the bash script below (replace string_sum in the first command with the desired package name):

    +
    mkdir string_sum && cd "$_"
    +python -m venv .env
    +source .env/bin/activate
    +pip install maturin
    +maturin init --bindings pyo3
    +maturin develop
    +
    +

    If you want to be able to run cargo test or use this project in a Cargo workspace and are running into linker issues, there are some workarounds in the FAQ.

    +

    As well as with maturin, it is possible to build using setuptools-rust or manually. Both offer more flexibility than maturin but require more configuration to get started.

    +

    Using Python from Rust

    +

    To embed Python into a Rust binary, you need to ensure that your Python installation contains a shared library. The following steps demonstrate how to ensure this (for Ubuntu), and then give some example code which runs an embedded Python interpreter.

    +

    To install the Python shared library on Ubuntu:

    +
    sudo apt install python3-dev
    +
    +

    To install the Python shared library on RPM based distributions (e.g. Fedora, Red Hat, SuSE), install the python3-devel package.

    +

    Start a new project with cargo new and add pyo3 to the Cargo.toml like this:

    +
    [dependencies.pyo3]
    +version = "0.22.1"
    +features = ["auto-initialize"]
    +
    +

    Example program displaying the value of sys.version and the current user name:

    +
    use pyo3::prelude::*;
    +use pyo3::types::IntoPyDict;
    +
    +fn main() -> PyResult<()> {
    +    Python::with_gil(|py| {
    +        let sys = py.import_bound("sys")?;
    +        let version: String = sys.getattr("version")?.extract()?;
    +
    +        let locals = [("os", py.import_bound("os")?)].into_py_dict_bound(py);
    +        let code = "os.getenv('USER') or os.getenv('USERNAME') or 'Unknown'";
    +        let user: String = py.eval_bound(code, None, Some(&locals))?.extract()?;
    +
    +        println!("Hello {}, I'm Python {}", user, version);
    +        Ok(())
    +    })
    +}
    +

    The guide has a section with lots of examples +about this topic.

    +

    Tools and libraries

    +
      +
    • maturin Build and publish crates with pyo3, rust-cpython or cffi bindings as well as rust binaries as python packages
    • +
    • setuptools-rust Setuptools plugin for Rust support.
    • +
    • pyo3-built Simple macro to expose metadata obtained with the built crate as a PyDict
    • +
    • rust-numpy Rust binding of NumPy C-API
    • +
    • dict-derive Derive FromPyObject to automatically transform Python dicts into Rust structs
    • +
    • pyo3-log Bridge from Rust to Python logging
    • +
    • pythonize Serde serializer for converting Rust objects to JSON-compatible Python objects
    • +
    • pyo3-asyncio Utilities for working with Python's Asyncio library and async functions
    • +
    • rustimport Directly import Rust files or crates from Python, without manual compilation step. Provides pyo3 integration by default and generates pyo3 binding code automatically.
    • +
    • pyo3-arrow Lightweight Apache Arrow integration for pyo3.
    • +
    +

    Examples

    +
      +
    • autopy A simple, cross-platform GUI automation library for Python and Rust. +
        +
      • Contains an example of building wheels on TravisCI and appveyor using cibuildwheel
      • +
      +
    • +
    • ballista-python A Python library that binds to Apache Arrow distributed query engine Ballista.
    • +
    • bed-reader Read and write the PLINK BED format, simply and efficiently. +
        +
      • Shows Rayon/ndarray::parallel (including capturing errors, controlling thread num), Python types to Rust generics, Github Actions
      • +
      +
    • +
    • cryptography Python cryptography library with some functionality in Rust.
    • +
    • css-inline CSS inlining for Python implemented in Rust.
    • +
    • datafusion-python A Python library that binds to Apache Arrow in-memory query engine DataFusion.
    • +
    • deltalake-python Native Delta Lake Python binding based on delta-rs with Pandas integration.
    • +
    • fastbloom A fast bloom filter | counting bloom filter implemented by Rust for Rust and Python!
    • +
    • fastuuid Python bindings to Rust's UUID library.
    • +
    • feos Lightning fast thermodynamic modeling in Rust with fully developed Python interface.
    • +
    • forust A lightweight gradient boosted decision tree library written in Rust.
    • +
    • greptimedb Support Python scripting in the database
    • +
    • haem A Python library for working on Bioinformatics problems.
    • +
    • html-py-ever Using html5ever through kuchiki to speed up html parsing and css-selecting.
    • +
    • hyperjson A hyper-fast Python module for reading/writing JSON data using Rust's serde-json.
    • +
    • inline-python Inline Python code directly in your Rust code.
    • +
    • johnnycanencrypt OpenPGP library with Yubikey support.
    • +
    • jsonschema-rs Fast JSON Schema validation library.
    • +
    • mocpy Astronomical Python library offering data structures for describing any arbitrary coverage regions on the unit sphere.
    • +
    • opendal A data access layer that allows users to easily and efficiently retrieve data from various storage services in a unified way.
    • +
    • orjson Fast Python JSON library.
    • +
    • ormsgpack Fast Python msgpack library.
    • +
    • point-process High level API for pointprocesses as a Python library.
    • +
    • polaroid Hyper Fast and safe image manipulation library for Python written in Rust.
    • +
    • polars Fast multi-threaded DataFrame library in Rust | Python | Node.js.
    • +
    • pydantic-core Core validation logic for pydantic written in Rust.
    • +
    • pyheck Fast case conversion library, built by wrapping heck. +
        +
      • Quite easy to follow as there's not much code.
      • +
      +
    • +
    • pyre Fast Python HTTP server written in Rust.
    • +
    • pyreqwest_impersonate The fastest python HTTP client that can impersonate web browsers by mimicking their headers and TLS/JA3/JA4/HTTP2 fingerprints.
    • +
    • ril-py A performant and high-level image processing library for Python written in Rust.
    • +
    • river Online machine learning in python, the computationally heavy statistics algorithms are implemented in Rust.
    • +
    • rust-python-coverage Example PyO3 project with automated test coverage for Rust and Python.
    • +
    • tiktoken A fast BPE tokeniser for use with OpenAI's models.
    • +
    • tokenizers Python bindings to the Hugging Face tokenizers (NLP) written in Rust.
    • +
    • tzfpy A fast package to convert longitude/latitude to timezone name.
    • +
    • utiles Fast Python web-map tile utilities
    • +
    • wasmer-python Python library to run WebAssembly binaries.
    • +
    +

    Articles and other media

    + +

    Contributing

    +

    Everyone is welcomed to contribute to PyO3! There are many ways to support the project, such as:

    +
      +
    • help PyO3 users with issues on GitHub and Discord
    • +
    • improve documentation
    • +
    • write features and bugfixes
    • +
    • publish blogs and examples of how to use PyO3
    • +
    +

    Our contributing notes and architecture guide have more resources if you wish to volunteer time for PyO3 and are searching where to start.

    +

    If you don't have time to contribute yourself but still wish to support the project's future success, some of our maintainers have GitHub sponsorship pages:

    + +

    License

    +

    PyO3 is licensed under the Apache-2.0 license or the MIT license, at your option.

    +

    Python is licensed under the Python License.

    +

    Unless you explicitly state otherwise, any contribution intentionally submitted for inclusion in PyO3 by you, as defined in the Apache License, shall be dual-licensed as above, without any additional terms or conditions.

    +

    Deploys by Netlify

    +

    Installation

    +

    To get started using PyO3 you will need three things: a Rust toolchain, a Python environment, and a way to build. We'll cover each of these below.

    +
    +

    If you'd like to chat to the PyO3 maintainers and other PyO3 users, consider joining the PyO3 Discord server. We're keen to hear about your experience getting started, so we can make PyO3 as accessible as possible for everyone!

    +
    +

    Rust

    +

    First, make sure you have Rust installed on your system. If you haven't already done so, try following the instructions here. PyO3 runs on both the stable and nightly versions so you can choose whichever one fits you best. The minimum required Rust version is 1.63.

    +

    If you can run rustc --version and the version is new enough you're good to go!

    +

    Python

    +

    To use PyO3, you need at least Python 3.7. While you can simply use the default Python interpreter on your system, it is recommended to use a virtual environment.

    +

    Virtualenvs

    +

    While you can use any virtualenv manager you like, we recommend the use of pyenv in particular if you want to develop or test for multiple different Python versions, so that is what the examples in this book will use. The installation instructions for pyenv can be found here. (Note: To get the pyenv activate and pyenv virtualenv commands, you will also need to install the pyenv-virtualenv plugin. The pyenv installer will install both together.)

    +

    It can be useful to keep the sources used when installing using pyenv so that future debugging can see the original source files. This can be done by passing the --keep flag as part of the pyenv install command.

    +

    For example:

    +
    pyenv install 3.12 --keep
    +
    +

    Building

    +

    There are a number of build and Python package management systems such as setuptools-rust or manually. We recommend the use of maturin, which you can install here. It is developed to work with PyO3 and provides the most "batteries included" experience, especially if you are aiming to publish to PyPI. maturin is just a Python package, so you can add it in the same way you already install Python packages.

    +

    System Python:

    +
    pip install maturin --user
    +
    +

    pipx:

    +
    pipx install maturin
    +
    +

    pyenv:

    +
    pyenv activate pyo3
    +pip install maturin
    +
    +

    poetry:

    +
    poetry add -G dev maturin
    +
    +

    After installation, you can run maturin --version to check that you have correctly installed it.

    +

    Starting a new project

    +

    First you should create the folder and virtual environment that are going to contain your new project. Here we will use the recommended pyenv:

    +
    mkdir pyo3-example
    +cd pyo3-example
    +pyenv virtualenv pyo3
    +pyenv local pyo3
    +
    +

    After this, you should install your build manager. In this example, we will use maturin. After you've activated your virtualenv, add maturin to it:

    +
    pip install maturin
    +
    +

    Now you can initialize the new project:

    +
    maturin init
    +
    +

    If maturin is already installed, you can create a new project using that directly as well:

    +
    maturin new -b pyo3 pyo3-example
    +cd pyo3-example
    +pyenv virtualenv pyo3
    +pyenv local pyo3
    +
    +

    Adding to an existing project

    +

    Sadly, maturin cannot currently be run in existing projects, so if you want to use Python in an existing project you basically have two options:

    +
      +
    1. Create a new project as above and move your existing code into that project
    2. +
    3. Manually edit your project configuration as necessary
    4. +
    +

    If you opt for the second option, here are the things you need to pay attention to:

    +

    Cargo.toml

    +

    Make sure that the Rust crate you want to be able to access from Python is compiled into a library. You can have a binary output as well, but the code you want to access from Python has to be in the library part. Also, make sure that the crate type is cdylib and add PyO3 as a dependency as so:

    +
    # If you already have [package] information in `Cargo.toml`, you can ignore
    +# this section!
    +[package]
    +# `name` here is name of the package.
    +name = "pyo3_start"
    +# these are good defaults:
    +version = "0.1.0"
    +edition = "2021"
    +
    +[lib]
    +# The name of the native library. This is the name which will be used in Python to import the
    +# library (i.e. `import string_sum`). If you change this, you must also change the name of the
    +# `#[pymodule]` in `src/lib.rs`.
    +name = "pyo3_example"
    +
    +# "cdylib" is necessary to produce a shared library for Python to import from.
    +crate-type = ["cdylib"]
    +
    +[dependencies]
    +pyo3 = { version = "0.22.1", features = ["extension-module"] }
    +
    +

    pyproject.toml

    +

    You should also create a pyproject.toml with the following contents:

    +
    [build-system]
    +requires = ["maturin>=1,<2"]
    +build-backend = "maturin"
    +
    +[project]
    +name = "pyo3_example"
    +requires-python = ">=3.7"
    +classifiers = [
    +    "Programming Language :: Rust",
    +    "Programming Language :: Python :: Implementation :: CPython",
    +    "Programming Language :: Python :: Implementation :: PyPy",
    +]
    +
    +

    Running code

    +

    After this you can setup Rust code to be available in Python as below; for example, you can place this code in src/lib.rs:

    +
    use pyo3::prelude::*;
    +
    +/// Formats the sum of two numbers as string.
    +#[pyfunction]
    +fn sum_as_string(a: usize, b: usize) -> PyResult<String> {
    +    Ok((a + b).to_string())
    +}
    +
    +/// A Python module implemented in Rust. The name of this function must match
    +/// the `lib.name` setting in the `Cargo.toml`, else Python will not be able to
    +/// import the module.
    +#[pymodule]
    +fn pyo3_example(m: &Bound<'_, PyModule>) -> PyResult<()> {
    +    m.add_function(wrap_pyfunction!(sum_as_string, m)?)?;
    +    Ok(())
    +}
    +

    Now you can run maturin develop to prepare the Python package, after which you can use it like so:

    +
    $ maturin develop
    +# lots of progress output as maturin runs the compilation...
    +$ python
    +>>> import pyo3_example
    +>>> pyo3_example.sum_as_string(5, 20)
    +'25'
    +
    +

    For more instructions on how to use Python code from Rust, see the Python from Rust page.

    +

    Maturin Import Hook

    +

    In development, any changes in the code would require running maturin develop before testing. To streamline the development process, you may want to install Maturin Import Hook which will run maturin develop automatically when the library with code changes is being imported.

    +

    Using Rust from Python

    +

    This chapter of the guide is dedicated to explaining how to wrap Rust code into Python objects.

    +

    PyO3 uses Rust's "procedural macros" to provide a powerful yet simple API to denote what Rust code should map into Python objects.

    +

    The three types of Python objects which PyO3 can produce are:

    +
      +
    • Python modules, via the #[pymodule] macro
    • +
    • Python functions, via the #[pyfunction] macro
    • +
    • Python classes, via the #[pyclass] macro (plus #[pymethods] to define methods for those clases)
    • +
    +

    The following subchapters go through each of these in turn.

    +

    Python modules

    +

    You can create a module using #[pymodule]:

    +
    use pyo3::prelude::*;
    +
    +#[pyfunction]
    +fn double(x: usize) -> usize {
    +    x * 2
    +}
    +
    +/// This module is implemented in Rust.
    +#[pymodule]
    +fn my_extension(m: &Bound<'_, PyModule>) -> PyResult<()> {
    +    m.add_function(wrap_pyfunction!(double, m)?)?;
    +    Ok(())
    +}
    +

    The #[pymodule] procedural macro takes care of exporting the initialization function of your +module to Python.

    +

    The module's name defaults to the name of the Rust function. You can override the module name by +using #[pyo3(name = "custom_name")]:

    +
    use pyo3::prelude::*;
    +
    +#[pyfunction]
    +fn double(x: usize) -> usize {
    +    x * 2
    +}
    +
    +#[pymodule]
    +#[pyo3(name = "custom_name")]
    +fn my_extension(m: &Bound<'_, PyModule>) -> PyResult<()> {
    +    m.add_function(wrap_pyfunction!(double, m)?)?;
    +    Ok(())
    +}
    +

    The name of the module must match the name of the .so or .pyd +file. Otherwise, you will get an import error in Python with the following message: +ImportError: dynamic module does not define module export function (PyInit_name_of_your_module)

    +

    To import the module, either:

    + +

    Documentation

    +

    The Rust doc comments of the module +initialization function will be applied automatically as the Python docstring of your module.

    +

    For example, building off of the above code, this will print This module is implemented in Rust.:

    +
    import my_extension
    +
    +print(my_extension.__doc__)
    +
    +

    Python submodules

    +

    You can create a module hierarchy within a single extension module by using +Bound<'_, PyModule>::add_submodule(). +For example, you could define the modules parent_module and parent_module.child_module.

    +
    use pyo3::prelude::*;
    +
    +#[pymodule]
    +fn parent_module(m: &Bound<'_, PyModule>) -> PyResult<()> {
    +    register_child_module(m)?;
    +    Ok(())
    +}
    +
    +fn register_child_module(parent_module: &Bound<'_, PyModule>) -> PyResult<()> {
    +    let child_module = PyModule::new_bound(parent_module.py(), "child_module")?;
    +    child_module.add_function(wrap_pyfunction!(func, &child_module)?)?;
    +    parent_module.add_submodule(&child_module)?;
    +    Ok(())
    +}
    +
    +#[pyfunction]
    +fn func() -> String {
    +    "func".to_string()
    +}
    +
    +Python::with_gil(|py| {
    +   use pyo3::wrap_pymodule;
    +   use pyo3::types::IntoPyDict;
    +   let parent_module = wrap_pymodule!(parent_module)(py);
    +   let ctx = [("parent_module", parent_module)].into_py_dict_bound(py);
    +
    +   py.run_bound("assert parent_module.child_module.func() == 'func'", None, Some(&ctx)).unwrap();
    +})
    +

    Note that this does not define a package, so this won’t allow Python code to directly import +submodules by using from parent_module import child_module. For more information, see +#759 and +#1517.

    +

    It is not necessary to add #[pymodule] on nested modules, which is only required on the top-level module.

    +

    Declarative modules

    +

    Another syntax based on Rust inline modules is also available to declare modules.

    +

    For example:

    +
    mod declarative_module_test {
    +use pyo3::prelude::*;
    +
    +#[pyfunction]
    +fn double(x: usize) -> usize {
    +    x * 2
    +}
    +
    +#[pymodule]
    +mod my_extension {
    +    use super::*;
    +
    +    #[pymodule_export]
    +    use super::double; // Exports the double function as part of the module
    +
    +    #[pyfunction] // This will be part of the module
    +    fn triple(x: usize) -> usize {
    +        x * 3
    +    }
    +
    +    #[pyclass] // This will be part of the module
    +    struct Unit;
    +
    +    #[pymodule]
    +    mod submodule {
    +        // This is a submodule
    +    }
    +
    +    #[pymodule_init]
    +    fn init(m: &Bound<'_, PyModule>) -> PyResult<()> {
    +        // Arbitrary code to run at the module initialization
    +        m.add("double2", m.getattr("double")?)?;
    +        Ok(())
    +    }
    +}
    +}
    +

    The #[pymodule] macro automatically sets the module attribute of the #[pyclass] macros declared inside of it with its name. +For nested modules, the name of the parent module is automatically added. +In the following example, the Unit class will have for module my_extension.submodule because it is properly nested +but the Ext class will have for module the default builtins because it not nested.

    +

    You can provide the submodule argument to pymodule() for modules that are not top-level modules.

    +
    mod declarative_module_module_attr_test {
    +use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct Ext;
    +
    +#[pymodule]
    +mod my_extension {
    +    use super::*;
    +
    +    #[pymodule_export]
    +    use super::Ext;
    +
    +    #[pymodule(submodule)]
    +    mod submodule {
    +        use super::*;
    +        // This is a submodule
    +
    +        #[pyclass] // This will be part of the module
    +        struct Unit;
    +    }
    +}
    +}
    +

    It is possible to customize the module value for a #[pymodule] with the #[pyo3(module = "MY_MODULE")] option.

    +

    Python functions

    +

    The #[pyfunction] attribute is used to define a Python function from a Rust function. Once defined, the function needs to be added to a module using the wrap_pyfunction! macro.

    +

    The following example defines a function called double in a Python module called my_extension:

    +
    use pyo3::prelude::*;
    +
    +#[pyfunction]
    +fn double(x: usize) -> usize {
    +    x * 2
    +}
    +
    +#[pymodule]
    +fn my_extension(m: &Bound<'_, PyModule>) -> PyResult<()> {
    +    m.add_function(wrap_pyfunction!(double, m)?)?;
    +    Ok(())
    +}
    +

    This chapter of the guide explains full usage of the #[pyfunction] attribute. In this first section, the following topics are covered:

    + +

    There are also additional sections on the following topics:

    + +

    Function options

    +

    The #[pyo3] attribute can be used to modify properties of the generated Python function. It can take any combination of the following options:

    +
      +
    • +

      #[pyo3(name = "...")]

      +

      Overrides the name exposed to Python.

      +

      In the following example, the Rust function no_args_py will be added to the Python module +module_with_functions as the Python function no_args:

      +
      use pyo3::prelude::*;
      +
      +#[pyfunction]
      +#[pyo3(name = "no_args")]
      +fn no_args_py() -> usize {
      +    42
      +}
      +
      +#[pymodule]
      +fn module_with_functions(m: &Bound<'_, PyModule>) -> PyResult<()> {
      +    m.add_function(wrap_pyfunction!(no_args_py, m)?)?;
      +    Ok(())
      +}
      +
      +Python::with_gil(|py| {
      +    let m = pyo3::wrap_pymodule!(module_with_functions)(py);
      +    assert!(m.getattr(py, "no_args").is_ok());
      +    assert!(m.getattr(py, "no_args_py").is_err());
      +});
      +
    • +
    • +

      #[pyo3(signature = (...))]

      +

      Defines the function signature in Python. See Function Signatures.

      +
    • +
    • +

      #[pyo3(text_signature = "...")]

      +

      Overrides the PyO3-generated function signature visible in Python tooling (such as via inspect.signature). See the corresponding topic in the Function Signatures subchapter.

      +
    • +
    • +

      #[pyo3(pass_module)]

      +

      Set this option to make PyO3 pass the containing module as the first argument to the function. It is then possible to use the module in the function body. The first argument must be of type &Bound<'_, PyModule>, Bound<'_, PyModule>, or Py<PyModule>.

      +

      The following example creates a function pyfunction_with_module which returns the containing module's name (i.e. module_with_fn):

      +
      use pyo3::prelude::*;
      +use pyo3::types::PyString;
      +
      +#[pyfunction]
      +#[pyo3(pass_module)]
      +fn pyfunction_with_module<'py>(
      +    module: &Bound<'py, PyModule>,
      +) -> PyResult<Bound<'py, PyString>> {
      +    module.name()
      +}
      +
      +#[pymodule]
      +fn module_with_fn(m: &Bound<'_, PyModule>) -> PyResult<()> {
      +    m.add_function(wrap_pyfunction!(pyfunction_with_module, m)?)
      +}
      +
    • +
    +

    Per-argument options

    +

    The #[pyo3] attribute can be used on individual arguments to modify properties of them in the generated function. It can take any combination of the following options:

    +
      +
    • +

      #[pyo3(from_py_with = "...")]

      +

      Set this on an option to specify a custom function to convert the function argument from Python to the desired Rust type, instead of using the default FromPyObject extraction. The function signature must be fn(&Bound<'_, PyAny>) -> PyResult<T> where T is the Rust type of the argument.

      +

      The following example uses from_py_with to convert the input Python object to its length:

      +
      use pyo3::prelude::*;
      +
      +fn get_length(obj: &Bound<'_, PyAny>) -> PyResult<usize> {
      +    let length = obj.len()?;
      +    Ok(length)
      +}
      +
      +#[pyfunction]
      +fn object_length(#[pyo3(from_py_with = "get_length")] argument: usize) -> usize {
      +    argument
      +}
      +
      +Python::with_gil(|py| {
      +    let f = pyo3::wrap_pyfunction_bound!(object_length)(py).unwrap();
      +    assert_eq!(f.call1((vec![1, 2, 3],)).unwrap().extract::<usize>().unwrap(), 3);
      +});
      +
    • +
    +

    Advanced function patterns

    +

    Calling Python functions in Rust

    +

    You can pass Python def'd functions and built-in functions to Rust functions PyFunction +corresponds to regular Python functions while PyCFunction describes built-ins such as +repr().

    +

    You can also use Bound<'_, PyAny>::is_callable to check if you have a callable object. is_callable +will return true for functions (including lambdas), methods and objects with a __call__ method. +You can call the object with Bound<'_, PyAny>::call with the args as first parameter and the kwargs +(or None) as second parameter. There are also Bound<'_, PyAny>::call0 with no args and +Bound<'_, PyAny>::call1 with only positional args.

    +

    Calling Rust functions in Python

    +

    The ways to convert a Rust function into a Python object vary depending on the function:

    +
      +
    • Named functions, e.g. fn foo(): add #[pyfunction] and then use wrap_pyfunction! to get the corresponding PyCFunction.
    • +
    • Anonymous functions (or closures), e.g. foo: fn() either: +
        +
      • use a #[pyclass] struct which stores the function as a field and implement __call__ to call the stored function.
      • +
      • use PyCFunction::new_closure to create an object directly from the function.
      • +
      +
    • +
    +

    Accessing the FFI functions

    +

    In order to make Rust functions callable from Python, PyO3 generates an extern "C" +function whose exact signature depends on the Rust signature. (PyO3 chooses the optimal +Python argument passing convention.) It then embeds the call to the Rust function inside this +FFI-wrapper function. This wrapper handles extraction of the regular arguments and the keyword +arguments from the input PyObjects.

    +

    The wrap_pyfunction macro can be used to directly get a Bound<PyCFunction> given a +#[pyfunction] and a Bound<PyModule>: wrap_pyfunction!(rust_fun, module).

    +

    #[pyfn] shorthand

    +

    There is a shorthand to #[pyfunction] and wrap_pymodule!: the function can be placed inside the module definition and +annotated with #[pyfn]. To simplify PyO3, it is expected that #[pyfn] may be removed in a future release (See #694).

    +

    An example of #[pyfn] is below:

    +
    use pyo3::prelude::*;
    +
    +#[pymodule]
    +fn my_extension(m: &Bound<'_, PyModule>) -> PyResult<()> {
    +    #[pyfn(m)]
    +    fn double(x: usize) -> usize {
    +        x * 2
    +    }
    +
    +    Ok(())
    +}
    +

    #[pyfn(m)] is just syntactic sugar for #[pyfunction], and takes all the same options +documented in the rest of this chapter. The code above is expanded to the following:

    +
    use pyo3::prelude::*;
    +
    +#[pymodule]
    +fn my_extension(m: &Bound<'_, PyModule>) -> PyResult<()> {
    +    #[pyfunction]
    +    fn double(x: usize) -> usize {
    +        x * 2
    +    }
    +
    +    m.add_function(wrap_pyfunction!(double, m)?)?;
    +    Ok(())
    +}
    +

    Function signatures

    +

    The #[pyfunction] attribute also accepts parameters to control how the generated Python function accepts arguments. Just like in Python, arguments can be positional-only, keyword-only, or accept either. *args lists and **kwargs dicts can also be accepted. These parameters also work for #[pymethods] which will be introduced in the Python Classes section of the guide.

    +

    Like Python, by default PyO3 accepts all arguments as either positional or keyword arguments. Most arguments are required by default, except for trailing Option<_> arguments, which are implicitly given a default of None. This behaviour can be configured by the #[pyo3(signature = (...))] option which allows writing a signature in Python syntax.

    +

    This section of the guide goes into detail about use of the #[pyo3(signature = (...))] option and its related option #[pyo3(text_signature = "...")]

    +

    Using #[pyo3(signature = (...))]

    +

    For example, below is a function that accepts arbitrary keyword arguments (**kwargs in Python syntax) and returns the number that was passed:

    +
    use pyo3::prelude::*;
    +use pyo3::types::PyDict;
    +
    +#[pyfunction]
    +#[pyo3(signature = (**kwds))]
    +fn num_kwds(kwds: Option<&Bound<'_, PyDict>>) -> usize {
    +    kwds.map_or(0, |dict| dict.len())
    +}
    +
    +#[pymodule]
    +fn module_with_functions(m: &Bound<'_, PyModule>) -> PyResult<()> {
    +    m.add_function(wrap_pyfunction!(num_kwds, m)?).unwrap();
    +    Ok(())
    +}
    +

    Just like in Python, the following constructs can be part of the signature::

    +
      +
    • /: positional-only arguments separator, each parameter defined before / is a positional-only parameter.
    • +
    • *: var arguments separator, each parameter defined after * is a keyword-only parameter.
    • +
    • *args: "args" is var args. Type of the args parameter has to be &Bound<'_, PyTuple>.
    • +
    • **kwargs: "kwargs" receives keyword arguments. The type of the kwargs parameter has to be Option<&Bound<'_, PyDict>>.
    • +
    • arg=Value: arguments with default value. +If the arg argument is defined after var arguments, it is treated as a keyword-only argument. +Note that Value has to be valid rust code, PyO3 just inserts it into the generated +code unmodified.
    • +
    +

    Example:

    +
    use pyo3::prelude::*;
    +use pyo3::types::{PyDict, PyTuple};
    +
    +#[pyclass]
    +struct MyClass {
    +    num: i32,
    +}
    +#[pymethods]
    +impl MyClass {
    +    #[new]
    +    #[pyo3(signature = (num=-1))]
    +    fn new(num: i32) -> Self {
    +        MyClass { num }
    +    }
    +
    +    #[pyo3(signature = (num=10, *py_args, name="Hello", **py_kwargs))]
    +    fn method(
    +        &mut self,
    +        num: i32,
    +        py_args: &Bound<'_, PyTuple>,
    +        name: &str,
    +        py_kwargs: Option<&Bound<'_, PyDict>>,
    +    ) -> String {
    +        let num_before = self.num;
    +        self.num = num;
    +        format!(
    +            "num={} (was previously={}), py_args={:?}, name={}, py_kwargs={:?} ",
    +            num, num_before, py_args, name, py_kwargs,
    +        )
    +    }
    +
    +    fn make_change(&mut self, num: i32) -> PyResult<String> {
    +        self.num = num;
    +        Ok(format!("num={}", self.num))
    +    }
    +}
    +

    Arguments of type Python must not be part of the signature:

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +#[pyfunction]
    +#[pyo3(signature = (lambda))]
    +pub fn simple_python_bound_function(py: Python<'_>, lambda: PyObject) -> PyResult<()> {
    +    Ok(())
    +}
    +

    N.B. the position of the / and * arguments (if included) control the system of handling positional and keyword arguments. In Python:

    +
    import mymodule
    +
    +mc = mymodule.MyClass()
    +print(mc.method(44, False, "World", 666, x=44, y=55))
    +print(mc.method(num=-1, name="World"))
    +print(mc.make_change(44, False))
    +
    +

    Produces output:

    +
    py_args=('World', 666), py_kwargs=Some({'x': 44, 'y': 55}), name=Hello, num=44
    +py_args=(), py_kwargs=None, name=World, num=-1
    +num=44
    +num=-1
    +
    +
    +

    Note: to use keywords like struct as a function argument, use "raw identifier" syntax r#struct in both the signature and the function definition:

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +#[pyfunction(signature = (r#struct = "foo"))]
    +fn function_with_keyword(r#struct: &str) {
    +    let _ = r#struct;
    +    /* ... */
    +}
    +
    +

    Trailing optional arguments

    +
    +

    ⚠️ Warning: This behaviour is being phased out 🛠️

    +

    The special casing of trailing optional arguments is deprecated. In a future pyo3 version, arguments of type Option<..> will share the same behaviour as other arguments, they are required unless a default is set using #[pyo3(signature = (...))].

    +

    This is done to better align the Python and Rust definition of such functions and make it more intuitive to rewrite them from Python in Rust. Specifically def some_fn(a: int, b: Optional[int]): ... will not automatically default b to none, but requires an explicit default if desired, where as in current pyo3 it is handled the other way around.

    +

    During the migration window a #[pyo3(signature = (...))] will be required to silence the deprecation warning. After support for trailing optional arguments is fully removed, the signature attribute can be removed if all arguments should be required.

    +
    +

    As a convenience, functions without a #[pyo3(signature = (...))] option will treat trailing Option<T> arguments as having a default of None. In the example below, PyO3 will create increment with a signature of increment(x, amount=None).

    +
    #![allow(deprecated)]
    +use pyo3::prelude::*;
    +
    +/// Returns a copy of `x` increased by `amount`.
    +///
    +/// If `amount` is unspecified or `None`, equivalent to `x + 1`.
    +#[pyfunction]
    +fn increment(x: u64, amount: Option<u64>) -> u64 {
    +    x + amount.unwrap_or(1)
    +}
    +
    +fn main() -> PyResult<()> {
    +    Python::with_gil(|py| {
    +        let fun = pyo3::wrap_pyfunction_bound!(increment, py)?;
    +
    +        let inspect = PyModule::import_bound(py, "inspect")?.getattr("signature")?;
    +        let sig: String = inspect
    +            .call1((fun,))?
    +            .call_method0("__str__")?
    +            .extract()?;
    +
    +        #[cfg(Py_3_8)]  // on 3.7 the signature doesn't render b, upstream bug?
    +        assert_eq!(sig, "(x, amount=None)");
    +
    +        Ok(())
    +    })
    +}
    +

    To make trailing Option<T> arguments required, but still accept None, add a #[pyo3(signature = (...))] annotation. For the example above, this would be #[pyo3(signature = (x, amount))]:

    +
    use pyo3::prelude::*;
    +#[pyfunction]
    +#[pyo3(signature = (x, amount))]
    +fn increment(x: u64, amount: Option<u64>) -> u64 {
    +    x + amount.unwrap_or(1)
    +}
    +
    +fn main() -> PyResult<()> {
    +    Python::with_gil(|py| {
    +        let fun = pyo3::wrap_pyfunction_bound!(increment, py)?;
    +
    +        let inspect = PyModule::import_bound(py, "inspect")?.getattr("signature")?;
    +        let sig: String = inspect
    +            .call1((fun,))?
    +            .call_method0("__str__")?
    +            .extract()?;
    +
    +        #[cfg(Py_3_8)]  // on 3.7 the signature doesn't render b, upstream bug?
    +        assert_eq!(sig, "(x, amount)");
    +
    +        Ok(())
    +    })
    +}
    +

    To help avoid confusion, PyO3 requires #[pyo3(signature = (...))] when an Option<T> argument is surrounded by arguments which aren't Option<T>.

    +

    Making the function signature available to Python

    +

    The function signature is exposed to Python via the __text_signature__ attribute. PyO3 automatically generates this for every #[pyfunction] and all #[pymethods] directly from the Rust function, taking into account any override done with the #[pyo3(signature = (...))] option.

    +

    This automatic generation can only display the value of default arguments for strings, integers, boolean types, and None. Any other default arguments will be displayed as .... (.pyi type stub files commonly also use ... for default arguments in the same way.)

    +

    In cases where the automatically-generated signature needs adjusting, it can be overridden using the #[pyo3(text_signature)] option.)

    +

    The example below creates a function add which accepts two positional-only arguments a and b, where b has a default value of zero.

    +
    use pyo3::prelude::*;
    +
    +/// This function adds two unsigned 64-bit integers.
    +#[pyfunction]
    +#[pyo3(signature = (a, b=0, /))]
    +fn add(a: u64, b: u64) -> u64 {
    +    a + b
    +}
    +
    +fn main() -> PyResult<()> {
    +    Python::with_gil(|py| {
    +        let fun = pyo3::wrap_pyfunction_bound!(add, py)?;
    +
    +        let doc: String = fun.getattr("__doc__")?.extract()?;
    +        assert_eq!(doc, "This function adds two unsigned 64-bit integers.");
    +
    +        let inspect = PyModule::import_bound(py, "inspect")?.getattr("signature")?;
    +        let sig: String = inspect
    +            .call1((fun,))?
    +            .call_method0("__str__")?
    +            .extract()?;
    +
    +        #[cfg(Py_3_8)]  // on 3.7 the signature doesn't render b, upstream bug?
    +        assert_eq!(sig, "(a, b=0, /)");
    +
    +        Ok(())
    +    })
    +}
    +

    The following IPython output demonstrates how this generated signature will be seen from Python tooling:

    +
    >>> pyo3_test.add.__text_signature__
    +'(a, b=..., /)'
    +>>> pyo3_test.add?
    +Signature: pyo3_test.add(a, b=0, /)
    +Docstring: This function adds two unsigned 64-bit integers.
    +Type:      builtin_function_or_method
    +
    +

    Overriding the generated signature

    +

    The #[pyo3(text_signature = "(<some signature>)")] attribute can be used to override the default generated signature.

    +

    In the snippet below, the text signature attribute is used to include the default value of 0 for the argument b, instead of the automatically-generated default value of ...:

    +
    use pyo3::prelude::*;
    +
    +/// This function adds two unsigned 64-bit integers.
    +#[pyfunction]
    +#[pyo3(signature = (a, b=0, /), text_signature = "(a, b=0, /)")]
    +fn add(a: u64, b: u64) -> u64 {
    +    a + b
    +}
    +
    +fn main() -> PyResult<()> {
    +    Python::with_gil(|py| {
    +        let fun = pyo3::wrap_pyfunction_bound!(add, py)?;
    +
    +        let doc: String = fun.getattr("__doc__")?.extract()?;
    +        assert_eq!(doc, "This function adds two unsigned 64-bit integers.");
    +
    +        let inspect = PyModule::import_bound(py, "inspect")?.getattr("signature")?;
    +        let sig: String = inspect
    +            .call1((fun,))?
    +            .call_method0("__str__")?
    +            .extract()?;
    +        assert_eq!(sig, "(a, b=0, /)");
    +
    +        Ok(())
    +    })
    +}
    +

    PyO3 will include the contents of the annotation unmodified as the __text_signature__. Below shows how IPython will now present this (see the default value of 0 for b):

    +
    >>> pyo3_test.add.__text_signature__
    +'(a, b=0, /)'
    +>>> pyo3_test.add?
    +Signature: pyo3_test.add(a, b=0, /)
    +Docstring: This function adds two unsigned 64-bit integers.
    +Type:      builtin_function_or_method
    +
    +

    If no signature is wanted at all, #[pyo3(text_signature = None)] will disable the built-in signature. The snippet below demonstrates use of this:

    +
    use pyo3::prelude::*;
    +
    +/// This function adds two unsigned 64-bit integers.
    +#[pyfunction]
    +#[pyo3(signature = (a, b=0, /), text_signature = None)]
    +fn add(a: u64, b: u64) -> u64 {
    +    a + b
    +}
    +
    +fn main() -> PyResult<()> {
    +    Python::with_gil(|py| {
    +        let fun = pyo3::wrap_pyfunction_bound!(add, py)?;
    +
    +        let doc: String = fun.getattr("__doc__")?.extract()?;
    +        assert_eq!(doc, "This function adds two unsigned 64-bit integers.");
    +        assert!(fun.getattr("__text_signature__")?.is_none());
    +
    +        Ok(())
    +    })
    +}
    +

    Now the function's __text_signature__ will be set to None, and IPython will not display any signature in the help:

    +
    >>> pyo3_test.add.__text_signature__ == None
    +True
    +>>> pyo3_test.add?
    +Docstring: This function adds two unsigned 64-bit integers.
    +Type:      builtin_function_or_method
    +
    +

    Error handling

    +

    This chapter contains a little background of error handling in Rust and how PyO3 integrates this with Python exceptions.

    +

    This covers enough detail to create a #[pyfunction] which raises Python exceptions from errors originating in Rust.

    +

    There is a later section of the guide on Python exceptions which covers exception types in more detail.

    +

    Representing Python exceptions

    +

    Rust code uses the generic Result<T, E> enum to propagate errors. The error type E is chosen by the code author to describe the possible errors which can happen.

    +

    PyO3 has the PyErr type which represents a Python exception. If a PyO3 API could result in a Python exception being raised, the return type of that API will be PyResult<T>, which is an alias for the type Result<T, PyErr>.

    +

    In summary:

    +
      +
    • When Python exceptions are raised and caught by PyO3, the exception will be stored in the Err variant of the PyResult.
    • +
    • Passing Python exceptions through Rust code then uses all the "normal" techniques such as the ? operator, with PyErr as the error type.
    • +
    • Finally, when a PyResult crosses from Rust back to Python via PyO3, if the result is an Err variant the contained exception will be raised.
    • +
    +

    (There are many great tutorials on Rust error handling and the ? operator, so this guide will not go into detail on Rust-specific topics.)

    +

    Raising an exception from a function

    +

    As indicated in the previous section, when a PyResult containing an Err crosses from Rust to Python, PyO3 will raise the exception contained within.

    +

    Accordingly, to raise an exception from a #[pyfunction], change the return type T to PyResult<T>. When the function returns an Err it will raise a Python exception. (Other Result<T, E> types can be used as long as the error E has a From conversion for PyErr, see custom Rust error types below.)

    +

    This also works for functions in #[pymethods].

    +

    For example, the following check_positive function raises a ValueError when the input is negative:

    +
    use pyo3::exceptions::PyValueError;
    +use pyo3::prelude::*;
    +
    +#[pyfunction]
    +fn check_positive(x: i32) -> PyResult<()> {
    +    if x < 0 {
    +        Err(PyValueError::new_err("x is negative"))
    +    } else {
    +        Ok(())
    +    }
    +}
    +
    +fn main(){
    +	Python::with_gil(|py|{
    +		let fun = pyo3::wrap_pyfunction_bound!(check_positive, py).unwrap();
    +		fun.call1((-1,)).unwrap_err();
    +		fun.call1((1,)).unwrap();
    +	});
    +}
    +

    All built-in Python exception types are defined in the pyo3::exceptions module. They have a new_err constructor to directly build a PyErr, as seen in the example above.

    +

    Custom Rust error types

    +

    PyO3 will automatically convert a Result<T, E> returned by a #[pyfunction] into a PyResult<T> as long as there is an implementation of std::from::From<E> for PyErr. Many error types in the Rust standard library have a From conversion defined in this way.

    +

    If the type E you are handling is defined in a third-party crate, see the section on foreign rust error types below for ways to work with this error.

    +

    The following example makes use of the implementation of From<ParseIntError> for PyErr to raise exceptions encountered when parsing strings as integers:

    +
    use pyo3::prelude::*;
    +use std::num::ParseIntError;
    +
    +#[pyfunction]
    +fn parse_int(x: &str) -> Result<usize, ParseIntError> {
    +    x.parse()
    +}
    +
    +fn main() {
    +    Python::with_gil(|py| {
    +        let fun = pyo3::wrap_pyfunction_bound!(parse_int, py).unwrap();
    +        let value: usize = fun.call1(("5",)).unwrap().extract().unwrap();
    +        assert_eq!(value, 5);
    +    });
    +}
    +

    When passed a string which doesn't contain a floating-point number, the exception raised will look like the below:

    +
    >>> parse_int("bar")
    +Traceback (most recent call last):
    +  File "<stdin>", line 1, in <module>
    +ValueError: invalid digit found in string
    +
    +

    As a more complete example, the following snippet defines a Rust error named CustomIOError. It then defines a From<CustomIOError> for PyErr, which returns a PyErr representing Python's OSError. +Therefore, it can use this error in the result of a #[pyfunction] directly, relying on the conversion if it has to be propagated into a Python exception.

    +
    use pyo3::exceptions::PyOSError;
    +use pyo3::prelude::*;
    +use std::fmt;
    +
    +#[derive(Debug)]
    +struct CustomIOError;
    +
    +impl std::error::Error for CustomIOError {}
    +
    +impl fmt::Display for CustomIOError {
    +    fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result {
    +        write!(f, "Oh no!")
    +    }
    +}
    +
    +impl std::convert::From<CustomIOError> for PyErr {
    +    fn from(err: CustomIOError) -> PyErr {
    +        PyOSError::new_err(err.to_string())
    +    }
    +}
    +
    +pub struct Connection {/* ... */}
    +
    +fn bind(addr: String) -> Result<Connection, CustomIOError> {
    +    if &addr == "0.0.0.0" {
    +        Err(CustomIOError)
    +    } else {
    +        Ok(Connection{ /* ... */})
    +    }
    +}
    +
    +#[pyfunction]
    +fn connect(s: String) -> Result<(), CustomIOError> {
    +    bind(s)?;
    +    // etc.
    +    Ok(())
    +}
    +
    +fn main() {
    +    Python::with_gil(|py| {
    +        let fun = pyo3::wrap_pyfunction_bound!(connect, py).unwrap();
    +        let err = fun.call1(("0.0.0.0",)).unwrap_err();
    +        assert!(err.is_instance_of::<PyOSError>(py));
    +    });
    +}
    +

    If lazy construction of the Python exception instance is desired, the +PyErrArguments +trait can be implemented instead of From. In that case, actual exception argument creation is delayed +until the PyErr is needed.

    +

    A final note is that any errors E which have a From conversion can be used with the ? +("try") operator with them. An alternative implementation of the above parse_int which instead returns PyResult is below:

    +
    use pyo3::prelude::*;
    +
    +fn parse_int(s: String) -> PyResult<usize> {
    +    let x = s.parse()?;
    +    Ok(x)
    +}
    +
    +use pyo3::exceptions::PyValueError;
    +
    +fn main() {
    +    Python::with_gil(|py| {
    +        assert_eq!(parse_int(String::from("1")).unwrap(), 1);
    +        assert_eq!(parse_int(String::from("1337")).unwrap(), 1337);
    +
    +        assert!(parse_int(String::from("-1"))
    +            .unwrap_err()
    +            .is_instance_of::<PyValueError>(py));
    +        assert!(parse_int(String::from("foo"))
    +            .unwrap_err()
    +            .is_instance_of::<PyValueError>(py));
    +        assert!(parse_int(String::from("13.37"))
    +            .unwrap_err()
    +            .is_instance_of::<PyValueError>(py));
    +    })
    +}
    +

    Foreign Rust error types

    +

    The Rust compiler will not permit implementation of traits for types outside of the crate where the type is defined. (This is known as the "orphan rule".)

    +

    Given a type OtherError which is defined in third-party code, there are two main strategies available to integrate it with PyO3:

    +
      +
    • Create a newtype wrapper, e.g. MyOtherError. Then implement From<MyOtherError> for PyErr (or PyErrArguments), as well as From<OtherError> for MyOtherError.
    • +
    • Use Rust's Result combinators such as map_err to write code freely to convert OtherError into whatever is needed. This requires boilerplate at every usage however gives unlimited flexibility.
    • +
    +

    To detail the newtype strategy a little further, the key trick is to return Result<T, MyOtherError> from the #[pyfunction]. This means that PyO3 will make use of From<MyOtherError> for PyErr to create Python exceptions while the #[pyfunction] implementation can use ? to convert OtherError to MyOtherError automatically.

    +

    The following example demonstrates this for some imaginary third-party crate some_crate with a function get_x returning Result<i32, OtherError>:

    +
    mod some_crate {
    +  pub struct OtherError(());
    +  impl OtherError {
    +      pub fn message(&self) -> &'static str { "some error occurred" }
    +  }
    +  pub fn get_x() -> Result<i32, OtherError> { Ok(5) }
    +}
    +
    +use pyo3::prelude::*;
    +use pyo3::exceptions::PyValueError;
    +use some_crate::{OtherError, get_x};
    +
    +struct MyOtherError(OtherError);
    +
    +impl From<MyOtherError> for PyErr {
    +    fn from(error: MyOtherError) -> Self {
    +        PyValueError::new_err(error.0.message())
    +    }
    +}
    +
    +impl From<OtherError> for MyOtherError {
    +    fn from(other: OtherError) -> Self {
    +        Self(other)
    +    }
    +}
    +
    +#[pyfunction]
    +fn wrapped_get_x() -> Result<i32, MyOtherError> {
    +    // get_x is a function returning Result<i32, OtherError>
    +    let x: i32 = get_x()?;
    +    Ok(x)
    +}
    +
    +fn main() {
    +    Python::with_gil(|py| {
    +        let fun = pyo3::wrap_pyfunction_bound!(wrapped_get_x, py).unwrap();
    +        let value: usize = fun.call0().unwrap().extract().unwrap();
    +        assert_eq!(value, 5);
    +    });
    +}
    +

    Python classes

    +

    PyO3 exposes a group of attributes powered by Rust's proc macro system for defining Python classes as Rust structs.

    +

    The main attribute is #[pyclass], which is placed upon a Rust struct or enum to generate a Python type for it. They will usually also have one #[pymethods]-annotated impl block for the struct, which is used to define Python methods and constants for the generated Python type. (If the multiple-pymethods feature is enabled, each #[pyclass] is allowed to have multiple #[pymethods] blocks.) #[pymethods] may also have implementations for Python magic methods such as __str__.

    +

    This chapter will discuss the functionality and configuration these attributes offer. Below is a list of links to the relevant section of this chapter for each:

    + +

    Defining a new class

    +

    To define a custom Python class, add the #[pyclass] attribute to a Rust struct or enum.

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct MyClass {
    +    inner: i32,
    +}
    +
    +// A "tuple" struct
    +#[pyclass]
    +struct Number(i32);
    +
    +// PyO3 supports unit-only enums (which contain only unit variants)
    +// These simple enums behave similarly to Python's enumerations (enum.Enum)
    +#[pyclass(eq, eq_int)]
    +#[derive(PartialEq)]
    +enum MyEnum {
    +    Variant,
    +    OtherVariant = 30, // PyO3 supports custom discriminants.
    +}
    +
    +// PyO3 supports custom discriminants in unit-only enums
    +#[pyclass(eq, eq_int)]
    +#[derive(PartialEq)]
    +enum HttpResponse {
    +    Ok = 200,
    +    NotFound = 404,
    +    Teapot = 418,
    +    // ...
    +}
    +
    +// PyO3 also supports enums with Struct and Tuple variants
    +// These complex enums have sligtly different behavior from the simple enums above
    +// They are meant to work with instance checks and match statement patterns
    +// The variants can be mixed and matched
    +// Struct variants have named fields while tuple enums generate generic names for fields in order _0, _1, _2, ...
    +// Apart from this both types are functionally identical
    +#[pyclass]
    +enum Shape {
    +    Circle { radius: f64 },
    +    Rectangle { width: f64, height: f64 },
    +    RegularPolygon(u32, f64),
    +    Nothing(),
    +}
    +

    The above example generates implementations for PyTypeInfo and PyClass for MyClass, Number, MyEnum, HttpResponse, and Shape. To see these generated implementations, refer to the implementation details at the end of this chapter.

    +

    Restrictions

    +

    To integrate Rust types with Python, PyO3 needs to place some restrictions on the types which can be annotated with #[pyclass]. In particular, they must have no lifetime parameters, no generic parameters, and must implement Send. The reason for each of these is explained below.

    +

    No lifetime parameters

    +

    Rust lifetimes are used by the Rust compiler to reason about a program's memory safety. They are a compile-time only concept; there is no way to access Rust lifetimes at runtime from a dynamic language like Python.

    +

    As soon as Rust data is exposed to Python, there is no guarantee that the Rust compiler can make on how long the data will live. Python is a reference-counted language and those references can be held for an arbitrarily long time which is untraceable by the Rust compiler. The only possible way to express this correctly is to require that any #[pyclass] does not borrow data for any lifetime shorter than the 'static lifetime, i.e. the #[pyclass] cannot have any lifetime parameters.

    +

    When you need to share ownership of data between Python and Rust, instead of using borrowed references with lifetimes consider using reference-counted smart pointers such as Arc or Py.

    +

    No generic parameters

    +

    A Rust struct Foo<T> with a generic parameter T generates new compiled implementations each time it is used with a different concrete type for T. These new implementations are generated by the compiler at each usage site. This is incompatible with wrapping Foo in Python, where there needs to be a single compiled implementation of Foo which is integrated with the Python interpreter.

    +

    Currently, the best alternative is to write a macro which expands to a new #[pyclass] for each instantiation you want:

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +
    +struct GenericClass<T> {
    +    data: T,
    +}
    +
    +macro_rules! create_interface {
    +    ($name: ident, $type: ident) => {
    +        #[pyclass]
    +        pub struct $name {
    +            inner: GenericClass<$type>,
    +        }
    +        #[pymethods]
    +        impl $name {
    +            #[new]
    +            pub fn new(data: $type) -> Self {
    +                Self {
    +                    inner: GenericClass { data: data },
    +                }
    +            }
    +        }
    +    };
    +}
    +
    +create_interface!(IntClass, i64);
    +create_interface!(FloatClass, String);
    +

    Must be Send

    +

    Because Python objects are freely shared between threads by the Python interpreter, there is no guarantee which thread will eventually drop the object. Therefore all types annotated with #[pyclass] must implement Send (unless annotated with #[pyclass(unsendable)]).

    +

    Constructor

    +

    By default, it is not possible to create an instance of a custom class from Python code. +To declare a constructor, you need to define a method and annotate it with the #[new] +attribute. Only Python's __new__ method can be specified, __init__ is not available.

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +#[pyclass]
    +struct Number(i32);
    +
    +#[pymethods]
    +impl Number {
    +    #[new]
    +    fn new(value: i32) -> Self {
    +        Number(value)
    +    }
    +}
    +

    Alternatively, if your new method may fail you can return PyResult<Self>.

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +use pyo3::exceptions::PyValueError;
    +#[pyclass]
    +struct Nonzero(i32);
    +
    +#[pymethods]
    +impl Nonzero {
    +    #[new]
    +    fn py_new(value: i32) -> PyResult<Self> {
    +        if value == 0 {
    +            Err(PyValueError::new_err("cannot be zero"))
    +        } else {
    +            Ok(Nonzero(value))
    +        }
    +    }
    +}
    +

    If you want to return an existing object (for example, because your new +method caches the values it returns), new can return pyo3::Py<Self>.

    +

    As you can see, the Rust method name is not important here; this way you can +still, use new() for a Rust-level constructor.

    +

    If no method marked with #[new] is declared, object instances can only be +created from Rust, but not from Python.

    +

    For arguments, see the Method arguments section below.

    +

    Adding the class to a module

    +

    The next step is to create the module initializer and add our class to it:

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +#[pyclass]
    +struct Number(i32);
    +
    +#[pymodule]
    +fn my_module(m: &Bound<'_, PyModule>) -> PyResult<()> {
    +    m.add_class::<Number>()?;
    +    Ok(())
    +}
    +

    Bound and interior mutability

    +

    Often is useful to turn a #[pyclass] type T into a Python object and access it from Rust code. The [Py<T>] and [Bound<'py, T>] smart pointers are the ways to represent a Python object in PyO3's API. More detail can be found about them in the Python objects section of the guide.

    +

    Most Python objects do not offer exclusive (&mut) access (see the section on Python's memory model). However, Rust structs wrapped as Python objects (called pyclass types) often do need &mut access. Due to the GIL, PyO3 can guarantee exclusive access to them.

    +

    The Rust borrow checker cannot reason about &mut references once an object's ownership has been passed to the Python interpreter. This means that borrow checking is done at runtime using with a scheme very similar to std::cell::RefCell<T>. This is known as interior mutability.

    +

    Users who are familiar with RefCell<T> can use Py<T> and Bound<'py, T> just like RefCell<T>.

    +

    For users who are not very familiar with RefCell<T>, here is a reminder of Rust's rules of borrowing:

    +
      +
    • At any given time, you can have either (but not both of) one mutable reference or any number of immutable references.
    • +
    • References can never outlast the data they refer to.
    • +
    +

    Py<T> and Bound<'py, T>, like RefCell<T>, ensure these borrowing rules by tracking references at runtime.

    +
    use pyo3::prelude::*;
    +#[pyclass]
    +struct MyClass {
    +    #[pyo3(get)]
    +    num: i32,
    +}
    +Python::with_gil(|py| {
    +    let obj = Bound::new(py, MyClass { num: 3 }).unwrap();
    +    {
    +        let obj_ref = obj.borrow(); // Get PyRef
    +        assert_eq!(obj_ref.num, 3);
    +        // You cannot get PyRefMut unless all PyRefs are dropped
    +        assert!(obj.try_borrow_mut().is_err());
    +    }
    +    {
    +        let mut obj_mut = obj.borrow_mut(); // Get PyRefMut
    +        obj_mut.num = 5;
    +        // You cannot get any other refs until the PyRefMut is dropped
    +        assert!(obj.try_borrow().is_err());
    +        assert!(obj.try_borrow_mut().is_err());
    +    }
    +
    +    // You can convert `Bound` to a Python object
    +    pyo3::py_run!(py, obj, "assert obj.num == 5");
    +});
    +

    A Bound<'py, T> is restricted to the GIL lifetime 'py. To make the object longer lived (for example, to store it in a struct on the +Rust side), use Py<T>. Py<T> needs a Python<'_> token to allow access:

    +
    use pyo3::prelude::*;
    +#[pyclass]
    +struct MyClass {
    +    num: i32,
    +}
    +
    +fn return_myclass() -> Py<MyClass> {
    +    Python::with_gil(|py| Py::new(py, MyClass { num: 1 }).unwrap())
    +}
    +
    +let obj = return_myclass();
    +
    +Python::with_gil(move |py| {
    +    let bound = obj.bind(py); // Py<MyClass>::bind returns &Bound<'py, MyClass>
    +    let obj_ref = bound.borrow(); // Get PyRef<T>
    +    assert_eq!(obj_ref.num, 1);
    +});
    +

    frozen classes: Opting out of interior mutability

    +

    As detailed above, runtime borrow checking is currently enabled by default. But a class can opt of out it by declaring itself frozen. It can still use interior mutability via standard Rust types like RefCell or Mutex, but it is not bound to the implementation provided by PyO3 and can choose the most appropriate strategy on field-by-field basis.

    +

    Classes which are frozen and also Sync, e.g. they do use Mutex but not RefCell, can be accessed without needing the Python GIL via the Bound::get and Py::get methods:

    +
    use std::sync::atomic::{AtomicUsize, Ordering};
    +use pyo3::prelude::*;
    +
    +#[pyclass(frozen)]
    +struct FrozenCounter {
    +    value: AtomicUsize,
    +}
    +
    +let py_counter: Py<FrozenCounter> = Python::with_gil(|py| {
    +    let counter = FrozenCounter {
    +        value: AtomicUsize::new(0),
    +    };
    +
    +    Py::new(py, counter).unwrap()
    +});
    +
    +py_counter.get().value.fetch_add(1, Ordering::Relaxed);
    +
    +Python::with_gil(move |_py| drop(py_counter));
    +

    Frozen classes are likely to become the default thereby guiding the PyO3 ecosystem towards a more deliberate application of interior mutability. Eventually, this should enable further optimizations of PyO3's internals and avoid downstream code paying the cost of interior mutability when it is not actually required.

    +

    Customizing the class

    +

    #[pyclass] can be used with the following parameters:

    +
    + + + + + + + + + + + + + + + + + + + + + +
    ParameterDescription
    constructorThis is currently only allowed on variants of complex enums. It allows customization of the generated class constructor for each variant. It uses the same syntax and supports the same options as the signature attribute of functions and methods.
    crate = "some::path"Path to import the pyo3 crate, if it's not accessible at ::pyo3.
    dictGives instances of this class an empty __dict__ to store custom attributes.
    eqImplements __eq__ using the PartialEq implementation of the underlying Rust datatype.
    eq_intImplements __eq__ using __int__ for simple enums.
    extends = BaseTypeUse a custom baseclass. Defaults to PyAny
    freelist = NImplements a free list of size N. This can improve performance for types that are often created and deleted in quick succession. Profile your code to see whether freelist is right for you.
    frozenDeclares that your pyclass is immutable. It removes the borrow checker overhead when retrieving a shared reference to the Rust struct, but disables the ability to get a mutable reference.
    get_allGenerates getters for all fields of the pyclass.
    hashImplements __hash__ using the Hash implementation of the underlying Rust datatype.
    mappingInform PyO3 that this class is a Mapping, and so leave its implementation of sequence C-API slots empty.
    module = "module_name"Python code will see the class as being defined in this module. Defaults to builtins.
    name = "python_name"Sets the name that Python sees this class as. Defaults to the name of the Rust struct.
    ordImplements __lt__, __gt__, __le__, & __ge__ using the PartialOrd implementation of the underlying Rust datatype. Requires eq
    rename_all = "renaming_rule"Applies renaming rules to every getters and setters of a struct, or every variants of an enum. Possible values are: "camelCase", "kebab-case", "lowercase", "PascalCase", "SCREAMING-KEBAB-CASE", "SCREAMING_SNAKE_CASE", "snake_case", "UPPERCASE".
    sequenceInform PyO3 that this class is a Sequence, and so leave its C-API mapping length slot empty.
    set_allGenerates setters for all fields of the pyclass.
    subclassAllows other Python classes and #[pyclass] to inherit from this class. Enums cannot be subclassed.
    text_signature = "(arg1, arg2, ...)"Sets the text signature for the Python class' __new__ method.
    unsendableRequired if your struct is not Send. Rather than using unsendable, consider implementing your struct in a threadsafe way by e.g. substituting Rc with Arc. By using unsendable, your class will panic when accessed by another thread. Also note the Python's GC is multi-threaded and while unsendable classes will not be traversed on foreign threads to avoid UB, this can lead to memory leaks.
    weakrefAllows this class to be weakly referenceable.
    +
    +

    All of these parameters can either be passed directly on the #[pyclass(...)] annotation, or as one or +more accompanying #[pyo3(...)] annotations, e.g.:

    +
    // Argument supplied directly to the `#[pyclass]` annotation.
    +#[pyclass(name = "SomeName", subclass)]
    +struct MyClass {}
    +
    +// Argument supplied as a separate annotation.
    +#[pyclass]
    +#[pyo3(name = "SomeName", subclass)]
    +struct MyClass {}
    +

    These parameters are covered in various sections of this guide.

    +

    Return type

    +

    Generally, #[new] methods have to return T: Into<PyClassInitializer<Self>> or +PyResult<T> where T: Into<PyClassInitializer<Self>>.

    +

    For constructors that may fail, you should wrap the return type in a PyResult as well. +Consult the table below to determine which type your constructor should return:

    +
    + + + +
    Cannot failMay fail
    No inheritanceTPyResult<T>
    Inheritance(T Inherits U)(T, U)PyResult<(T, U)>
    Inheritance(General Case)PyClassInitializer<T>PyResult<PyClassInitializer<T>>
    +
    +

    Inheritance

    +

    By default, object, i.e. PyAny is used as the base class. To override this default, +use the extends parameter for pyclass with the full path to the base class. +Currently, only classes defined in Rust and builtins provided by PyO3 can be inherited +from; inheriting from other classes defined in Python is not yet supported +(#991).

    +

    For convenience, (T, U) implements Into<PyClassInitializer<T>> where U is the +base class of T. +But for a more deeply nested inheritance, you have to return PyClassInitializer<T> +explicitly.

    +

    To get a parent class from a child, use PyRef instead of &self for methods, +or PyRefMut instead of &mut self. +Then you can access a parent class by self_.as_super() as &PyRef<Self::BaseClass>, +or by self_.into_super() as PyRef<Self::BaseClass> (and similar for the PyRefMut +case). For convenience, self_.as_ref() can also be used to get &Self::BaseClass +directly; however, this approach does not let you access base clases higher in the +inheritance hierarchy, for which you would need to chain multiple as_super or +into_super calls.

    +
    use pyo3::prelude::*;
    +
    +#[pyclass(subclass)]
    +struct BaseClass {
    +    val1: usize,
    +}
    +
    +#[pymethods]
    +impl BaseClass {
    +    #[new]
    +    fn new() -> Self {
    +        BaseClass { val1: 10 }
    +    }
    +
    +    pub fn method1(&self) -> PyResult<usize> {
    +        Ok(self.val1)
    +    }
    +}
    +
    +#[pyclass(extends=BaseClass, subclass)]
    +struct SubClass {
    +    val2: usize,
    +}
    +
    +#[pymethods]
    +impl SubClass {
    +    #[new]
    +    fn new() -> (Self, BaseClass) {
    +        (SubClass { val2: 15 }, BaseClass::new())
    +    }
    +
    +    fn method2(self_: PyRef<'_, Self>) -> PyResult<usize> {
    +        let super_ = self_.as_super(); // Get &PyRef<BaseClass>
    +        super_.method1().map(|x| x * self_.val2)
    +    }
    +}
    +
    +#[pyclass(extends=SubClass)]
    +struct SubSubClass {
    +    val3: usize,
    +}
    +
    +#[pymethods]
    +impl SubSubClass {
    +    #[new]
    +    fn new() -> PyClassInitializer<Self> {
    +        PyClassInitializer::from(SubClass::new()).add_subclass(SubSubClass { val3: 20 })
    +    }
    +
    +    fn method3(self_: PyRef<'_, Self>) -> PyResult<usize> {
    +        let base = self_.as_super().as_super(); // Get &PyRef<'_, BaseClass>
    +        base.method1().map(|x| x * self_.val3)
    +    }
    +
    +    fn method4(self_: PyRef<'_, Self>) -> PyResult<usize> {
    +        let v = self_.val3;
    +        let super_ = self_.into_super(); // Get PyRef<'_, SubClass>
    +        SubClass::method2(super_).map(|x| x * v)
    +    }
    +
    +      fn get_values(self_: PyRef<'_, Self>) -> (usize, usize, usize) {
    +          let val1 = self_.as_super().as_super().val1;
    +          let val2 = self_.as_super().val2;
    +          (val1, val2, self_.val3)
    +      }
    +
    +    fn double_values(mut self_: PyRefMut<'_, Self>) {
    +        self_.as_super().as_super().val1 *= 2;
    +        self_.as_super().val2 *= 2;
    +        self_.val3 *= 2;
    +    }
    +
    +    #[staticmethod]
    +    fn factory_method(py: Python<'_>, val: usize) -> PyResult<PyObject> {
    +        let base = PyClassInitializer::from(BaseClass::new());
    +        let sub = base.add_subclass(SubClass { val2: val });
    +        if val % 2 == 0 {
    +            Ok(Py::new(py, sub)?.to_object(py))
    +        } else {
    +            let sub_sub = sub.add_subclass(SubSubClass { val3: val });
    +            Ok(Py::new(py, sub_sub)?.to_object(py))
    +        }
    +    }
    +}
    +Python::with_gil(|py| {
    +    let subsub = pyo3::Py::new(py, SubSubClass::new()).unwrap();
    +    pyo3::py_run!(py, subsub, "assert subsub.method1() == 10");
    +    pyo3::py_run!(py, subsub, "assert subsub.method2() == 150");
    +    pyo3::py_run!(py, subsub, "assert subsub.method3() == 200");
    +    pyo3::py_run!(py, subsub, "assert subsub.method4() == 3000");
    +    pyo3::py_run!(py, subsub, "assert subsub.get_values() == (10, 15, 20)");
    +    pyo3::py_run!(py, subsub, "assert subsub.double_values() == None");
    +    pyo3::py_run!(py, subsub, "assert subsub.get_values() == (20, 30, 40)");
    +    let subsub = SubSubClass::factory_method(py, 2).unwrap();
    +    let subsubsub = SubSubClass::factory_method(py, 3).unwrap();
    +    let cls = py.get_type_bound::<SubSubClass>();
    +    pyo3::py_run!(py, subsub cls, "assert not isinstance(subsub, cls)");
    +    pyo3::py_run!(py, subsubsub cls, "assert isinstance(subsubsub, cls)");
    +});
    +

    You can inherit native types such as PyDict, if they implement +PySizedLayout. +This is not supported when building for the Python limited API (aka the abi3 feature of PyO3).

    +

    To convert between the Rust type and its native base class, you can take +slf as a Python object. To access the Rust fields use slf.borrow() or +slf.borrow_mut(), and to access the base class use slf.downcast::<BaseClass>().

    +
    #[cfg(not(Py_LIMITED_API))] {
    +use pyo3::prelude::*;
    +use pyo3::types::PyDict;
    +use std::collections::HashMap;
    +
    +#[pyclass(extends=PyDict)]
    +#[derive(Default)]
    +struct DictWithCounter {
    +    counter: HashMap<String, usize>,
    +}
    +
    +#[pymethods]
    +impl DictWithCounter {
    +    #[new]
    +    fn new() -> Self {
    +        Self::default()
    +    }
    +
    +    fn set(slf: &Bound<'_, Self>, key: String, value: Bound<'_, PyAny>) -> PyResult<()> {
    +        slf.borrow_mut().counter.entry(key.clone()).or_insert(0);
    +        let dict = slf.downcast::<PyDict>()?;
    +        dict.set_item(key, value)
    +    }
    +}
    +Python::with_gil(|py| {
    +    let cnt = pyo3::Py::new(py, DictWithCounter::new()).unwrap();
    +    pyo3::py_run!(py, cnt, "cnt.set('abc', 10); assert cnt['abc'] == 10")
    +});
    +}
    +

    If SubClass does not provide a base class initialization, the compilation fails.

    +
    use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct BaseClass {
    +    val1: usize,
    +}
    +
    +#[pyclass(extends=BaseClass)]
    +struct SubClass {
    +    val2: usize,
    +}
    +
    +#[pymethods]
    +impl SubClass {
    +    #[new]
    +    fn new() -> Self {
    +        SubClass { val2: 15 }
    +    }
    +}
    +

    The __new__ constructor of a native base class is called implicitly when +creating a new instance from Python. Be sure to accept arguments in the +#[new] method that you want the base class to get, even if they are not used +in that fn:

    +
    #[allow(dead_code)]
    +#[cfg(not(Py_LIMITED_API))] {
    +use pyo3::prelude::*;
    +use pyo3::types::PyDict;
    +
    +#[pyclass(extends=PyDict)]
    +struct MyDict {
    +    private: i32,
    +}
    +
    +#[pymethods]
    +impl MyDict {
    +    #[new]
    +    #[pyo3(signature = (*args, **kwargs))]
    +    fn new(args: &Bound<'_, PyAny>, kwargs: Option<&Bound<'_, PyAny>>) -> Self {
    +        Self { private: 0 }
    +    }
    +
    +    // some custom methods that use `private` here...
    +}
    +Python::with_gil(|py| {
    +    let cls = py.get_type_bound::<MyDict>();
    +    pyo3::py_run!(py, cls, "cls(a=1, b=2)")
    +});
    +}
    +

    Here, the args and kwargs allow creating instances of the subclass passing +initial items, such as MyDict(item_sequence) or MyDict(a=1, b=2).

    +

    Object properties

    +

    PyO3 supports two ways to add properties to your #[pyclass]:

    +
      +
    • For simple struct fields with no side effects, a #[pyo3(get, set)] attribute can be added directly to the field definition in the #[pyclass].
    • +
    • For properties which require computation you can define #[getter] and #[setter] functions in the #[pymethods] block.
    • +
    +

    We'll cover each of these in the following sections.

    +

    Object properties using #[pyo3(get, set)]

    +

    For simple cases where a member variable is just read and written with no side effects, you can declare getters and setters in your #[pyclass] field definition using the pyo3 attribute, like in the example below:

    +
    use pyo3::prelude::*;
    +#[pyclass]
    +struct MyClass {
    +    #[pyo3(get, set)]
    +    num: i32,
    +}
    +

    The above would make the num field available for reading and writing as a self.num Python property. To expose the property with a different name to the field, specify this alongside the rest of the options, e.g. #[pyo3(get, set, name = "custom_name")].

    +

    Properties can be readonly or writeonly by using just #[pyo3(get)] or #[pyo3(set)] respectively.

    +

    To use these annotations, your field type must implement some conversion traits:

    +
      +
    • For get the field type must implement both IntoPy<PyObject> and Clone.
    • +
    • For set the field type must implement FromPyObject.
    • +
    +

    For example, implementations of those traits are provided for the Cell type, if the inner type also implements the trait. This means you can use #[pyo3(get, set)] on fields wrapped in a Cell.

    +

    Object properties using #[getter] and #[setter]

    +

    For cases which don't satisfy the #[pyo3(get, set)] trait requirements, or need side effects, descriptor methods can be defined in a #[pymethods] impl block.

    +

    This is done using the #[getter] and #[setter] attributes, like in the example below:

    +
    use pyo3::prelude::*;
    +#[pyclass]
    +struct MyClass {
    +    num: i32,
    +}
    +
    +#[pymethods]
    +impl MyClass {
    +    #[getter]
    +    fn num(&self) -> PyResult<i32> {
    +        Ok(self.num)
    +    }
    +}
    +

    A getter or setter's function name is used as the property name by default. There are several +ways how to override the name.

    +

    If a function name starts with get_ or set_ for getter or setter respectively, +the descriptor name becomes the function name with this prefix removed. This is also useful in case of +Rust keywords like type +(raw identifiers +can be used since Rust 2018).

    +
    use pyo3::prelude::*;
    +#[pyclass]
    +struct MyClass {
    +    num: i32,
    +}
    +#[pymethods]
    +impl MyClass {
    +    #[getter]
    +    fn get_num(&self) -> PyResult<i32> {
    +        Ok(self.num)
    +    }
    +
    +    #[setter]
    +    fn set_num(&mut self, value: i32) -> PyResult<()> {
    +        self.num = value;
    +        Ok(())
    +    }
    +}
    +

    In this case, a property num is defined and available from Python code as self.num.

    +

    Both the #[getter] and #[setter] attributes accept one parameter. +If this parameter is specified, it is used as the property name, i.e.

    +
    use pyo3::prelude::*;
    +#[pyclass]
    +struct MyClass {
    +   num: i32,
    +}
    +#[pymethods]
    +impl MyClass {
    +    #[getter(number)]
    +    fn num(&self) -> PyResult<i32> {
    +        Ok(self.num)
    +    }
    +
    +    #[setter(number)]
    +    fn set_num(&mut self, value: i32) -> PyResult<()> {
    +        self.num = value;
    +        Ok(())
    +    }
    +}
    +

    In this case, the property number is defined and available from Python code as self.number.

    +

    Attributes defined by #[setter] or #[pyo3(set)] will always raise AttributeError on del +operations. Support for defining custom del behavior is tracked in +#1778.

    +

    Instance methods

    +

    To define a Python compatible method, an impl block for your struct has to be annotated with the +#[pymethods] attribute. PyO3 generates Python compatible wrappers for all functions in this +block with some variations, like descriptors, class method static methods, etc.

    +

    Since Rust allows any number of impl blocks, you can easily split methods +between those accessible to Python (and Rust) and those accessible only to Rust. However to have multiple +#[pymethods]-annotated impl blocks for the same struct you must enable the multiple-pymethods feature of PyO3.

    +
    use pyo3::prelude::*;
    +#[pyclass]
    +struct MyClass {
    +    num: i32,
    +}
    +#[pymethods]
    +impl MyClass {
    +    fn method1(&self) -> PyResult<i32> {
    +        Ok(10)
    +    }
    +
    +    fn set_method(&mut self, value: i32) -> PyResult<()> {
    +        self.num = value;
    +        Ok(())
    +    }
    +}
    +

    Calls to these methods are protected by the GIL, so both &self and &mut self can be used. +The return type must be PyResult<T> or T for some T that implements IntoPy<PyObject>; +the latter is allowed if the method cannot raise Python exceptions.

    +

    A Python parameter can be specified as part of method signature, in this case the py argument +gets injected by the method wrapper, e.g.

    +
    use pyo3::prelude::*;
    +#[pyclass]
    +struct MyClass {
    +#[allow(dead_code)]
    +    num: i32,
    +}
    +#[pymethods]
    +impl MyClass {
    +    fn method2(&self, py: Python<'_>) -> PyResult<i32> {
    +        Ok(10)
    +    }
    +}
    +

    From the Python perspective, the method2 in this example does not accept any arguments.

    +

    Class methods

    +

    To create a class method for a custom class, the method needs to be annotated +with the #[classmethod] attribute. +This is the equivalent of the Python decorator @classmethod.

    +
    use pyo3::prelude::*;
    +use pyo3::types::PyType;
    +#[pyclass]
    +struct MyClass {
    +    #[allow(dead_code)]
    +    num: i32,
    +}
    +#[pymethods]
    +impl MyClass {
    +    #[classmethod]
    +    fn cls_method(cls: &Bound<'_, PyType>) -> PyResult<i32> {
    +        Ok(10)
    +    }
    +}
    +

    Declares a class method callable from Python.

    +
      +
    • The first parameter is the type object of the class on which the method is called. +This may be the type object of a derived class.
    • +
    • The first parameter implicitly has type &Bound<'_, PyType>.
    • +
    • For details on parameter-list, see the documentation of Method arguments section.
    • +
    • The return type must be PyResult<T> or T for some T that implements IntoPy<PyObject>.
    • +
    +

    Constructors which accept a class argument

    +

    To create a constructor which takes a positional class argument, you can combine the #[classmethod] and #[new] modifiers:

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyType;
    +#[pyclass]
    +struct BaseClass(PyObject);
    +
    +#[pymethods]
    +impl BaseClass {
    +    #[new]
    +    #[classmethod]
    +    fn py_new(cls: &Bound<'_, PyType>) -> PyResult<Self> {
    +        // Get an abstract attribute (presumably) declared on a subclass of this class.
    +        let subclass_attr: Bound<'_, PyAny> = cls.getattr("a_class_attr")?;
    +        Ok(Self(subclass_attr.unbind()))
    +    }
    +}
    +

    Static methods

    +

    To create a static method for a custom class, the method needs to be annotated with the +#[staticmethod] attribute. The return type must be T or PyResult<T> for some T that implements +IntoPy<PyObject>.

    +
    use pyo3::prelude::*;
    +#[pyclass]
    +struct MyClass {
    +    #[allow(dead_code)]
    +    num: i32,
    +}
    +#[pymethods]
    +impl MyClass {
    +    #[staticmethod]
    +    fn static_method(param1: i32, param2: &str) -> PyResult<i32> {
    +        Ok(10)
    +    }
    +}
    +

    Class attributes

    +

    To create a class attribute (also called class variable), a method without +any arguments can be annotated with the #[classattr] attribute.

    +
    use pyo3::prelude::*;
    +#[pyclass]
    +struct MyClass {}
    +#[pymethods]
    +impl MyClass {
    +    #[classattr]
    +    fn my_attribute() -> String {
    +        "hello".to_string()
    +    }
    +}
    +
    +Python::with_gil(|py| {
    +    let my_class = py.get_type_bound::<MyClass>();
    +    pyo3::py_run!(py, my_class, "assert my_class.my_attribute == 'hello'")
    +});
    +
    +

    Note: if the method has a Result return type and returns an Err, PyO3 will panic during +class creation.

    +
    +

    If the class attribute is defined with const code only, one can also annotate associated +constants:

    +
    use pyo3::prelude::*;
    +#[pyclass]
    +struct MyClass {}
    +#[pymethods]
    +impl MyClass {
    +    #[classattr]
    +    const MY_CONST_ATTRIBUTE: &'static str = "foobar";
    +}
    +

    Classes as function arguments

    +

    Free functions defined using #[pyfunction] interact with classes through the same mechanisms as the self parameters of instance methods, i.e. they can take GIL-bound references, GIL-bound reference wrappers or GIL-indepedent references:

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +#[pyclass]
    +struct MyClass {
    +    my_field: i32,
    +}
    +
    +// Take a reference when the underlying `Bound` is irrelevant.
    +#[pyfunction]
    +fn increment_field(my_class: &mut MyClass) {
    +    my_class.my_field += 1;
    +}
    +
    +// Take a reference wrapper when borrowing should be automatic,
    +// but interaction with the underlying `Bound` is desired.
    +#[pyfunction]
    +fn print_field(my_class: PyRef<'_, MyClass>) {
    +    println!("{}", my_class.my_field);
    +}
    +
    +// Take a reference to the underlying Bound
    +// when borrowing needs to be managed manually.
    +#[pyfunction]
    +fn increment_then_print_field(my_class: &Bound<'_, MyClass>) {
    +    my_class.borrow_mut().my_field += 1;
    +
    +    println!("{}", my_class.borrow().my_field);
    +}
    +
    +// Take a GIL-indepedent reference when you want to store the reference elsewhere.
    +#[pyfunction]
    +fn print_refcnt(my_class: Py<MyClass>, py: Python<'_>) {
    +    println!("{}", my_class.get_refcnt(py));
    +}
    +

    Classes can also be passed by value if they can be cloned, i.e. they automatically implement FromPyObject if they implement Clone, e.g. via #[derive(Clone)]:

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +#[pyclass]
    +#[derive(Clone)]
    +struct MyClass {
    +    my_field: Box<i32>,
    +}
    +
    +#[pyfunction]
    +fn dissamble_clone(my_class: MyClass) {
    +    let MyClass { mut my_field } = my_class;
    +    *my_field += 1;
    +}
    +

    Note that #[derive(FromPyObject)] on a class is usually not useful as it tries to construct a new Rust value by filling in the fields by looking up attributes of any given Python value.

    +

    Method arguments

    +

    Similar to #[pyfunction], the #[pyo3(signature = (...))] attribute can be used to specify the way that #[pymethods] accept arguments. Consult the documentation for function signatures to see the parameters this attribute accepts.

    +

    The following example defines a class MyClass with a method method. This method has a signature that sets default values for num and name, and indicates that py_args should collect all extra positional arguments and py_kwargs all extra keyword arguments:

    +
    use pyo3::prelude::*;
    +use pyo3::types::{PyDict, PyTuple};
    +
    +#[pyclass]
    +struct MyClass {
    +    num: i32,
    +}
    +#[pymethods]
    +impl MyClass {
    +    #[new]
    +    #[pyo3(signature = (num=-1))]
    +    fn new(num: i32) -> Self {
    +        MyClass { num }
    +    }
    +
    +    #[pyo3(signature = (num=10, *py_args, name="Hello", **py_kwargs))]
    +    fn method(
    +        &mut self,
    +        num: i32,
    +        py_args: &Bound<'_, PyTuple>,
    +        name: &str,
    +        py_kwargs: Option<&Bound<'_, PyDict>>,
    +    ) -> String {
    +        let num_before = self.num;
    +        self.num = num;
    +        format!(
    +            "num={} (was previously={}), py_args={:?}, name={}, py_kwargs={:?} ",
    +            num, num_before, py_args, name, py_kwargs,
    +        )
    +    }
    +}
    +

    In Python, this might be used like:

    +
    >>> import mymodule
    +>>> mc = mymodule.MyClass()
    +>>> print(mc.method(44, False, "World", 666, x=44, y=55))
    +py_args=('World', 666), py_kwargs=Some({'x': 44, 'y': 55}), name=Hello, num=44, num_before=-1
    +>>> print(mc.method(num=-1, name="World"))
    +py_args=(), py_kwargs=None, name=World, num=-1, num_before=44
    +
    +

    The #[pyo3(text_signature = "...") option for #[pyfunction] also works for #[pymethods].

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyType;
    +
    +#[pyclass]
    +struct MyClass {}
    +
    +#[pymethods]
    +impl MyClass {
    +    #[new]
    +    #[pyo3(text_signature = "(c, d)")]
    +    fn new(c: i32, d: &str) -> Self {
    +        Self {}
    +    }
    +    // the self argument should be written $self
    +    #[pyo3(text_signature = "($self, e, f)")]
    +    fn my_method(&self, e: i32, f: i32) -> i32 {
    +        e + f
    +    }
    +    // similarly for classmethod arguments, use $cls
    +    #[classmethod]
    +    #[pyo3(text_signature = "($cls, e, f)")]
    +    fn my_class_method(cls: &Bound<'_, PyType>, e: i32, f: i32) -> i32 {
    +        e + f
    +    }
    +    #[staticmethod]
    +    #[pyo3(text_signature = "(e, f)")]
    +    fn my_static_method(e: i32, f: i32) -> i32 {
    +        e + f
    +    }
    +}
    +
    +fn main() -> PyResult<()> {
    +    Python::with_gil(|py| {
    +        let inspect = PyModule::import_bound(py, "inspect")?.getattr("signature")?;
    +        let module = PyModule::new_bound(py, "my_module")?;
    +        module.add_class::<MyClass>()?;
    +        let class = module.getattr("MyClass")?;
    +
    +        if cfg!(not(Py_LIMITED_API)) || py.version_info() >= (3, 10)  {
    +            let doc: String = class.getattr("__doc__")?.extract()?;
    +            assert_eq!(doc, "");
    +
    +            let sig: String = inspect
    +                .call1((&class,))?
    +                .call_method0("__str__")?
    +                .extract()?;
    +            assert_eq!(sig, "(c, d)");
    +        } else {
    +            let doc: String = class.getattr("__doc__")?.extract()?;
    +            assert_eq!(doc, "");
    +
    +            inspect.call1((&class,)).expect_err("`text_signature` on classes is not compatible with compilation in `abi3` mode until Python 3.10 or greater");
    +         }
    +
    +        {
    +            let method = class.getattr("my_method")?;
    +
    +            assert!(method.getattr("__doc__")?.is_none());
    +
    +            let sig: String = inspect
    +                .call1((method,))?
    +                .call_method0("__str__")?
    +                .extract()?;
    +            assert_eq!(sig, "(self, /, e, f)");
    +        }
    +
    +        {
    +            let method = class.getattr("my_class_method")?;
    +
    +            assert!(method.getattr("__doc__")?.is_none());
    +
    +            let sig: String = inspect
    +                .call1((method,))?
    +                .call_method0("__str__")?
    +                .extract()?;
    +            assert_eq!(sig, "(e, f)");  // inspect.signature skips the $cls arg
    +        }
    +
    +        {
    +            let method = class.getattr("my_static_method")?;
    +
    +            assert!(method.getattr("__doc__")?.is_none());
    +
    +            let sig: String = inspect
    +                .call1((method,))?
    +                .call_method0("__str__")?
    +                .extract()?;
    +            assert_eq!(sig, "(e, f)");
    +        }
    +
    +        Ok(())
    +    })
    +}
    +

    Note that text_signature on #[new] is not compatible with compilation in +abi3 mode until Python 3.10 or greater.

    +

    Method receivers and lifetime elision

    +

    PyO3 supports writing instance methods using the normal method receivers for shared &self and unique &mut self references. This interacts with lifetime elision insofar as the lifetime of a such a receiver is assigned to all elided output lifetime parameters.

    +

    This is a good default for general Rust code where return values are more likely to borrow from the receiver than from the other arguments, if they contain any lifetimes at all. However, when returning bound references Bound<'py, T> in PyO3-based code, the GIL lifetime 'py should usually be derived from a GIL token py: Python<'py> passed as an argument instead of the receiver.

    +

    Specifically, signatures like

    +
    fn frobnicate(&self, py: Python) -> Bound<Foo>;
    +

    will not work as they are inferred as

    +
    fn frobnicate<'a, 'py>(&'a self, py: Python<'py>) -> Bound<'a, Foo>;
    +

    instead of the intended

    +
    fn frobnicate<'a, 'py>(&'a self, py: Python<'py>) -> Bound<'py, Foo>;
    +

    and should usually be written as

    +
    fn frobnicate<'py>(&self, py: Python<'py>) -> Bound<'py, Foo>;
    +

    The same problem does not exist for #[pyfunction]s as the special case for receiver lifetimes does not apply and indeed a signature like

    +
    fn frobnicate(bar: &Bar, py: Python) -> Bound<Foo>;
    +

    will yield compiler error E0106 "missing lifetime specifier".

    +

    #[pyclass] enums

    +

    Enum support in PyO3 comes in two flavors, depending on what kind of variants the enum has: simple and complex.

    +

    Simple enums

    +

    A simple enum (a.k.a. C-like enum) has only unit variants.

    +

    PyO3 adds a class attribute for each variant, so you can access them in Python without defining #[new]. PyO3 also provides default implementations of __richcmp__ and __int__, so they can be compared using ==:

    +
    use pyo3::prelude::*;
    +#[pyclass(eq, eq_int)]
    +#[derive(PartialEq)]
    +enum MyEnum {
    +    Variant,
    +    OtherVariant,
    +}
    +
    +Python::with_gil(|py| {
    +    let x = Py::new(py, MyEnum::Variant).unwrap();
    +    let y = Py::new(py, MyEnum::OtherVariant).unwrap();
    +    let cls = py.get_type_bound::<MyEnum>();
    +    pyo3::py_run!(py, x y cls, r#"
    +        assert x == cls.Variant
    +        assert y == cls.OtherVariant
    +        assert x != y
    +    "#)
    +})
    +

    You can also convert your simple enums into int:

    +
    use pyo3::prelude::*;
    +#[pyclass(eq, eq_int)]
    +#[derive(PartialEq)]
    +enum MyEnum {
    +    Variant,
    +    OtherVariant = 10,
    +}
    +
    +Python::with_gil(|py| {
    +    let cls = py.get_type_bound::<MyEnum>();
    +    let x = MyEnum::Variant as i32; // The exact value is assigned by the compiler.
    +    pyo3::py_run!(py, cls x, r#"
    +        assert int(cls.Variant) == x
    +        assert int(cls.OtherVariant) == 10
    +    "#)
    +})
    +

    PyO3 also provides __repr__ for enums:

    +
    use pyo3::prelude::*;
    +#[pyclass(eq, eq_int)]
    +#[derive(PartialEq)]
    +enum MyEnum{
    +    Variant,
    +    OtherVariant,
    +}
    +
    +Python::with_gil(|py| {
    +    let cls = py.get_type_bound::<MyEnum>();
    +    let x = Py::new(py, MyEnum::Variant).unwrap();
    +    pyo3::py_run!(py, cls x, r#"
    +        assert repr(x) == 'MyEnum.Variant'
    +        assert repr(cls.OtherVariant) == 'MyEnum.OtherVariant'
    +    "#)
    +})
    +

    All methods defined by PyO3 can be overridden. For example here's how you override __repr__:

    +
    use pyo3::prelude::*;
    +#[pyclass(eq, eq_int)]
    +#[derive(PartialEq)]
    +enum MyEnum {
    +    Answer = 42,
    +}
    +
    +#[pymethods]
    +impl MyEnum {
    +    fn __repr__(&self) -> &'static str {
    +        "42"
    +    }
    +}
    +
    +Python::with_gil(|py| {
    +    let cls = py.get_type_bound::<MyEnum>();
    +    pyo3::py_run!(py, cls, "assert repr(cls.Answer) == '42'")
    +})
    +

    Enums and their variants can also be renamed using #[pyo3(name)].

    +
    use pyo3::prelude::*;
    +#[pyclass(eq, eq_int, name = "RenamedEnum")]
    +#[derive(PartialEq)]
    +enum MyEnum {
    +    #[pyo3(name = "UPPERCASE")]
    +    Variant,
    +}
    +
    +Python::with_gil(|py| {
    +    let x = Py::new(py, MyEnum::Variant).unwrap();
    +    let cls = py.get_type_bound::<MyEnum>();
    +    pyo3::py_run!(py, x cls, r#"
    +        assert repr(x) == 'RenamedEnum.UPPERCASE'
    +        assert x == cls.UPPERCASE
    +    "#)
    +})
    +

    Ordering of enum variants is optionally added using #[pyo3(ord)]. +Note: Implementation of the PartialOrd trait is required when passing the ord argument. If not implemented, a compile time error is raised.

    +
    use pyo3::prelude::*;
    +#[pyclass(eq, ord)]
    +#[derive(PartialEq, PartialOrd)]
    +enum MyEnum{
    +    A,
    +    B,
    +    C,
    +}
    +
    +Python::with_gil(|py| {
    +    let cls = py.get_type_bound::<MyEnum>();
    +    let a = Py::new(py, MyEnum::A).unwrap();
    +    let b = Py::new(py, MyEnum::B).unwrap();
    +    let c = Py::new(py, MyEnum::C).unwrap();
    +    pyo3::py_run!(py, cls a b c, r#"
    +        assert (a < b) == True
    +        assert (c <= b) == False
    +        assert (c > a) == True
    +    "#)
    +})
    +

    You may not use enums as a base class or let enums inherit from other classes.

    +
    use pyo3::prelude::*;
    +#[pyclass(subclass)]
    +enum BadBase {
    +    Var1,
    +}
    +
    use pyo3::prelude::*;
    +
    +#[pyclass(subclass)]
    +struct Base;
    +
    +#[pyclass(extends=Base)]
    +enum BadSubclass {
    +    Var1,
    +}
    +

    #[pyclass] enums are currently not interoperable with IntEnum in Python.

    +

    Complex enums

    +

    An enum is complex if it has any non-unit (struct or tuple) variants.

    +

    PyO3 supports only struct and tuple variants in a complex enum. Unit variants aren't supported at present (the recommendation is to use an empty tuple enum instead).

    +

    PyO3 adds a class attribute for each variant, which may be used to construct values and in match patterns. PyO3 also provides getter methods for all fields of each variant.

    +
    use pyo3::prelude::*;
    +#[pyclass]
    +enum Shape {
    +    Circle { radius: f64 },
    +    Rectangle { width: f64, height: f64 },
    +    RegularPolygon(u32, f64),
    +    Nothing { },
    +}
    +
    +#[cfg(Py_3_10)]
    +Python::with_gil(|py| {
    +    let circle = Shape::Circle { radius: 10.0 }.into_py(py);
    +    let square = Shape::RegularPolygon(4, 10.0).into_py(py);
    +    let cls = py.get_type_bound::<Shape>();
    +    pyo3::py_run!(py, circle square cls, r#"
    +        assert isinstance(circle, cls)
    +        assert isinstance(circle, cls.Circle)
    +        assert circle.radius == 10.0
    +
    +        assert isinstance(square, cls)
    +        assert isinstance(square, cls.RegularPolygon)
    +        assert square[0] == 4 # Gets _0 field
    +        assert square[1] == 10.0 # Gets _1 field
    +
    +        def count_vertices(cls, shape):
    +            match shape:
    +                case cls.Circle():
    +                    return 0
    +                case cls.Rectangle():
    +                    return 4
    +                case cls.RegularPolygon(n):
    +                    return n
    +                case cls.Nothing():
    +                    return 0
    +
    +        assert count_vertices(cls, circle) == 0
    +        assert count_vertices(cls, square) == 4
    +    "#)
    +})
    +

    WARNING: Py::new and .into_py are currently inconsistent. Note how the constructed value is not an instance of the specific variant. For this reason, constructing values is only recommended using .into_py.

    +
    use pyo3::prelude::*;
    +#[pyclass]
    +enum MyEnum {
    +    Variant { i: i32 },
    +}
    +
    +Python::with_gil(|py| {
    +    let x = Py::new(py, MyEnum::Variant { i: 42 }).unwrap();
    +    let cls = py.get_type_bound::<MyEnum>();
    +    pyo3::py_run!(py, x cls, r#"
    +        assert isinstance(x, cls)
    +        assert not isinstance(x, cls.Variant)
    +    "#)
    +})
    +

    The constructor of each generated class can be customized using the #[pyo3(constructor = (...))] attribute. This uses the same syntax as the #[pyo3(signature = (...))] +attribute on function and methods and supports the same options. To apply this attribute simply place it on top of a variant in a #[pyclass] complex enum as shown below:

    +
    use pyo3::prelude::*;
    +#[pyclass]
    +enum Shape {
    +    #[pyo3(constructor = (radius=1.0))]
    +    Circle { radius: f64 },
    +    #[pyo3(constructor = (*, width, height))]
    +    Rectangle { width: f64, height: f64 },
    +    #[pyo3(constructor = (side_count, radius=1.0))]
    +    RegularPolygon { side_count: u32, radius: f64 },
    +    Nothing { },
    +}
    +
    +#[cfg(Py_3_10)]
    +Python::with_gil(|py| {
    +    let cls = py.get_type_bound::<Shape>();
    +    pyo3::py_run!(py, cls, r#"
    +        circle = cls.Circle()
    +        assert isinstance(circle, cls)
    +        assert isinstance(circle, cls.Circle)
    +        assert circle.radius == 1.0
    +
    +        square = cls.Rectangle(width = 1, height = 1)
    +        assert isinstance(square, cls)
    +        assert isinstance(square, cls.Rectangle)
    +        assert square.width == 1
    +        assert square.height == 1
    +
    +        hexagon = cls.RegularPolygon(6)
    +        assert isinstance(hexagon, cls)
    +        assert isinstance(hexagon, cls.RegularPolygon)
    +        assert hexagon.side_count == 6
    +        assert hexagon.radius == 1
    +    "#)
    +})
    +

    Implementation details

    +

    The #[pyclass] macros rely on a lot of conditional code generation: each #[pyclass] can optionally have a #[pymethods] block.

    +

    To support this flexibility the #[pyclass] macro expands to a blob of boilerplate code which sets up the structure for "dtolnay specialization". This implementation pattern enables the Rust compiler to use #[pymethods] implementations when they are present, and fall back to default (empty) definitions when they are not.

    +

    This simple technique works for the case when there is zero or one implementations. To support multiple #[pymethods] for a #[pyclass] (in the multiple-pymethods feature), a registry mechanism provided by the inventory crate is used instead. This collects impls at library load time, but isn't supported on all platforms. See inventory: how it works for more details.

    +

    The #[pyclass] macro expands to roughly the code seen below. The PyClassImplCollector is the type used internally by PyO3 for dtolnay specialization:

    +
    #[cfg(not(feature = "multiple-pymethods"))] {
    +use pyo3::prelude::*;
    +// Note: the implementation differs slightly with the `multiple-pymethods` feature enabled.
    +struct MyClass {
    +    #[allow(dead_code)]
    +    num: i32,
    +}
    +
    +impl pyo3::types::DerefToPyAny for MyClass {}
    +
    +#[allow(deprecated)]
    +#[cfg(feature = "gil-refs")]
    +unsafe impl pyo3::type_object::HasPyGilRef for MyClass {
    +    type AsRefTarget = pyo3::PyCell<Self>;
    +}
    +unsafe impl pyo3::type_object::PyTypeInfo for MyClass {
    +    const NAME: &'static str = "MyClass";
    +    const MODULE: ::std::option::Option<&'static str> = ::std::option::Option::None;
    +    #[inline]
    +    fn type_object_raw(py: pyo3::Python<'_>) -> *mut pyo3::ffi::PyTypeObject {
    +        <Self as pyo3::impl_::pyclass::PyClassImpl>::lazy_type_object()
    +            .get_or_init(py)
    +            .as_type_ptr()
    +    }
    +}
    +
    +impl pyo3::PyClass for MyClass {
    +    type Frozen = pyo3::pyclass::boolean_struct::False;
    +}
    +
    +impl<'a, 'py> pyo3::impl_::extract_argument::PyFunctionArgument<'a, 'py> for &'a MyClass
    +{
    +    type Holder = ::std::option::Option<pyo3::PyRef<'py, MyClass>>;
    +
    +    #[inline]
    +    fn extract(obj: &'a pyo3::Bound<'py, PyAny>, holder: &'a mut Self::Holder) -> pyo3::PyResult<Self> {
    +        pyo3::impl_::extract_argument::extract_pyclass_ref(obj, holder)
    +    }
    +}
    +
    +impl<'a, 'py> pyo3::impl_::extract_argument::PyFunctionArgument<'a, 'py> for &'a mut MyClass
    +{
    +    type Holder = ::std::option::Option<pyo3::PyRefMut<'py, MyClass>>;
    +
    +    #[inline]
    +    fn extract(obj: &'a pyo3::Bound<'py, PyAny>, holder: &'a mut Self::Holder) -> pyo3::PyResult<Self> {
    +        pyo3::impl_::extract_argument::extract_pyclass_ref_mut(obj, holder)
    +    }
    +}
    +
    +impl pyo3::IntoPy<PyObject> for MyClass {
    +    fn into_py(self, py: pyo3::Python<'_>) -> pyo3::PyObject {
    +        pyo3::IntoPy::into_py(pyo3::Py::new(py, self).unwrap(), py)
    +    }
    +}
    +
    +impl pyo3::impl_::pyclass::PyClassImpl for MyClass {
    +    const IS_BASETYPE: bool = false;
    +    const IS_SUBCLASS: bool = false;
    +    const IS_MAPPING: bool = false;
    +    const IS_SEQUENCE: bool = false;
    +    type BaseType = PyAny;
    +    type ThreadChecker = pyo3::impl_::pyclass::SendablePyClass<MyClass>;
    +    type PyClassMutability = <<pyo3::PyAny as pyo3::impl_::pyclass::PyClassBaseType>::PyClassMutability as pyo3::impl_::pycell::PyClassMutability>::MutableChild;
    +    type Dict = pyo3::impl_::pyclass::PyClassDummySlot;
    +    type WeakRef = pyo3::impl_::pyclass::PyClassDummySlot;
    +    type BaseNativeType = pyo3::PyAny;
    +
    +    fn items_iter() -> pyo3::impl_::pyclass::PyClassItemsIter {
    +        use pyo3::impl_::pyclass::*;
    +        let collector = PyClassImplCollector::<MyClass>::new();
    +        static INTRINSIC_ITEMS: PyClassItems = PyClassItems { slots: &[], methods: &[] };
    +        PyClassItemsIter::new(&INTRINSIC_ITEMS, collector.py_methods())
    +    }
    +
    +    fn lazy_type_object() -> &'static pyo3::impl_::pyclass::LazyTypeObject<MyClass> {
    +        use pyo3::impl_::pyclass::LazyTypeObject;
    +        static TYPE_OBJECT: LazyTypeObject<MyClass> = LazyTypeObject::new();
    +        &TYPE_OBJECT
    +    }
    +
    +    fn doc(py: Python<'_>) -> pyo3::PyResult<&'static ::std::ffi::CStr> {
    +        use pyo3::impl_::pyclass::*;
    +        static DOC: pyo3::sync::GILOnceCell<::std::borrow::Cow<'static, ::std::ffi::CStr>> = pyo3::sync::GILOnceCell::new();
    +        DOC.get_or_try_init(py, || {
    +            let collector = PyClassImplCollector::<Self>::new();
    +            build_pyclass_doc(<MyClass as pyo3::PyTypeInfo>::NAME, pyo3::ffi::c_str!(""), collector.new_text_signature())
    +        }).map(::std::ops::Deref::deref)
    +    }
    +}
    +
    +Python::with_gil(|py| {
    +    let cls = py.get_type_bound::<MyClass>();
    +    pyo3::py_run!(py, cls, "assert cls.__name__ == 'MyClass'")
    +});
    +}
    +

    Class customizations

    +

    Python's object model defines several protocols for different object behavior, such as the sequence, mapping, and number protocols. Python classes support these protocols by implementing "magic" methods, such as __str__ or __repr__. Because of the double-underscores surrounding their name, these are also known as "dunder" methods.

    +

    PyO3 makes it possible for every magic method to be implemented in #[pymethods] just as they would be done in a regular Python class, with a few notable differences:

    +
      +
    • __new__ and __init__ are replaced by the #[new] attribute.
    • +
    • __del__ is not yet supported, but may be in the future.
    • +
    • __buffer__ and __release_buffer__ are currently not supported and instead PyO3 supports __getbuffer__ and __releasebuffer__ methods (these predate PEP 688), again this may change in the future.
    • +
    • PyO3 adds __traverse__ and __clear__ methods for controlling garbage collection.
    • +
    • The Python C-API which PyO3 is implemented upon requires many magic methods to have a specific function signature in C and be placed into special "slots" on the class type object. This limits the allowed argument and return types for these methods. They are listed in detail in the section below.
    • +
    +

    If a magic method is not on the list above (for example __init_subclass__), then it should just work in PyO3. If this is not the case, please file a bug report.

    +

    Magic Methods handled by PyO3

    +

    If a function name in #[pymethods] is a magic method which is known to need special handling, it will be automatically placed into the correct slot in the Python type object. The function name is taken from the usual rules for naming #[pymethods]: the #[pyo3(name = "...")] attribute is used if present, otherwise the Rust function name is used.

    +

    The magic methods handled by PyO3 are very similar to the standard Python ones on this page - in particular they are the subset which have slots as defined here.

    +

    When PyO3 handles a magic method, a couple of changes apply compared to other #[pymethods]:

    +
      +
    • The Rust function signature is restricted to match the magic method.
    • +
    • The #[pyo3(signature = (...)] and #[pyo3(text_signature = "...")] attributes are not allowed.
    • +
    +

    The following sections list all magic methods for which PyO3 implements the necessary special handling. The +given signatures should be interpreted as follows:

    +
      +
    • All methods take a receiver as first argument, shown as <self>. It can be +&self, &mut self or a Bound reference like self_: PyRef<'_, Self> and +self_: PyRefMut<'_, Self>, as described here.
    • +
    • An optional Python<'py> argument is always allowed as the first argument.
    • +
    • Return values can be optionally wrapped in PyResult.
    • +
    • object means that any type is allowed that can be extracted from a Python +object (if argument) or converted to a Python object (if return value).
    • +
    • Other types must match what's given, e.g. pyo3::basic::CompareOp for +__richcmp__'s second argument.
    • +
    • For the comparison and arithmetic methods, extraction errors are not +propagated as exceptions, but lead to a return of NotImplemented.
    • +
    • For some magic methods, the return values are not restricted by PyO3, but +checked by the Python interpreter. For example, __str__ needs to return a +string object. This is indicated by object (Python type).
    • +
    +

    Basic object customization

    +
      +
    • +

      __str__(<self>) -> object (str)

      +
    • +
    • +

      __repr__(<self>) -> object (str)

      +
    • +
    • +

      __hash__(<self>) -> isize

      +

      Objects that compare equal must have the same hash value. Any type up to 64 bits may be returned instead of isize, PyO3 will convert to an isize automatically (wrapping unsigned types like u64 and usize).

      +
      +Disabling Python's default hash +By default, all `#[pyclass]` types have a default hash implementation from Python. Types which should not be hashable can override this by setting `__hash__` to `None`. This is the same mechanism as for a pure-Python class. This is done like so: +
      use pyo3::prelude::*;
      +
      +#[pyclass]
      +struct NotHashable {}
      +
      +#[pymethods]
      +impl NotHashable {
      +    #[classattr]
      +    const __hash__: Option<PyObject> = None;
      +}
      +
      +
    • +
    • +

      __lt__(<self>, object) -> object

      +
    • +
    • +

      __le__(<self>, object) -> object

      +
    • +
    • +

      __eq__(<self>, object) -> object

      +
    • +
    • +

      __ne__(<self>, object) -> object

      +
    • +
    • +

      __gt__(<self>, object) -> object

      +
    • +
    • +

      __ge__(<self>, object) -> object

      +

      The implementations of Python's "rich comparison" operators <, <=, ==, !=, > and >= respectively.

      +

      Note that implementing any of these methods will cause Python not to generate a default __hash__ implementation, so consider also implementing __hash__.

      +
      +Return type +The return type will normally be `bool` or `PyResult`, however any Python object can be returned. +
      +
    • +
    • +

      __richcmp__(<self>, object, pyo3::basic::CompareOp) -> object

      +

      Implements Python comparison operations (==, !=, <, <=, >, and >=) in a single method. +The CompareOp argument indicates the comparison operation being performed. You can use +CompareOp::matches to adapt a Rust std::cmp::Ordering result to the requested comparison.

      +

      This method cannot be implemented in combination with any of __lt__, __le__, __eq__, __ne__, __gt__, or __ge__.

      +

      Note that implementing __richcmp__ will cause Python not to generate a default __hash__ implementation, so consider implementing __hash__ when implementing __richcmp__.

      +
      +Return type +The return type will normally be `PyResult`, but any Python object can be returned. +

      If you want to leave some operations unimplemented, you can return py.NotImplemented() +for some of the operations:

      +
      use pyo3::class::basic::CompareOp;
      +
      +use pyo3::prelude::*;
      +
      +#[pyclass]
      +struct Number(i32);
      +
      +#[pymethods]
      +impl Number {
      +    fn __richcmp__(&self, other: &Self, op: CompareOp, py: Python<'_>) -> PyObject {
      +        match op {
      +            CompareOp::Eq => (self.0 == other.0).into_py(py),
      +            CompareOp::Ne => (self.0 != other.0).into_py(py),
      +            _ => py.NotImplemented(),
      +        }
      +    }
      +}
      +

      If the second argument object is not of the type specified in the +signature, the generated code will automatically return NotImplemented.

      +
      +
    • +
    • +

      __getattr__(<self>, object) -> object

      +
    • +
    • +

      __getattribute__(<self>, object) -> object

      +
      +Differences between `__getattr__` and `__getattribute__` +As in Python, `__getattr__` is only called if the attribute is not found +by normal attribute lookup. `__getattribute__`, on the other hand, is +called for *every* attribute access. If it wants to access existing +attributes on `self`, it needs to be very careful not to introduce +infinite recursion, and use `baseclass.__getattribute__()`. +
      +
    • +
    • +

      __setattr__(<self>, value: object) -> ()

      +
    • +
    • +

      __delattr__(<self>, object) -> ()

      +

      Overrides attribute access.

      +
    • +
    • +

      __bool__(<self>) -> bool

      +

      Determines the "truthyness" of an object.

      +
    • +
    • +

      __call__(<self>, ...) -> object - here, any argument list can be defined +as for normal pymethods

      +
    • +
    +

    Iterable objects

    +

    Iterators can be defined using these methods:

    +
      +
    • __iter__(<self>) -> object
    • +
    • __next__(<self>) -> Option<object> or IterNextOutput (see details)
    • +
    +

    Returning None from __next__ indicates that that there are no further items.

    +

    Example:

    +
    use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct MyIterator {
    +    iter: Box<dyn Iterator<Item = PyObject> + Send>,
    +}
    +
    +#[pymethods]
    +impl MyIterator {
    +    fn __iter__(slf: PyRef<'_, Self>) -> PyRef<'_, Self> {
    +        slf
    +    }
    +    fn __next__(mut slf: PyRefMut<'_, Self>) -> Option<PyObject> {
    +        slf.iter.next()
    +    }
    +}
    +

    In many cases you'll have a distinction between the type being iterated over +(i.e. the iterable) and the iterator it provides. In this case, the iterable +only needs to implement __iter__() while the iterator must implement both +__iter__() and __next__(). For example:

    +
    use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct Iter {
    +    inner: std::vec::IntoIter<usize>,
    +}
    +
    +#[pymethods]
    +impl Iter {
    +    fn __iter__(slf: PyRef<'_, Self>) -> PyRef<'_, Self> {
    +        slf
    +    }
    +
    +    fn __next__(mut slf: PyRefMut<'_, Self>) -> Option<usize> {
    +        slf.inner.next()
    +    }
    +}
    +
    +#[pyclass]
    +struct Container {
    +    iter: Vec<usize>,
    +}
    +
    +#[pymethods]
    +impl Container {
    +    fn __iter__(slf: PyRef<'_, Self>) -> PyResult<Py<Iter>> {
    +        let iter = Iter {
    +            inner: slf.iter.clone().into_iter(),
    +        };
    +        Py::new(slf.py(), iter)
    +    }
    +}
    +
    +Python::with_gil(|py| {
    +    let container = Container { iter: vec![1, 2, 3, 4] };
    +    let inst = pyo3::Py::new(py, container).unwrap();
    +    pyo3::py_run!(py, inst, "assert list(inst) == [1, 2, 3, 4]");
    +    pyo3::py_run!(py, inst, "assert list(iter(iter(inst))) == [1, 2, 3, 4]");
    +});
    +

    For more details on Python's iteration protocols, check out the "Iterator Types" section of the library +documentation.

    +

    Returning a value from iteration

    +

    This guide has so far shown how to use Option<T> to implement yielding values +during iteration. In Python a generator can also return a value. To express +this in Rust, PyO3 provides the IterNextOutput enum to both Yield values +and Return a final value - see its docs for further details and an example.

    +

    Awaitable objects

    +
      +
    • __await__(<self>) -> object
    • +
    • __aiter__(<self>) -> object
    • +
    • __anext__(<self>) -> Option<object> or IterANextOutput
    • +
    +

    Mapping & Sequence types

    +

    The magic methods in this section can be used to implement Python container types. They are two main categories of container in Python: "mappings" such as dict, with arbitrary keys, and "sequences" such as list and tuple, with integer keys.

    +

    The Python C-API which PyO3 is built upon has separate "slots" for sequences and mappings. When writing a class in pure Python, there is no such distinction in the implementation - a __getitem__ implementation will fill the slots for both the mapping and sequence forms, for example.

    +

    By default PyO3 reproduces the Python behaviour of filling both mapping and sequence slots. This makes sense for the "simple" case which matches Python, and also for sequences, where the mapping slot is used anyway to implement slice indexing.

    +

    Mapping types usually will not want the sequence slots filled. Having them filled will lead to outcomes which may be unwanted, such as:

    +
      +
    • The mapping type will successfully cast to PySequence. This may lead to consumers of the type handling it incorrectly.
    • +
    • Python provides a default implementation of __iter__ for sequences, which calls __getitem__ with consecutive positive integers starting from 0 until an IndexError is returned. Unless the mapping only contains consecutive positive integer keys, this __iter__ implementation will likely not be the intended behavior.
    • +
    +

    Use the #[pyclass(mapping)] annotation to instruct PyO3 to only fill the mapping slots, leaving the sequence ones empty. This will apply to __getitem__, __setitem__, and __delitem__.

    +

    Use the #[pyclass(sequence)] annotation to instruct PyO3 to fill the sq_length slot instead of the mp_length slot for __len__. This will help libraries such as numpy recognise the class as a sequence, however will also cause CPython to automatically add the sequence length to any negative indices before passing them to __getitem__. (__getitem__, __setitem__ and __delitem__ mapping slots are still used for sequences, for slice operations.)

    +
      +
    • +

      __len__(<self>) -> usize

      +

      Implements the built-in function len().

      +
    • +
    • +

      __contains__(<self>, object) -> bool

      +

      Implements membership test operators. +Should return true if item is in self, false otherwise. +For objects that don’t define __contains__(), the membership test simply +traverses the sequence until it finds a match.

      +
      +Disabling Python's default contains +

      By default, all #[pyclass] types with an __iter__ method support a +default implementation of the in operator. Types which do not want this +can override this by setting __contains__ to None. This is the same +mechanism as for a pure-Python class. This is done like so:

      +
      use pyo3::prelude::*;
      +
      +#[pyclass]
      +struct NoContains {}
      +
      +#[pymethods]
      +impl NoContains {
      +    #[classattr]
      +    const __contains__: Option<PyObject> = None;
      +}
      +
      +
    • +
    • +

      __getitem__(<self>, object) -> object

      +

      Implements retrieval of the self[a] element.

      +

      Note: Negative integer indexes are not handled specially by PyO3. +However, for classes with #[pyclass(sequence)], when a negative index is +accessed via PySequence::get_item, the underlying C API already adjusts +the index to be positive.

      +
    • +
    • +

      __setitem__(<self>, object, object) -> ()

      +

      Implements assignment to the self[a] element. +Should only be implemented if elements can be replaced.

      +

      Same behavior regarding negative indices as for __getitem__.

      +
    • +
    • +

      __delitem__(<self>, object) -> ()

      +

      Implements deletion of the self[a] element. +Should only be implemented if elements can be deleted.

      +

      Same behavior regarding negative indices as for __getitem__.

      +
    • +
    +
      +
    • +

      fn __concat__(&self, other: impl FromPyObject) -> PyResult<impl ToPyObject>

      +

      Concatenates two sequences. +Used by the + operator, after trying the numeric addition via +the __add__ and __radd__ methods.

      +
    • +
    • +

      fn __repeat__(&self, count: isize) -> PyResult<impl ToPyObject>

      +

      Repeats the sequence count times. +Used by the * operator, after trying the numeric multiplication via +the __mul__ and __rmul__ methods.

      +
    • +
    • +

      fn __inplace_concat__(&self, other: impl FromPyObject) -> PyResult<impl ToPyObject>

      +

      Concatenates two sequences. +Used by the += operator, after trying the numeric addition via +the __iadd__ method.

      +
    • +
    • +

      fn __inplace_repeat__(&self, count: isize) -> PyResult<impl ToPyObject>

      +

      Concatenates two sequences. +Used by the *= operator, after trying the numeric multiplication via +the __imul__ method.

      +
    • +
    +

    Descriptors

    +
      +
    • __get__(<self>, object, object) -> object
    • +
    • __set__(<self>, object, object) -> ()
    • +
    • __delete__(<self>, object) -> ()
    • +
    +

    Numeric types

    +

    Binary arithmetic operations (+, -, *, @, /, //, %, divmod(), +pow() and **, <<, >>, &, ^, and |) and their reflected versions:

    +

    (If the object is not of the type specified in the signature, the generated code +will automatically return NotImplemented.)

    +
      +
    • __add__(<self>, object) -> object
    • +
    • __radd__(<self>, object) -> object
    • +
    • __sub__(<self>, object) -> object
    • +
    • __rsub__(<self>, object) -> object
    • +
    • __mul__(<self>, object) -> object
    • +
    • __rmul__(<self>, object) -> object
    • +
    • __matmul__(<self>, object) -> object
    • +
    • __rmatmul__(<self>, object) -> object
    • +
    • __floordiv__(<self>, object) -> object
    • +
    • __rfloordiv__(<self>, object) -> object
    • +
    • __truediv__(<self>, object) -> object
    • +
    • __rtruediv__(<self>, object) -> object
    • +
    • __divmod__(<self>, object) -> object
    • +
    • __rdivmod__(<self>, object) -> object
    • +
    • __mod__(<self>, object) -> object
    • +
    • __rmod__(<self>, object) -> object
    • +
    • __lshift__(<self>, object) -> object
    • +
    • __rlshift__(<self>, object) -> object
    • +
    • __rshift__(<self>, object) -> object
    • +
    • __rrshift__(<self>, object) -> object
    • +
    • __and__(<self>, object) -> object
    • +
    • __rand__(<self>, object) -> object
    • +
    • __xor__(<self>, object) -> object
    • +
    • __rxor__(<self>, object) -> object
    • +
    • __or__(<self>, object) -> object
    • +
    • __ror__(<self>, object) -> object
    • +
    • __pow__(<self>, object, object) -> object
    • +
    • __rpow__(<self>, object, object) -> object
    • +
    +

    In-place assignment operations (+=, -=, *=, @=, /=, //=, %=, +**=, <<=, >>=, &=, ^=, |=):

    +
      +
    • __iadd__(<self>, object) -> ()
    • +
    • __isub__(<self>, object) -> ()
    • +
    • __imul__(<self>, object) -> ()
    • +
    • __imatmul__(<self>, object) -> ()
    • +
    • __itruediv__(<self>, object) -> ()
    • +
    • __ifloordiv__(<self>, object) -> ()
    • +
    • __imod__(<self>, object) -> ()
    • +
    • __ipow__(<self>, object, object) -> ()
    • +
    • __ilshift__(<self>, object) -> ()
    • +
    • __irshift__(<self>, object) -> ()
    • +
    • __iand__(<self>, object) -> ()
    • +
    • __ixor__(<self>, object) -> ()
    • +
    • __ior__(<self>, object) -> ()
    • +
    +

    Unary operations (-, +, abs() and ~):

    +
      +
    • __pos__(<self>) -> object
    • +
    • __neg__(<self>) -> object
    • +
    • __abs__(<self>) -> object
    • +
    • __invert__(<self>) -> object
    • +
    +

    Coercions:

    +
      +
    • __index__(<self>) -> object (int)
    • +
    • __int__(<self>) -> object (int)
    • +
    • __float__(<self>) -> object (float)
    • +
    +

    Buffer objects

    +
      +
    • __getbuffer__(<self>, *mut ffi::Py_buffer, flags) -> ()
    • +
    • __releasebuffer__(<self>, *mut ffi::Py_buffer) -> () +Errors returned from __releasebuffer__ will be sent to sys.unraiseablehook. It is strongly advised to never return an error from __releasebuffer__, and if it really is necessary, to make best effort to perform any required freeing operations before returning. __releasebuffer__ will not be called a second time; anything not freed will be leaked.
    • +
    +

    Garbage Collector Integration

    +

    If your type owns references to other Python objects, you will need to integrate +with Python's garbage collector so that the GC is aware of those references. To +do this, implement the two methods __traverse__ and __clear__. These +correspond to the slots tp_traverse and tp_clear in the Python C API. +__traverse__ must call visit.call() for each reference to another Python +object. __clear__ must clear out any mutable references to other Python +objects (thus breaking reference cycles). Immutable references do not have to be +cleared, as every cycle must contain at least one mutable reference.

    +
      +
    • __traverse__(<self>, pyo3::class::gc::PyVisit<'_>) -> Result<(), pyo3::class::gc::PyTraverseError>
    • +
    • __clear__(<self>) -> ()
    • +
    +

    Example:

    +
    use pyo3::prelude::*;
    +use pyo3::PyTraverseError;
    +use pyo3::gc::PyVisit;
    +
    +#[pyclass]
    +struct ClassWithGCSupport {
    +    obj: Option<PyObject>,
    +}
    +
    +#[pymethods]
    +impl ClassWithGCSupport {
    +    fn __traverse__(&self, visit: PyVisit<'_>) -> Result<(), PyTraverseError> {
    +        if let Some(obj) = &self.obj {
    +            visit.call(obj)?
    +        }
    +        Ok(())
    +    }
    +
    +    fn __clear__(&mut self) {
    +        // Clear reference, this decrements ref counter.
    +        self.obj = None;
    +    }
    +}
    +

    Usually, an implementation of __traverse__ should do nothing but calls to visit.call. +Most importantly, safe access to the GIL is prohibited inside implementations of __traverse__, +i.e. Python::with_gil will panic.

    +
    +

    Note: these methods are part of the C API, PyPy does not necessarily honor them. If you are building for PyPy you should measure memory consumption to make sure you do not have runaway memory growth. See this issue on the PyPy bug tracker.

    +
    +

    Basic object customization

    +

    Recall the Number class from the previous chapter:

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct Number(i32);
    +
    +#[pymethods]
    +impl Number {
    +    #[new]
    +    fn new(value: i32) -> Self {
    +        Self(value)
    +    }
    +}
    +
    +#[pymodule]
    +fn my_module(m: &Bound<'_, PyModule>) -> PyResult<()> {
    +    m.add_class::<Number>()?;
    +    Ok(())
    +}
    +

    At this point Python code can import the module, access the class and create class instances - but +nothing else.

    +
    from my_module import Number
    +
    +n = Number(5)
    +print(n)
    +
    +
    <builtins.Number object at 0x000002B4D185D7D0>
    +
    +

    String representations

    +

    It can't even print an user-readable representation of itself! We can fix that by defining the +__repr__ and __str__ methods inside a #[pymethods] block. We do this by accessing the value +contained inside Number.

    +
    use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct Number(i32);
    +
    +#[pymethods]
    +impl Number {
    +    // For `__repr__` we want to return a string that Python code could use to recreate
    +    // the `Number`, like `Number(5)` for example.
    +    fn __repr__(&self) -> String {
    +        // We use the `format!` macro to create a string. Its first argument is a
    +        // format string, followed by any number of parameters which replace the
    +        // `{}`'s in the format string.
    +        //
    +        //                       👇 Tuple field access in Rust uses a dot
    +        format!("Number({})", self.0)
    +    }
    +    // `__str__` is generally used to create an "informal" representation, so we
    +    // just forward to `i32`'s `ToString` trait implementation to print a bare number.
    +    fn __str__(&self) -> String {
    +        self.0.to_string()
    +    }
    +}
    +

    Accessing the class name

    +

    In the __repr__, we used a hard-coded class name. This is sometimes not ideal, +because if the class is subclassed in Python, we would like the repr to reflect +the subclass name. This is typically done in Python code by accessing +self.__class__.__name__. In order to be able to access the Python type information +and the Rust struct, we need to use a Bound as the self argument.

    +
    use pyo3::prelude::*;
    +use pyo3::types::PyString;
    +
    +#[pyclass]
    +struct Number(i32);
    +
    +#[pymethods]
    +impl Number {
    +    fn __repr__(slf: &Bound<'_, Self>) -> PyResult<String> {
    +        // This is the equivalent of `self.__class__.__name__` in Python.
    +        let class_name: Bound<'_, PyString> = slf.get_type().qualname()?;
    +        // To access fields of the Rust struct, we need to borrow the `PyCell`.
    +        Ok(format!("{}({})", class_name, slf.borrow().0))
    +    }
    +}
    +

    Hashing

    +

    Let's also implement hashing. We'll just hash the i32. For that we need a Hasher. The one +provided by std is DefaultHasher, which uses the SipHash algorithm.

    +
    use std::collections::hash_map::DefaultHasher;
    +
    +// Required to call the `.hash` and `.finish` methods, which are defined on traits.
    +use std::hash::{Hash, Hasher};
    +
    +use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct Number(i32);
    +
    +#[pymethods]
    +impl Number {
    +    fn __hash__(&self) -> u64 {
    +        let mut hasher = DefaultHasher::new();
    +        self.0.hash(&mut hasher);
    +        hasher.finish()
    +    }
    +}
    +

    To implement __hash__ using the Rust Hash trait implementation, the hash option can be used. +This option is only available for frozen classes to prevent accidental hash changes from mutating the object. If you need +an __hash__ implementation for a mutable class, use the manual method from above. This option also requires eq: According to the +Python docs "If a class does not define an __eq__() +method it should not define a __hash__() operation either"

    +
    use pyo3::prelude::*;
    +
    +#[pyclass(frozen, eq, hash)]
    +#[derive(PartialEq, Hash)]
    +struct Number(i32);
    +
    +

    Note: When implementing __hash__ and comparisons, it is important that the following property holds:

    +
    k1 == k2 -> hash(k1) == hash(k2)
    +
    +

    In other words, if two keys are equal, their hashes must also be equal. In addition you must take +care that your classes' hash doesn't change during its lifetime. In this tutorial we do that by not +letting Python code change our Number class. In other words, it is immutable.

    +

    By default, all #[pyclass] types have a default hash implementation from Python. +Types which should not be hashable can override this by setting __hash__ to None. +This is the same mechanism as for a pure-Python class. This is done like so:

    +
    use pyo3::prelude::*;
    +#[pyclass]
    +struct NotHashable {}
    +
    +#[pymethods]
    +impl NotHashable {
    +    #[classattr]
    +    const __hash__: Option<Py<PyAny>> = None;
    +}
    +
    +

    Comparisons

    +

    PyO3 supports the usual magic comparison methods available in Python such as __eq__, __lt__ +and so on. It is also possible to support all six operations at once with __richcmp__. +This method will be called with a value of CompareOp depending on the operation.

    +
    use pyo3::class::basic::CompareOp;
    +
    +use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct Number(i32);
    +
    +#[pymethods]
    +impl Number {
    +    fn __richcmp__(&self, other: &Self, op: CompareOp) -> PyResult<bool> {
    +        match op {
    +            CompareOp::Lt => Ok(self.0 < other.0),
    +            CompareOp::Le => Ok(self.0 <= other.0),
    +            CompareOp::Eq => Ok(self.0 == other.0),
    +            CompareOp::Ne => Ok(self.0 != other.0),
    +            CompareOp::Gt => Ok(self.0 > other.0),
    +            CompareOp::Ge => Ok(self.0 >= other.0),
    +        }
    +    }
    +}
    +

    If you obtain the result by comparing two Rust values, as in this example, you +can take a shortcut using CompareOp::matches:

    +
    use pyo3::class::basic::CompareOp;
    +
    +use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct Number(i32);
    +
    +#[pymethods]
    +impl Number {
    +    fn __richcmp__(&self, other: &Self, op: CompareOp) -> bool {
    +        op.matches(self.0.cmp(&other.0))
    +    }
    +}
    +

    It checks that the std::cmp::Ordering obtained from Rust's Ord matches +the given CompareOp.

    +

    Alternatively, you can implement just equality using __eq__:

    +
    use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct Number(i32);
    +
    +#[pymethods]
    +impl Number {
    +    fn __eq__(&self, other: &Self) -> bool {
    +        self.0 == other.0
    +    }
    +}
    +
    +fn main() -> PyResult<()> {
    +    Python::with_gil(|py| {
    +        let x = &Bound::new(py, Number(4))?;
    +        let y = &Bound::new(py, Number(4))?;
    +        assert!(x.eq(y)?);
    +        assert!(!x.ne(y)?);
    +        Ok(())
    +    })
    +}
    +

    To implement __eq__ using the Rust PartialEq trait implementation, the eq option can be used.

    +
    use pyo3::prelude::*;
    +
    +#[pyclass(eq)]
    +#[derive(PartialEq)]
    +struct Number(i32);
    +

    To implement __lt__, __le__, __gt__, & __ge__ using the Rust PartialOrd trait implementation, the ord option can be used. Note: Requires eq.

    +
    use pyo3::prelude::*;
    +
    +#[pyclass(eq, ord)]
    +#[derive(PartialEq, PartialOrd)]
    +struct Number(i32);
    +

    Truthyness

    +

    We'll consider Number to be True if it is nonzero:

    +
    use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct Number(i32);
    +
    +#[pymethods]
    +impl Number {
    +    fn __bool__(&self) -> bool {
    +        self.0 != 0
    +    }
    +}
    +

    Final code

    +
    use std::collections::hash_map::DefaultHasher;
    +use std::hash::{Hash, Hasher};
    +
    +use pyo3::prelude::*;
    +use pyo3::class::basic::CompareOp;
    +use pyo3::types::PyString;
    +
    +#[pyclass]
    +struct Number(i32);
    +
    +#[pymethods]
    +impl Number {
    +    #[new]
    +    fn new(value: i32) -> Self {
    +        Self(value)
    +    }
    +
    +    fn __repr__(slf: &Bound<'_, Self>) -> PyResult<String> {
    +        let class_name: Bound<'_, PyString> = slf.get_type().qualname()?;
    +        Ok(format!("{}({})", class_name, slf.borrow().0))
    +    }
    +
    +    fn __str__(&self) -> String {
    +        self.0.to_string()
    +    }
    +
    +    fn __hash__(&self) -> u64 {
    +        let mut hasher = DefaultHasher::new();
    +        self.0.hash(&mut hasher);
    +        hasher.finish()
    +    }
    +
    +    fn __richcmp__(&self, other: &Self, op: CompareOp) -> PyResult<bool> {
    +        match op {
    +            CompareOp::Lt => Ok(self.0 < other.0),
    +            CompareOp::Le => Ok(self.0 <= other.0),
    +            CompareOp::Eq => Ok(self.0 == other.0),
    +            CompareOp::Ne => Ok(self.0 != other.0),
    +            CompareOp::Gt => Ok(self.0 > other.0),
    +            CompareOp::Ge => Ok(self.0 >= other.0),
    +        }
    +    }
    +
    +    fn __bool__(&self) -> bool {
    +        self.0 != 0
    +    }
    +}
    +
    +#[pymodule]
    +fn my_module(m: &Bound<'_, PyModule>) -> PyResult<()> {
    +    m.add_class::<Number>()?;
    +    Ok(())
    +}
    +

    Emulating numeric types

    +

    At this point we have a Number class that we can't actually do any math on!

    +

    Before proceeding, we should think about how we want to handle overflows. There are three obvious solutions:

    +
      +
    • We can have infinite precision just like Python's int. However that would be quite boring - we'd +be reinventing the wheel.
    • +
    • We can raise exceptions whenever Number overflows, but that makes the API painful to use.
    • +
    • We can wrap around the boundary of i32. This is the approach we'll take here. To do that we'll just forward to i32's +wrapping_* methods.
    • +
    +

    Fixing our constructor

    +

    Let's address the first overflow, in Number's constructor:

    +
    from my_module import Number
    +
    +n = Number(1 << 1337)
    +
    +
    Traceback (most recent call last):
    +  File "example.py", line 3, in <module>
    +    n = Number(1 << 1337)
    +OverflowError: Python int too large to convert to C long
    +
    +

    Instead of relying on the default FromPyObject extraction to parse arguments, we can specify our +own extraction function, using the #[pyo3(from_py_with = "...")] attribute. Unfortunately PyO3 +doesn't provide a way to wrap Python integers out of the box, but we can do a Python call to mask it +and cast it to an i32.

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +
    +fn wrap(obj: &Bound<'_, PyAny>) -> PyResult<i32> {
    +    let val = obj.call_method1("__and__", (0xFFFFFFFF_u32,))?;
    +    let val: u32 = val.extract()?;
    +    //     👇 This intentionally overflows!
    +    Ok(val as i32)
    +}
    +

    We also add documentation, via /// comments, which are visible to Python users.

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +
    +fn wrap(obj: &Bound<'_, PyAny>) -> PyResult<i32> {
    +    let val = obj.call_method1("__and__", (0xFFFFFFFF_u32,))?;
    +    let val: u32 = val.extract()?;
    +    Ok(val as i32)
    +}
    +
    +/// Did you ever hear the tragedy of Darth Signed The Overfloweth? I thought not.
    +/// It's not a story C would tell you. It's a Rust legend.
    +#[pyclass(module = "my_module")]
    +struct Number(i32);
    +
    +#[pymethods]
    +impl Number {
    +    #[new]
    +    fn new(#[pyo3(from_py_with = "wrap")] value: i32) -> Self {
    +        Self(value)
    +    }
    +}
    +

    With that out of the way, let's implement some operators:

    +
    use pyo3::exceptions::{PyZeroDivisionError, PyValueError};
    +
    +use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct Number(i32);
    +
    +#[pymethods]
    +impl Number {
    +    fn __add__(&self, other: &Self) -> Self {
    +        Self(self.0.wrapping_add(other.0))
    +    }
    +
    +    fn __sub__(&self, other: &Self) -> Self {
    +        Self(self.0.wrapping_sub(other.0))
    +    }
    +
    +    fn __mul__(&self, other: &Self) -> Self {
    +        Self(self.0.wrapping_mul(other.0))
    +    }
    +
    +    fn __truediv__(&self, other: &Self) -> PyResult<Self> {
    +        match self.0.checked_div(other.0) {
    +            Some(i) => Ok(Self(i)),
    +            None => Err(PyZeroDivisionError::new_err("division by zero")),
    +        }
    +    }
    +
    +    fn __floordiv__(&self, other: &Self) -> PyResult<Self> {
    +        match self.0.checked_div(other.0) {
    +            Some(i) => Ok(Self(i)),
    +            None => Err(PyZeroDivisionError::new_err("division by zero")),
    +        }
    +    }
    +
    +    fn __rshift__(&self, other: &Self) -> PyResult<Self> {
    +        match other.0.try_into() {
    +            Ok(rhs) => Ok(Self(self.0.wrapping_shr(rhs))),
    +            Err(_) => Err(PyValueError::new_err("negative shift count")),
    +        }
    +    }
    +
    +    fn __lshift__(&self, other: &Self) -> PyResult<Self> {
    +        match other.0.try_into() {
    +            Ok(rhs) => Ok(Self(self.0.wrapping_shl(rhs))),
    +            Err(_) => Err(PyValueError::new_err("negative shift count")),
    +        }
    +    }
    +}
    +

    Unary arithmetic operations

    +
    use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct Number(i32);
    +
    +#[pymethods]
    +impl Number {
    +    fn __pos__(slf: PyRef<'_, Self>) -> PyRef<'_, Self> {
    +        slf
    +    }
    +
    +    fn __neg__(&self) -> Self {
    +        Self(-self.0)
    +    }
    +
    +    fn __abs__(&self) -> Self {
    +        Self(self.0.abs())
    +    }
    +
    +    fn __invert__(&self) -> Self {
    +        Self(!self.0)
    +    }
    +}
    +

    Support for the complex(), int() and float() built-in functions.

    +
    use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct Number(i32);
    +
    +use pyo3::types::PyComplex;
    +
    +#[pymethods]
    +impl Number {
    +    fn __int__(&self) -> i32 {
    +        self.0
    +    }
    +
    +    fn __float__(&self) -> f64 {
    +        self.0 as f64
    +    }
    +
    +    fn __complex__<'py>(&self, py: Python<'py>) -> Bound<'py, PyComplex> {
    +        PyComplex::from_doubles_bound(py, self.0 as f64, 0.0)
    +    }
    +}
    +

    We do not implement the in-place operations like __iadd__ because we do not wish to mutate Number. +Similarly we're not interested in supporting operations with different types, so we do not implement +the reflected operations like __radd__ either.

    +

    Now Python can use our Number class:

    +
    from my_module import Number
    +
    +def hash_djb2(s: str):
    +	'''
    +	A version of Daniel J. Bernstein's djb2 string hashing algorithm
    +	Like many hashing algorithms, it relies on integer wrapping.
    +	'''
    +
    +	n = Number(0)
    +	five = Number(5)
    +
    +	for x in s:
    +		n = Number(ord(x)) + ((n << five) - n)
    +	return n
    +
    +assert hash_djb2('l50_50') == Number(-1152549421)
    +
    +

    Final code

    +
    use std::collections::hash_map::DefaultHasher;
    +use std::hash::{Hash, Hasher};
    +
    +use pyo3::exceptions::{PyValueError, PyZeroDivisionError};
    +use pyo3::prelude::*;
    +use pyo3::class::basic::CompareOp;
    +use pyo3::types::{PyComplex, PyString};
    +
    +fn wrap(obj: &Bound<'_, PyAny>) -> PyResult<i32> {
    +    let val = obj.call_method1("__and__", (0xFFFFFFFF_u32,))?;
    +    let val: u32 = val.extract()?;
    +    Ok(val as i32)
    +}
    +/// Did you ever hear the tragedy of Darth Signed The Overfloweth? I thought not.
    +/// It's not a story C would tell you. It's a Rust legend.
    +#[pyclass(module = "my_module")]
    +struct Number(i32);
    +
    +#[pymethods]
    +impl Number {
    +    #[new]
    +    fn new(#[pyo3(from_py_with = "wrap")] value: i32) -> Self {
    +        Self(value)
    +    }
    +
    +    fn __repr__(slf: &Bound<'_, Self>) -> PyResult<String> {
    +       // Get the class name dynamically in case `Number` is subclassed
    +       let class_name: Bound<'_, PyString> = slf.get_type().qualname()?;
    +        Ok(format!("{}({})", class_name, slf.borrow().0))
    +    }
    +
    +    fn __str__(&self) -> String {
    +        self.0.to_string()
    +    }
    +
    +    fn __hash__(&self) -> u64 {
    +        let mut hasher = DefaultHasher::new();
    +        self.0.hash(&mut hasher);
    +        hasher.finish()
    +    }
    +
    +    fn __richcmp__(&self, other: &Self, op: CompareOp) -> PyResult<bool> {
    +        match op {
    +            CompareOp::Lt => Ok(self.0 < other.0),
    +            CompareOp::Le => Ok(self.0 <= other.0),
    +            CompareOp::Eq => Ok(self.0 == other.0),
    +            CompareOp::Ne => Ok(self.0 != other.0),
    +            CompareOp::Gt => Ok(self.0 > other.0),
    +            CompareOp::Ge => Ok(self.0 >= other.0),
    +        }
    +    }
    +
    +    fn __bool__(&self) -> bool {
    +        self.0 != 0
    +    }
    +
    +    fn __add__(&self, other: &Self) -> Self {
    +        Self(self.0.wrapping_add(other.0))
    +    }
    +
    +    fn __sub__(&self, other: &Self) -> Self {
    +        Self(self.0.wrapping_sub(other.0))
    +    }
    +
    +    fn __mul__(&self, other: &Self) -> Self {
    +        Self(self.0.wrapping_mul(other.0))
    +    }
    +
    +    fn __truediv__(&self, other: &Self) -> PyResult<Self> {
    +        match self.0.checked_div(other.0) {
    +            Some(i) => Ok(Self(i)),
    +            None => Err(PyZeroDivisionError::new_err("division by zero")),
    +        }
    +    }
    +
    +    fn __floordiv__(&self, other: &Self) -> PyResult<Self> {
    +        match self.0.checked_div(other.0) {
    +            Some(i) => Ok(Self(i)),
    +            None => Err(PyZeroDivisionError::new_err("division by zero")),
    +        }
    +    }
    +
    +    fn __rshift__(&self, other: &Self) -> PyResult<Self> {
    +        match other.0.try_into() {
    +            Ok(rhs) => Ok(Self(self.0.wrapping_shr(rhs))),
    +            Err(_) => Err(PyValueError::new_err("negative shift count")),
    +        }
    +    }
    +
    +    fn __lshift__(&self, other: &Self) -> PyResult<Self> {
    +        match other.0.try_into() {
    +            Ok(rhs) => Ok(Self(self.0.wrapping_shl(rhs))),
    +            Err(_) => Err(PyValueError::new_err("negative shift count")),
    +        }
    +    }
    +
    +    fn __xor__(&self, other: &Self) -> Self {
    +        Self(self.0 ^ other.0)
    +    }
    +
    +    fn __or__(&self, other: &Self) -> Self {
    +        Self(self.0 | other.0)
    +    }
    +
    +    fn __and__(&self, other: &Self) -> Self {
    +        Self(self.0 & other.0)
    +    }
    +
    +    fn __int__(&self) -> i32 {
    +        self.0
    +    }
    +
    +    fn __float__(&self) -> f64 {
    +        self.0 as f64
    +    }
    +
    +    fn __complex__<'py>(&self, py: Python<'py>) -> Bound<'py, PyComplex> {
    +        PyComplex::from_doubles_bound(py, self.0 as f64, 0.0)
    +    }
    +}
    +
    +#[pymodule]
    +fn my_module(m: &Bound<'_, PyModule>) -> PyResult<()> {
    +    m.add_class::<Number>()?;
    +    Ok(())
    +}
    +const SCRIPT: &'static str = r#"
    +def hash_djb2(s: str):
    +    n = Number(0)
    +    five = Number(5)
    +
    +    for x in s:
    +        n = Number(ord(x)) + ((n << five) - n)
    +    return n
    +
    +assert hash_djb2('l50_50') == Number(-1152549421)
    +assert hash_djb2('logo') == Number(3327403)
    +assert hash_djb2('horizon') == Number(1097468315)
    +
    +
    +assert Number(2) + Number(2) == Number(4)
    +assert Number(2) + Number(2) != Number(5)
    +
    +assert Number(13) - Number(7) == Number(6)
    +assert Number(13) - Number(-7) == Number(20)
    +
    +assert Number(13) / Number(7) == Number(1)
    +assert Number(13) // Number(7) == Number(1)
    +
    +assert Number(13) * Number(7) == Number(13*7)
    +
    +assert Number(13) > Number(7)
    +assert Number(13) < Number(20)
    +assert Number(13) == Number(13)
    +assert Number(13) >= Number(7)
    +assert Number(13) <= Number(20)
    +assert Number(13) == Number(13)
    +
    +
    +assert (True if Number(1) else False)
    +assert (False if Number(0) else True)
    +
    +
    +assert int(Number(13)) == 13
    +assert float(Number(13)) == 13
    +assert Number.__doc__ == "Did you ever hear the tragedy of Darth Signed The Overfloweth? I thought not.\nIt's not a story C would tell you. It's a Rust legend."
    +assert Number(12345234523452) == Number(1498514748)
    +try:
    +    import inspect
    +    assert inspect.signature(Number).__str__() == '(value)'
    +except ValueError:
    +    # Not supported with `abi3` before Python 3.10
    +    pass
    +assert Number(1337).__str__() == '1337'
    +assert Number(1337).__repr__() == 'Number(1337)'
    +"#;
    +
    +
    +use pyo3::PyTypeInfo;
    +
    +fn main() -> PyResult<()> {
    +    Python::with_gil(|py| -> PyResult<()> {
    +        let globals = PyModule::import_bound(py, "__main__")?.dict();
    +        globals.set_item("Number", Number::type_object_bound(py))?;
    +
    +        py.run_bound(SCRIPT, Some(&globals), None)?;
    +        Ok(())
    +    })
    +}
    +

    Appendix: Writing some unsafe code

    +

    At the beginning of this chapter we said that PyO3 doesn't provide a way to wrap Python integers out +of the box but that's a half truth. There's not a PyO3 API for it, but there's a Python C API +function that does:

    +
    unsigned long PyLong_AsUnsignedLongMask(PyObject *obj)
    +
    +

    We can call this function from Rust by using pyo3::ffi::PyLong_AsUnsignedLongMask. This is an unsafe +function, which means we have to use an unsafe block to call it and take responsibility for upholding +the contracts of this function. Let's review those contracts:

    +
      +
    • The GIL must be held. If it's not, calling this function causes a data race.
    • +
    • The pointer must be valid, i.e. it must be properly aligned and point to a valid Python object.
    • +
    +

    Let's create that helper function. The signature has to be fn(&Bound<'_, PyAny>) -> PyResult<T>.

    +
      +
    • &Bound<'_, PyAny> represents a checked borrowed reference, so the pointer derived from it is valid (and not null).
    • +
    • Whenever we have borrowed references to Python objects in scope, it is guaranteed that the GIL is held. This reference is also where we can get a Python token to use in our call to PyErr::take.
    • +
    +
    #![allow(dead_code)]
    +use std::os::raw::c_ulong;
    +use pyo3::prelude::*;
    +use pyo3::ffi;
    +
    +fn wrap(obj: &Bound<'_, PyAny>) -> Result<i32, PyErr> {
    +    let py: Python<'_> = obj.py();
    +
    +    unsafe {
    +        let ptr = obj.as_ptr();
    +
    +        let ret: c_ulong = ffi::PyLong_AsUnsignedLongMask(ptr);
    +        if ret == c_ulong::MAX {
    +            if let Some(err) = PyErr::take(py) {
    +                return Err(err);
    +            }
    +        }
    +
    +        Ok(ret as i32)
    +    }
    +}
    +

    Emulating callable objects

    +

    Classes can be callable if they have a #[pymethod] named __call__. +This allows instances of a class to behave similar to functions.

    +

    This method's signature must look like __call__(<self>, ...) -> object - here, +any argument list can be defined as for normal pymethods

    +

    Example: Implementing a call counter

    +

    The following pyclass is a basic decorator - its constructor takes a Python object +as argument and calls that object when called. An equivalent Python implementation +is linked at the end.

    +

    An example crate containing this pyclass can be found here

    +
    use pyo3::prelude::*;
    +use pyo3::types::{PyDict, PyTuple};
    +use std::cell::Cell;
    +
    +/// A function decorator that keeps track how often it is called.
    +///
    +/// It otherwise doesn't do anything special.
    +#[pyclass(name = "Counter")]
    +pub struct PyCounter {
    +    // Keeps track of how many calls have gone through.
    +    //
    +    // See the discussion at the end for why `Cell` is used.
    +    count: Cell<u64>,
    +
    +    // This is the actual function being wrapped.
    +    wraps: Py<PyAny>,
    +}
    +
    +#[pymethods]
    +impl PyCounter {
    +    // Note that we don't validate whether `wraps` is actually callable.
    +    //
    +    // While we could use `PyAny::is_callable` for that, it has some flaws:
    +    //    1. It doesn't guarantee the object can actually be called successfully
    +    //    2. We still need to handle any exceptions that the function might raise
    +    #[new]
    +    fn __new__(wraps: Py<PyAny>) -> Self {
    +        PyCounter {
    +            count: Cell::new(0),
    +            wraps,
    +        }
    +    }
    +
    +    #[getter]
    +    fn count(&self) -> u64 {
    +        self.count.get()
    +    }
    +
    +    #[pyo3(signature = (*args, **kwargs))]
    +    fn __call__(
    +        &self,
    +        py: Python<'_>,
    +        args: &Bound<'_, PyTuple>,
    +        kwargs: Option<&Bound<'_, PyDict>>,
    +    ) -> PyResult<Py<PyAny>> {
    +        let old_count = self.count.get();
    +        let new_count = old_count + 1;
    +        self.count.set(new_count);
    +        let name = self.wraps.getattr(py, "__name__")?;
    +
    +        println!("{} has been called {} time(s).", name, new_count);
    +
    +        // After doing something, we finally forward the call to the wrapped function
    +        let ret = self.wraps.call_bound(py, args, kwargs)?;
    +
    +        // We could do something with the return value of
    +        // the function before returning it
    +        Ok(ret)
    +    }
    +}
    +
    +#[pymodule]
    +pub fn decorator(module: &Bound<'_, PyModule>) -> PyResult<()> {
    +    module.add_class::<PyCounter>()?;
    +    Ok(())
    +}
    +

    Python code:

    +
    from decorator import Counter
    +
    +
    +@Counter
    +def say_hello():
    +    print("hello")
    +
    +
    +say_hello()
    +say_hello()
    +say_hello()
    +say_hello()
    +
    +assert say_hello.count == 4
    +
    +

    Output:

    +
    say_hello has been called 1 time(s).
    +hello
    +say_hello has been called 2 time(s).
    +hello
    +say_hello has been called 3 time(s).
    +hello
    +say_hello has been called 4 time(s).
    +hello
    +
    +

    Pure Python implementation

    +

    A Python implementation of this looks similar to the Rust version:

    +
    class Counter:
    +    def __init__(self, wraps):
    +        self.count = 0
    +        self.wraps = wraps
    +
    +    def __call__(self, *args, **kwargs):
    +        self.count += 1
    +        print(f"{self.wraps.__name__} has been called {self.count} time(s)")
    +        self.wraps(*args, **kwargs)
    +
    +

    Note that it can also be implemented as a higher order function:

    +
    def Counter(wraps):
    +    count = 0
    +    def call(*args, **kwargs):
    +        nonlocal count
    +        count += 1
    +        print(f"{wraps.__name__} has been called {count} time(s)")
    +        return wraps(*args, **kwargs)
    +    return call
    +
    +

    What is the Cell for?

    +

    A previous implementation used a normal u64, which meant it required a &mut self receiver to update the count:

    +
    #[pyo3(signature = (*args, **kwargs))]
    +fn __call__(
    +    &mut self,
    +    py: Python<'_>,
    +    args: &Bound<'_, PyTuple>,
    +    kwargs: Option<&Bound<'_, PyDict>>,
    +) -> PyResult<Py<PyAny>> {
    +    self.count += 1;
    +    let name = self.wraps.getattr(py, "__name__")?;
    +
    +    println!("{} has been called {} time(s).", name, self.count);
    +
    +    // After doing something, we finally forward the call to the wrapped function
    +    let ret = self.wraps.call(py, args, kwargs)?;
    +
    +    // We could do something with the return value of
    +    // the function before returning it
    +    Ok(ret)
    +}
    +

    The problem with this is that the &mut self receiver means PyO3 has to borrow it exclusively, +and hold this borrow across theself.wraps.call(py, args, kwargs) call. This call returns control to the user's Python code +which is free to call arbitrary things, including the decorated function. If that happens PyO3 is unable to create a second unique borrow and will be forced to raise an exception.

    +

    As a result, something innocent like this will raise an exception:

    +
    @Counter
    +def say_hello():
    +    if say_hello.count < 2:
    +        print(f"hello from decorator")
    +
    +say_hello()
    +# RuntimeError: Already borrowed
    +
    +

    The implementation in this chapter fixes that by never borrowing exclusively; all the methods take &self as receivers, of which multiple may exist simultaneously. This requires a shared counter and the easiest way to do that is to use Cell, so that's what is used here.

    +

    This shows the dangers of running arbitrary Python code - note that "running arbitrary Python code" can be far more subtle than the example above:

    +
      +
    • Python's asynchronous executor may park the current thread in the middle of Python code, even in Python code that you control, and let other Python code run.
    • +
    • Dropping arbitrary Python objects may invoke destructors defined in Python (__del__ methods).
    • +
    • Calling Python's C-api (most PyO3 apis call C-api functions internally) may raise exceptions, which may allow Python code in signal handlers to run.
    • +
    +

    This is especially important if you are writing unsafe code; Python code must never be able to cause undefined behavior. You must ensure that your Rust code is in a consistent state before doing any of the above things.

    +

    Calling Python in Rust code

    +

    This chapter of the guide documents some ways to interact with Python code from Rust.

    +

    Below is an introduction to the 'py lifetime and some general remarks about how PyO3's API reasons about Python code.

    +

    The subchapters also cover the following topics:

    +
      +
    • Python object types available in PyO3's API
    • +
    • How to work with Python exceptions
    • +
    • How to call Python functions
    • +
    • How to execute existing Python code
    • +
    +

    The 'py lifetime

    +

    To safely interact with the Python interpreter a Rust thread must have a corresponding Python thread state and hold the Global Interpreter Lock (GIL). PyO3 has a Python<'py> token that is used to prove that these conditions +are met. Its lifetime 'py is a central part of PyO3's API.

    +

    The Python<'py> token serves three purposes:

    +
      +
    • It provides global APIs for the Python interpreter, such as [py.eval_bound()][eval] and [py.import_bound()][import].
    • +
    • It can be passed to functions that require a proof of holding the GIL, such as [Py::clone_ref][clone_ref].
    • +
    • Its lifetime 'py is used to bind many of PyO3's types to the Python interpreter, such as [Bound<'py, T>][Bound].
    • +
    +

    PyO3's types that are bound to the 'py lifetime, for example Bound<'py, T>, all contain a Python<'py> token. This means they have full access to the Python interpreter and offer a complete API for interacting with Python objects.

    +

    Consult PyO3's API documentation to learn how to acquire one of these tokens.

    +

    The Global Interpreter Lock

    +

    Concurrent programming in Python is aided by the Global Interpreter Lock (GIL), which ensures that only one Python thread can use the Python interpreter and its API at the same time. This allows it to be used to synchronize code. See the pyo3::sync module for synchronization tools PyO3 offers that are based on the GIL's guarantees.

    +

    Non-Python operations (system calls and native Rust code) can unlock the GIL. See the section on parallelism for how to do that using PyO3's API.

    +

    Python's memory model

    +

    Python's memory model differs from Rust's memory model in two key ways:

    +
      +
    • There is no concept of ownership; all Python objects are shared and usually implemented via reference counting
    • +
    • There is no concept of exclusive (&mut) references; any reference can mutate a Python object
    • +
    +

    PyO3's API reflects this by providing smart pointer types, Py<T>, Bound<'py, T>, and (the very rarely used) Borrowed<'a, 'py, T>. These smart pointers all use Python reference counting. See the subchapter on types for more detail on these types.

    +

    Because of the lack of exclusive &mut references, PyO3's APIs for Python objects, for example [PyListMethods::append], use shared references. This is safe because Python objects have internal mechanisms to prevent data races (as of time of writing, the Python GIL).

    +

    Python object types

    +

    PyO3 offers two main sets of types to interact with Python objects. This section of the guide expands into detail about these types and how to choose which to use.

    +

    The first set of types are the smart pointers which all Python objects are wrapped in. These are Py<T>, Bound<'py, T>, and Borrowed<'a, 'py, T>. The first section below expands on each of these in detail and why there are three of them.

    +

    The second set of types are types which fill in the generic parameter T of the smart pointers. The most common is PyAny, which represents any Python object (similar to Python's typing.Any). There are also concrete types for many Python built-in types, such as PyList, PyDict, and PyTuple. User defined #[pyclass] types also fit this category. The second section below expands on how to use these types.

    +

    Before PyO3 0.21, PyO3's main API to interact with Python objects was a deprecated API known as the "GIL Refs" API, containing reference types such as &PyAny, &PyList, and &PyCell<T> for user-defined #[pyclass] types. The third section below details this deprecated API.

    +

    PyO3's smart pointers

    +

    PyO3's API offers three generic smart pointers: Py<T>, Bound<'py, T> and Borrowed<'a, 'py, T>. For each of these the type parameter T will be filled by a concrete Python type. For example, a Python list object can be represented by Py<PyList>, Bound<'py, PyList>, and Borrowed<'a, 'py, PyList>.

    +

    These smart pointers behave differently due to their lifetime parameters. Py<T> has no lifetime parameters, Bound<'py, T> has the 'py lifetime as a parameter, and Borrowed<'a, 'py, T> has the 'py lifetime plus an additional lifetime 'a to denote the lifetime it is borrowing data for. (You can read more about these lifetimes in the subsections below).

    +

    Python objects are reference counted, like std::sync::Arc. A major reason for these smart pointers is to bring Python's reference counting to a Rust API.

    +

    The recommendation of when to use each of these smart pointers is as follows:

    +
      +
    • Use Bound<'py, T> for as much as possible, as it offers the most efficient and complete API.
    • +
    • Use Py<T> mostly just for storage inside Rust structs which do not want to or can't add a lifetime parameter for Bound<'py, T>.
    • +
    • Borrowed<'a, 'py, T> is almost never used. It is occasionally present at the boundary between Rust and the Python interpreter, for example when borrowing data from Python tuples (which is safe because they are immutable).
    • +
    +

    The sections below also explain these smart pointers in a little more detail.

    +

    Py<T> (and PyObject)

    +

    Py<T> is the foundational smart pointer in PyO3's API. The type parameter T denotes the type of the Python object. Very frequently this is PyAny, meaning any Python object. This is so common that Py<PyAny> has a type alias PyObject.

    +

    Because Py<T> is not bound to the 'py lifetime, it is the type to use when storing a Python object inside a Rust struct or enum which do not want to have a lifetime parameter. In particular, #[pyclass] types are not permitted to have a lifetime, so Py<T> is the correct type to store Python objects inside them.

    +

    The lack of binding to the 'py lifetime also carries drawbacks:

    +
      +
    • Almost all methods on Py<T> require a Python<'py> token as the first argument
    • +
    • Other functionality, such as Drop, needs to check at runtime for attachment to the Python GIL, at a small performance cost
    • +
    +

    Because of the drawbacks Bound<'py, T> is preferred for many of PyO3's APIs. In particular, Bound<'py, T> is the better for function arguments.

    +

    To convert a Py<T> into a Bound<'py, T>, the Py::bind and Py::into_bound methods are available. Bound<'py, T> can be converted back into Py<T> using Bound::unbind.

    +

    Bound<'py, T>

    +

    Bound<'py, T> is the counterpart to Py<T> which is also bound to the 'py lifetime. It can be thought of as equivalent to the Rust tuple (Python<'py>, Py<T>).

    +

    By having the binding to the 'py lifetime, Bound<'py, T> can offer the complete PyO3 API at maximum efficiency. This means that in almost all cases where Py<T> is not necessary for lifetime reasons, Bound<'py, T> should be used.

    +

    Bound<'py, T> engages in Python reference counting. This means that Bound<'py, T> owns a Python object. Rust code which just wants to borrow a Python object should use a shared reference &Bound<'py, T>. Just like std::sync::Arc, using .clone() and drop() will cheaply increment and decrement the reference count of the object (just in this case, the reference counting is implemented by the Python interpreter itself).

    +

    To give an example of how Bound<'py, T> is PyO3's primary API type, consider the following Python code:

    +
    def example():
    +    x = list()   # create a Python list
    +    x.append(1)  # append the integer 1 to it
    +    y = x        # create a second reference to the list
    +    del x        # delete the original reference
    +
    +

    Using PyO3's API, and in particular Bound<'py, PyList>, this code translates into the following Rust code:

    +
    use pyo3::prelude::*;
    +use pyo3::types::PyList;
    +
    +fn example<'py>(py: Python<'py>) -> PyResult<()> {
    +    let x: Bound<'py, PyList> = PyList::empty_bound(py);
    +    x.append(1)?;
    +    let y: Bound<'py, PyList> = x.clone(); // y is a new reference to the same list
    +    drop(x); // release the original reference x
    +    Ok(())
    +}
    +Python::with_gil(example).unwrap();
    +

    Or, without the type annotations:

    +
    use pyo3::prelude::*;
    +use pyo3::types::PyList;
    +
    +fn example(py: Python<'_>) -> PyResult<()> {
    +    let x = PyList::empty_bound(py);
    +    x.append(1)?;
    +    let y = x.clone();
    +    drop(x);
    +    Ok(())
    +}
    +Python::with_gil(example).unwrap();
    +

    Function argument lifetimes

    +

    Because the 'py lifetime often appears in many function arguments as part of the Bound<'py, T> smart pointer, the Rust compiler will often require annotations of input and output lifetimes. This occurs when the function output has at least one lifetime, and there is more than one lifetime present on the inputs.

    +

    To demonstrate, consider this function which takes accepts Python objects and applies the Python + operation to them:

    +
    use pyo3::prelude::*;
    +fn add(left: &'_ Bound<'_, PyAny>, right: &'_ Bound<'_, PyAny>) -> PyResult<Bound<'_, PyAny>> {
    +    left.add(right)
    +}
    +

    Because the Python + operation might raise an exception, this function returns PyResult<Bound<'_, PyAny>>. It doesn't need ownership of the inputs, so it takes &Bound<'_, PyAny> shared references. To demonstrate the point, all lifetimes have used the wildcard '_ to allow the Rust compiler to attempt to infer them. Because there are four input lifetimes (two lifetimes of the shared references, and two 'py lifetimes unnamed inside the Bound<'_, PyAny> pointers), the compiler cannot reason about which must be connected to the output.

    +

    The correct way to solve this is to add the 'py lifetime as a parameter for the function, and name all the 'py lifetimes inside the Bound<'py, PyAny> smart pointers. For the shared references, it's also fine to reduce &'_ to just &. The working end result is below:

    +
    use pyo3::prelude::*;
    +fn add<'py>(
    +    left: &Bound<'py, PyAny>,
    +    right: &Bound<'py, PyAny>,
    +) -> PyResult<Bound<'py, PyAny>> {
    +    left.add(right)
    +}
    +Python::with_gil(|py| {
    +    let s = pyo3::types::PyString::new_bound(py, "s");
    +    assert!(add(&s, &s).unwrap().eq("ss").unwrap());
    +})
    +

    If naming the 'py lifetime adds unwanted complexity to the function signature, it is also acceptable to return PyObject (aka Py<PyAny>), which has no lifetime. The cost is instead paid by a slight increase in implementation complexity, as seen by the introduction of a call to Bound::unbind:

    +
    use pyo3::prelude::*;
    +fn add(left: &Bound<'_, PyAny>, right: &Bound<'_, PyAny>) -> PyResult<PyObject> {
    +    let output: Bound<'_, PyAny> = left.add(right)?;
    +    Ok(output.unbind())
    +}
    +Python::with_gil(|py| {
    +    let s = pyo3::types::PyString::new_bound(py, "s");
    +    assert!(add(&s, &s).unwrap().bind(py).eq("ss").unwrap());
    +})
    +

    Borrowed<'a, 'py, T>

    +

    Borrowed<'a, 'py, T> is an advanced type used just occasionally at the edge of interaction with the Python interpreter. It can be thought of as analogous to the shared reference &'a Bound<'py, T>. The difference is that Borrowed<'a, 'py, T> is just a smart pointer rather than a reference-to-a-smart-pointer, which is a helpful reduction in indirection in specific interactions with the Python interpreter.

    +

    Borrowed<'a, 'py, T> dereferences to Bound<'py, T>, so all methods on Bound<'py, T> are available on Borrowed<'a, 'py, T>.

    +

    An example where Borrowed<'a, 'py, T> is used is in PyTupleMethods::get_borrowed_item:

    +
    use pyo3::prelude::*;
    +use pyo3::types::PyTuple;
    +
    +fn example<'py>(py: Python<'py>) -> PyResult<()> {
    +// Create a new tuple with the elements (0, 1, 2)
    +let t = PyTuple::new_bound(py, [0, 1, 2]);
    +for i in 0..=2 {
    +    let entry: Borrowed<'_, 'py, PyAny> = t.get_borrowed_item(i)?;
    +    // `PyAnyMethods::extract` is available on `Borrowed`
    +    // via the dereference to `Bound`
    +    let value: usize = entry.extract()?;
    +    assert_eq!(i, value);
    +}
    +Ok(())
    +}
    +Python::with_gil(example).unwrap();
    +

    Casting between smart pointer types

    +

    To convert between Py<T> and Bound<'py, T> use the bind() / into_bound() methods. Use the as_unbound() / unbind() methods to go back from Bound<'py, T> to Py<T>.

    +
    let obj: Py<PyAny> = ...;
    +let bound: &Bound<'py, PyAny> = obj.bind(py);
    +let bound: Bound<'py, PyAny> = obj.into_bound(py);
    +
    +let obj: &Py<PyAny> = bound.as_unbound();
    +let obj: Py<PyAny> = bound.unbind();
    +

    To convert between Bound<'py, T> and Borrowed<'a, 'py, T> use the as_borrowed() method. Borrowed<'a, 'py, T> has a deref coercion to Bound<'py, T>. Use the to_owned() method to increment the Python reference count and to create a new Bound<'py, T> from the Borrowed<'a, 'py, T>.

    +
    let bound: Bound<'py, PyAny> = ...;
    +let borrowed: Borrowed<'_, 'py, PyAny> = bound.as_borrowed();
    +
    +// deref coercion
    +let bound: &Bound<'py, PyAny> = &borrowed;
    +
    +// create a new Bound by increase the Python reference count
    +let bound: Bound<'py, PyAny> = borrowed.to_owned();
    +

    To convert between Py<T> and Borrowed<'a, 'py, T> use the bind_borrowed() method. Use either as_unbound() or .to_owned().unbind() to go back to Py<T> from Borrowed<'a, 'py, T>, via Bound<'py, T>.

    +
    let obj: Py<PyAny> = ...;
    +let borrowed: Borrowed<'_, 'py, PyAny> = bound.as_borrowed();
    +
    +// via deref coercion to Bound and then using Bound::as_unbound
    +let obj: &Py<PyAny> = borrowed.as_unbound();
    +
    +// via a new Bound by increasing the Python reference count, and unbind it
    +let obj: Py<PyAny> = borrowed.to_owned().unbind().
    +

    Concrete Python types

    +

    In all of Py<T>, Bound<'py, T>, and Borrowed<'a, 'py, T>, the type parameter T denotes the type of the Python object referred to by the smart pointer.

    +

    This parameter T can be filled by:

    +
      +
    • PyAny, which represents any Python object,
    • +
    • Native Python types such as PyList, PyTuple, and PyDict, and
    • +
    • #[pyclass] types defined from Rust
    • +
    +

    The following subsections covers some further detail about how to work with these types:

    +
      +
    • the APIs that are available for these concrete types,
    • +
    • how to cast Bound<'py, T> to a specific concrete type, and
    • +
    • how to get Rust data out of a Bound<'py, T>.
    • +
    +

    Using APIs for concrete Python types

    +

    Each concrete Python type such as PyAny, PyTuple and PyDict exposes its API on the corresponding bound smart pointer Bound<'py, PyAny>, Bound<'py, PyTuple> and Bound<'py, PyDict>.

    +

    Each type's API is exposed as a trait: PyAnyMethods, PyTupleMethods, PyDictMethods, and so on for all concrete types. Using traits rather than associated methods on the Bound smart pointer is done for a couple of reasons:

    +
      +
    • Clarity of documentation: each trait gets its own documentation page in the PyO3 API docs. If all methods were on the Bound smart pointer directly, the vast majority of PyO3's API would be on a single, extremely long, documentation page.
    • +
    • Consistency: downstream code implementing Rust APIs for existing Python types can also follow this pattern of using a trait. Downstream code would not be allowed to add new associated methods directly on the Bound type.
    • +
    • Future design: it is hoped that a future Rust with arbitrary self types will remove the need for these traits in favour of placing the methods directly on PyAny, PyTuple, PyDict, and so on.
    • +
    +

    These traits are all included in the pyo3::prelude module, so with the glob import use pyo3::prelude::* the full PyO3 API is made available to downstream code.

    +

    The following function accesses the first item in the input Python list, using the .get_item() method from the PyListMethods trait:

    +
    use pyo3::prelude::*;
    +use pyo3::types::PyList;
    +
    +fn get_first_item<'py>(list: &Bound<'py, PyList>) -> PyResult<Bound<'py, PyAny>> {
    +    list.get_item(0)
    +}
    +Python::with_gil(|py| {
    +    let l = PyList::new_bound(py, ["hello world"]);
    +    assert!(get_first_item(&l).unwrap().eq("hello world").unwrap());
    +})
    +

    Casting between Python object types

    +

    To cast Bound<'py, T> smart pointers to some other type, use the .downcast() family of functions. This converts &Bound<'py, T> to a different &Bound<'py, U>, without transferring ownership. There is also .downcast_into() to convert Bound<'py, T> to Bound<'py, U> with transfer of ownership. These methods are available for all types T which implement the PyTypeCheck trait.

    +

    Casting to Bound<'py, PyAny> can be done with .as_any() or .into_any().

    +

    For example, the following snippet shows how to cast Bound<'py, PyAny> to Bound<'py, PyTuple>:

    +
    use pyo3::prelude::*;
    +use pyo3::types::PyTuple;
    +fn example<'py>(py: Python<'py>) -> PyResult<()> {
    +// create a new Python `tuple`, and use `.into_any()` to erase the type
    +let obj: Bound<'py, PyAny> = PyTuple::empty_bound(py).into_any();
    +
    +// use `.downcast()` to cast to `PyTuple` without transferring ownership
    +let _: &Bound<'py, PyTuple> = obj.downcast()?;
    +
    +// use `.downcast_into()` to cast to `PyTuple` with transfer of ownership
    +let _: Bound<'py, PyTuple> = obj.downcast_into()?;
    +Ok(())
    +}
    +Python::with_gil(example).unwrap()
    +

    Custom #[pyclass] types implement PyTypeCheck, so .downcast() also works for these types. The snippet below is the same as the snippet above casting instead to a custom type MyClass:

    +
    use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct MyClass {}
    +
    +fn example<'py>(py: Python<'py>) -> PyResult<()> {
    +// create a new Python `tuple`, and use `.into_any()` to erase the type
    +let obj: Bound<'py, PyAny> = Bound::new(py, MyClass {})?.into_any();
    +
    +// use `.downcast()` to cast to `MyClass` without transferring ownership
    +let _: &Bound<'py, MyClass> = obj.downcast()?;
    +
    +// use `.downcast_into()` to cast to `MyClass` with transfer of ownership
    +let _: Bound<'py, MyClass> = obj.downcast_into()?;
    +Ok(())
    +}
    +Python::with_gil(example).unwrap()
    +

    Extracting Rust data from Python objects

    +

    To extract Rust data from Python objects, use .extract() instead of .downcast(). This method is available for all types which implement the [FromPyObject] trait.

    +

    For example, the following snippet extracts a Rust tuple of integers from a Python tuple:

    +
    use pyo3::prelude::*;
    +use pyo3::types::PyTuple;
    +fn example<'py>(py: Python<'py>) -> PyResult<()> {
    +// create a new Python `tuple`, and use `.into_any()` to erase the type
    +let obj: Bound<'py, PyAny> = PyTuple::new_bound(py, [1, 2, 3]).into_any();
    +
    +// extracting the Python `tuple` to a rust `(i32, i32, i32)` tuple
    +let (x, y, z) = obj.extract::<(i32, i32, i32)>()?;
    +assert_eq!((x, y, z), (1, 2, 3));
    +Ok(())
    +}
    +Python::with_gil(example).unwrap()
    +

    To avoid copying data, #[pyclass] types can directly reference Rust data stored within the Python objects without needing to .extract(). See the corresponding documentation in the class section of the guide +for more detail.

    +

    The GIL Refs API

    +

    The GIL Refs API was PyO3's primary API prior to PyO3 0.21. The main difference was that instead of the Bound<'py, PyAny> smart pointer, the "GIL Reference" &'py PyAny was used. (This was similar for other Python types.)

    +

    As of PyO3 0.21, the GIL Refs API is deprecated. See the migration guide for details on how to upgrade.

    +

    The following sections note some historical detail about the GIL Refs API.

    +

    PyAny

    +

    Represented: a Python object of unspecified type. In the GIL Refs API, this was only accessed as the GIL Ref &'py PyAny.

    +

    Used: &'py PyAny was used to refer to some Python object when the GIL lifetime was available for the whole duration access was needed. For example, intermediate values and arguments to pyfunctions or pymethods implemented in Rust where any type is allowed.

    +

    Conversions:

    +

    For a &PyAny object reference any where the underlying object is a Python-native type such as +a list:

    +
    #![allow(unused_imports)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyList;
    +#[cfg(feature = "gil-refs")]
    +Python::with_gil(|py| -> PyResult<()> {
    +#[allow(deprecated)] // PyList::empty is part of the deprecated "GIL Refs" API.
    +let obj: &PyAny = PyList::empty(py);
    +
    +// To &PyList with PyAny::downcast
    +let _: &PyList = obj.downcast()?;
    +
    +// To Py<PyAny> (aka PyObject) with .into()
    +let _: Py<PyAny> = obj.into();
    +
    +// To Py<PyList> with PyAny::extract
    +let _: Py<PyList> = obj.extract()?;
    +Ok(())
    +}).unwrap();
    +

    For a &PyAny object reference any where the underlying object is a #[pyclass]:

    +
    #![allow(unused_imports)]
    +use pyo3::prelude::*;
    +#[pyclass] #[derive(Clone)] struct MyClass { }
    +#[cfg(feature = "gil-refs")]
    +Python::with_gil(|py| -> PyResult<()> {
    +#[allow(deprecated)] // into_ref is part of the deprecated GIL Refs API
    +let obj: &PyAny = Py::new(py, MyClass {})?.into_ref(py);
    +
    +// To &PyCell<MyClass> with PyAny::downcast
    +#[allow(deprecated)] // &PyCell is part of the deprecated GIL Refs API
    +let _: &PyCell<MyClass> = obj.downcast()?;
    +
    +// To Py<PyAny> (aka PyObject) with .into()
    +let _: Py<PyAny> = obj.into();
    +
    +// To Py<MyClass> with PyAny::extract
    +let _: Py<MyClass> = obj.extract()?;
    +
    +// To MyClass with PyAny::extract, if MyClass: Clone
    +let _: MyClass = obj.extract()?;
    +
    +// To PyRef<'_, MyClass> or PyRefMut<'_, MyClass> with PyAny::extract
    +let _: PyRef<'_, MyClass> = obj.extract()?;
    +let _: PyRefMut<'_, MyClass> = obj.extract()?;
    +Ok(())
    +}).unwrap();
    +

    PyTuple, PyDict, and many more

    +

    Represented: a native Python object of known type. In the GIL Refs API, they were only accessed as the GIL Refs &'py PyTuple, &'py PyDict.

    +

    Used: &'py PyTuple and similar were used to operate with native Python types while holding the GIL. Like PyAny, this is the most convenient form to use for function arguments and intermediate values.

    +

    These GIL Refs implement Deref<Target = PyAny>, so they all expose the same methods which can be found on PyAny.

    +

    To see all Python types exposed by PyO3 consult the pyo3::types module.

    +

    Conversions:

    +
    #![allow(unused_imports)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyList;
    +#[cfg(feature = "gil-refs")]
    +Python::with_gil(|py| -> PyResult<()> {
    +#[allow(deprecated)] // PyList::empty is part of the deprecated "GIL Refs" API.
    +let list = PyList::empty(py);
    +
    +// Use methods from PyAny on all Python types with Deref implementation
    +let _ = list.repr()?;
    +
    +// To &PyAny automatically with Deref implementation
    +let _: &PyAny = list;
    +
    +// To &PyAny explicitly with .as_ref()
    +#[allow(deprecated)] // as_ref is part of the deprecated "GIL Refs" API.
    +let _: &PyAny = list.as_ref();
    +
    +// To Py<T> with .into() or Py::from()
    +let _: Py<PyList> = list.into();
    +
    +// To PyObject with .into() or .to_object(py)
    +let _: PyObject = list.into();
    +Ok(())
    +}).unwrap();
    +

    Py<T> and PyObject

    +

    Represented: a GIL-independent reference to a Python object. This can be a Python native type +(like PyTuple), or a pyclass type implemented in Rust. The most commonly-used variant, +Py<PyAny>, is also known as PyObject.

    +

    Used: Whenever you want to carry around references to a Python object without caring about a +GIL lifetime. For example, storing Python object references in a Rust struct that outlives the +Python-Rust FFI boundary, or returning objects from functions implemented in Rust back to Python.

    +

    Can be cloned using Python reference counts with .clone().

    +

    PyCell<SomeType>

    +

    Represented: a reference to a Rust object (instance of PyClass) wrapped in a Python object. The cell part is an analog to stdlib's RefCell to allow access to &mut references.

    +

    Used: for accessing pure-Rust API of the instance (members and functions taking &SomeType or &mut SomeType) while maintaining the aliasing rules of Rust references.

    +

    Like PyO3's Python native types, the GIL Ref &PyCell<T> implements Deref<Target = PyAny>, so it also exposed all of the methods on PyAny.

    +

    Conversions:

    +

    PyCell<T> was used to access &T and &mut T via PyRef<T> and PyRefMut<T> respectively.

    +
    #![allow(unused_imports)]
    +use pyo3::prelude::*;
    +#[pyclass] struct MyClass { }
    +#[cfg(feature = "gil-refs")]
    +Python::with_gil(|py| -> PyResult<()> {
    +#[allow(deprecated)] // &PyCell is part of the deprecated GIL Refs API
    +let cell: &PyCell<MyClass> = PyCell::new(py, MyClass {})?;
    +
    +// To PyRef<T> with .borrow() or .try_borrow()
    +let py_ref: PyRef<'_, MyClass> = cell.try_borrow()?;
    +let _: &MyClass = &*py_ref;
    +drop(py_ref);
    +
    +// To PyRefMut<T> with .borrow_mut() or .try_borrow_mut()
    +let mut py_ref_mut: PyRefMut<'_, MyClass> = cell.try_borrow_mut()?;
    +let _: &mut MyClass = &mut *py_ref_mut;
    +Ok(())
    +}).unwrap();
    +

    PyCell<T> was also accessed like a Python-native type.

    +
    #![allow(unused_imports)]
    +use pyo3::prelude::*;
    +#[pyclass] struct MyClass { }
    +#[cfg(feature = "gil-refs")]
    +Python::with_gil(|py| -> PyResult<()> {
    +#[allow(deprecated)] // &PyCell is part of the deprecate GIL Refs API
    +let cell: &PyCell<MyClass> = PyCell::new(py, MyClass {})?;
    +
    +// Use methods from PyAny on PyCell<T> with Deref implementation
    +let _ = cell.repr()?;
    +
    +// To &PyAny automatically with Deref implementation
    +let _: &PyAny = cell;
    +
    +// To &PyAny explicitly with .as_ref()
    +#[allow(deprecated)] // as_ref is part of the deprecated "GIL Refs" API.
    +let _: &PyAny = cell.as_ref();
    +Ok(())
    +}).unwrap();
    +

    Python exceptions

    +

    Defining a new exception

    +

    Use the create_exception! macro:

    +
    use pyo3::create_exception;
    +
    +create_exception!(module, MyError, pyo3::exceptions::PyException);
    +
      +
    • module is the name of the containing module.
    • +
    • MyError is the name of the new exception type.
    • +
    +

    For example:

    +
    use pyo3::prelude::*;
    +use pyo3::create_exception;
    +use pyo3::types::IntoPyDict;
    +use pyo3::exceptions::PyException;
    +
    +create_exception!(mymodule, CustomError, PyException);
    +
    +Python::with_gil(|py| {
    +    let ctx = [("CustomError", py.get_type_bound::<CustomError>())].into_py_dict_bound(py);
    +    pyo3::py_run!(
    +        py,
    +        *ctx,
    +        "assert str(CustomError) == \"<class 'mymodule.CustomError'>\""
    +    );
    +    pyo3::py_run!(py, *ctx, "assert CustomError('oops').args == ('oops',)");
    +});
    +

    When using PyO3 to create an extension module, you can add the new exception to +the module like this, so that it is importable from Python:

    +
    use pyo3::prelude::*;
    +use pyo3::exceptions::PyException;
    +
    +pyo3::create_exception!(mymodule, CustomError, PyException);
    +
    +#[pymodule]
    +fn mymodule(py: Python<'_>, m: &Bound<'_, PyModule>) -> PyResult<()> {
    +    // ... other elements added to module ...
    +    m.add("CustomError", py.get_type_bound::<CustomError>())?;
    +
    +    Ok(())
    +}
    +

    Raising an exception

    +

    As described in the function error handling chapter, to raise an exception from a #[pyfunction] or #[pymethods], return an Err(PyErr). PyO3 will automatically raise this exception for you when returning the result to Python.

    +

    You can also manually write and fetch errors in the Python interpreter's global state:

    +
    use pyo3::{Python, PyErr};
    +use pyo3::exceptions::PyTypeError;
    +
    +Python::with_gil(|py| {
    +    PyTypeError::new_err("Error").restore(py);
    +    assert!(PyErr::occurred(py));
    +    drop(PyErr::fetch(py));
    +});
    +

    Checking exception types

    +

    Python has an isinstance method to check an object's type. +In PyO3 every object has the PyAny::is_instance and PyAny::is_instance_of methods which do the same thing.

    +
    use pyo3::prelude::*;
    +use pyo3::types::{PyBool, PyList};
    +
    +Python::with_gil(|py| {
    +    assert!(PyBool::new_bound(py, true).is_instance_of::<PyBool>());
    +    let list = PyList::new_bound(py, &[1, 2, 3, 4]);
    +    assert!(!list.is_instance_of::<PyBool>());
    +    assert!(list.is_instance_of::<PyList>());
    +});
    +

    To check the type of an exception, you can similarly do:

    +
    use pyo3::exceptions::PyTypeError;
    +use pyo3::prelude::*;
    +Python::with_gil(|py| {
    +let err = PyTypeError::new_err(());
    +err.is_instance_of::<PyTypeError>(py);
    +});
    +

    Using exceptions defined in Python code

    +

    It is possible to use an exception defined in Python code as a native Rust type. +The import_exception! macro allows importing a specific exception class and defines a Rust type +for that exception.

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +
    +mod io {
    +    pyo3::import_exception!(io, UnsupportedOperation);
    +}
    +
    +fn tell(file: &Bound<'_, PyAny>) -> PyResult<u64> {
    +    match file.call_method0("tell") {
    +        Err(_) => Err(io::UnsupportedOperation::new_err("not supported: tell")),
    +        Ok(x) => x.extract::<u64>(),
    +    }
    +}
    +

    pyo3::exceptions +defines exceptions for several standard library modules.

    +

    Calling Python functions

    +

    The Bound<'py, T> smart pointer (such as Bound<'py, PyAny>, Bound<'py, PyList>, or Bound<'py, MyClass>) can be used to call Python functions.

    +

    PyO3 offers two APIs to make function calls:

    +
      +
    • call - call any callable Python object.
    • +
    • call_method - call a method on the Python object.
    • +
    +

    Both of these APIs take args and kwargs arguments (for positional and keyword arguments respectively). There are variants for less complex calls:

    + +

    For convenience the Py<T> smart pointer also exposes these same six API methods, but needs a Python token as an additional first argument to prove the GIL is held.

    +

    The example below calls a Python function behind a PyObject (aka Py<PyAny>) reference:

    +
    use pyo3::prelude::*;
    +use pyo3::types::PyTuple;
    +
    +fn main() -> PyResult<()> {
    +    let arg1 = "arg1";
    +    let arg2 = "arg2";
    +    let arg3 = "arg3";
    +
    +    Python::with_gil(|py| {
    +        let fun: Py<PyAny> = PyModule::from_code_bound(
    +            py,
    +            "def example(*args, **kwargs):
    +                if args != ():
    +                    print('called with args', args)
    +                if kwargs != {}:
    +                    print('called with kwargs', kwargs)
    +                if args == () and kwargs == {}:
    +                    print('called with no arguments')",
    +            "",
    +            "",
    +        )?
    +        .getattr("example")?
    +        .into();
    +
    +        // call object without any arguments
    +        fun.call0(py)?;
    +
    +        // pass object with Rust tuple of positional arguments
    +        let args = (arg1, arg2, arg3);
    +        fun.call1(py, args)?;
    +
    +        // call object with Python tuple of positional arguments
    +        let args = PyTuple::new_bound(py, &[arg1, arg2, arg3]);
    +        fun.call1(py, args)?;
    +        Ok(())
    +    })
    +}
    +

    Creating keyword arguments

    +

    For the call and call_method APIs, kwargs are Option<&Bound<'py, PyDict>>, so can either be None or Some(&dict). You can use the IntoPyDict trait to convert other dict-like containers, e.g. HashMap or BTreeMap, as well as tuples with up to 10 elements and Vecs where each element is a two-element tuple.

    +
    use pyo3::prelude::*;
    +use pyo3::types::IntoPyDict;
    +use std::collections::HashMap;
    +
    +fn main() -> PyResult<()> {
    +    let key1 = "key1";
    +    let val1 = 1;
    +    let key2 = "key2";
    +    let val2 = 2;
    +
    +    Python::with_gil(|py| {
    +        let fun: Py<PyAny> = PyModule::from_code_bound(
    +            py,
    +            "def example(*args, **kwargs):
    +                if args != ():
    +                    print('called with args', args)
    +                if kwargs != {}:
    +                    print('called with kwargs', kwargs)
    +                if args == () and kwargs == {}:
    +                    print('called with no arguments')",
    +            "",
    +            "",
    +        )?
    +        .getattr("example")?
    +        .into();
    +
    +        // call object with PyDict
    +        let kwargs = [(key1, val1)].into_py_dict_bound(py);
    +        fun.call_bound(py, (), Some(&kwargs))?;
    +
    +        // pass arguments as Vec
    +        let kwargs = vec![(key1, val1), (key2, val2)];
    +        fun.call_bound(py, (), Some(&kwargs.into_py_dict_bound(py)))?;
    +
    +        // pass arguments as HashMap
    +        let mut kwargs = HashMap::<&str, i32>::new();
    +        kwargs.insert(key1, 1);
    +        fun.call_bound(py, (), Some(&kwargs.into_py_dict_bound(py)))?;
    +
    +        Ok(())
    +    })
    +}
    +
    +

    During PyO3's migration from "GIL Refs" to the Bound<T> smart pointer, Py<T>::call is temporarily named Py<T>::call_bound (and call_method is temporarily call_method_bound).

    +

    (This temporary naming is only the case for the Py<T> smart pointer. The methods on the &PyAny GIL Ref such as call have not been given replacements, and the methods on the Bound<PyAny> smart pointer such as Bound<PyAny>::call already use follow the newest API conventions.)

    +
    +

    Executing existing Python code

    +

    If you already have some existing Python code that you need to execute from Rust, the following FAQs can help you select the right PyO3 functionality for your situation:

    +

    Want to access Python APIs? Then use PyModule::import_bound.

    +

    PyModule::import_bound can +be used to get handle to a Python module from Rust. You can use this to import and use any Python +module available in your environment.

    +
    use pyo3::prelude::*;
    +
    +fn main() -> PyResult<()> {
    +    Python::with_gil(|py| {
    +        let builtins = PyModule::import_bound(py, "builtins")?;
    +        let total: i32 = builtins
    +            .getattr("sum")?
    +            .call1((vec![1, 2, 3],))?
    +            .extract()?;
    +        assert_eq!(total, 6);
    +        Ok(())
    +    })
    +}
    +

    Want to run just an expression? Then use eval_bound.

    +

    Python::eval_bound is +a method to execute a Python expression +and return the evaluated value as a Bound<'py, PyAny> object.

    +
    use pyo3::prelude::*;
    +
    +fn main() -> Result<(), ()> {
    +Python::with_gil(|py| {
    +    let result = py
    +        .eval_bound("[i * 10 for i in range(5)]", None, None)
    +        .map_err(|e| {
    +            e.print_and_set_sys_last_vars(py);
    +        })?;
    +    let res: Vec<i64> = result.extract().unwrap();
    +    assert_eq!(res, vec![0, 10, 20, 30, 40]);
    +    Ok(())
    +})
    +}
    +

    Want to run statements? Then use run_bound.

    +

    [Python::run_bound] is a method to execute one or more +Python statements. +This method returns nothing (like any Python statement), but you can get +access to manipulated objects via the locals dict.

    +

    You can also use the py_run! macro, which is a shorthand for [Python::run_bound]. +Since py_run! panics on exceptions, we recommend you use this macro only for +quickly testing your Python extensions.

    +
    use pyo3::prelude::*;
    +use pyo3::py_run;
    +
    +fn main() {
    +#[pyclass]
    +struct UserData {
    +    id: u32,
    +    name: String,
    +}
    +
    +#[pymethods]
    +impl UserData {
    +    fn as_tuple(&self) -> (u32, String) {
    +        (self.id, self.name.clone())
    +    }
    +
    +    fn __repr__(&self) -> PyResult<String> {
    +        Ok(format!("User {}(id: {})", self.name, self.id))
    +    }
    +}
    +
    +Python::with_gil(|py| {
    +    let userdata = UserData {
    +        id: 34,
    +        name: "Yu".to_string(),
    +    };
    +    let userdata = Py::new(py, userdata).unwrap();
    +    let userdata_as_tuple = (34, "Yu");
    +    py_run!(py, userdata userdata_as_tuple, r#"
    +assert repr(userdata) == "User Yu(id: 34)"
    +assert userdata.as_tuple() == userdata_as_tuple
    +    "#);
    +})
    +}
    +

    You have a Python file or code snippet? Then use PyModule::from_code_bound.

    +

    PyModule::from_code_bound +can be used to generate a Python module which can then be used just as if it was imported with +PyModule::import.

    +

    Warning: This will compile and execute code. Never pass untrusted code +to this function!

    +
    use pyo3::{prelude::*, types::IntoPyDict};
    +
    +fn main() -> PyResult<()> {
    +Python::with_gil(|py| {
    +    let activators = PyModule::from_code_bound(
    +        py,
    +        r#"
    +def relu(x):
    +    """see https://en.wikipedia.org/wiki/Rectifier_(neural_networks)"""
    +    return max(0.0, x)
    +
    +def leaky_relu(x, slope=0.01):
    +    return x if x >= 0 else x * slope
    +    "#,
    +        "activators.py",
    +        "activators",
    +    )?;
    +
    +    let relu_result: f64 = activators.getattr("relu")?.call1((-1.0,))?.extract()?;
    +    assert_eq!(relu_result, 0.0);
    +
    +    let kwargs = [("slope", 0.2)].into_py_dict_bound(py);
    +    let lrelu_result: f64 = activators
    +        .getattr("leaky_relu")?
    +        .call((-1.0,), Some(&kwargs))?
    +        .extract()?;
    +    assert_eq!(lrelu_result, -0.2);
    +   Ok(())
    +})
    +}
    +

    Want to embed Python in Rust with additional modules?

    +

    Python maintains the sys.modules dict as a cache of all imported modules. +An import in Python will first attempt to lookup the module from this dict, +and if not present will use various strategies to attempt to locate and load +the module.

    +

    The append_to_inittab +macro can be used to add additional #[pymodule] modules to an embedded +Python interpreter. The macro must be invoked before initializing Python.

    +

    As an example, the below adds the module foo to the embedded interpreter:

    +
    use pyo3::prelude::*;
    +
    +#[pyfunction]
    +fn add_one(x: i64) -> i64 {
    +    x + 1
    +}
    +
    +#[pymodule]
    +fn foo(foo_module: &Bound<'_, PyModule>) -> PyResult<()> {
    +    foo_module.add_function(wrap_pyfunction!(add_one, foo_module)?)?;
    +    Ok(())
    +}
    +
    +fn main() -> PyResult<()> {
    +    pyo3::append_to_inittab!(foo);
    +    Python::with_gil(|py| Python::run_bound(py, "import foo; foo.add_one(6)", None, None))
    +}
    +

    If append_to_inittab cannot be used due to constraints in the program, +an alternative is to create a module using PyModule::new_bound +and insert it manually into sys.modules:

    +
    use pyo3::prelude::*;
    +use pyo3::types::PyDict;
    +
    +#[pyfunction]
    +pub fn add_one(x: i64) -> i64 {
    +    x + 1
    +}
    +
    +fn main() -> PyResult<()> {
    +    Python::with_gil(|py| {
    +        // Create new module
    +        let foo_module = PyModule::new_bound(py, "foo")?;
    +        foo_module.add_function(wrap_pyfunction!(add_one, &foo_module)?)?;
    +
    +        // Import and get sys.modules
    +        let sys = PyModule::import_bound(py, "sys")?;
    +        let py_modules: Bound<'_, PyDict> = sys.getattr("modules")?.downcast_into()?;
    +
    +        // Insert foo into sys.modules
    +        py_modules.set_item("foo", foo_module)?;
    +
    +        // Now we can import + run our python code
    +        Python::run_bound(py, "import foo; foo.add_one(6)", None, None)
    +    })
    +}
    +

    Include multiple Python files

    +

    You can include a file at compile time by using +std::include_str macro.

    +

    Or you can load a file at runtime by using +std::fs::read_to_string function.

    +

    Many Python files can be included and loaded as modules. If one file depends on +another you must preserve correct order while declaring PyModule.

    +

    Example directory structure:

    +
    .
    +├── Cargo.lock
    +├── Cargo.toml
    +├── python_app
    +│   ├── app.py
    +│   └── utils
    +│       └── foo.py
    +└── src
    +    └── main.rs
    +
    +

    python_app/app.py:

    +
    from utils.foo import bar
    +
    +
    +def run():
    +    return bar()
    +
    +

    python_app/utils/foo.py:

    +
    def bar():
    +    return "baz"
    +
    +

    The example below shows:

    +
      +
    • how to include content of app.py and utils/foo.py into your rust binary
    • +
    • how to call function run() (declared in app.py) that needs function +imported from utils/foo.py
    • +
    +

    src/main.rs:

    +
    use pyo3::prelude::*;
    +
    +fn main() -> PyResult<()> {
    +    let py_foo = include_str!(concat!(
    +        env!("CARGO_MANIFEST_DIR"),
    +        "/python_app/utils/foo.py"
    +    ));
    +    let py_app = include_str!(concat!(env!("CARGO_MANIFEST_DIR"), "/python_app/app.py"));
    +    let from_python = Python::with_gil(|py| -> PyResult<Py<PyAny>> {
    +        PyModule::from_code_bound(py, py_foo, "utils.foo", "utils.foo")?;
    +        let app: Py<PyAny> = PyModule::from_code_bound(py, py_app, "", "")?
    +            .getattr("run")?
    +            .into();
    +        app.call0(py)
    +    });
    +
    +    println!("py: {}", from_python?);
    +    Ok(())
    +}
    +

    The example below shows:

    +
      +
    • how to load content of app.py at runtime so that it sees its dependencies +automatically
    • +
    • how to call function run() (declared in app.py) that needs function +imported from utils/foo.py
    • +
    +

    It is recommended to use absolute paths because then your binary can be run +from anywhere as long as your app.py is in the expected directory (in this example +that directory is /usr/share/python_app).

    +

    src/main.rs:

    +
    use pyo3::prelude::*;
    +use pyo3::types::PyList;
    +use std::fs;
    +use std::path::Path;
    +
    +fn main() -> PyResult<()> {
    +    let path = Path::new("/usr/share/python_app");
    +    let py_app = fs::read_to_string(path.join("app.py"))?;
    +    let from_python = Python::with_gil(|py| -> PyResult<Py<PyAny>> {
    +        let syspath = py
    +            .import_bound("sys")?
    +            .getattr("path")?
    +            .downcast_into::<PyList>()?;
    +        syspath.insert(0, &path)?;
    +        let app: Py<PyAny> = PyModule::from_code_bound(py, &py_app, "", "")?
    +            .getattr("run")?
    +            .into();
    +        app.call0(py)
    +    });
    +
    +    println!("py: {}", from_python?);
    +    Ok(())
    +}
    +

    Need to use a context manager from Rust?

    +

    Use context managers by directly invoking __enter__ and __exit__.

    +
    use pyo3::prelude::*;
    +
    +fn main() {
    +    Python::with_gil(|py| {
    +        let custom_manager = PyModule::from_code_bound(
    +            py,
    +            r#"
    +class House(object):
    +    def __init__(self, address):
    +        self.address = address
    +    def __enter__(self):
    +        print(f"Welcome to {self.address}!")
    +    def __exit__(self, type, value, traceback):
    +        if type:
    +            print(f"Sorry you had {type} trouble at {self.address}")
    +        else:
    +            print(f"Thank you for visiting {self.address}, come again soon!")
    +
    +        "#,
    +            "house.py",
    +            "house",
    +        )
    +        .unwrap();
    +
    +        let house_class = custom_manager.getattr("House").unwrap();
    +        let house = house_class.call1(("123 Main Street",)).unwrap();
    +
    +        house.call_method0("__enter__").unwrap();
    +
    +        let result = py.eval_bound("undefined_variable + 1", None, None);
    +
    +        // If the eval threw an exception we'll pass it through to the context manager.
    +        // Otherwise, __exit__  is called with empty arguments (Python "None").
    +        match result {
    +            Ok(_) => {
    +                let none = py.None();
    +                house
    +                    .call_method1("__exit__", (&none, &none, &none))
    +                    .unwrap();
    +            }
    +            Err(e) => {
    +                house
    +                    .call_method1(
    +                        "__exit__",
    +                        (
    +                            e.get_type_bound(py),
    +                            e.value_bound(py),
    +                            e.traceback_bound(py),
    +                        ),
    +                    )
    +                    .unwrap();
    +            }
    +        }
    +    })
    +}
    +

    Handling system signals/interrupts (Ctrl-C)

    +

    The best way to handle system signals when running Rust code is to periodically call Python::check_signals to handle any signals captured by Python's signal handler. See also the FAQ entry.

    +

    Alternatively, set Python's signal module to take the default action for a signal:

    +
    use pyo3::prelude::*;
    +
    +fn main() -> PyResult<()> {
    +Python::with_gil(|py| -> PyResult<()> {
    +    let signal = py.import_bound("signal")?;
    +    // Set SIGINT to have the default action
    +    signal
    +        .getattr("signal")?
    +        .call1((signal.getattr("SIGINT")?, signal.getattr("SIG_DFL")?))?;
    +    Ok(())
    +})
    +}
    +

    Type conversions

    +

    In this portion of the guide we'll talk about the mapping of Python types to Rust types offered by PyO3, as well as the traits available to perform conversions between them.

    +

    Mapping of Rust types to Python types

    +

    When writing functions callable from Python (such as a #[pyfunction] or in a #[pymethods] block), the trait FromPyObject is required for function arguments, and IntoPy<PyObject> is required for function return values.

    +

    Consult the tables in the following section to find the Rust types provided by PyO3 which implement these traits.

    +

    Argument Types

    +

    When accepting a function argument, it is possible to either use Rust library types or PyO3's Python-native types. (See the next section for discussion on when to use each.)

    +

    The table below contains the Python type and the corresponding function argument types that will accept them:

    +
    + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    PythonRustRust (Python-native)
    object-PyAny
    strString, Cow<str>, &str, char, OsString, PathBuf, PathPyString, PyUnicode
    bytesVec<u8>, &[u8], Cow<[u8]>PyBytes
    boolboolPyBool
    inti8, u8, i16, u16, i32, u32, i64, u64, i128, u128, isize, usize, num_bigint::BigInt1, num_bigint::BigUint1PyLong
    floatf32, f64PyFloat
    complexnum_complex::Complex2PyComplex
    fractions.Fractionnum_rational::Ratio3-
    list[T]Vec<T>PyList
    dict[K, V]HashMap<K, V>, BTreeMap<K, V>, hashbrown::HashMap<K, V>4, indexmap::IndexMap<K, V>5PyDict
    tuple[T, U](T, U), Vec<T>PyTuple
    set[T]HashSet<T>, BTreeSet<T>, hashbrown::HashSet<T>4PySet
    frozenset[T]HashSet<T>, BTreeSet<T>, hashbrown::HashSet<T>4PyFrozenSet
    bytearrayVec<u8>, Cow<[u8]>PyByteArray
    slice-PySlice
    type-PyType
    module-PyModule
    collections.abc.Buffer-PyBuffer<T>
    datetime.datetimeSystemTime, chrono::DateTime<Tz>6, chrono::NaiveDateTime6PyDateTime
    datetime.datechrono::NaiveDate6PyDate
    datetime.timechrono::NaiveTime6PyTime
    datetime.tzinfochrono::FixedOffset6, chrono::Utc6, chrono_tz::TimeZone7PyTzInfo
    datetime.timedeltaDuration, chrono::Duration6PyDelta
    decimal.Decimalrust_decimal::Decimal8-
    ipaddress.IPv4Addressstd::net::IpAddr, std::net::IpV4Addr-
    ipaddress.IPv6Addressstd::net::IpAddr, std::net::IpV6Addr-
    os.PathLike PathBuf, PathPyString, PyUnicode
    pathlib.PathPathBuf, PathPyString, PyUnicode
    typing.Optional[T]Option<T>-
    typing.Sequence[T]Vec<T>PySequence
    typing.Mapping[K, V]HashMap<K, V>, BTreeMap<K, V>, hashbrown::HashMap<K, V>4, indexmap::IndexMap<K, V>5&PyMapping
    typing.Iterator[Any]-PyIterator
    typing.Union[...]See #[derive(FromPyObject)]-
    +
    +

    It is also worth remembering the following special types:

    +
    + + + + + + +
    WhatDescription
    Python<'py>A GIL token, used to pass to PyO3 constructors to prove ownership of the GIL.
    Bound<'py, T>A Python object connected to the GIL lifetime. This provides access to most of PyO3's APIs.
    Py<T>A Python object isolated from the GIL lifetime. This can be sent to other threads.
    PyObjectAn alias for Py<PyAny>
    PyRef<T>A #[pyclass] borrowed immutably.
    PyRefMut<T>A #[pyclass] borrowed mutably.
    +
    +

    For more detail on accepting #[pyclass] values as function arguments, see the section of this guide on Python Classes.

    +

    Using Rust library types vs Python-native types

    +

    Using Rust library types as function arguments will incur a conversion cost compared to using the Python-native types. Using the Python-native types is almost zero-cost (they just require a type check similar to the Python builtin function isinstance()).

    +

    However, once that conversion cost has been paid, the Rust standard library types offer a number of benefits:

    +
      +
    • You can write functionality in native-speed Rust code (free of Python's runtime costs).
    • +
    • You get better interoperability with the rest of the Rust ecosystem.
    • +
    • You can use Python::allow_threads to release the Python GIL and let other Python threads make progress while your Rust code is executing.
    • +
    • You also benefit from stricter type checking. For example you can specify Vec<i32>, which will only accept a Python list containing integers. The Python-native equivalent, &PyList, would accept a Python list containing Python objects of any type.
    • +
    +

    For most PyO3 usage the conversion cost is worth paying to get these benefits. As always, if you're not sure it's worth it in your case, benchmark it!

    +

    Returning Rust values to Python

    +

    When returning values from functions callable from Python, PyO3's smart pointers (Py<T>, Bound<'py, T>, and Borrowed<'a, 'py, T>) can be used with zero cost.

    +

    Because Bound<'py, T> and Borrowed<'a, 'py, T> have lifetime parameters, the Rust compiler may ask for lifetime annotations to be added to your function. See the section of the guide dedicated to this.

    +

    If your function is fallible, it should return PyResult<T> or Result<T, E> where E implements From<E> for PyErr. This will raise a Python exception if the Err variant is returned.

    +

    Finally, the following Rust types are also able to convert to Python as return values:

    +
    + + + + + + + + + + + + + + + + + +
    Rust typeResulting Python Type
    Stringstr
    &strstr
    boolbool
    Any integer type (i32, u32, usize, etc)int
    f32, f64float
    Option<T>Optional[T]
    (T, U)Tuple[T, U]
    Vec<T>List[T]
    Cow<[u8]>bytes
    HashMap<K, V>Dict[K, V]
    BTreeMap<K, V>Dict[K, V]
    HashSet<T>Set[T]
    BTreeSet<T>Set[T]
    Py<T>T
    Bound<T>T
    PyRef<T: PyClass>T
    PyRefMut<T: PyClass>T
    +
    +
    1 +

    Requires the num-bigint optional feature.

    +
    +
    2 +

    Requires the num-complex optional feature.

    +
    +
    4 +

    Requires the hashbrown optional feature.

    +
    +
    5 +

    Requires the indexmap optional feature.

    +
    +
    6 +

    Requires the chrono optional feature.

    +
    +
    7 +

    Requires the chrono-tz optional feature.

    +
    +
    8 +

    Requires the rust_decimal optional feature.

    +
    +
    3 +

    Requires the num-rational optional feature.

    +
    +

    Conversion traits

    +

    PyO3 provides some handy traits to convert between Python types and Rust types.

    +

    .extract() and the FromPyObject trait

    +

    The easiest way to convert a Python object to a Rust value is using +.extract(). It returns a PyResult with a type error if the conversion +fails, so usually you will use something like

    +
    use pyo3::prelude::*;
    +use pyo3::types::PyList;
    +fn main() -> PyResult<()> {
    +    Python::with_gil(|py| {
    +        let list = PyList::new_bound(py, b"foo");
    +let v: Vec<i32> = list.extract()?;
    +        assert_eq!(&v, &[102, 111, 111]);
    +        Ok(())
    +    })
    +}
    +

    This method is available for many Python object types, and can produce a wide +variety of Rust types, which you can check out in the implementor list of +FromPyObject.

    +

    FromPyObject is also implemented for your own Rust types wrapped as Python +objects (see the chapter about classes). There, in order to both be +able to operate on mutable references and satisfy Rust's rules of non-aliasing +mutable references, you have to extract the PyO3 reference wrappers PyRef +and PyRefMut. They work like the reference wrappers of +std::cell::RefCell and ensure (at runtime) that Rust borrows are allowed.

    +

    Deriving FromPyObject

    +

    FromPyObject can be automatically derived for many kinds of structs and enums +if the member types themselves implement FromPyObject. This even includes members +with a generic type T: FromPyObject. Derivation for empty enums, enum variants and +structs is not supported.

    +

    Deriving FromPyObject for structs

    +

    The derivation generates code that will attempt to access the attribute my_string on +the Python object, i.e. obj.getattr("my_string"), and call extract() on the attribute.

    +
    use pyo3::prelude::*;
    +
    +#[derive(FromPyObject)]
    +struct RustyStruct {
    +    my_string: String,
    +}
    +
    +fn main() -> PyResult<()> {
    +    Python::with_gil(|py| -> PyResult<()> {
    +        let module = PyModule::from_code_bound(
    +            py,
    +            "class Foo:
    +            def __init__(self):
    +                self.my_string = 'test'",
    +            "",
    +            "",
    +        )?;
    +
    +        let class = module.getattr("Foo")?;
    +        let instance = class.call0()?;
    +        let rustystruct: RustyStruct = instance.extract()?;
    +        assert_eq!(rustystruct.my_string, "test");
    +        Ok(())
    +    })
    +}
    +

    By setting the #[pyo3(item)] attribute on the field, PyO3 will attempt to extract the value by calling the get_item method on the Python object.

    +
    use pyo3::prelude::*;
    +
    +#[derive(FromPyObject)]
    +struct RustyStruct {
    +    #[pyo3(item)]
    +    my_string: String,
    +}
    +
    +use pyo3::types::PyDict;
    +fn main() -> PyResult<()> {
    +    Python::with_gil(|py| -> PyResult<()> {
    +        let dict = PyDict::new_bound(py);
    +        dict.set_item("my_string", "test")?;
    +
    +        let rustystruct: RustyStruct = dict.extract()?;
    +        assert_eq!(rustystruct.my_string, "test");
    +        Ok(())
    +    })
    +}
    +

    The argument passed to getattr and get_item can also be configured:

    +
    use pyo3::prelude::*;
    +
    +#[derive(FromPyObject)]
    +struct RustyStruct {
    +    #[pyo3(item("key"))]
    +    string_in_mapping: String,
    +    #[pyo3(attribute("name"))]
    +    string_attr: String,
    +}
    +
    +fn main() -> PyResult<()> {
    +    Python::with_gil(|py| -> PyResult<()> {
    +        let module = PyModule::from_code_bound(
    +            py,
    +            "class Foo(dict):
    +            def __init__(self):
    +                self.name = 'test'
    +                self['key'] = 'test2'",
    +            "",
    +            "",
    +        )?;
    +
    +        let class = module.getattr("Foo")?;
    +        let instance = class.call0()?;
    +        let rustystruct: RustyStruct = instance.extract()?;
    +		assert_eq!(rustystruct.string_attr, "test");
    +        assert_eq!(rustystruct.string_in_mapping, "test2");
    +
    +        Ok(())
    +    })
    +}
    +

    This tries to extract string_attr from the attribute name and string_in_mapping +from a mapping with the key "key". The arguments for attribute are restricted to +non-empty string literals while item can take any valid literal that implements +ToBorrowedObject.

    +

    You can use #[pyo3(from_item_all)] on a struct to extract every field with get_item method. +In this case, you can't use #[pyo3(attribute)] or barely use #[pyo3(item)] on any field. +However, using #[pyo3(item("key"))] to specify the key for a field is still allowed.

    +
    use pyo3::prelude::*;
    +
    +#[derive(FromPyObject)]
    +#[pyo3(from_item_all)]
    +struct RustyStruct {
    +    foo: String,
    +    bar: String,
    +    #[pyo3(item("foobar"))]
    +    baz: String,
    +}
    +
    +fn main() -> PyResult<()> {
    +    Python::with_gil(|py| -> PyResult<()> {
    +        let py_dict = py.eval_bound("{'foo': 'foo', 'bar': 'bar', 'foobar': 'foobar'}", None, None)?;
    +        let rustystruct: RustyStruct = py_dict.extract()?;
    +		  assert_eq!(rustystruct.foo, "foo");
    +        assert_eq!(rustystruct.bar, "bar");
    +        assert_eq!(rustystruct.baz, "foobar");
    +
    +        Ok(())
    +    })
    +}
    +

    Deriving FromPyObject for tuple structs

    +

    Tuple structs are also supported but do not allow customizing the extraction. The input is +always assumed to be a Python tuple with the same length as the Rust type, the nth field +is extracted from the nth item in the Python tuple.

    +
    use pyo3::prelude::*;
    +
    +#[derive(FromPyObject)]
    +struct RustyTuple(String, String);
    +
    +use pyo3::types::PyTuple;
    +fn main() -> PyResult<()> {
    +    Python::with_gil(|py| -> PyResult<()> {
    +        let tuple = PyTuple::new_bound(py, vec!["test", "test2"]);
    +
    +        let rustytuple: RustyTuple = tuple.extract()?;
    +        assert_eq!(rustytuple.0, "test");
    +        assert_eq!(rustytuple.1, "test2");
    +
    +        Ok(())
    +    })
    +}
    +

    Tuple structs with a single field are treated as wrapper types which are described in the +following section. To override this behaviour and ensure that the input is in fact a tuple, +specify the struct as

    +
    use pyo3::prelude::*;
    +
    +#[derive(FromPyObject)]
    +struct RustyTuple((String,));
    +
    +use pyo3::types::PyTuple;
    +fn main() -> PyResult<()> {
    +    Python::with_gil(|py| -> PyResult<()> {
    +        let tuple = PyTuple::new_bound(py, vec!["test"]);
    +
    +        let rustytuple: RustyTuple = tuple.extract()?;
    +        assert_eq!((rustytuple.0).0, "test");
    +
    +        Ok(())
    +    })
    +}
    +

    Deriving FromPyObject for wrapper types

    +

    The pyo3(transparent) attribute can be used on structs with exactly one field. This results +in extracting directly from the input object, i.e. obj.extract(), rather than trying to access +an item or attribute. This behaviour is enabled per default for newtype structs and tuple-variants +with a single field.

    +
    use pyo3::prelude::*;
    +
    +#[derive(FromPyObject)]
    +struct RustyTransparentTupleStruct(String);
    +
    +#[derive(FromPyObject)]
    +#[pyo3(transparent)]
    +struct RustyTransparentStruct {
    +    inner: String,
    +}
    +
    +use pyo3::types::PyString;
    +fn main() -> PyResult<()> {
    +    Python::with_gil(|py| -> PyResult<()> {
    +        let s = PyString::new_bound(py, "test");
    +
    +        let tup: RustyTransparentTupleStruct = s.extract()?;
    +        assert_eq!(tup.0, "test");
    +
    +        let stru: RustyTransparentStruct = s.extract()?;
    +        assert_eq!(stru.inner, "test");
    +
    +        Ok(())
    +    })
    +}
    +

    Deriving FromPyObject for enums

    +

    The FromPyObject derivation for enums generates code that tries to extract the variants in the +order of the fields. As soon as a variant can be extracted successfully, that variant is returned. +This makes it possible to extract Python union types like str | int.

    +

    The same customizations and restrictions described for struct derivations apply to enum variants, +i.e. a tuple variant assumes that the input is a Python tuple, and a struct variant defaults to +extracting fields as attributes but can be configured in the same manner. The transparent +attribute can be applied to single-field-variants.

    +
    use pyo3::prelude::*;
    +
    +#[derive(FromPyObject)]
    +#[derive(Debug)]
    +enum RustyEnum<'py> {
    +    Int(usize),                    // input is a positive int
    +    String(String),                // input is a string
    +    IntTuple(usize, usize),        // input is a 2-tuple with positive ints
    +    StringIntTuple(String, usize), // input is a 2-tuple with String and int
    +    Coordinates3d {
    +        // needs to be in front of 2d
    +        x: usize,
    +        y: usize,
    +        z: usize,
    +    },
    +    Coordinates2d {
    +        // only gets checked if the input did not have `z`
    +        #[pyo3(attribute("x"))]
    +        a: usize,
    +        #[pyo3(attribute("y"))]
    +        b: usize,
    +    },
    +    #[pyo3(transparent)]
    +    CatchAll(Bound<'py, PyAny>), // This extraction never fails
    +}
    +
    +use pyo3::types::{PyBytes, PyString};
    +fn main() -> PyResult<()> {
    +    Python::with_gil(|py| -> PyResult<()> {
    +        {
    +            let thing = 42_u8.to_object(py);
    +            let rust_thing: RustyEnum<'_> = thing.extract(py)?;
    +
    +            assert_eq!(
    +                42,
    +                match rust_thing {
    +                    RustyEnum::Int(i) => i,
    +                    other => unreachable!("Error extracting: {:?}", other),
    +                }
    +            );
    +        }
    +        {
    +            let thing = PyString::new_bound(py, "text");
    +            let rust_thing: RustyEnum<'_> = thing.extract()?;
    +
    +            assert_eq!(
    +                "text",
    +                match rust_thing {
    +                    RustyEnum::String(i) => i,
    +                    other => unreachable!("Error extracting: {:?}", other),
    +                }
    +            );
    +        }
    +        {
    +            let thing = (32_u8, 73_u8).to_object(py);
    +            let rust_thing: RustyEnum<'_> = thing.extract(py)?;
    +
    +            assert_eq!(
    +                (32, 73),
    +                match rust_thing {
    +                    RustyEnum::IntTuple(i, j) => (i, j),
    +                    other => unreachable!("Error extracting: {:?}", other),
    +                }
    +            );
    +        }
    +        {
    +            let thing = ("foo", 73_u8).to_object(py);
    +            let rust_thing: RustyEnum<'_> = thing.extract(py)?;
    +
    +            assert_eq!(
    +                (String::from("foo"), 73),
    +                match rust_thing {
    +                    RustyEnum::StringIntTuple(i, j) => (i, j),
    +                    other => unreachable!("Error extracting: {:?}", other),
    +                }
    +            );
    +        }
    +        {
    +            let module = PyModule::from_code_bound(
    +                py,
    +                "class Foo(dict):
    +            def __init__(self):
    +                self.x = 0
    +                self.y = 1
    +                self.z = 2",
    +                "",
    +                "",
    +            )?;
    +
    +            let class = module.getattr("Foo")?;
    +            let instance = class.call0()?;
    +            let rust_thing: RustyEnum<'_> = instance.extract()?;
    +
    +            assert_eq!(
    +                (0, 1, 2),
    +                match rust_thing {
    +                    RustyEnum::Coordinates3d { x, y, z } => (x, y, z),
    +                    other => unreachable!("Error extracting: {:?}", other),
    +                }
    +            );
    +        }
    +
    +        {
    +            let module = PyModule::from_code_bound(
    +                py,
    +                "class Foo(dict):
    +            def __init__(self):
    +                self.x = 3
    +                self.y = 4",
    +                "",
    +                "",
    +            )?;
    +
    +            let class = module.getattr("Foo")?;
    +            let instance = class.call0()?;
    +            let rust_thing: RustyEnum<'_> = instance.extract()?;
    +
    +            assert_eq!(
    +                (3, 4),
    +                match rust_thing {
    +                    RustyEnum::Coordinates2d { a, b } => (a, b),
    +                    other => unreachable!("Error extracting: {:?}", other),
    +                }
    +            );
    +        }
    +
    +        {
    +            let thing = PyBytes::new_bound(py, b"text");
    +            let rust_thing: RustyEnum<'_> = thing.extract()?;
    +
    +            assert_eq!(
    +                b"text",
    +                match rust_thing {
    +                    RustyEnum::CatchAll(ref i) => i.downcast::<PyBytes>()?.as_bytes(),
    +                    other => unreachable!("Error extracting: {:?}", other),
    +                }
    +            );
    +        }
    +        Ok(())
    +    })
    +}
    +

    If none of the enum variants match, a PyTypeError containing the names of the +tested variants is returned. The names reported in the error message can be customized +through the #[pyo3(annotation = "name")] attribute, e.g. to use conventional Python type +names:

    +
    use pyo3::prelude::*;
    +
    +#[derive(FromPyObject)]
    +#[derive(Debug)]
    +enum RustyEnum {
    +    #[pyo3(transparent, annotation = "str")]
    +    String(String),
    +    #[pyo3(transparent, annotation = "int")]
    +    Int(isize),
    +}
    +
    +fn main() -> PyResult<()> {
    +    Python::with_gil(|py| -> PyResult<()> {
    +        {
    +            let thing = 42_u8.to_object(py);
    +            let rust_thing: RustyEnum = thing.extract(py)?;
    +
    +            assert_eq!(
    +                42,
    +                match rust_thing {
    +                    RustyEnum::Int(i) => i,
    +                    other => unreachable!("Error extracting: {:?}", other),
    +                }
    +            );
    +        }
    +
    +        {
    +            let thing = "foo".to_object(py);
    +            let rust_thing: RustyEnum = thing.extract(py)?;
    +
    +            assert_eq!(
    +                "foo",
    +                match rust_thing {
    +                    RustyEnum::String(i) => i,
    +                    other => unreachable!("Error extracting: {:?}", other),
    +                }
    +            );
    +        }
    +
    +        {
    +            let thing = b"foo".to_object(py);
    +            let error = thing.extract::<RustyEnum>(py).unwrap_err();
    +            assert!(error.is_instance_of::<pyo3::exceptions::PyTypeError>(py));
    +        }
    +
    +        Ok(())
    +    })
    +}
    +

    If the input is neither a string nor an integer, the error message will be: +"'<INPUT_TYPE>' cannot be converted to 'str | int'".

    +

    #[derive(FromPyObject)] Container Attributes

    +
      +
    • pyo3(transparent) +
        +
      • extract the field directly from the object as obj.extract() instead of get_item() or +getattr()
      • +
      • Newtype structs and tuple-variants are treated as transparent per default.
      • +
      • only supported for single-field structs and enum variants
      • +
      +
    • +
    • pyo3(annotation = "name") +
        +
      • changes the name of the failed variant in the generated error message in case of failure.
      • +
      • e.g. pyo3("int") reports the variant's type as int.
      • +
      • only supported for enum variants
      • +
      +
    • +
    +

    #[derive(FromPyObject)] Field Attributes

    +
      +
    • pyo3(attribute), pyo3(attribute("name")) +
        +
      • retrieve the field from an attribute, possibly with a custom name specified as an argument
      • +
      • argument must be a string-literal.
      • +
      +
    • +
    • pyo3(item), pyo3(item("key")) +
        +
      • retrieve the field from a mapping, possibly with the custom key specified as an argument.
      • +
      • can be any literal that implements ToBorrowedObject
      • +
      +
    • +
    • pyo3(from_py_with = "...") +
        +
      • apply a custom function to convert the field from Python the desired Rust type.
      • +
      • the argument must be the name of the function as a string.
      • +
      • the function signature must be fn(&Bound<PyAny>) -> PyResult<T> where T is the Rust type of the argument.
      • +
      +
    • +
    +

    IntoPy<T>

    +

    This trait defines the to-python conversion for a Rust type. It is usually implemented as +IntoPy<PyObject>, which is the trait needed for returning a value from #[pyfunction] and +#[pymethods].

    +

    All types in PyO3 implement this trait, as does a #[pyclass] which doesn't use extends.

    +

    Occasionally you may choose to implement this for custom types which are mapped to Python types +without having a unique python type.

    +
    use pyo3::prelude::*;
    +#[allow(dead_code)]
    +struct MyPyObjectWrapper(PyObject);
    +
    +impl IntoPy<PyObject> for MyPyObjectWrapper {
    +    fn into_py(self, py: Python<'_>) -> PyObject {
    +        self.0
    +    }
    +}
    +

    The ToPyObject trait

    +

    ToPyObject is a conversion trait that allows various objects to be +converted into PyObject. IntoPy<PyObject> serves the +same purpose, except that it consumes self.

    +

    Using async and await

    +

    This feature is still in active development. See the related issue.

    +

    #[pyfunction] and #[pymethods] attributes also support async fn.

    +
    #![allow(dead_code)]
    +#[cfg(feature = "experimental-async")] {
    +use std::{thread, time::Duration};
    +use futures::channel::oneshot;
    +use pyo3::prelude::*;
    +
    +#[pyfunction]
    +#[pyo3(signature=(seconds, result=None))]
    +async fn sleep(seconds: f64, result: Option<PyObject>) -> Option<PyObject> {
    +    let (tx, rx) = oneshot::channel();
    +    thread::spawn(move || {
    +        thread::sleep(Duration::from_secs_f64(seconds));
    +        tx.send(()).unwrap();
    +    });
    +    rx.await.unwrap();
    +    result
    +}
    +}
    +

    Python awaitables instantiated with this method can only be awaited in asyncio context. Other Python async runtime may be supported in the future.

    +

    Send + 'static constraint

    +

    Resulting future of an async fn decorated by #[pyfunction] must be Send + 'static to be embedded in a Python object.

    +

    As a consequence, async fn parameters and return types must also be Send + 'static, so it is not possible to have a signature like async fn does_not_compile<'py>(arg: Bound<'py, PyAny>) -> Bound<'py, PyAny>.

    +

    However, there is an exception for method receivers, so async methods can accept &self/&mut self. Note that this means that the class instance is borrowed for as long as the returned future is not completed, even across yield points and while waiting for I/O operations to complete. Hence, other methods cannot obtain exclusive borrows while the future is still being polled. This is the same as how async methods in Rust generally work but it is more problematic for Rust code interfacing with Python code due to pervasive shared mutability. This strongly suggests to prefer shared borrows &self over exclusive ones &mut self to avoid racy borrow check failures at runtime.

    +

    Implicit GIL holding

    +

    Even if it is not possible to pass a py: Python<'py> parameter to async fn, the GIL is still held during the execution of the future – it's also the case for regular fn without Python<'py>/Bound<'py, PyAny> parameter, yet the GIL is held.

    +

    It is still possible to get a Python marker using Python::with_gil; because with_gil is reentrant and optimized, the cost will be negligible.

    +

    Release the GIL across .await

    +

    There is currently no simple way to release the GIL when awaiting a future, but solutions are currently in development.

    +

    Here is the advised workaround for now:

    +
    use std::{
    +    future::Future,
    +    pin::{Pin, pin},
    +    task::{Context, Poll},
    +};
    +use pyo3::prelude::*;
    +
    +struct AllowThreads<F>(F);
    +
    +impl<F> Future for AllowThreads<F>
    +where
    +    F: Future + Unpin + Send,
    +    F::Output: Send,
    +{
    +    type Output = F::Output;
    +
    +    fn poll(mut self: Pin<&mut Self>, cx: &mut Context<'_>) -> Poll<Self::Output> {
    +        let waker = cx.waker();
    +        Python::with_gil(|gil| {
    +            gil.allow_threads(|| pin!(&mut self.0).poll(&mut Context::from_waker(waker)))
    +        })
    +    }
    +}
    +

    Cancellation

    +

    Cancellation on the Python side can be caught using CancelHandle type, by annotating a function parameter with #[pyo3(cancel_handle)].

    +
    #![allow(dead_code)]
    +#[cfg(feature = "experimental-async")] {
    +use futures::FutureExt;
    +use pyo3::prelude::*;
    +use pyo3::coroutine::CancelHandle;
    +
    +#[pyfunction]
    +async fn cancellable(#[pyo3(cancel_handle)] mut cancel: CancelHandle) {
    +    futures::select! {
    +        /* _ = ... => println!("done"), */
    +        _ = cancel.cancelled().fuse() => println!("cancelled"),
    +    }
    +}
    +}
    +

    The Coroutine type

    +

    To make a Rust future awaitable in Python, PyO3 defines a Coroutine type, which implements the Python coroutine protocol.

    +

    Each coroutine.send call is translated to a Future::poll call. If a CancelHandle parameter is declared, the exception passed to coroutine.throw call is stored in it and can be retrieved with CancelHandle::cancelled; otherwise, it cancels the Rust future, and the exception is reraised;

    +

    The type does not yet have a public constructor until the design is finalized.

    +

    Parallelism

    +

    CPython has the infamous Global Interpreter Lock, which prevents several threads from executing Python bytecode in parallel. This makes threading in Python a bad fit for CPU-bound tasks and often forces developers to accept the overhead of multiprocessing.

    +

    In PyO3 parallelism can be easily achieved in Rust-only code. Let's take a look at our word-count example, where we have a search function that utilizes the rayon crate to count words in parallel.

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +
    +// These traits let us use `par_lines` and `map`.
    +use rayon::str::ParallelString;
    +use rayon::iter::ParallelIterator;
    +
    +/// Count the occurrences of needle in line, case insensitive
    +fn count_line(line: &str, needle: &str) -> usize {
    +    let mut total = 0;
    +    for word in line.split(' ') {
    +        if word == needle {
    +            total += 1;
    +        }
    +    }
    +    total
    +}
    +
    +#[pyfunction]
    +fn search(contents: &str, needle: &str) -> usize {
    +    contents
    +        .par_lines()
    +        .map(|line| count_line(line, needle))
    +        .sum()
    +}
    +

    But let's assume you have a long running Rust function which you would like to execute several times in parallel. For the sake of example let's take a sequential version of the word count:

    +
    #![allow(dead_code)]
    +fn count_line(line: &str, needle: &str) -> usize {
    +    let mut total = 0;
    +    for word in line.split(' ') {
    +        if word == needle {
    +            total += 1;
    +        }
    +    }
    +    total
    +}
    +
    +fn search_sequential(contents: &str, needle: &str) -> usize {
    +    contents.lines().map(|line| count_line(line, needle)).sum()
    +}
    +

    To enable parallel execution of this function, the Python::allow_threads method can be used to temporarily release the GIL, thus allowing other Python threads to run. We then have a function exposed to the Python runtime which calls search_sequential inside a closure passed to Python::allow_threads to enable true parallelism:

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +
    +fn count_line(line: &str, needle: &str) -> usize {
    +    let mut total = 0;
    +    for word in line.split(' ') {
    +        if word == needle {
    +            total += 1;
    +        }
    +    }
    +    total
    +}
    +
    +fn search_sequential(contents: &str, needle: &str) -> usize {
    +   contents.lines().map(|line| count_line(line, needle)).sum()
    +}
    +#[pyfunction]
    +fn search_sequential_allow_threads(py: Python<'_>, contents: &str, needle: &str) -> usize {
    +    py.allow_threads(|| search_sequential(contents, needle))
    +}
    +

    Now Python threads can use more than one CPU core, resolving the limitation which usually makes multi-threading in Python only good for IO-bound tasks:

    +
    from concurrent.futures import ThreadPoolExecutor
    +from word_count import search_sequential_allow_threads
    +
    +executor = ThreadPoolExecutor(max_workers=2)
    +
    +future_1 = executor.submit(
    +    word_count.search_sequential_allow_threads, contents, needle
    +)
    +future_2 = executor.submit(
    +    word_count.search_sequential_allow_threads, contents, needle
    +)
    +result_1 = future_1.result()
    +result_2 = future_2.result()
    +
    +

    Benchmark

    +

    Let's benchmark the word-count example to verify that we really did unlock parallelism with PyO3.

    +

    We are using pytest-benchmark to benchmark four word count functions:

    +
      +
    1. Pure Python version
    2. +
    3. Rust parallel version
    4. +
    5. Rust sequential version
    6. +
    7. Rust sequential version executed twice with two Python threads
    8. +
    +

    The benchmark script can be found here, and we can run nox in the word-count folder to benchmark these functions.

    +

    While the results of the benchmark of course depend on your machine, the relative results should be similar to this (mid 2020):

    +
    -------------------------------------------------------------------------------------------------- benchmark: 4 tests -------------------------------------------------------------------------------------------------
    +Name (time in ms)                                          Min                Max               Mean            StdDev             Median               IQR            Outliers       OPS            Rounds  Iterations
    +-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
    +test_word_count_rust_parallel                           1.7315 (1.0)       4.6495 (1.0)       1.9972 (1.0)      0.4299 (1.0)       1.8142 (1.0)      0.2049 (1.0)         40;46  500.6943 (1.0)         375           1
    +test_word_count_rust_sequential                         7.3348 (4.24)     10.3556 (2.23)      8.0035 (4.01)     0.7785 (1.81)      7.5597 (4.17)     0.8641 (4.22)         26;5  124.9457 (0.25)        121           1
    +test_word_count_rust_sequential_twice_with_threads      7.9839 (4.61)     10.3065 (2.22)      8.4511 (4.23)     0.4709 (1.10)      8.2457 (4.55)     0.3927 (1.92)        17;17  118.3274 (0.24)        114           1
    +test_word_count_python_sequential                      27.3985 (15.82)    45.4527 (9.78)     28.9604 (14.50)    4.1449 (9.64)     27.5781 (15.20)    0.4638 (2.26)          3;5   34.5299 (0.07)         35           1
    +-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
    +
    +

    You can see that the Python threaded version is not much slower than the Rust sequential version, which means compared to an execution on a single CPU core the speed has doubled.

    +

    Debugging

    +

    Macros

    +

    PyO3's attributes (#[pyclass], #[pymodule], etc.) are procedural macros, which means that they rewrite the source of the annotated item. You can view the generated source with the following command, which also expands a few other things:

    +
    cargo rustc --profile=check -- -Z unstable-options --pretty=expanded > expanded.rs; rustfmt expanded.rs
    +
    +

    (You might need to install rustfmt if you don't already have it.)

    +

    You can also debug classic !-macros by adding -Z trace-macros:

    +
    cargo rustc --profile=check -- -Z unstable-options --pretty=expanded -Z trace-macros > expanded.rs; rustfmt expanded.rs
    +
    +

    Note that those commands require using the nightly build of rust and may occasionally have bugs. See cargo expand for a more elaborate and stable version of those commands.

    +

    Running with Valgrind

    +

    Valgrind is a tool to detect memory management bugs such as memory leaks.

    +

    You first need to install a debug build of Python, otherwise Valgrind won't produce usable results. In Ubuntu there's e.g. a python3-dbg package.

    +

    Activate an environment with the debug interpreter and recompile. If you're on Linux, use ldd with the name of your binary and check that you're linking e.g. libpython3.7d.so.1.0 instead of libpython3.7.so.1.0.

    +

    Download the suppressions file for CPython.

    +

    Run Valgrind with valgrind --suppressions=valgrind-python.supp ./my-command --with-options

    +

    Getting a stacktrace

    +

    The best start to investigate a crash such as an segmentation fault is a backtrace. You can set RUST_BACKTRACE=1 as an environment variable to get the stack trace on a panic!. Alternatively you can use a debugger such as gdb to explore the issue. Rust provides a wrapper, rust-gdb, which has pretty-printers for inspecting Rust variables. Since PyO3 uses cdylib for Python shared objects, it does not receive the pretty-print debug hooks in rust-gdb (rust-lang/rust#96365). The mentioned issue contains a workaround for enabling pretty-printers in this case.

    +
      +
    • Link against a debug build of python as described in the previous chapter
    • +
    • Run rust-gdb <my-binary>
    • +
    • Set a breakpoint (b) on rust_panic if you are investigating a panic!
    • +
    • Enter r to run
    • +
    • After the crash occurred, enter bt or bt full to print the stacktrace
    • +
    +

    Often it is helpful to run a small piece of Python code to exercise a section of Rust.

    +
    rust-gdb --args python -c "import my_package; my_package.sum_to_string(1, 2)"
    +
    +

    Features reference

    +

    PyO3 provides a number of Cargo features to customize functionality. This chapter of the guide provides detail on each of them.

    +

    By default, only the macros feature is enabled.

    +

    Features for extension module authors

    +

    extension-module

    +

    This feature is required when building a Python extension module using PyO3.

    +

    It tells PyO3's build script to skip linking against libpython.so on Unix platforms, where this must not be done.

    +

    See the building and distribution section for further detail.

    +

    abi3

    +

    This feature is used when building Python extension modules to create wheels which are compatible with multiple Python versions.

    +

    It restricts PyO3's API to a subset of the full Python API which is guaranteed by PEP 384 to be forwards-compatible with future Python versions.

    +

    See the building and distribution section for further detail.

    +

    The abi3-pyXY features

    +

    (abi3-py37, abi3-py38, abi3-py39, abi3-py310 and abi3-py311)

    +

    These features are extensions of the abi3 feature to specify the exact minimum Python version which the multiple-version-wheel will support.

    +

    See the building and distribution section for further detail.

    +

    generate-import-lib

    +

    This experimental feature is used to generate import libraries for Python DLL +for MinGW-w64 and MSVC (cross-)compile targets.

    +

    Enabling it allows to (cross-)compile extension modules to any Windows targets +without having to install the Windows Python distribution files for the target.

    +

    See the building and distribution +section for further detail.

    +

    Features for embedding Python in Rust

    +

    auto-initialize

    +

    This feature changes Python::with_gil to automatically initialize a Python interpreter (by calling prepare_freethreaded_python) if needed.

    +

    If you do not enable this feature, you should call pyo3::prepare_freethreaded_python() before attempting to call any other Python APIs.

    +

    Advanced Features

    +

    experimental-async

    +

    This feature adds support for async fn in #[pyfunction] and #[pymethods].

    +

    The feature has some unfinished refinements and performance improvements. To help finish this off, see issue #1632 and its associated draft PRs.

    +

    experimental-inspect

    +

    This feature adds the pyo3::inspect module, as well as IntoPy::type_output and FromPyObject::type_input APIs to produce Python type "annotations" for Rust types.

    +

    This is a first step towards adding first-class support for generating type annotations automatically in PyO3, however work is needed to finish this off. All feedback and offers of help welcome on issue #2454.

    +

    gil-refs

    +

    This feature is a backwards-compatibility feature to allow continued use of the "GIL Refs" APIs deprecated in PyO3 0.21. These APIs have performance drawbacks and soundness edge cases which the newer Bound<T> smart pointer and accompanying APIs resolve.

    +

    This feature and the APIs it enables is expected to be removed in a future PyO3 version.

    +

    py-clone

    +

    This feature was introduced to ease migration. It was found that delayed reference counts cannot be made sound and hence Cloning an instance of Py<T> must panic without the GIL being held. To avoid migrations introducing new panics without warning, the Clone implementation itself is now gated behind this feature.

    +

    pyo3_disable_reference_pool

    +

    This is a performance-oriented conditional compilation flag, e.g. set via $RUSTFLAGS, which disabled the global reference pool and the assocaited overhead for the crossing the Python-Rust boundary. However, if enabled, Dropping an instance of Py<T> without the GIL being held will abort the process.

    +

    macros

    +

    This feature enables a dependency on the pyo3-macros crate, which provides the procedural macros portion of PyO3's API:

    +
      +
    • #[pymodule]
    • +
    • #[pyfunction]
    • +
    • #[pyclass]
    • +
    • #[pymethods]
    • +
    • #[derive(FromPyObject)]
    • +
    +

    It also provides the py_run! macro.

    +

    These macros require a number of dependencies which may not be needed by users who just need PyO3 for Python FFI. Disabling this feature enables faster builds for those users, as these dependencies will not be built if this feature is disabled.

    +
    +

    This feature is enabled by default. To disable it, set default-features = false for the pyo3 entry in your Cargo.toml.

    +
    +

    multiple-pymethods

    +

    This feature enables each #[pyclass] to have more than one #[pymethods] block.

    +

    Most users should only need a single #[pymethods] per #[pyclass]. In addition, not all platforms (e.g. Wasm) are supported by inventory, which is used in the implementation of the feature. For this reason this feature is not enabled by default, meaning fewer dependencies and faster compilation for the majority of users.

    +

    See the #[pyclass] implementation details for more information.

    +

    nightly

    +

    The nightly feature needs the nightly Rust compiler. This allows PyO3 to use the auto_traits and negative_impls features to fix the Python::allow_threads function.

    +

    resolve-config

    +

    The resolve-config feature of the pyo3-build-config crate controls whether that crate's +build script automatically resolves a Python interpreter / build configuration. This feature is primarily useful when building PyO3 +itself. By default this feature is not enabled, meaning you can freely use pyo3-build-config as a standalone library to read or write PyO3 build configuration files or resolve metadata about a Python interpreter.

    +

    Optional Dependencies

    +

    These features enable conversions between Python types and types from other Rust crates, enabling easy access to the rest of the Rust ecosystem.

    +

    anyhow

    +

    Adds a dependency on anyhow. Enables a conversion from anyhow’s Error type to PyErr, for easy error handling.

    +

    chrono

    +

    Adds a dependency on chrono. Enables a conversion from chrono's types to python:

    + +

    chrono-tz

    +

    Adds a dependency on chrono-tz. +Enables conversion from and to Tz. +It requires at least Python 3.9.

    +

    either

    +

    Adds a dependency on either. Enables a conversions into either’s Either type.

    +

    eyre

    +

    Adds a dependency on eyre. Enables a conversion from eyre’s Report type to PyErr, for easy error handling.

    +

    hashbrown

    +

    Adds a dependency on hashbrown and enables conversions into its HashMap and HashSet types.

    +

    indexmap

    +

    Adds a dependency on indexmap and enables conversions into its IndexMap type.

    +

    num-bigint

    +

    Adds a dependency on num-bigint and enables conversions into its BigInt and BigUint types.

    +

    num-complex

    +

    Adds a dependency on num-complex and enables conversions into its Complex type.

    +

    num-rational

    +

    Adds a dependency on num-rational and enables conversions into its Ratio type.

    +

    rust_decimal

    +

    Adds a dependency on rust_decimal and enables conversions into its Decimal type.

    +

    serde

    +

    Enables (de)serialization of Py<T> objects via serde. +This allows to use #[derive(Serialize, Deserialize) on structs that hold references to #[pyclass] instances

    +
    #[cfg(feature = "serde")]
    +#[allow(dead_code)]
    +mod serde_only {
    +use pyo3::prelude::*;
    +use serde::{Deserialize, Serialize};
    +
    +#[pyclass]
    +#[derive(Serialize, Deserialize)]
    +struct Permission {
    +    name: String,
    +}
    +
    +#[pyclass]
    +#[derive(Serialize, Deserialize)]
    +struct User {
    +    username: String,
    +    permissions: Vec<Py<Permission>>,
    +}
    +}
    +

    smallvec

    +

    Adds a dependency on smallvec and enables conversions into its SmallVec type.

    +

    Memory management

    +
    +

    ⚠️ Warning: API update in progress 🛠️

    +

    PyO3 0.21 has introduced a significant new API, termed the "Bound" API after the new smart pointer Bound<T>.

    +

    This section on memory management is heavily weighted towards the now-deprecated "GIL Refs" API, which suffered from the drawbacks detailed here as well as CPU overheads.

    +

    See the smart pointer types for description on the new, simplified, memory model of the Bound API, which is built as a thin wrapper on Python reference counting.

    +
    +

    Rust and Python have very different notions of memory management. Rust has +a strict memory model with concepts of ownership, borrowing, and lifetimes, +where memory is freed at predictable points in program execution. Python has +a looser memory model in which variables are reference-counted with shared, +mutable state by default. A global interpreter lock (GIL) is needed to prevent +race conditions, and a garbage collector is needed to break reference cycles. +Memory in Python is freed eventually by the garbage collector, but not usually +in a predictable way.

    +

    PyO3 bridges the Rust and Python memory models with two different strategies for +accessing memory allocated on Python's heap from inside Rust. These are +GIL Refs such as &'py PyAny, and GIL-independent Py<Any> smart pointers.

    +

    GIL-bound memory

    +

    PyO3's GIL Refs such as &'py PyAny make PyO3 more ergonomic to +use by ensuring that their lifetime can never be longer than the duration the +Python GIL is held. This means that most of PyO3's API can assume the GIL is +held. (If PyO3 could not assume this, every PyO3 API would need to take a +Python GIL token to prove that the GIL is held.) This allows us to write +very simple and easy-to-understand programs like this:

    +
    #![allow(unused_imports)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyString;
    +fn main() -> PyResult<()> {
    +#[cfg(feature = "gil-refs")]
    +Python::with_gil(|py| -> PyResult<()> {
    +    #[allow(deprecated)] // py.eval() is part of the GIL Refs API
    +    let hello = py
    +        .eval("\"Hello World!\"", None, None)?
    +        .downcast::<PyString>()?;
    +    println!("Python says: {}", hello);
    +    Ok(())
    +})?;
    +Ok(())
    +}
    +

    Internally, calling Python::with_gil() creates a GILPool which owns the +memory pointed to by the reference. In the example above, the lifetime of the +reference hello is bound to the GILPool. When the with_gil() closure ends +the GILPool is also dropped and the Python reference counts of the variables +it owns are decreased, releasing them to the Python garbage collector. Most +of the time we don't have to think about this, but consider the following:

    +
    #![allow(unused_imports)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyString;
    +fn main() -> PyResult<()> {
    +#[cfg(feature = "gil-refs")]
    +Python::with_gil(|py| -> PyResult<()> {
    +    for _ in 0..10 {
    +        #[allow(deprecated)] // py.eval() is part of the GIL Refs API
    +        let hello = py
    +            .eval("\"Hello World!\"", None, None)?
    +            .downcast::<PyString>()?;
    +        println!("Python says: {}", hello);
    +    }
    +    // There are 10 copies of `hello` on Python's heap here.
    +    Ok(())
    +})?;
    +Ok(())
    +}
    +

    We might assume that the hello variable's memory is freed at the end of each +loop iteration, but in fact we create 10 copies of hello on Python's heap. +This may seem surprising at first, but it is completely consistent with Rust's +memory model. The hello variable is dropped at the end of each loop, but it +is only a reference to the memory owned by the GILPool, and its lifetime is +bound to the GILPool, not the for loop. The GILPool isn't dropped until +the end of the with_gil() closure, at which point the 10 copies of hello +are finally released to the Python garbage collector.

    +
    +

    ⚠️ Warning: GILPool is no longer the preferred way to manage memory with PyO3 🛠️

    +

    PyO3 0.21 has introduced a new API known as the Bound API, which doesn't have the same surprising results. Instead, each Bound<T> smart pointer releases the Python reference immediately on drop. See the smart pointer types for more details.

    +
    +

    In general we don't want unbounded memory growth during loops! One workaround +is to acquire and release the GIL with each iteration of the loop.

    +
    #![allow(unused_imports)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyString;
    +fn main() -> PyResult<()> {
    +#[cfg(feature = "gil-refs")]
    +for _ in 0..10 {
    +    Python::with_gil(|py| -> PyResult<()> {
    +        #[allow(deprecated)] // py.eval() is part of the GIL Refs API
    +        let hello = py
    +            .eval("\"Hello World!\"", None, None)?
    +            .downcast::<PyString>()?;
    +        println!("Python says: {}", hello);
    +        Ok(())
    +    })?; // only one copy of `hello` at a time
    +}
    +Ok(())
    +}
    +

    It might not be practical or performant to acquire and release the GIL so many +times. Another workaround is to work with the GILPool object directly, but +this is unsafe.

    +
    #![allow(unused_imports)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyString;
    +fn main() -> PyResult<()> {
    +#[cfg(feature = "gil-refs")]
    +Python::with_gil(|py| -> PyResult<()> {
    +    for _ in 0..10 {
    +        #[allow(deprecated)] // `new_pool` is not needed in code not using the GIL Refs API
    +        let pool = unsafe { py.new_pool() };
    +        let py = pool.python();
    +        #[allow(deprecated)] // py.eval() is part of the GIL Refs API
    +        let hello = py
    +            .eval("\"Hello World!\"", None, None)?
    +            .downcast::<PyString>()?;
    +        println!("Python says: {}", hello);
    +    }
    +    Ok(())
    +})?;
    +Ok(())
    +}
    +

    The unsafe method Python::new_pool allows you to create a nested GILPool +from which you can retrieve a new py: Python GIL token. Variables created +with this new GIL token are bound to the nested GILPool and will be released +when the nested GILPool is dropped. Here, the nested GILPool is dropped +at the end of each loop iteration, before the with_gil() closure ends.

    +

    When doing this, you must be very careful to ensure that once the GILPool is +dropped you do not retain access to any owned references created after the +GILPool was created. Read the documentation for Python::new_pool() +for more information on safety.

    +

    This memory management can also be applicable when writing extension modules. +#[pyfunction] and #[pymethods] will create a GILPool which lasts the entire +function call, releasing objects when the function returns. Most functions only create +a few objects, meaning this doesn't have a significant impact. Occasionally functions +with long complex loops may need to use Python::new_pool as shown above.

    +
    +

    ⚠️ Warning: GILPool is no longer the preferred way to manage memory with PyO3 🛠️

    +

    PyO3 0.21 has introduced a new API known as the Bound API, which doesn't have the same surprising results. Instead, each Bound<T> smart pointer releases the Python reference immediately on drop. See the smart pointer types for more details.

    +
    +

    GIL-independent memory

    +

    Sometimes we need a reference to memory on Python's heap that can outlive the +GIL. Python's Py<PyAny> is analogous to Arc<T>, but for variables whose +memory is allocated on Python's heap. Cloning a Py<PyAny> increases its +internal reference count just like cloning Arc<T>. The smart pointer can +outlive the "GIL is held" period in which it was created. It isn't magic, +though. We need to reacquire the GIL to access the memory pointed to by the +Py<PyAny>.

    +

    What happens to the memory when the last Py<PyAny> is dropped and its +reference count reaches zero? It depends whether or not we are holding the GIL.

    +
    #![allow(unused_imports)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyString;
    +fn main() -> PyResult<()> {
    +#[cfg(feature = "gil-refs")]
    +Python::with_gil(|py| -> PyResult<()> {
    +    #[allow(deprecated)] // py.eval() is part of the GIL Refs API
    +    let hello: Py<PyString> = py.eval("\"Hello World!\"", None, None)?.extract()?;
    +    #[allow(deprecated)] // as_ref is part of the GIL Refs API
    +    {
    +        println!("Python says: {}", hello.as_ref(py));
    +    }
    +    Ok(())
    +})?;
    +Ok(())
    +}
    +

    At the end of the Python::with_gil() closure hello is dropped, and then the +GIL is dropped. Since hello is dropped while the GIL is still held by the +current thread, its memory is released to the Python garbage collector +immediately.

    +

    This example wasn't very interesting. We could have just used a GIL-bound +&PyString reference. What happens when the last Py<Any> is dropped while +we are not holding the GIL?

    +
    #![allow(unused_imports, dead_code)]
    +#[cfg(not(pyo3_disable_reference_pool))] {
    +use pyo3::prelude::*;
    +use pyo3::types::PyString;
    +fn main() -> PyResult<()> {
    +#[cfg(feature = "gil-refs")]
    +{
    +let hello: Py<PyString> = Python::with_gil(|py| {
    +    #[allow(deprecated)] // py.eval() is part of the GIL Refs API
    +    py.eval("\"Hello World!\"", None, None)?.extract()
    +})?;
    +// Do some stuff...
    +// Now sometime later in the program we want to access `hello`.
    +Python::with_gil(|py| {
    +    #[allow(deprecated)]  // as_ref is part of the deprecated "GIL Refs" API.
    +    let hello = hello.as_ref(py);
    +    println!("Python says: {}", hello);
    +});
    +// Now we're done with `hello`.
    +drop(hello); // Memory *not* released here.
    +// Sometime later we need the GIL again for something...
    +Python::with_gil(|py|
    +    // Memory for `hello` is released here.
    +()
    +);
    +}
    +Ok(())
    +}
    +}
    +

    When hello is dropped nothing happens to the pointed-to memory on Python's +heap because nothing can happen if we're not holding the GIL. Fortunately, +the memory isn't leaked. If the pyo3_disable_reference_pool conditional compilation flag +is not enabled, PyO3 keeps track of the memory internally and will release it +the next time we acquire the GIL.

    +

    We can avoid the delay in releasing memory if we are careful to drop the +Py<Any> while the GIL is held.

    +
    #![allow(unused_imports)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyString;
    +fn main() -> PyResult<()> {
    +#[cfg(feature = "gil-refs")]
    +{
    +#[allow(deprecated)] // py.eval() is part of the GIL Refs API
    +let hello: Py<PyString> =
    +    Python::with_gil(|py| py.eval("\"Hello World!\"", None, None)?.extract())?;
    +// Do some stuff...
    +// Now sometime later in the program:
    +Python::with_gil(|py| {
    +    #[allow(deprecated)] // as_ref is part of the GIL Refs API
    +    {
    +        println!("Python says: {}", hello.as_ref(py));
    +    }
    +    drop(hello); // Memory released here.
    +});
    +}
    +Ok(())
    +}
    +

    We could also have used Py::into_ref(), which consumes self, instead of +Py::as_ref(). But note that in addition to being slower than as_ref(), +into_ref() binds the memory to the lifetime of the GILPool, which means +that rather than being released immediately, the memory will not be released +until the GIL is dropped.

    +
    #![allow(unused_imports)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyString;
    +fn main() -> PyResult<()> {
    +#[cfg(feature = "gil-refs")]
    +{
    +#[allow(deprecated)] // py.eval() is part of the GIL Refs API
    +let hello: Py<PyString> =
    +    Python::with_gil(|py| py.eval("\"Hello World!\"", None, None)?.extract())?;
    +// Do some stuff...
    +// Now sometime later in the program:
    +Python::with_gil(|py| {
    +    #[allow(deprecated)] // into_ref is part of the GIL Refs API
    +    {
    +        println!("Python says: {}", hello.into_ref(py));
    +    }
    +    // Memory not released yet.
    +    // Do more stuff...
    +    // Memory released here at end of `with_gil()` closure.
    +});
    +}
    +Ok(())
    +}
    +

    Performance

    +

    To achieve the best possible performance, it is useful to be aware of several tricks and sharp edges concerning PyO3's API.

    +

    extract versus downcast

    +

    Pythonic API implemented using PyO3 are often polymorphic, i.e. they will accept &Bound<'_, PyAny> and try to turn this into multiple more concrete types to which the requested operation is applied. This often leads to chains of calls to extract, e.g.

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +use pyo3::{exceptions::PyTypeError, types::PyList};
    +
    +fn frobnicate_list<'py>(list: &Bound<'_, PyList>) -> PyResult<Bound<'py, PyAny>> {
    +    todo!()
    +}
    +
    +fn frobnicate_vec<'py>(vec: Vec<Bound<'py, PyAny>>) -> PyResult<Bound<'py, PyAny>> {
    +    todo!()
    +}
    +
    +#[pyfunction]
    +fn frobnicate<'py>(value: &Bound<'py, PyAny>) -> PyResult<Bound<'py, PyAny>> {
    +    if let Ok(list) = value.extract::<Bound<'_, PyList>>() {
    +        frobnicate_list(&list)
    +    } else if let Ok(vec) = value.extract::<Vec<Bound<'_, PyAny>>>() {
    +        frobnicate_vec(vec)
    +    } else {
    +        Err(PyTypeError::new_err("Cannot frobnicate that type."))
    +    }
    +}
    +

    This suboptimal as the FromPyObject<T> trait requires extract to have a Result<T, PyErr> return type. For native types like PyList, it faster to use downcast (which extract calls internally) when the error value is ignored. This avoids the costly conversion of a PyDowncastError to a PyErr required to fulfil the FromPyObject contract, i.e.

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +use pyo3::{exceptions::PyTypeError, types::PyList};
    +fn frobnicate_list<'py>(list: &Bound<'_, PyList>) -> PyResult<Bound<'py, PyAny>> { todo!() }
    +fn frobnicate_vec<'py>(vec: Vec<Bound<'py, PyAny>>) -> PyResult<Bound<'py, PyAny>> { todo!() }
    +
    +#[pyfunction]
    +fn frobnicate<'py>(value: &Bound<'py, PyAny>) -> PyResult<Bound<'py, PyAny>> {
    +    // Use `downcast` instead of `extract` as turning `PyDowncastError` into `PyErr` is quite costly.
    +    if let Ok(list) = value.downcast::<PyList>() {
    +        frobnicate_list(list)
    +    } else if let Ok(vec) = value.extract::<Vec<Bound<'_, PyAny>>>() {
    +        frobnicate_vec(vec)
    +    } else {
    +        Err(PyTypeError::new_err("Cannot frobnicate that type."))
    +    }
    +}
    +

    Access to Bound implies access to GIL token

    +

    Calling Python::with_gil is effectively a no-op when the GIL is already held, but checking that this is the case still has a cost. If an existing GIL token can not be accessed, for example when implementing a pre-existing trait, but a GIL-bound reference is available, this cost can be avoided by exploiting that access to GIL-bound reference gives zero-cost access to a GIL token via Bound::py.

    +

    For example, instead of writing

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyList;
    +
    +struct Foo(Py<PyList>);
    +
    +struct FooBound<'py>(Bound<'py, PyList>);
    +
    +impl PartialEq<Foo> for FooBound<'_> {
    +    fn eq(&self, other: &Foo) -> bool {
    +        Python::with_gil(|py| {
    +            let len = other.0.bind(py).len();
    +            self.0.len() == len
    +        })
    +    }
    +}
    +

    use the more efficient

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyList;
    +struct Foo(Py<PyList>);
    +struct FooBound<'py>(Bound<'py, PyList>);
    +
    +impl PartialEq<Foo> for FooBound<'_> {
    +    fn eq(&self, other: &Foo) -> bool {
    +        // Access to `&Bound<'py, PyAny>` implies access to `Python<'py>`.
    +        let py = self.0.py();
    +        let len = other.0.bind(py).len();
    +        self.0.len() == len
    +    }
    +}
    +

    Disable the global reference pool

    +

    PyO3 uses global mutable state to keep track of deferred reference count updates implied by impl<T> Drop for Py<T> being called without the GIL being held. The necessary synchronization to obtain and apply these reference count updates when PyO3-based code next acquires the GIL is somewhat expensive and can become a significant part of the cost of crossing the Python-Rust boundary.

    +

    This functionality can be avoided by setting the pyo3_disable_reference_pool conditional compilation flag. This removes the global reference pool and the associated costs completely. However, it does not remove the Drop implementation for Py<T> which is necessary to interoperate with existing Rust code written without PyO3-based code in mind. To stay compatible with the wider Rust ecosystem in these cases, we keep the implementation but abort when Drop is called without the GIL being held. If pyo3_leak_on_drop_without_reference_pool is additionally enabled, objects dropped without the GIL being held will be leaked instead which is always sound but might have determinal effects like resource exhaustion in the long term.

    +

    This limitation is important to keep in mind when this setting is used, especially when embedding Python code into a Rust application as it is quite easy to accidentally drop a Py<T> (or types containing it like PyErr, PyBackedStr or PyBackedBytes) returned from Python::with_gil without making sure to re-acquire the GIL beforehand. For example, the following code

    +
    use pyo3::prelude::*;
    +use pyo3::types::PyList;
    +let numbers: Py<PyList> = Python::with_gil(|py| PyList::empty_bound(py).unbind());
    +
    +Python::with_gil(|py| {
    +    numbers.bind(py).append(23).unwrap();
    +});
    +
    +Python::with_gil(|py| {
    +    numbers.bind(py).append(42).unwrap();
    +});
    +

    will abort if the list not explicitly disposed via

    +
    use pyo3::prelude::*;
    +use pyo3::types::PyList;
    +let numbers: Py<PyList> = Python::with_gil(|py| PyList::empty_bound(py).unbind());
    +
    +Python::with_gil(|py| {
    +    numbers.bind(py).append(23).unwrap();
    +});
    +
    +Python::with_gil(|py| {
    +    numbers.bind(py).append(42).unwrap();
    +});
    +
    +Python::with_gil(move |py| {
    +    drop(numbers);
    +});
    +

    Advanced topics

    +

    FFI

    +

    PyO3 exposes much of Python's C API through the ffi module.

    +

    The C API is naturally unsafe and requires you to manage reference counts, errors and specific invariants yourself. Please refer to the C API Reference Manual and The Rustonomicon before using any function from that API.

    +

    Building and distribution

    +

    This chapter of the guide goes into detail on how to build and distribute projects using PyO3. The way to achieve this is very different depending on whether the project is a Python module implemented in Rust, or a Rust binary embedding Python. For both types of project there are also common problems such as the Python version to build for and the linker arguments to use.

    +

    The material in this chapter is intended for users who have already read the PyO3 README. It covers in turn the choices that can be made for Python modules and for Rust binaries. There is also a section at the end about cross-compiling projects using PyO3.

    +

    There is an additional sub-chapter dedicated to supporting multiple Python versions.

    +

    Configuring the Python version

    +

    PyO3 uses a build script (backed by the pyo3-build-config crate) to determine the Python version and set the correct linker arguments. By default it will attempt to use the following in order:

    +
      +
    • Any active Python virtualenv.
    • +
    • The python executable (if it's a Python 3 interpreter).
    • +
    • The python3 executable.
    • +
    +

    You can override the Python interpreter by setting the PYO3_PYTHON environment variable, e.g. PYO3_PYTHON=python3.7, PYO3_PYTHON=/usr/bin/python3.9, or even a PyPy interpreter PYO3_PYTHON=pypy3.

    +

    Once the Python interpreter is located, pyo3-build-config executes it to query the information in the sysconfig module which is needed to configure the rest of the compilation.

    +

    To validate the configuration which PyO3 will use, you can run a compilation with the environment variable PYO3_PRINT_CONFIG=1 set. An example output of doing this is shown below:

    +
    $ PYO3_PRINT_CONFIG=1 cargo build
    +   Compiling pyo3 v0.14.1 (/home/david/dev/pyo3)
    +error: failed to run custom build command for `pyo3 v0.14.1 (/home/david/dev/pyo3)`
    +
    +Caused by:
    +  process didn't exit successfully: `/home/david/dev/pyo3/target/debug/build/pyo3-7a8cf4fe22e959b7/build-script-build` (exit status: 101)
    +  --- stdout
    +  cargo:rerun-if-env-changed=PYO3_CROSS
    +  cargo:rerun-if-env-changed=PYO3_CROSS_LIB_DIR
    +  cargo:rerun-if-env-changed=PYO3_CROSS_PYTHON_VERSION
    +  cargo:rerun-if-env-changed=PYO3_PRINT_CONFIG
    +
    +  -- PYO3_PRINT_CONFIG=1 is set, printing configuration and halting compile --
    +  implementation=CPython
    +  version=3.8
    +  shared=true
    +  abi3=false
    +  lib_name=python3.8
    +  lib_dir=/usr/lib
    +  executable=/usr/bin/python
    +  pointer_width=64
    +  build_flags=
    +  suppress_build_script_link_lines=false
    +
    +

    The PYO3_ENVIRONMENT_SIGNATURE environment variable can be used to trigger rebuilds when its value changes, it has no other effect.

    +

    Advanced: config files

    +

    If you save the above output config from PYO3_PRINT_CONFIG to a file, it is possible to manually override the contents and feed it back into PyO3 using the PYO3_CONFIG_FILE env var.

    +

    If your build environment is unusual enough that PyO3's regular configuration detection doesn't work, using a config file like this will give you the flexibility to make PyO3 work for you. To see the full set of options supported, see the documentation for the InterpreterConfig struct.

    +

    Building Python extension modules

    +

    Python extension modules need to be compiled differently depending on the OS (and architecture) that they are being compiled for. As well as multiple OSes (and architectures), there are also many different Python versions which are actively supported. Packages uploaded to PyPI usually want to upload prebuilt "wheels" covering many OS/arch/version combinations so that users on all these different platforms don't have to compile the package themselves. Package vendors can opt-in to the "abi3" limited Python API which allows their wheels to be used on multiple Python versions, reducing the number of wheels they need to compile, but restricts the functionality they can use.

    +

    There are many ways to go about this: it is possible to use cargo to build the extension module (along with some manual work, which varies with OS). The PyO3 ecosystem has two packaging tools, maturin and setuptools-rust, which abstract over the OS difference and also support building wheels for PyPI upload.

    +

    PyO3 has some Cargo features to configure projects for building Python extension modules:

    +
      +
    • The extension-module feature, which must be enabled when building Python extension modules.
    • +
    • The abi3 feature and its version-specific abi3-pyXY companions, which are used to opt-in to the limited Python API in order to support multiple Python versions in a single wheel.
    • +
    +

    This section describes each of these packaging tools before describing how to build manually without them. It then proceeds with an explanation of the extension-module feature. Finally, there is a section describing PyO3's abi3 features.

    +

    Packaging tools

    +

    The PyO3 ecosystem has two main choices to abstract the process of developing Python extension modules:

    +
      +
    • maturin is a command-line tool to build, package and upload Python modules. It makes opinionated choices about project layout meaning it needs very little configuration. This makes it a great choice for users who are building a Python extension from scratch and don't need flexibility.
    • +
    • setuptools-rust is an add-on for setuptools which adds extra keyword arguments to the setup.py configuration file. It requires more configuration than maturin, however this gives additional flexibility for users adding Rust to an existing Python package that can't satisfy maturin's constraints.
    • +
    +

    Consult each project's documentation for full details on how to get started using them and how to upload wheels to PyPI. It should be noted that while maturin is able to build manylinux-compliant wheels out-of-the-box, setuptools-rust requires a bit more effort, relying on Docker for this purpose.

    +

    There are also maturin-starter and setuptools-rust-starter examples in the PyO3 repository.

    +

    Manual builds

    +

    To build a PyO3-based Python extension manually, start by running cargo build as normal in a library project which uses PyO3's extension-module feature and has the cdylib crate type.

    +

    Once built, symlink (or copy) and rename the shared library from Cargo's target/ directory to your desired output directory:

    +
      +
    • on macOS, rename libyour_module.dylib to your_module.so.
    • +
    • on Windows, rename libyour_module.dll to your_module.pyd.
    • +
    • on Linux, rename libyour_module.so to your_module.so.
    • +
    +

    You can then open a Python shell in the output directory and you'll be able to run import your_module.

    +

    If you're packaging your library for redistribution, you should indicated the Python interpreter your library is compiled for by including the platform tag in its name. This prevents incompatible interpreters from trying to import your library. If you're compiling for PyPy you must include the platform tag, or PyPy will ignore the module.

    +

    Bazel builds

    +

    To use PyO3 with bazel one needs to manually configure PyO3, PyO3-ffi and PyO3-macros. In particular, one needs to make sure that it is compiled with the right python flags for the version you intend to use. +For example see:

    +
      +
    1. https://github.com/OliverFM/pytorch_with_gazelle -- for a minimal example of a repo that can use PyO3, PyTorch and Gazelle to generate python Build files.
    2. +
    3. https://github.com/TheButlah/rules_pyo3 -- which has more extensive support, but is outdated.
    4. +
    +

    Platform tags

    +

    Rather than using just the .so or .pyd extension suggested above (depending on OS), you can prefix the shared library extension with a platform tag to indicate the interpreter it is compatible with. You can query your interpreter's platform tag from the sysconfig module. Some example outputs of this are seen below:

    +
    # CPython 3.10 on macOS
    +.cpython-310-darwin.so
    +
    +# PyPy 7.3 (Python 3.8) on Linux
    +$ python -c 'import sysconfig; print(sysconfig.get_config_var("EXT_SUFFIX"))'
    +.pypy38-pp73-x86_64-linux-gnu.so
    +
    +

    So, for example, a valid module library name on CPython 3.10 for macOS is your_module.cpython-310-darwin.so, and its equivalent when compiled for PyPy 7.3 on Linux would be your_module.pypy38-pp73-x86_64-linux-gnu.so.

    +

    See PEP 3149 for more background on platform tags.

    +

    macOS

    +

    On macOS, because the extension-module feature disables linking to libpython (see the next section), some additional linker arguments need to be set. maturin and setuptools-rust both pass these arguments for PyO3 automatically, but projects using manual builds will need to set these directly in order to support macOS.

    +

    The easiest way to set the correct linker arguments is to add a build.rs with the following content:

    +
    fn main() {
    +    pyo3_build_config::add_extension_module_link_args();
    +}
    +

    Remember to also add pyo3-build-config to the build-dependencies section in Cargo.toml.

    +

    An alternative to using pyo3-build-config is add the following to a cargo configuration file (e.g. .cargo/config.toml):

    +
    [target.x86_64-apple-darwin]
    +rustflags = [
    +  "-C", "link-arg=-undefined",
    +  "-C", "link-arg=dynamic_lookup",
    +]
    +
    +[target.aarch64-apple-darwin]
    +rustflags = [
    +  "-C", "link-arg=-undefined",
    +  "-C", "link-arg=dynamic_lookup",
    +]
    +
    +

    Using the MacOS system python3 (/usr/bin/python3, as opposed to python installed via homebrew, pyenv, nix, etc.) may result in runtime errors such as Library not loaded: @rpath/Python3.framework/Versions/3.8/Python3. These can be resolved with another addition to .cargo/config.toml:

    +
    [build]
    +rustflags = [
    +  "-C", "link-args=-Wl,-rpath,/Library/Developer/CommandLineTools/Library/Frameworks",
    +]
    +
    +

    Alternatively, one can include in build.rs:

    +
    fn main() {
    +    println!(
    +        "cargo:rustc-link-arg=-Wl,-rpath,/Library/Developer/CommandLineTools/Library/Frameworks"
    +    );
    +}
    +

    For more discussion on and workarounds for MacOS linking problems see this issue.

    +

    Finally, don't forget that on MacOS the extension-module feature will cause cargo test to fail without the --no-default-features flag (see the FAQ).

    +

    The extension-module feature

    +

    PyO3's extension-module feature is used to disable linking to libpython on Unix targets.

    +

    This is necessary because by default PyO3 links to libpython. This makes binaries, tests, and examples "just work". However, Python extensions on Unix must not link to libpython for manylinux compliance.

    +

    The downside of not linking to libpython is that binaries, tests, and examples (which usually embed Python) will fail to build. If you have an extension module as well as other outputs in a single project, you need to use optional Cargo features to disable the extension-module when you're not building the extension module. See the FAQ for an example workaround.

    +

    Py_LIMITED_API/abi3

    +

    By default, Python extension modules can only be used with the same Python version they were compiled against. For example, an extension module built for Python 3.5 can't be imported in Python 3.8. PEP 384 introduced the idea of the limited Python API, which would have a stable ABI enabling extension modules built with it to be used against multiple Python versions. This is also known as abi3.

    +

    The advantage of building extension modules using the limited Python API is that package vendors only need to build and distribute a single copy (for each OS / architecture), and users can install it on all Python versions from the minimum version and up. The downside of this is that PyO3 can't use optimizations which rely on being compiled against a known exact Python version. It's up to you to decide whether this matters for your extension module. It's also possible to design your extension module such that you can distribute abi3 wheels but allow users compiling from source to benefit from additional optimizations - see the support for multiple python versions section of this guide, in particular the #[cfg(Py_LIMITED_API)] flag.

    +

    There are three steps involved in making use of abi3 when building Python packages as wheels:

    +
      +
    1. Enable the abi3 feature in pyo3. This ensures pyo3 only calls Python C-API functions which are part of the stable API, and on Windows also ensures that the project links against the correct shared object (no special behavior is required on other platforms):
    2. +
    +
    [dependencies]
    +pyo3 = { version = "0.22.1", features = ["abi3"] }
    +
    +
      +
    1. +

      Ensure that the built shared objects are correctly marked as abi3. This is accomplished by telling your build system that you're using the limited API. maturin >= 0.9.0 and setuptools-rust >= 0.11.4 support abi3 wheels. +See the corresponding PRs for more.

      +
    2. +
    3. +

      Ensure that the .whl is correctly marked as abi3. For projects using setuptools, this is accomplished by passing --py-limited-api=cp3x (where x is the minimum Python version supported by the wheel, e.g. --py-limited-api=cp35 for Python 3.5) to setup.py bdist_wheel.

      +
    4. +
    +

    Minimum Python version for abi3

    +

    Because a single abi3 wheel can be used with many different Python versions, PyO3 has feature flags abi3-py37, abi3-py38, abi3-py39 etc. to set the minimum required Python version for your abi3 wheel. +For example, if you set the abi3-py37 feature, your extension wheel can be used on all Python 3 versions from Python 3.7 and up. maturin and setuptools-rust will give the wheel a name like my-extension-1.0-cp37-abi3-manylinux2020_x86_64.whl.

    +

    As your extension module may be run with multiple different Python versions you may occasionally find you need to check the Python version at runtime to customize behavior. See the relevant section of this guide on supporting multiple Python versions at runtime.

    +

    PyO3 is only able to link your extension module to abi3 version up to and including your host Python version. E.g., if you set abi3-py38 and try to compile the crate with a host of Python 3.7, the build will fail.

    +
    +

    Note: If you set more that one of these abi3 version feature flags the lowest version always wins. For example, with both abi3-py37 and abi3-py38 set, PyO3 would build a wheel which supports Python 3.7 and up.

    +
    +

    Building abi3 extensions without a Python interpreter

    +

    As an advanced feature, you can build PyO3 wheel without calling Python interpreter with the environment variable PYO3_NO_PYTHON set. +Also, if the build host Python interpreter is not found or is too old or otherwise unusable, +PyO3 will still attempt to compile abi3 extension modules after displaying a warning message. +On Unix-like systems this works unconditionally; on Windows you must also set the RUSTFLAGS environment variable +to contain -L native=/path/to/python/libs so that the linker can find python3.lib.

    +

    If the python3.dll import library is not available, an experimental generate-import-lib crate +feature may be enabled, and the required library will be created and used by PyO3 automatically.

    +

    Note: MSVC targets require LLVM binutils (llvm-dlltool) to be available in PATH for +the automatic import library generation feature to work.

    +

    Missing features

    +

    Due to limitations in the Python API, there are a few pyo3 features that do +not work when compiling for abi3. These are:

    +
      +
    • #[pyo3(text_signature = "...")] does not work on classes until Python 3.10 or greater.
    • +
    • The dict and weakref options on classes are not supported until Python 3.9 or greater.
    • +
    • The buffer API is not supported until Python 3.11 or greater.
    • +
    • Optimizations which rely on knowledge of the exact Python version compiled against.
    • +
    +

    Embedding Python in Rust

    +

    If you want to embed the Python interpreter inside a Rust program, there are two modes in which this can be done: dynamically and statically. We'll cover each of these modes in the following sections. Each of them affect how you must distribute your program. Instead of learning how to do this yourself, you might want to consider using a project like PyOxidizer to ship your application and all of its dependencies in a single file.

    +

    PyO3 automatically switches between the two linking modes depending on whether the Python distribution you have configured PyO3 to use (see above) contains a shared library or a static library. The static library is most often seen in Python distributions compiled from source without the --enable-shared configuration option.

    +

    Dynamically embedding the Python interpreter

    +

    Embedding the Python interpreter dynamically is much easier than doing so statically. This is done by linking your program against a Python shared library (such as libpython.3.9.so on UNIX, or python39.dll on Windows). The implementation of the Python interpreter resides inside the shared library. This means that when the OS runs your Rust program it also needs to be able to find the Python shared library.

    +

    This mode of embedding works well for Rust tests which need access to the Python interpreter. It is also great for Rust software which is installed inside a Python virtualenv, because the virtualenv sets up appropriate environment variables to locate the correct Python shared library.

    +

    For distributing your program to non-technical users, you will have to consider including the Python shared library in your distribution as well as setting up wrapper scripts to set the right environment variables (such as LD_LIBRARY_PATH on UNIX, or PATH on Windows).

    +

    Note that PyPy cannot be embedded in Rust (or any other software). Support for this is tracked on the PyPy issue tracker.

    +

    Statically embedding the Python interpreter

    +

    Embedding the Python interpreter statically means including the contents of a Python static library directly inside your Rust binary. This means that to distribute your program you only need to ship your binary file: it contains the Python interpreter inside the binary!

    +

    On Windows static linking is almost never done, so Python distributions don't usually include a static library. The information below applies only to UNIX.

    +

    The Python static library is usually called libpython.a.

    +

    Static linking has a lot of complications, listed below. For these reasons PyO3 does not yet have first-class support for this embedding mode. See issue 416 on PyO3's GitHub for more information and to discuss any issues you encounter.

    +

    The auto-initialize feature is deliberately disabled when embedding the interpreter statically because this is often unintentionally done by new users to PyO3 running test programs. Trying out PyO3 is much easier using dynamic embedding.

    +

    The known complications are:

    +
      +
    • +

      To import compiled extension modules (such as other Rust extension modules, or those written in C), your binary must have the correct linker flags set during compilation to export the original contents of libpython.a so that extensions can use them (e.g. -Wl,--export-dynamic).

      +
    • +
    • +

      The C compiler and flags which were used to create libpython.a must be compatible with your Rust compiler and flags, else you will experience compilation failures.

      +

      Significantly different compiler versions may see errors like this:

      +
      lto1: fatal error: bytecode stream in file 'rust-numpy/target/release/deps/libpyo3-6a7fb2ed970dbf26.rlib' generated with LTO version 6.0 instead of the expected 6.2
      +
      +

      Mismatching flags may lead to errors like this:

      +
      /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/9/../../../x86_64-linux-gnu/libpython3.9.a(zlibmodule.o): relocation R_X86_64_32 against `.data' can not be used when making a PIE object; recompile with -fPIE
      +
      +
    • +
    +

    If you encounter these or other complications when linking the interpreter statically, discuss them on issue 416 on PyO3's GitHub. It is hoped that eventually that discussion will contain enough information and solutions that PyO3 can offer first-class support for static embedding.

    +

    Import your module when embedding the Python interpreter

    +

    When you run your Rust binary with an embedded interpreter, any #[pymodule] created modules won't be accessible to import unless added to a table called PyImport_Inittab before the embedded interpreter is initialized. This will cause Python statements in your embedded interpreter such as import your_new_module to fail. You can call the macro append_to_inittab with your module before initializing the Python interpreter to add the module function into that table. (The Python interpreter will be initialized by calling prepare_freethreaded_python, with_embedded_python_interpreter, or Python::with_gil with the auto-initialize feature enabled.)

    +

    Cross Compiling

    +

    Thanks to Rust's great cross-compilation support, cross-compiling using PyO3 is relatively straightforward. To get started, you'll need a few pieces of software:

    +
      +
    • A toolchain for your target.
    • +
    • The appropriate options in your Cargo .config for the platform you're targeting and the toolchain you are using.
    • +
    • A Python interpreter that's already been compiled for your target (optional when building "abi3" extension modules).
    • +
    • A Python interpreter that is built for your host and available through the PATH or setting the PYO3_PYTHON variable (optional when building "abi3" extension modules).
    • +
    +

    After you've obtained the above, you can build a cross-compiled PyO3 module by using Cargo's --target flag. PyO3's build script will detect that you are attempting a cross-compile based on your host machine and the desired target.

    +

    When cross-compiling, PyO3's build script cannot execute the target Python interpreter to query the configuration, so there are a few additional environment variables you may need to set:

    +
      +
    • PYO3_CROSS: If present this variable forces PyO3 to configure as a cross-compilation.
    • +
    • PYO3_CROSS_LIB_DIR: This variable can be set to the directory containing the target's libpython DSO and the associated _sysconfigdata*.py file for Unix-like targets, or the Python DLL import libraries for the Windows target. This variable is only needed when the output binary must link to libpython explicitly (e.g. when targeting Windows and Android or embedding a Python interpreter), or when it is absolutely required to get the interpreter configuration from _sysconfigdata*.py.
    • +
    • PYO3_CROSS_PYTHON_VERSION: Major and minor version (e.g. 3.9) of the target Python installation. This variable is only needed if PyO3 cannot determine the version to target from abi3-py3* features, or if PYO3_CROSS_LIB_DIR is not set, or if there are multiple versions of Python present in PYO3_CROSS_LIB_DIR.
    • +
    • PYO3_CROSS_PYTHON_IMPLEMENTATION: Python implementation name ("CPython" or "PyPy") of the target Python installation. CPython is assumed by default when this variable is not set, unless PYO3_CROSS_LIB_DIR is set for a Unix-like target and PyO3 can get the interpreter configuration from _sysconfigdata*.py.
    • +
    +

    An experimental pyo3 crate feature generate-import-lib enables the user to cross-compile +extension modules for Windows targets without setting the PYO3_CROSS_LIB_DIR environment +variable or providing any Windows Python library files. It uses an external python3-dll-a crate +to generate import libraries for the Python DLL for MinGW-w64 and MSVC compile targets. +python3-dll-a uses the binutils dlltool program to generate DLL import libraries for MinGW-w64 targets. +It is possible to override the default dlltool command name for the cross target +by setting PYO3_MINGW_DLLTOOL environment variable. +Note: MSVC targets require LLVM binutils or MSVC build tools to be available on the host system. +More specifically, python3-dll-a requires llvm-dlltool or lib.exe executable to be present in PATH when +targeting *-pc-windows-msvc. The Zig compiler executable can be used in place of llvm-dlltool when the ZIG_COMMAND +environment variable is set to the installed Zig program name ("zig" or "python -m ziglang").

    +

    An example might look like the following (assuming your target's sysroot is at /home/pyo3/cross/sysroot and that your target is armv7):

    +
    export PYO3_CROSS_LIB_DIR="/home/pyo3/cross/sysroot/usr/lib"
    +
    +cargo build --target armv7-unknown-linux-gnueabihf
    +
    +

    If there are multiple python versions at the cross lib directory and you cannot set a more precise location to include both the libpython DSO and _sysconfigdata*.py files, you can set the required version:

    +
    export PYO3_CROSS_PYTHON_VERSION=3.8
    +export PYO3_CROSS_LIB_DIR="/home/pyo3/cross/sysroot/usr/lib"
    +
    +cargo build --target armv7-unknown-linux-gnueabihf
    +
    +

    Or another example with the same sys root but building for Windows:

    +
    export PYO3_CROSS_PYTHON_VERSION=3.9
    +export PYO3_CROSS_LIB_DIR="/home/pyo3/cross/sysroot/usr/lib"
    +
    +cargo build --target x86_64-pc-windows-gnu
    +
    +

    Any of the abi3-py3* features can be enabled instead of setting PYO3_CROSS_PYTHON_VERSION in the above examples.

    +

    PYO3_CROSS_LIB_DIR can often be omitted when cross compiling extension modules for Unix and macOS targets, +or when cross compiling extension modules for Windows and the experimental generate-import-lib +crate feature is enabled.

    +

    The following resources may also be useful for cross-compiling:

    + +

    Supporting multiple Python versions

    +

    PyO3 supports all actively-supported Python 3 and PyPy versions. As much as possible, this is done internally to PyO3 so that your crate's code does not need to adapt to the differences between each version. However, as Python features grow and change between versions, PyO3 cannot a completely identical API for every Python version. This may require you to add conditional compilation to your crate or runtime checks for the Python version.

    +

    This section of the guide first introduces the pyo3-build-config crate, which you can use as a build-dependency to add additional #[cfg] flags which allow you to support multiple Python versions at compile-time.

    +

    Second, we'll show how to check the Python version at runtime. This can be useful when building for multiple versions with the abi3 feature, where the Python API compiled against is not always the same as the one in use.

    +

    Conditional compilation for different Python versions

    +

    The pyo3-build-config exposes multiple #[cfg] flags which can be used to conditionally compile code for a given Python version. PyO3 itself depends on this crate, so by using it you can be sure that you are configured correctly for the Python version PyO3 is building against.

    +

    This allows us to write code like the following

    +
    #[cfg(Py_3_7)]
    +fn function_only_supported_on_python_3_7_and_up() {}
    +
    +#[cfg(not(Py_3_8))]
    +fn function_only_supported_before_python_3_8() {}
    +
    +#[cfg(not(Py_LIMITED_API))]
    +fn function_incompatible_with_abi3_feature() {}
    +

    The following sections first show how to add these #[cfg] flags to your build process, and then cover some common patterns flags in a little more detail.

    +

    To see a full reference of all the #[cfg] flags provided, see the pyo3-build-cfg docs.

    +

    Using pyo3-build-config

    +

    You can use the #[cfg] flags in just two steps:

    +
      +
    1. +

      Add pyo3-build-config with the resolve-config feature enabled to your crate's build dependencies in Cargo.toml:

      +
      [build-dependencies]
      +pyo3-build-config = { version = "0.22.1", features = ["resolve-config"] }
      +
      +
    2. +
    3. +

      Add a build.rs file to your crate with the following contents:

      +
      fn main() {
      +    // If you have an existing build.rs file, just add this line to it.
      +    pyo3_build_config::use_pyo3_cfgs();
      +}
      +
    4. +
    +

    After these steps you are ready to annotate your code!

    +

    Common usages of pyo3-build-cfg flags

    +

    The #[cfg] flags added by pyo3-build-cfg can be combined with all of Rust's logic in the #[cfg] attribute to create very precise conditional code generation. The following are some common patterns implemented using these flags:

    +
    #[cfg(Py_3_7)]
    +
    +

    This #[cfg] marks code that will only be present on Python 3.7 and upwards. There are similar options Py_3_8, Py_3_9, Py_3_10 and so on for each minor version.

    +
    #[cfg(not(Py_3_7))]
    +
    +

    This #[cfg] marks code that will only be present on Python versions before (but not including) Python 3.7.

    +
    #[cfg(not(Py_LIMITED_API))]
    +
    +

    This #[cfg] marks code that is only available when building for the unlimited Python API (i.e. PyO3's abi3 feature is not enabled). This might be useful if you want to ship your extension module as an abi3 wheel and also allow users to compile it from source to make use of optimizations only possible with the unlimited API.

    +
    #[cfg(any(Py_3_9, not(Py_LIMITED_API)))]
    +
    +

    This #[cfg] marks code which is available when running Python 3.9 or newer, or when using the unlimited API with an older Python version. Patterns like this are commonly seen on Python APIs which were added to the limited Python API in a specific minor version.

    +
    #[cfg(PyPy)]
    +
    +

    This #[cfg] marks code which is running on PyPy.

    +

    Checking the Python version at runtime

    +

    When building with PyO3's abi3 feature, your extension module will be compiled against a specific minimum version of Python, but may be running on newer Python versions.

    +

    For example with PyO3's abi3-py38 feature, your extension will be compiled as if it were for Python 3.8. If you were using pyo3-build-config, #[cfg(Py_3_8)] would be present. Your user could freely install and run your abi3 extension on Python 3.9.

    +

    There's no way to detect your user doing that at compile time, so instead you need to fall back to runtime checks.

    +

    PyO3 provides the APIs Python::version() and Python::version_info() to query the running Python version. This allows you to do the following, for example:

    +
    use pyo3::Python;
    +
    +Python::with_gil(|py| {
    +    // PyO3 supports Python 3.7 and up.
    +    assert!(py.version_info() >= (3, 7));
    +    assert!(py.version_info() >= (3, 7, 0));
    +});
    +

    The PyO3 ecosystem

    +

    This portion of the guide is dedicated to crates which are external to the main PyO3 project and provide additional functionality you might find useful.

    +

    Because these projects evolve independently of the PyO3 repository the content of these articles may fall out of date over time; please file issues on the PyO3 GitHub to alert maintainers when this is the case.

    +

    Logging

    +

    It is desirable if both the Python and Rust parts of the application end up +logging using the same configuration into the same place.

    +

    This section of the guide briefly discusses how to connect the two languages' +logging ecosystems together. The recommended way for Python extension modules is +to configure Rust's logger to send log messages to Python using the pyo3-log +crate. For users who want to do the opposite and send Python log messages to +Rust, see the note at the end of this guide.

    +

    Using pyo3-log to send Rust log messages to Python

    +

    The pyo3-log crate allows sending the messages from the Rust side to Python's +logging system. This is mostly suitable for writing native extensions for +Python programs.

    +

    Use pyo3_log::init to install the logger in its default configuration. +It's also possible to tweak its configuration (mostly to tune its performance).

    +
    use log::info;
    +use pyo3::prelude::*;
    +
    +#[pyfunction]
    +fn log_something() {
    +    // This will use the logger installed in `my_module` to send the `info`
    +    // message to the Python logging facilities.
    +    info!("Something!");
    +}
    +
    +#[pymodule]
    +fn my_module(m: &Bound<'_, PyModule>) -> PyResult<()> {
    +    // A good place to install the Rust -> Python logger.
    +    pyo3_log::init();
    +
    +    m.add_function(wrap_pyfunction!(log_something, m)?)?;
    +    Ok(())
    +}
    +

    Then it is up to the Python side to actually output the messages somewhere.

    +
    import logging
    +import my_module
    +
    +FORMAT = '%(levelname)s %(name)s %(asctime)-15s %(filename)s:%(lineno)d %(message)s'
    +logging.basicConfig(format=FORMAT)
    +logging.getLogger().setLevel(logging.INFO)
    +my_module.log_something()
    +
    +

    It is important to initialize the Python loggers first, before calling any Rust +functions that may log. This limitation can be worked around if it is not +possible to satisfy, read the documentation about caching.

    +

    The Python to Rust direction

    +

    To have python logs be handled by Rust, one need only register a rust function to handle logs emitted from the core python logging module.

    +

    This has been implemented within the pyo3-pylogger crate.

    +
    use log::{info, warn};
    +use pyo3::prelude::*;
    +
    +fn main() -> PyResult<()> {
    +    // register the host handler with python logger, providing a logger target
    +    // set the name here to something appropriate for your application
    +    pyo3_pylogger::register("example_application_py_logger");
    +
    +    // initialize up a logger
    +    env_logger::Builder::from_env(env_logger::Env::default().default_filter_or("trace")).init();
    +
    +    // Log some messages from Rust.
    +    info!("Just some normal information!");
    +    warn!("Something spooky happened!");
    +
    +    // Log some messages from Python
    +    Python::with_gil(|py| {
    +        py.run(
    +            "
    +import logging
    +logging.error('Something bad happened')
    +",
    +            None,
    +            None,
    +        )
    +    })
    +}
    +

    Using async and await

    +

    async/await support is currently being integrated in PyO3. See the dedicated documentation

    +

    If you are working with a Python library that makes use of async functions or wish to provide +Python bindings for an async Rust library, pyo3-asyncio +likely has the tools you need. It provides conversions between async functions in both Python and +Rust and was designed with first-class support for popular Rust runtimes such as +tokio and async-std. In addition, all async Python +code runs on the default asyncio event loop, so pyo3-asyncio should work just fine with existing +Python libraries.

    +

    In the following sections, we'll give a general overview of pyo3-asyncio explaining how to call +async Python functions with PyO3, how to call async Rust functions from Python, and how to configure +your codebase to manage the runtimes of both.

    +

    Quickstart

    +

    Here are some examples to get you started right away! A more detailed breakdown +of the concepts in these examples can be found in the following sections.

    +

    Rust Applications

    +

    Here we initialize the runtime, import Python's asyncio library and run the given future to completion using Python's default EventLoop and async-std. Inside the future, we convert asyncio sleep into a Rust future and await it.

    +
    # Cargo.toml dependencies
    +[dependencies]
    +pyo3 = { version = "0.14" }
    +pyo3-asyncio = { version = "0.14", features = ["attributes", "async-std-runtime"] }
    +async-std = "1.9"
    +
    +
    //! main.rs
    +
    +use pyo3::prelude::*;
    +
    +#[pyo3_asyncio::async_std::main]
    +async fn main() -> PyResult<()> {
    +    let fut = Python::with_gil(|py| {
    +        let asyncio = py.import("asyncio")?;
    +        // convert asyncio.sleep into a Rust Future
    +        pyo3_asyncio::async_std::into_future(asyncio.call_method1("sleep", (1.into_py(py),))?)
    +    })?;
    +
    +    fut.await?;
    +
    +    Ok(())
    +}
    +

    The same application can be written to use tokio instead using the #[pyo3_asyncio::tokio::main] +attribute.

    +
    # Cargo.toml dependencies
    +[dependencies]
    +pyo3 = { version = "0.14" }
    +pyo3-asyncio = { version = "0.14", features = ["attributes", "tokio-runtime"] }
    +tokio = "1.4"
    +
    +
    //! main.rs
    +
    +use pyo3::prelude::*;
    +
    +#[pyo3_asyncio::tokio::main]
    +async fn main() -> PyResult<()> {
    +    let fut = Python::with_gil(|py| {
    +        let asyncio = py.import("asyncio")?;
    +        // convert asyncio.sleep into a Rust Future
    +        pyo3_asyncio::tokio::into_future(asyncio.call_method1("sleep", (1.into_py(py),))?)
    +    })?;
    +
    +    fut.await?;
    +
    +    Ok(())
    +}
    +

    More details on the usage of this library can be found in the API docs and the primer below.

    +

    PyO3 Native Rust Modules

    +

    PyO3 Asyncio can also be used to write native modules with async functions.

    +

    Add the [lib] section to Cargo.toml to make your library a cdylib that Python can import.

    +
    [lib]
    +name = "my_async_module"
    +crate-type = ["cdylib"]
    +
    +

    Make your project depend on pyo3 with the extension-module feature enabled and select your +pyo3-asyncio runtime:

    +

    For async-std:

    +
    [dependencies]
    +pyo3 = { version = "0.14", features = ["extension-module"] }
    +pyo3-asyncio = { version = "0.14", features = ["async-std-runtime"] }
    +async-std = "1.9"
    +
    +

    For tokio:

    +
    [dependencies]
    +pyo3 = { version = "0.14", features = ["extension-module"] }
    +pyo3-asyncio = { version = "0.14", features = ["tokio-runtime"] }
    +tokio = "1.4"
    +
    +

    Export an async function that makes use of async-std:

    +
    //! lib.rs
    +
    +use pyo3::{prelude::*, wrap_pyfunction};
    +
    +#[pyfunction]
    +fn rust_sleep(py: Python<'_>) -> PyResult<&Bound<'_, PyAny>> {
    +    pyo3_asyncio::async_std::future_into_py(py, async {
    +        async_std::task::sleep(std::time::Duration::from_secs(1)).await;
    +        Ok(Python::with_gil(|py| py.None()))
    +    })
    +}
    +
    +#[pymodule]
    +fn my_async_module(m: &Bound<'_, PyModule>) -> PyResult<()> {
    +    m.add_function(wrap_pyfunction!(rust_sleep, m)?)?;
    +
    +    Ok(())
    +}
    +

    If you want to use tokio instead, here's what your module should look like:

    +
    //! lib.rs
    +
    +use pyo3::{prelude::*, wrap_pyfunction};
    +
    +#[pyfunction]
    +fn rust_sleep(py: Python<'_>) -> PyResult<&Bound<'_, PyAny>>> {
    +    pyo3_asyncio::tokio::future_into_py(py, async {
    +        tokio::time::sleep(std::time::Duration::from_secs(1)).await;
    +        Ok(Python::with_gil(|py| py.None()))
    +    })
    +}
    +
    +#[pymodule]
    +fn my_async_module(m: &Bound<'_, PyModule>) -> PyResult<()> {
    +    m.add_function(wrap_pyfunction!(rust_sleep, m)?)?;
    +    Ok(())
    +}
    +

    You can build your module with maturin (see the Using Rust in Python section in the PyO3 guide for setup instructions). After that you should be able to run the Python REPL to try it out.

    +
    maturin develop && python3
    +🔗 Found pyo3 bindings
    +🐍 Found CPython 3.8 at python3
    +    Finished dev [unoptimized + debuginfo] target(s) in 0.04s
    +Python 3.8.5 (default, Jan 27 2021, 15:41:15)
    +[GCC 9.3.0] on linux
    +Type "help", "copyright", "credits" or "license" for more information.
    +>>> import asyncio
    +>>>
    +>>> from my_async_module import rust_sleep
    +>>>
    +>>> async def main():
    +>>>     await rust_sleep()
    +>>>
    +>>> # should sleep for 1s
    +>>> asyncio.run(main())
    +>>>
    +
    +

    Awaiting an Async Python Function in Rust

    +

    Let's take a look at a dead simple async Python function:

    +
    # Sleep for 1 second
    +async def py_sleep():
    +    await asyncio.sleep(1)
    +
    +

    Async functions in Python are simply functions that return a coroutine object. For our purposes, +we really don't need to know much about these coroutine objects. The key factor here is that calling +an async function is just like calling a regular function, the only difference is that we have +to do something special with the object that it returns.

    +

    Normally in Python, that something special is the await keyword, but in order to await this +coroutine in Rust, we first need to convert it into Rust's version of a coroutine: a Future. +That's where pyo3-asyncio comes in. +pyo3_asyncio::async_std::into_future +performs this conversion for us.

    +

    The following example uses into_future to call the py_sleep function shown above and then await the +coroutine object returned from the call:

    +
    use pyo3::prelude::*;
    +
    +#[pyo3_asyncio::tokio::main]
    +async fn main() -> PyResult<()> {
    +    let future = Python::with_gil(|py| -> PyResult<_> {
    +        // import the module containing the py_sleep function
    +        let example = py.import("example")?;
    +
    +        // calling the py_sleep method like a normal function
    +        // returns a coroutine
    +        let coroutine = example.call_method0("py_sleep")?;
    +
    +        // convert the coroutine into a Rust future using the
    +        // tokio runtime
    +        pyo3_asyncio::tokio::into_future(coroutine)
    +    })?;
    +
    +    // await the future
    +    future.await?;
    +
    +    Ok(())
    +}
    +

    Alternatively, the below example shows how to write a #[pyfunction] which uses into_future to receive and await +a coroutine argument:

    +
    #[pyfunction]
    +fn await_coro(coro: &Bound<'_, PyAny>>) -> PyResult<()> {
    +    // convert the coroutine into a Rust future using the
    +    // async_std runtime
    +    let f = pyo3_asyncio::async_std::into_future(coro)?;
    +
    +    pyo3_asyncio::async_std::run_until_complete(coro.py(), async move {
    +        // await the future
    +        f.await?;
    +        Ok(())
    +    })
    +}
    +

    This could be called from Python as:

    +
    import asyncio
    +
    +async def py_sleep():
    +    asyncio.sleep(1)
    +
    +await_coro(py_sleep())
    +
    +

    If for you wanted to pass a callable function to the #[pyfunction] instead, (i.e. the last line becomes await_coro(py_sleep)), then the above example needs to be tweaked to first call the callable to get the coroutine:

    +
    #[pyfunction]
    +fn await_coro(callable: &Bound<'_, PyAny>>) -> PyResult<()> {
    +    // get the coroutine by calling the callable
    +    let coro = callable.call0()?;
    +
    +    // convert the coroutine into a Rust future using the
    +    // async_std runtime
    +    let f = pyo3_asyncio::async_std::into_future(coro)?;
    +
    +    pyo3_asyncio::async_std::run_until_complete(coro.py(), async move {
    +        // await the future
    +        f.await?;
    +        Ok(())
    +    })
    +}
    +

    This can be particularly helpful where you need to repeatedly create and await a coroutine. Trying to await the same coroutine multiple times will raise an error:

    +
    RuntimeError: cannot reuse already awaited coroutine
    +
    +
    +

    If you're interested in learning more about coroutines and awaitables in general, check out the +Python 3 asyncio docs for more information.

    +
    +

    Awaiting a Rust Future in Python

    +

    Here we have the same async function as before written in Rust using the +async-std runtime:

    +
    /// Sleep for 1 second
    +async fn rust_sleep() {
    +    async_std::task::sleep(std::time::Duration::from_secs(1)).await;
    +}
    +

    Similar to Python, Rust's async functions also return a special object called a +Future:

    +
    let future = rust_sleep();
    +

    We can convert this Future object into Python to make it awaitable. This tells Python that you +can use the await keyword with it. In order to do this, we'll call +pyo3_asyncio::async_std::future_into_py:

    +
    use pyo3::prelude::*;
    +
    +async fn rust_sleep() {
    +    async_std::task::sleep(std::time::Duration::from_secs(1)).await;
    +}
    +
    +#[pyfunction]
    +fn call_rust_sleep(py: Python<'_>) -> PyResult<&Bound<'_, PyAny>>> {
    +    pyo3_asyncio::async_std::future_into_py(py, async move {
    +        rust_sleep().await;
    +        Ok(Python::with_gil(|py| py.None()))
    +    })
    +}
    +

    In Python, we can call this pyo3 function just like any other async function:

    +
    from example import call_rust_sleep
    +
    +async def rust_sleep():
    +    await call_rust_sleep()
    +
    +

    Managing Event Loops

    +

    Python's event loop requires some special treatment, especially regarding the main thread. Some of +Python's asyncio features, like proper signal handling, require control over the main thread, which +doesn't always play well with Rust.

    +

    Luckily, Rust's event loops are pretty flexible and don't need control over the main thread, so in +pyo3-asyncio, we decided the best way to handle Rust/Python interop was to just surrender the main +thread to Python and run Rust's event loops in the background. Unfortunately, since most event loop +implementations prefer control over the main thread, this can still make some things awkward.

    +

    PyO3 Asyncio Initialization

    +

    Because Python needs to control the main thread, we can't use the convenient proc macros from Rust +runtimes to handle the main function or #[test] functions. Instead, the initialization for PyO3 has to be done from the main function and the main +thread must block on pyo3_asyncio::async_std::run_until_complete.

    +

    Because we have to block on one of those functions, we can't use #[async_std::main] or #[tokio::main] +since it's not a good idea to make long blocking calls during an async function.

    +
    +

    Internally, these #[main] proc macros are expanded to something like this:

    +
    fn main() {
    +    // your async main fn
    +    async fn _main_impl() { /* ... */ }
    +    Runtime::new().block_on(_main_impl());
    +}
    +

    Making a long blocking call inside the Future that's being driven by block_on prevents that +thread from doing anything else and can spell trouble for some runtimes (also this will actually +deadlock a single-threaded runtime!). Many runtimes have some sort of spawn_blocking mechanism +that can avoid this problem, but again that's not something we can use here since we need it to +block on the main thread.

    +
    +

    For this reason, pyo3-asyncio provides its own set of proc macros to provide you with this +initialization. These macros are intended to mirror the initialization of async-std and tokio +while also satisfying the Python runtime's needs.

    +

    Here's a full example of PyO3 initialization with the async-std runtime:

    +
    use pyo3::prelude::*;
    +
    +#[pyo3_asyncio::async_std::main]
    +async fn main() -> PyResult<()> {
    +    // PyO3 is initialized - Ready to go
    +
    +    let fut = Python::with_gil(|py| -> PyResult<_> {
    +        let asyncio = py.import("asyncio")?;
    +
    +        // convert asyncio.sleep into a Rust Future
    +        pyo3_asyncio::async_std::into_future(
    +            asyncio.call_method1("sleep", (1.into_py(py),))?
    +        )
    +    })?;
    +
    +    fut.await?;
    +
    +    Ok(())
    +}
    +

    A Note About asyncio.run

    +

    In Python 3.7+, the recommended way to run a top-level coroutine with asyncio +is with asyncio.run. In v0.13 we recommended against using this function due to initialization issues, but in v0.14 it's perfectly valid to use this function... with a caveat.

    +

    Since our Rust <--> Python conversions require a reference to the Python event loop, this poses a problem. Imagine we have a PyO3 Asyncio module that defines +a rust_sleep function like in previous examples. You might rightfully assume that you can call pass this directly into asyncio.run like this:

    +
    import asyncio
    +
    +from my_async_module import rust_sleep
    +
    +asyncio.run(rust_sleep())
    +
    +

    You might be surprised to find out that this throws an error:

    +
    Traceback (most recent call last):
    +  File "example.py", line 5, in <module>
    +    asyncio.run(rust_sleep())
    +RuntimeError: no running event loop
    +
    +

    What's happening here is that we are calling rust_sleep before the future is +actually running on the event loop created by asyncio.run. This is counter-intuitive, but expected behaviour, and unfortunately there doesn't seem to be a good way of solving this problem within PyO3 Asyncio itself.

    +

    However, we can make this example work with a simple workaround:

    +
    import asyncio
    +
    +from my_async_module import rust_sleep
    +
    +# Calling main will just construct the coroutine that later calls rust_sleep.
    +# - This ensures that rust_sleep will be called when the event loop is running,
    +#   not before.
    +async def main():
    +    await rust_sleep()
    +
    +# Run the main() coroutine at the top-level instead
    +asyncio.run(main())
    +
    +

    Non-standard Python Event Loops

    +

    Python allows you to use alternatives to the default asyncio event loop. One +popular alternative is uvloop. In v0.13 using non-standard event loops was +a bit of an ordeal, but in v0.14 it's trivial.

    +

    Using uvloop in a PyO3 Asyncio Native Extensions

    +
    # Cargo.toml
    +
    +[lib]
    +name = "my_async_module"
    +crate-type = ["cdylib"]
    +
    +[dependencies]
    +pyo3 = { version = "0.14", features = ["extension-module"] }
    +pyo3-asyncio = { version = "0.14", features = ["tokio-runtime"] }
    +async-std = "1.9"
    +tokio = "1.4"
    +
    +
    //! lib.rs
    +
    +use pyo3::{prelude::*, wrap_pyfunction};
    +
    +#[pyfunction]
    +fn rust_sleep(py: Python<'_>) -> PyResult<&Bound<'_, PyAny>>> {
    +    pyo3_asyncio::tokio::future_into_py(py, async {
    +        tokio::time::sleep(std::time::Duration::from_secs(1)).await;
    +        Ok(Python::with_gil(|py| py.None()))
    +    })
    +}
    +
    +#[pymodule]
    +fn my_async_module(m: &Bound<'_, PyModule>) -> PyResult<()> {
    +    m.add_function(wrap_pyfunction!(rust_sleep, m)?)?;
    +
    +    Ok(())
    +}
    +
    $ maturin develop && python3
    +🔗 Found pyo3 bindings
    +🐍 Found CPython 3.8 at python3
    +    Finished dev [unoptimized + debuginfo] target(s) in 0.04s
    +Python 3.8.8 (default, Apr 13 2021, 19:58:26)
    +[GCC 7.3.0] :: Anaconda, Inc. on linux
    +Type "help", "copyright", "credits" or "license" for more information.
    +>>> import asyncio
    +>>> import uvloop
    +>>>
    +>>> import my_async_module
    +>>>
    +>>> uvloop.install()
    +>>>
    +>>> async def main():
    +...     await my_async_module.rust_sleep()
    +...
    +>>> asyncio.run(main())
    +>>>
    +
    +

    Using uvloop in Rust Applications

    +

    Using uvloop in Rust applications is a bit trickier, but it's still possible +with relatively few modifications.

    +

    Unfortunately, we can't make use of the #[pyo3_asyncio::<runtime>::main] attribute with non-standard event loops. This is because the #[pyo3_asyncio::<runtime>::main] proc macro has to interact with the Python +event loop before we can install the uvloop policy.

    +
    [dependencies]
    +async-std = "1.9"
    +pyo3 = "0.14"
    +pyo3-asyncio = { version = "0.14", features = ["async-std-runtime"] }
    +
    +
    //! main.rs
    +
    +use pyo3::{prelude::*, types::PyType};
    +
    +fn main() -> PyResult<()> {
    +    pyo3::prepare_freethreaded_python();
    +
    +    Python::with_gil(|py| {
    +        let uvloop = py.import("uvloop")?;
    +        uvloop.call_method0("install")?;
    +
    +        // store a reference for the assertion
    +        let uvloop = PyObject::from(uvloop);
    +
    +        pyo3_asyncio::async_std::run(py, async move {
    +            // verify that we are on a uvloop.Loop
    +            Python::with_gil(|py| -> PyResult<()> {
    +                assert!(pyo3_asyncio::async_std::get_current_loop(py)?.is_instance(
    +                    uvloop
    +                        .as_ref(py)
    +                        .getattr("Loop")?
    +                )?);
    +                Ok(())
    +            })?;
    +
    +            async_std::task::sleep(std::time::Duration::from_secs(1)).await;
    +
    +            Ok(())
    +        })
    +    })
    +}
    +

    Additional Information

    +
      +
    • Managing event loop references can be tricky with pyo3-asyncio. See Event Loop References in the API docs to get a better intuition for how event loop references are managed in this library.
    • +
    • Testing pyo3-asyncio libraries and applications requires a custom test harness since Python requires control over the main thread. You can find a testing guide in the API docs for the testing module
    • +
    +

    Frequently Asked Questions and troubleshooting

    +

    Sorry that you're having trouble using PyO3. If you can't find the answer to your problem in the list below, you can also reach out for help on GitHub Discussions and on Discord.

    +

    I'm experiencing deadlocks using PyO3 with lazy_static or once_cell!

    +

    lazy_static and once_cell::sync both use locks to ensure that initialization is performed only by a single thread. Because the Python GIL is an additional lock this can lead to deadlocks in the following way:

    +
      +
    1. A thread (thread A) which has acquired the Python GIL starts initialization of a lazy_static value.
    2. +
    3. The initialization code calls some Python API which temporarily releases the GIL e.g. Python::import.
    4. +
    5. Another thread (thread B) acquires the Python GIL and attempts to access the same lazy_static value.
    6. +
    7. Thread B is blocked, because it waits for lazy_static's initialization to lock to release.
    8. +
    9. Thread A is blocked, because it waits to re-acquire the GIL which thread B still holds.
    10. +
    11. Deadlock.
    12. +
    +

    PyO3 provides a struct GILOnceCell which works equivalently to OnceCell but relies solely on the Python GIL for thread safety. This means it can be used in place of lazy_static or once_cell where you are experiencing the deadlock described above. See the documentation for GILOnceCell for an example how to use it.

    +

    I can't run cargo test; or I can't build in a Cargo workspace: I'm having linker issues like "Symbol not found" or "Undefined reference to _PyExc_SystemError"!

    +

    Currently, #340 causes cargo test to fail with linking errors when the extension-module feature is activated. Linking errors can also happen when building in a cargo workspace where a different crate also uses PyO3 (see #2521). For now, there are three ways we can work around these issues.

    +
      +
    1. Make the extension-module feature optional. Build with maturin develop --features "extension-module"
    2. +
    +
    [dependencies.pyo3]
    +version = "0.22.1"
    +
    +[features]
    +extension-module = ["pyo3/extension-module"]
    +
    +
      +
    1. Make the extension-module feature optional and default. Run tests with cargo test --no-default-features:
    2. +
    +
    [dependencies.pyo3]
    +version = "0.22.1"
    +
    +[features]
    +extension-module = ["pyo3/extension-module"]
    +default = ["extension-module"]
    +
    +
      +
    1. If you are using a pyproject.toml file to control maturin settings, add the following section:
    2. +
    +
    [tool.maturin]
    +features = ["pyo3/extension-module"]
    +# Or for maturin 0.12:
    +# cargo-extra-args = ["--features", "pyo3/extension-module"]
    +
    +

    I can't run cargo test: my crate cannot be found for tests in tests/ directory!

    +

    The Rust book suggests to put integration tests inside a tests/ directory.

    +

    For a PyO3 extension-module project where the crate-type is set to "cdylib" in your Cargo.toml, +the compiler won't be able to find your crate and will display errors such as E0432 or E0463:

    +
    error[E0432]: unresolved import `my_crate`
    + --> tests/test_my_crate.rs:1:5
    +  |
    +1 | use my_crate;
    +  |     ^^^^^^^^^^^^ no external crate `my_crate`
    +
    +

    The best solution is to make your crate types include both rlib and cdylib:

    +
    # Cargo.toml
    +[lib]
    +crate-type = ["cdylib", "rlib"]
    +
    +

    Ctrl-C doesn't do anything while my Rust code is executing!

    +

    This is because Ctrl-C raises a SIGINT signal, which is handled by the calling Python process by simply setting a flag to action upon later. This flag isn't checked while Rust code called from Python is executing, only once control returns to the Python interpreter.

    +

    You can give the Python interpreter a chance to process the signal properly by calling Python::check_signals. It's good practice to call this function regularly if you have a long-running Rust function so that your users can cancel it.

    +

    #[pyo3(get)] clones my field!

    +

    You may have a nested struct similar to this:

    +
    use pyo3::prelude::*;
    +#[pyclass]
    +#[derive(Clone)]
    +struct Inner {/* fields omitted */}
    +
    +#[pyclass]
    +struct Outer {
    +    #[pyo3(get)]
    +    inner: Inner,
    +}
    +
    +#[pymethods]
    +impl Outer {
    +    #[new]
    +    fn __new__() -> Self {
    +        Self { inner: Inner {} }
    +    }
    +}
    +

    When Python code accesses Outer's field, PyO3 will return a new object on every access (note that their addresses are different):

    +
    outer = Outer()
    +
    +a = outer.inner
    +b = outer.inner
    +
    +assert a is b, f"a: {a}\nb: {b}"
    +
    +
    AssertionError: a: <builtins.Inner object at 0x00000238FFB9C7B0>
    +b: <builtins.Inner object at 0x00000238FFB9C830>
    +
    +

    This can be especially confusing if the field is mutable, as getting the field and then mutating it won't persist - you'll just get a fresh clone of the original on the next access. Unfortunately Python and Rust don't agree about ownership - if PyO3 gave out references to (possibly) temporary Rust objects to Python code, Python code could then keep that reference alive indefinitely. Therefore returning Rust objects requires cloning.

    +

    If you don't want that cloning to happen, a workaround is to allocate the field on the Python heap and store a reference to that, by using Py<...>:

    +
    use pyo3::prelude::*;
    +#[pyclass]
    +struct Inner {/* fields omitted */}
    +
    +#[pyclass]
    +struct Outer {
    +    inner: Py<Inner>,
    +}
    +
    +#[pymethods]
    +impl Outer {
    +    #[new]
    +    fn __new__(py: Python<'_>) -> PyResult<Self> {
    +        Ok(Self {
    +            inner: Py::new(py, Inner {})?,
    +        })
    +    }
    +
    +    #[getter]
    +    fn inner(&self, py: Python<'_>) -> Py<Inner> {
    +        self.inner.clone_ref(py)
    +    }
    +}
    +

    This time a and b are the same object:

    +
    outer = Outer()
    +
    +a = outer.inner
    +b = outer.inner
    +
    +assert a is b, f"a: {a}\nb: {b}"
    +print(f"a: {a}\nb: {b}")
    +
    +
    a: <builtins.Inner object at 0x0000020044FCC670>
    +b: <builtins.Inner object at 0x0000020044FCC670>
    +
    +

    The downside to this approach is that any Rust code working on the Outer struct now has to acquire the GIL to do anything with its field.

    +

    I want to use the pyo3 crate re-exported from dependency but the proc-macros fail!

    +

    All PyO3 proc-macros (#[pyclass], #[pyfunction], #[derive(FromPyObject)] +and so on) expect the pyo3 crate to be available under that name in your crate +root, which is the normal situation when pyo3 is a direct dependency of your +crate.

    +

    However, when the dependency is renamed, or your crate only indirectly depends +on pyo3, you need to let the macro code know where to find the crate. This is +done with the crate attribute:

    +
    use pyo3::prelude::*;
    +pub extern crate pyo3;
    +mod reexported { pub use ::pyo3; }
    +#[pyclass]
    +#[pyo3(crate = "reexported::pyo3")]
    +struct MyClass;
    +

    I'm trying to call Python from Rust but I get STATUS_DLL_NOT_FOUND or STATUS_ENTRYPOINT_NOT_FOUND!

    +

    This happens on Windows when linking to the python DLL fails or the wrong one is linked. The Python DLL on Windows will usually be called something like:

    +
      +
    • python3X.dll for Python 3.X, e.g. python310.dll for Python 3.10
    • +
    • python3.dll when using PyO3's abi3 feature
    • +
    +

    The DLL needs to be locatable using the Windows DLL search order. Some ways to achieve this are:

    +
      +
    • Put the Python DLL in the same folder as your build artifacts
    • +
    • Add the directory containing the Python DLL to your PATH environment variable, for example C:\Users\<You>\AppData\Local\Programs\Python\Python310
    • +
    • If this happens when you are distributing your program, consider using PyOxidizer to package it with your binary.
    • +
    +

    If the wrong DLL is linked it is possible that this happened because another program added itself and its own Python DLLs to PATH. Rearrange your PATH variables to give the correct DLL priority.

    +
    +

    Note: Changes to PATH (or any other environment variable) are not visible to existing shells. Restart it for changes to take effect.

    +
    +

    For advanced troubleshooting, Dependency Walker can be used to diagnose linking errors.

    +

    Migrating from older PyO3 versions

    +

    This guide can help you upgrade code through breaking changes from one PyO3 version to the next. +For a detailed list of all changes, see the CHANGELOG.

    +

    from 0.21.* to 0.22

    +

    Deprecation of implicit default for trailing optional arguments

    +
    +Click to expand +

    With pyo3 0.22 the implicit None default for trailing Option<T> type argument is deprecated. To migrate, place a #[pyo3(signature = (...))] attribute on affected functions or methods and specify the desired behavior. +The migration warning specifies the corresponding signature to keep the current behavior. With 0.23 the signature will be required for any function containing Option<T> type parameters to prevent accidental +and unnoticed changes in behavior. With 0.24 this restriction will be lifted again and Option<T> type arguments will be treated as any other argument without special handling.

    +

    Before:

    +
    #![allow(deprecated, dead_code)]
    +use pyo3::prelude::*;
    +#[pyfunction]
    +fn increment(x: u64, amount: Option<u64>) -> u64 {
    +    x + amount.unwrap_or(1)
    +}
    +

    After:

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +#[pyfunction]
    +#[pyo3(signature = (x, amount=None))]
    +fn increment(x: u64, amount: Option<u64>) -> u64 {
    +    x + amount.unwrap_or(1)
    +}
    +
    +

    Py::clone is now gated behind the py-clone feature

    +
    +Click to expand +If you rely on `impl Clone for Py` to fulfil trait requirements imposed by existing Rust code written without PyO3-based code in mind, the newly introduced feature `py-clone` must be enabled. +

    However, take care to note that the behaviour is different from previous versions. If Clone was called without the GIL being held, we tried to delay the application of these reference count increments until PyO3-based code would re-acquire it. This turned out to be impossible to implement in a sound manner and hence was removed. Now, if Clone is called without the GIL being held, we panic instead for which calling code might not be prepared.

    +

    Related to this, we also added a pyo3_disable_reference_pool conditional compilation flag which removes the infrastructure necessary to apply delayed reference count decrements implied by impl<T> Drop for Py<T>. They do not appear to be a soundness hazard as they should lead to memory leaks in the worst case. However, the global synchronization adds significant overhead to cross the Python-Rust boundary. Enabling this feature will remove these costs and make the Drop implementation abort the process if called without the GIL being held instead.

    +
    +

    Require explicit opt-in for comparison for simple enums

    +
    +Click to expand +

    With pyo3 0.22 the new #[pyo3(eq)] options allows automatic implementation of Python equality using Rust's PartialEq. Previously simple enums automatically implemented equality in terms of their discriminants. To make PyO3 more consistent, this automatic equality implementation is deprecated in favour of having opt-ins for all #[pyclass] types. Similarly, simple enums supported comparison with integers, which is not covered by Rust's PartialEq derive, so has been split out into the #[pyo3(eq_int)] attribute.

    +

    To migrate, place a #[pyo3(eq, eq_int)] attribute on simple enum classes.

    +

    Before:

    +
    #![allow(deprecated, dead_code)]
    +use pyo3::prelude::*;
    +#[pyclass]
    +enum SimpleEnum {
    +    VariantA,
    +    VariantB = 42,
    +}
    +

    After:

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +#[pyclass(eq, eq_int)]
    +#[derive(PartialEq)]
    +enum SimpleEnum {
    +    VariantA,
    +    VariantB = 42,
    +}
    +
    +

    PyType::name reworked to better match Python __name__

    +
    +Click to expand +

    This function previously would try to read directly from Python type objects' C API field (tp_name), in which case it +would return a Cow::Borrowed. However the contents of tp_name don't have well-defined semantics.

    +

    Instead PyType::name() now returns the equivalent of Python __name__ and returns PyResult<Bound<'py, PyString>>.

    +

    The closest equivalent to PyO3 0.21's version of PyType::name() has been introduced as a new function PyType::fully_qualified_name(), +which is equivalent to __module__ and __qualname__ joined as module.qualname.

    +

    Before:

    +
    #![allow(deprecated, dead_code)]
    +use pyo3::prelude::*;
    +use pyo3::types::{PyBool};
    +fn main() -> PyResult<()> {
    +Python::with_gil(|py| {
    +    let bool_type = py.get_type_bound::<PyBool>();
    +    let name = bool_type.name()?.into_owned();
    +    println!("Hello, {}", name);
    +
    +    let mut name_upper = bool_type.name()?;
    +    name_upper.to_mut().make_ascii_uppercase();
    +    println!("Hello, {}", name_upper);
    +
    +    Ok(())
    +})
    +}
    +

    After:

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +use pyo3::types::{PyBool};
    +fn main() -> PyResult<()> {
    +Python::with_gil(|py| {
    +    let bool_type = py.get_type_bound::<PyBool>();
    +    let name = bool_type.name()?;
    +    println!("Hello, {}", name);
    +
    +    // (if the full dotted path was desired, switch from `name()` to `fully_qualified_name()`)
    +    let mut name_upper = bool_type.fully_qualified_name()?.to_string();
    +    name_upper.make_ascii_uppercase();
    +    println!("Hello, {}", name_upper);
    +
    +    Ok(())
    +})
    +}
    +
    +

    from 0.20.* to 0.21

    +
    +Click to expand +

    PyO3 0.21 introduces a new Bound<'py, T> smart pointer which replaces the existing "GIL Refs" API to interact with Python objects. For example, in PyO3 0.20 the reference &'py PyAny would be used to interact with Python objects. In PyO3 0.21 the updated type is Bound<'py, PyAny>. Making this change moves Rust ownership semantics out of PyO3's internals and into user code. This change fixes a known soundness edge case of interaction with gevent as well as improves CPU and memory performance. For a full history of discussion see https://github.com/PyO3/pyo3/issues/3382.

    +

    The "GIL Ref" &'py PyAny and similar types such as &'py PyDict continue to be available as a deprecated API. Due to the advantages of the new API it is advised that all users make the effort to upgrade as soon as possible.

    +

    In addition to the major API type overhaul, PyO3 has needed to make a few small breaking adjustments to other APIs to close correctness and soundness gaps.

    +

    The recommended steps to update to PyO3 0.21 is as follows:

    +
      +
    1. Enable the gil-refs feature to silence deprecations related to the API change
    2. +
    3. Fix all other PyO3 0.21 migration steps
    4. +
    5. Disable the gil-refs feature and migrate off the deprecated APIs
    6. +
    +

    The following sections are laid out in this order.

    +
    +

    Enable the gil-refs feature

    +
    +Click to expand +

    To make the transition for the PyO3 ecosystem away from the GIL Refs API as smooth as possible, in PyO3 0.21 no APIs consuming or producing GIL Refs have been altered. Instead, variants using Bound<T> smart pointers have been introduced, for example PyTuple::new_bound which returns Bound<PyTuple> is the replacement form of PyTuple::new. The GIL Ref APIs have been deprecated, but to make migration easier it is possible to disable these deprecation warnings by enabling the gil-refs feature.

    +
    +

    The one single exception where an existing API was changed in-place is the pyo3::intern! macro. Almost all uses of this macro did not need to update code to account it changing to return &Bound<PyString> immediately, and adding an intern_bound! replacement was perceived as adding more work for users.

    +
    +

    It is recommended that users do this as a first step of updating to PyO3 0.21 so that the deprecation warnings do not get in the way of resolving the rest of the migration steps.

    +

    Before:

    +
    # Cargo.toml
    +[dependencies]
    +pyo3 = "0.20"
    +
    +

    After:

    +
    # Cargo.toml
    +[dependencies]
    +pyo3 = { version = "0.21", features = ["gil-refs"] }
    +
    +
    +

    PyTypeInfo and PyTryFrom have been adjusted

    +
    +Click to expand +

    The PyTryFrom trait has aged poorly, its try_from method now conflicts with TryFrom::try_from in the 2021 edition prelude. A lot of its functionality was also duplicated with PyTypeInfo.

    +

    To tighten up the PyO3 traits as part of the deprecation of the GIL Refs API the PyTypeInfo trait has had a simpler companion PyTypeCheck. The methods PyAny::downcast and PyAny::downcast_exact no longer use PyTryFrom as a bound, instead using PyTypeCheck and PyTypeInfo respectively.

    +

    To migrate, switch all type casts to use obj.downcast() instead of try_from(obj) (and similar for downcast_exact).

    +

    Before:

    +
    #![allow(deprecated)]
    +use pyo3::prelude::*;
    +use pyo3::types::{PyInt, PyList};
    +fn main() -> PyResult<()> {
    +Python::with_gil(|py| {
    +    let list = PyList::new(py, 0..5);
    +    let b = <PyInt as PyTryFrom>::try_from(list.get_item(0).unwrap())?;
    +    Ok(())
    +})
    +}
    +

    After:

    +
    use pyo3::prelude::*;
    +use pyo3::types::{PyInt, PyList};
    +fn main() -> PyResult<()> {
    +Python::with_gil(|py| {
    +    // Note that PyList::new is deprecated for PyList::new_bound as part of the GIL Refs API removal,
    +    // see the section below on migration to Bound<T>.
    +    #[allow(deprecated)]
    +    let list = PyList::new(py, 0..5);
    +    let b = list.get_item(0).unwrap().downcast::<PyInt>()?;
    +    Ok(())
    +})
    +}
    +
    +

    Iter(A)NextOutput are deprecated

    +
    +Click to expand +

    The __next__ and __anext__ magic methods can now return any type convertible into Python objects directly just like all other #[pymethods]. The IterNextOutput used by __next__ and IterANextOutput used by __anext__ are subsequently deprecated. Most importantly, this change allows returning an awaitable from __anext__ without non-sensically wrapping it into Yield or Some. Only the return types Option<T> and Result<Option<T>, E> are still handled in a special manner where Some(val) yields val and None stops iteration.

    +

    Starting with an implementation of a Python iterator using IterNextOutput, e.g.

    +
    #![allow(deprecated)]
    +use pyo3::prelude::*;
    +use pyo3::iter::IterNextOutput;
    +
    +#[pyclass]
    +struct PyClassIter {
    +    count: usize,
    +}
    +
    +#[pymethods]
    +impl PyClassIter {
    +    fn __next__(&mut self) -> IterNextOutput<usize, &'static str> {
    +        if self.count < 5 {
    +            self.count += 1;
    +            IterNextOutput::Yield(self.count)
    +        } else {
    +            IterNextOutput::Return("done")
    +        }
    +    }
    +}
    +

    If returning "done" via StopIteration is not really required, this should be written as

    +
    use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct PyClassIter {
    +    count: usize,
    +}
    +
    +#[pymethods]
    +impl PyClassIter {
    +    fn __next__(&mut self) -> Option<usize> {
    +        if self.count < 5 {
    +            self.count += 1;
    +            Some(self.count)
    +        } else {
    +            None
    +        }
    +    }
    +}
    +

    This form also has additional benefits: It has already worked in previous PyO3 versions, it matches the signature of Rust's Iterator trait and it allows using a fast path in CPython which completely avoids the cost of raising a StopIteration exception. Note that using Option::transpose and the Result<Option<T>, E> variant, this form can also be used to wrap fallible iterators.

    +

    Alternatively, the implementation can also be done as it would in Python itself, i.e. by "raising" a StopIteration exception

    +
    use pyo3::prelude::*;
    +use pyo3::exceptions::PyStopIteration;
    +
    +#[pyclass]
    +struct PyClassIter {
    +    count: usize,
    +}
    +
    +#[pymethods]
    +impl PyClassIter {
    +    fn __next__(&mut self) -> PyResult<usize> {
    +        if self.count < 5 {
    +            self.count += 1;
    +            Ok(self.count)
    +        } else {
    +            Err(PyStopIteration::new_err("done"))
    +        }
    +    }
    +}
    +

    Finally, an asynchronous iterator can directly return an awaitable without confusing wrapping

    +
    use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct PyClassAwaitable {
    +    number: usize,
    +}
    +
    +#[pymethods]
    +impl PyClassAwaitable {
    +    fn __next__(&self) -> usize {
    +        self.number
    +    }
    +
    +    fn __await__(slf: Py<Self>) -> Py<Self> {
    +        slf
    +    }
    +}
    +
    +#[pyclass]
    +struct PyClassAsyncIter {
    +    number: usize,
    +}
    +
    +#[pymethods]
    +impl PyClassAsyncIter {
    +    fn __anext__(&mut self) -> PyClassAwaitable {
    +        self.number += 1;
    +        PyClassAwaitable {
    +            number: self.number,
    +        }
    +    }
    +
    +    fn __aiter__(slf: Py<Self>) -> Py<Self> {
    +        slf
    +    }
    +}
    +
    +

    PyType::name has been renamed to PyType::qualname

    +
    +Click to expand +

    PyType::name has been renamed to PyType::qualname to indicate that it does indeed return the qualified name, matching the __qualname__ attribute. The newly added PyType::name yields the full name including the module name now which corresponds to __module__.__name__ on the level of attributes.

    +
    +

    PyCell has been deprecated

    +
    +Click to expand +

    Interactions with Python objects implemented in Rust no longer need to go though PyCell<T>. Instead iteractions with Python object now consistently go through Bound<T> or Py<T> independently of whether T is native Python object or a #[pyclass] implemented in Rust. Use Bound::new or Py::new respectively to create and Bound::borrow(_mut) / Py::borrow(_mut) to borrow the Rust object.

    +
    +

    Migrating from the GIL Refs API to Bound<T>

    +
    +Click to expand +

    To minimise breakage of code using the GIL Refs API, the Bound<T> smart pointer has been introduced by adding complements to all functions which accept or return GIL Refs. This allows code to migrate by replacing the deprecated APIs with the new ones.

    +

    To identify what to migrate, temporarily switch off the gil-refs feature to see deprecation warnings on almost all uses of APIs accepting and producing GIL Refs . Over one or more PRs it should be possible to follow the deprecation hints to update code. Depending on your development environment, switching off the gil-refs feature may introduce some very targeted breakages, so you may need to fixup those first.

    +

    For example, the following APIs have gained updated variants:

    +
      +
    • PyList::new, PyTyple::new and similar constructors have replacements PyList::new_bound, PyTuple::new_bound etc.
    • +
    • FromPyObject::extract has a new FromPyObject::extract_bound (see the section below)
    • +
    • The PyTypeInfo trait has had new _bound methods added to accept / return Bound<T>.
    • +
    +

    Because the new Bound<T> API brings ownership out of the PyO3 framework and into user code, there are a few places where user code is expected to need to adjust while switching to the new API:

    +
      +
    • Code will need to add the occasional & to borrow the new smart pointer as &Bound<T> to pass these types around (or use .clone() at the very small cost of increasing the Python reference count)
    • +
    • Bound<PyList> and Bound<PyTuple> cannot support indexing with list[0], you should use list.get_item(0) instead.
    • +
    • Bound<PyTuple>::iter_borrowed is slightly more efficient than Bound<PyTuple>::iter. The default iteration of Bound<PyTuple> cannot return borrowed references because Rust does not (yet) have "lending iterators". Similarly Bound<PyTuple>::get_borrowed_item is more efficient than Bound<PyTuple>::get_item for the same reason.
    • +
    • &Bound<T> does not implement FromPyObject (although it might be possible to do this in the future once the GIL Refs API is completely removed). Use bound_any.downcast::<T>() instead of bound_any.extract::<&Bound<T>>().
    • +
    • Bound<PyString>::to_str now borrows from the Bound<PyString> rather than from the 'py lifetime, so code will need to store the smart pointer as a value in some cases where previously &PyString was just used as a temporary. (There are some more details relating to this in the section below.)
    • +
    • .extract::<&str>() now borrows from the source Python object. The simplest way to update is to change to .extract::<PyBackedStr>(), which retains ownership of the Python reference. See more information in the section on deactivating the gil-refs feature.
    • +
    +

    To convert between &PyAny and &Bound<PyAny> use the as_borrowed() method:

    +
    let gil_ref: &PyAny = ...;
    +let bound: &Bound<PyAny> = &gil_ref.as_borrowed();
    +

    To convert between Py<T> and Bound<T> use the bind() / into_bound() methods, and as_unbound() / unbind() to go back from Bound<T> to Py<T>.

    +
    let obj: Py<PyList> = ...;
    +let bound: &Bound<'py, PyList> = obj.bind(py);
    +let bound: Bound<'py, PyList> = obj.into_bound(py);
    +
    +let obj: &Py<PyList> = bound.as_unbound();
    +let obj: Py<PyList> = bound.unbind();
    +
    +

    ⚠️ Warning: dangling pointer trap 💣

    +
    +

    Because of the ownership changes, code which uses .as_ptr() to convert &PyAny and other GIL Refs to a *mut pyo3_ffi::PyObject should take care to avoid creating dangling pointers now that Bound<PyAny> carries ownership.

    +

    For example, the following pattern with Option<&PyAny> can easily create a dangling pointer when migrating to the Bound<PyAny> smart pointer:

    +
    let opt: Option<&PyAny> = ...;
    +let p: *mut ffi::PyObject = opt.map_or(std::ptr::null_mut(), |any| any.as_ptr());
    +

    The correct way to migrate this code is to use .as_ref() to avoid dropping the Bound<PyAny> in the map_or closure:

    +
    let opt: Option<Bound<PyAny>> = ...;
    +let p: *mut ffi::PyObject = opt.as_ref().map_or(std::ptr::null_mut(), Bound::as_ptr);
    +
    +
    +

    Migrating FromPyObject implementations

    +

    FromPyObject has had a new method extract_bound which takes &Bound<'py, PyAny> as an argument instead of &PyAny. Both extract and extract_bound have been given default implementations in terms of the other, to avoid breaking code immediately on update to 0.21.

    +

    All implementations of FromPyObject should be switched from extract to extract_bound.

    +

    Before:

    +
    impl<'py> FromPyObject<'py> for MyType {
    +    fn extract(obj: &'py PyAny) -> PyResult<Self> {
    +        /* ... */
    +    }
    +}
    +

    After:

    +
    impl<'py> FromPyObject<'py> for MyType {
    +    fn extract_bound(obj: &Bound<'py, PyAny>) -> PyResult<Self> {
    +        /* ... */
    +    }
    +}
    +

    The expectation is that in 0.22 extract_bound will have the default implementation removed and in 0.23 extract will be removed.

    +

    Cases where PyO3 cannot emit GIL Ref deprecation warnings

    +

    Despite a large amount of deprecations warnings produced by PyO3 to aid with the transition from GIL Refs to the Bound API, there are a few cases where PyO3 cannot automatically warn on uses of GIL Refs. It is worth checking for these cases manually after the deprecation warnings have all been addressed:

    +
      +
    • Individual implementations of the FromPyObject trait cannot be deprecated, so PyO3 cannot warn about uses of code patterns like .extract<&PyAny>() which produce a GIL Ref.
    • +
    • GIL Refs in #[pyfunction] arguments emit a warning, but if the GIL Ref is wrapped inside another container such as Vec<&PyAny> then PyO3 cannot warn against this.
    • +
    • The wrap_pyfunction!(function)(py) deferred argument form of the wrap_pyfunction macro taking py: Python<'py> produces a GIL Ref, and due to limitations in type inference PyO3 cannot warn against this specific case.
    • +
    +
    +

    Deactivating the gil-refs feature

    +
    +Click to expand +

    As a final step of migration, deactivating the gil-refs feature will set up code for best performance and is intended to set up a forward-compatible API for PyO3 0.22.

    +

    At this point code that needed to manage GIL Ref memory can safely remove uses of GILPool (which are constructed by calls to Python::new_pool and Python::with_pool). Deprecation warnings will highlight these cases.

    +

    There is just one case of code that changes upon disabling these features: FromPyObject trait implementations for types that borrow directly from the input data cannot be implemented by PyO3 without GIL Refs (while the GIL Refs API is in the process of being removed). The main types affected are &str, Cow<'_, str>, &[u8], Cow<'_, u8>.

    +

    To make PyO3's core functionality continue to work while the GIL Refs API is in the process of being removed, disabling the gil-refs feature moves the implementations of FromPyObject for &str, Cow<'_, str>, &[u8], Cow<'_, u8> to a new temporary trait FromPyObjectBound. This trait is the expected future form of FromPyObject and has an additional lifetime 'a to enable these types to borrow data from Python objects.

    +

    PyO3 0.21 has introduced the PyBackedStr and PyBackedBytes types to help with this case. The easiest way to avoid lifetime challenges from extracting &str is to use these. For more complex types like Vec<&str>, is now impossible to extract directly from a Python object and Vec<PyBackedStr> is the recommended upgrade path.

    +

    A key thing to note here is because extracting to these types now ties them to the input lifetime, some extremely common patterns may need to be split into multiple Rust lines. For example, the following snippet of calling .extract::<&str>() directly on the result of .getattr() needs to be adjusted when deactivating the gil-refs feature.

    +

    Before:

    +
    #[cfg(feature = "gil-refs")] {
    +use pyo3::prelude::*;
    +use pyo3::types::{PyList, PyType};
    +fn example<'py>(py: Python<'py>) -> PyResult<()> {
    +#[allow(deprecated)] // GIL Ref API
    +let obj: &'py PyType = py.get_type::<PyList>();
    +let name: &'py str = obj.getattr("__name__")?.extract()?;
    +assert_eq!(name, "list");
    +Ok(())
    +}
    +Python::with_gil(example).unwrap();
    +}
    +

    After:

    +
    #[cfg(any(not(Py_LIMITED_API), Py_3_10))] {
    +use pyo3::prelude::*;
    +use pyo3::types::{PyList, PyType};
    +fn example<'py>(py: Python<'py>) -> PyResult<()> {
    +let obj: Bound<'py, PyType> = py.get_type_bound::<PyList>();
    +let name_obj: Bound<'py, PyAny> = obj.getattr("__name__")?;
    +// the lifetime of the data is no longer `'py` but the much shorter
    +// lifetime of the `name_obj` smart pointer above
    +let name: &'_ str = name_obj.extract()?;
    +assert_eq!(name, "list");
    +Ok(())
    +}
    +Python::with_gil(example).unwrap();
    +}
    +

    To avoid needing to worry about lifetimes at all, it is also possible to use the new PyBackedStr type, which stores a reference to the Python str without a lifetime attachment. In particular, PyBackedStr helps for abi3 builds for Python older than 3.10. Due to limitations in the abi3 CPython API for those older versions, PyO3 cannot offer a FromPyObjectBound implementation for &str on those versions. The easiest way to migrate for older abi3 builds is to replace any cases of .extract::<&str>() with .extract::<PyBackedStr>(). Alternatively, use .extract::<Cow<str>>(), .extract::<String>() to copy the data into Rust.

    +

    The following example uses the same snippet as those just above, but this time the final extracted type is PyBackedStr:

    +
    use pyo3::prelude::*;
    +use pyo3::types::{PyList, PyType};
    +fn example<'py>(py: Python<'py>) -> PyResult<()> {
    +use pyo3::pybacked::PyBackedStr;
    +let obj: Bound<'py, PyType> = py.get_type_bound::<PyList>();
    +let name: PyBackedStr = obj.getattr("__name__")?.extract()?;
    +assert_eq!(&*name, "list");
    +Ok(())
    +}
    +Python::with_gil(example).unwrap();
    +

    from 0.19.* to 0.20

    +

    Drop support for older technologies

    +
    +Click to expand +

    PyO3 0.20 has increased minimum Rust version to 1.56. This enables use of newer language features and simplifies maintenance of the project.

    +
    +

    PyDict::get_item now returns a Result

    +
    +Click to expand +

    PyDict::get_item in PyO3 0.19 and older was implemented using a Python API which would suppress all exceptions and return None in those cases. This included errors in __hash__ and __eq__ implementations of the key being looked up.

    +

    Newer recommendations by the Python core developers advise against using these APIs which suppress exceptions, instead allowing exceptions to bubble upwards. PyDict::get_item_with_error already implemented this recommended behavior, so that API has been renamed to PyDict::get_item.

    +

    Before:

    +
    use pyo3::prelude::*;
    +use pyo3::exceptions::PyTypeError;
    +use pyo3::types::{PyDict, IntoPyDict};
    +
    +fn main() {
    +let _ =
    +Python::with_gil(|py| {
    +    let dict: &PyDict = [("a", 1)].into_py_dict(py);
    +    // `a` is in the dictionary, with value 1
    +    assert!(dict.get_item("a").map_or(Ok(false), |x| x.eq(1))?);
    +    // `b` is not in the dictionary
    +    assert!(dict.get_item("b").is_none());
    +    // `dict` is not hashable, so this fails with a `TypeError`
    +    assert!(dict
    +        .get_item_with_error(dict)
    +        .unwrap_err()
    +        .is_instance_of::<PyTypeError>(py));
    +});
    +}
    +

    After:

    +
    use pyo3::prelude::*;
    +use pyo3::exceptions::PyTypeError;
    +use pyo3::types::{PyDict, IntoPyDict};
    +
    +fn main() {
    +let _ =
    +Python::with_gil(|py| -> PyResult<()> {
    +    let dict: &PyDict = [("a", 1)].into_py_dict(py);
    +    // `a` is in the dictionary, with value 1
    +    assert!(dict.get_item("a")?.map_or(Ok(false), |x| x.eq(1))?);
    +    // `b` is not in the dictionary
    +    assert!(dict.get_item("b")?.is_none());
    +    // `dict` is not hashable, so this fails with a `TypeError`
    +    assert!(dict
    +        .get_item(dict)
    +        .unwrap_err()
    +        .is_instance_of::<PyTypeError>(py));
    +
    +    Ok(())
    +});
    +}
    +
    +

    Required arguments are no longer accepted after optional arguments

    +
    +Click to expand +

    Trailing Option<T> arguments have an automatic default of None. To avoid unwanted changes when modifying function signatures, in PyO3 0.18 it was deprecated to have a required argument after an Option<T> argument without using #[pyo3(signature = (...))] to specify the intended defaults. In PyO3 0.20, this becomes a hard error.

    +

    Before:

    +
    #[pyfunction]
    +fn x_or_y(x: Option<u64>, y: u64) -> u64 {
    +    x.unwrap_or(y)
    +}
    +

    After:

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +
    +#[pyfunction]
    +#[pyo3(signature = (x, y))] // both x and y have no defaults and are required
    +fn x_or_y(x: Option<u64>, y: u64) -> u64 {
    +    x.unwrap_or(y)
    +}
    +
    +

    Remove deprecated function forms

    +
    +Click to expand +

    In PyO3 0.18 the #[args] attribute for #[pymethods], and directly specifying the function signature in #[pyfunction], was deprecated. This functionality has been removed in PyO3 0.20.

    +

    Before:

    +
    #[pyfunction]
    +#[pyo3(a, b = "0", "/")]
    +fn add(a: u64, b: u64) -> u64 {
    +    a + b
    +}
    +

    After:

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +
    +#[pyfunction]
    +#[pyo3(signature = (a, b=0, /))]
    +fn add(a: u64, b: u64) -> u64 {
    +    a + b
    +}
    +
    +

    IntoPyPointer trait removed

    +
    +Click to expand +

    The trait IntoPyPointer, which provided the into_ptr method on many types, has been removed. into_ptr is now available as an inherent method on all types that previously implemented this trait.

    +
    +

    AsPyPointer now unsafe trait

    +
    +Click to expand +

    The trait AsPyPointer is now unsafe trait, meaning any external implementation of it must be marked as unsafe impl, and ensure that they uphold the invariant of returning valid pointers.

    +
    +

    from 0.18.* to 0.19

    +

    Access to Python inside __traverse__ implementations are now forbidden

    +
    +Click to expand +

    During __traverse__ implementations for Python's Garbage Collection it is forbidden to do anything other than visit the members of the #[pyclass] being traversed. This means making Python function calls or other API calls are forbidden.

    +

    Previous versions of PyO3 would allow access to Python (e.g. via Python::with_gil), which could cause the Python interpreter to crash or otherwise confuse the garbage collection algorithm.

    +

    Attempts to acquire the GIL will now panic. See #3165 for more detail.

    +
    use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct SomeClass {}
    +
    +impl SomeClass {
    +    fn __traverse__(&self, pyo3::class::gc::PyVisit<'_>) -> Result<(), pyo3::class::gc::PyTraverseError>` {
    +        Python::with_gil(|| { /*...*/ })  // ERROR: this will panic
    +    }
    +}
    +
    +

    Smarter anyhow::Error / eyre::Report conversion when inner error is "simple" PyErr

    +
    +Click to expand +

    When converting from anyhow::Error or eyre::Report to PyErr, if the inner error is a "simple" PyErr (with no source error), then the inner error will be used directly as the PyErr instead of wrapping it in a new PyRuntimeError with the original information converted into a string.

    +
    #[cfg(feature = "anyhow")]
    +#[allow(dead_code)]
    +mod anyhow_only {
    +use pyo3::prelude::*;
    +use pyo3::exceptions::PyValueError;
    +#[pyfunction]
    +fn raise_err() -> anyhow::Result<()> {
    +    Err(PyValueError::new_err("original error message").into())
    +}
    +
    +fn main() {
    +    Python::with_gil(|py| {
    +        let rs_func = wrap_pyfunction!(raise_err, py).unwrap();
    +        pyo3::py_run!(
    +            py,
    +            rs_func,
    +            r"
    +        try:
    +            rs_func()
    +        except Exception as e:
    +            print(repr(e))
    +        "
    +        );
    +    })
    +}
    +}
    +

    Before, the above code would have printed RuntimeError('ValueError: original error message'), which might be confusing.

    +

    After, the same code will print ValueError: original error message, which is more straightforward.

    +

    However, if the anyhow::Error or eyre::Report has a source, then the original exception will still be wrapped in a PyRuntimeError.

    +
    +

    The deprecated Python::acquire_gil was removed and Python::with_gil must be used instead

    +
    +Click to expand +

    While the API provided by Python::acquire_gil seems convenient, it is somewhat brittle as the design of the GIL token Python relies on proper nesting and panics if not used correctly, e.g.

    +
    #![allow(dead_code, deprecated)]
    +use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct SomeClass {}
    +
    +struct ObjectAndGuard {
    +    object: Py<SomeClass>,
    +    guard: GILGuard,
    +}
    +
    +impl ObjectAndGuard {
    +    fn new() -> Self {
    +        let guard = Python::acquire_gil();
    +        let object = Py::new(guard.python(), SomeClass {}).unwrap();
    +
    +        Self { object, guard }
    +    }
    +}
    +
    +let first = ObjectAndGuard::new();
    +let second = ObjectAndGuard::new();
    +// Panics because the guard within `second` is still alive.
    +drop(first);
    +drop(second);
    +

    The replacement is Python::with_gil which is more cumbersome but enforces the proper nesting by design, e.g.

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct SomeClass {}
    +
    +struct Object {
    +    object: Py<SomeClass>,
    +}
    +
    +impl Object {
    +    fn new(py: Python<'_>) -> Self {
    +        let object = Py::new(py, SomeClass {}).unwrap();
    +
    +        Self { object }
    +    }
    +}
    +
    +// It either forces us to release the GIL before aquiring it again.
    +let first = Python::with_gil(|py| Object::new(py));
    +let second = Python::with_gil(|py| Object::new(py));
    +drop(first);
    +drop(second);
    +
    +// Or it ensures releasing the inner lock before the outer one.
    +Python::with_gil(|py| {
    +    let first = Object::new(py);
    +    let second = Python::with_gil(|py| Object::new(py));
    +    drop(first);
    +    drop(second);
    +});
    +

    Furthermore, Python::acquire_gil provides ownership of a GILGuard which can be freely stored and passed around. This is usually not helpful as it may keep the lock held for a long time thereby blocking progress in other parts of the program. Due to the generative lifetime attached to the GIL token supplied by Python::with_gil, the problem is avoided as the GIL token can only be passed down the call chain. Often, this issue can also be avoided entirely as any GIL-bound reference &'py PyAny implies access to a GIL token Python<'py> via the PyAny::py method.

    +
    +

    from 0.17.* to 0.18

    +

    Required arguments after Option<_> arguments will no longer be automatically inferred

    +
    +Click to expand +

    In #[pyfunction] and #[pymethods], if a "required" function input such as i32 came after an Option<_> input, then the Option<_> would be implicitly treated as required. (All trailing Option<_> arguments were treated as optional with a default value of None).

    +

    Starting with PyO3 0.18, this is deprecated and a future PyO3 version will require a #[pyo3(signature = (...))] option to explicitly declare the programmer's intention.

    +

    Before, x in the below example would be required to be passed from Python code:

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +
    +#[pyfunction]
    +fn required_argument_after_option(x: Option<i32>, y: i32) {}
    +

    After, specify the intended Python signature explicitly:

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +
    +// If x really was intended to be required
    +#[pyfunction(signature = (x, y))]
    +fn required_argument_after_option_a(x: Option<i32>, y: i32) {}
    +
    +// If x was intended to be optional, y needs a default too
    +#[pyfunction(signature = (x=None, y=0))]
    +fn required_argument_after_option_b(x: Option<i32>, y: i32) {}
    +
    +

    __text_signature__ is now automatically generated for #[pyfunction] and #[pymethods]

    +
    +Click to expand +

    The #[pyo3(text_signature = "...")] option was previously the only supported way to set the __text_signature__ attribute on generated Python functions.

    +

    PyO3 is now able to automatically populate __text_signature__ for all functions automatically based on their Rust signature (or the new #[pyo3(signature = (...))] option). These automatically-generated __text_signature__ values will currently only render ... for all default values. Many #[pyo3(text_signature = "...")] options can be removed from functions when updating to PyO3 0.18, however in cases with default values a manual implementation may still be preferred for now.

    +

    As examples:

    +
    use pyo3::prelude::*;
    +
    +// The `text_signature` option here is no longer necessary, as PyO3 will automatically
    +// generate exactly the same value.
    +#[pyfunction(text_signature = "(a, b, c)")]
    +fn simple_function(a: i32, b: i32, c: i32) {}
    +
    +// The `text_signature` still provides value here as of PyO3 0.18, because the automatically
    +// generated signature would be "(a, b=..., c=...)".
    +#[pyfunction(signature = (a, b = 1, c = 2), text_signature = "(a, b=1, c=2)")]
    +fn function_with_defaults(a: i32, b: i32, c: i32) {}
    +
    +fn main() {
    +    Python::with_gil(|py| {
    +        let simple = wrap_pyfunction_bound!(simple_function, py).unwrap();
    +        assert_eq!(simple.getattr("__text_signature__").unwrap().to_string(), "(a, b, c)");
    +        let defaulted = wrap_pyfunction_bound!(function_with_defaults, py).unwrap();
    +        assert_eq!(defaulted.getattr("__text_signature__").unwrap().to_string(), "(a, b=1, c=2)");
    +    })
    +}
    +
    +

    from 0.16.* to 0.17

    +

    Type checks have been changed for PyMapping and PySequence types

    +
    +Click to expand +

    Previously the type checks for PyMapping and PySequence (implemented in PyTryFrom) +used the Python C-API functions PyMapping_Check and PySequence_Check. +Unfortunately these functions are not sufficient for distinguishing such types, +leading to inconsistent behavior (see +pyo3/pyo3#2072).

    +

    PyO3 0.17 changes these downcast checks to explicitly test if the type is a +subclass of the corresponding abstract base class collections.abc.Mapping or +collections.abc.Sequence. Note this requires calling into Python, which may +incur a performance penalty over the previous method. If this performance +penalty is a problem, you may be able to perform your own checks and use +try_from_unchecked (unsafe).

    +

    Another side-effect is that a pyclass defined in Rust with PyO3 will need to +be registered with the corresponding Python abstract base class for +downcasting to succeed. PySequence::register and PyMapping:register have +been added to make it easy to do this from Rust code. These are equivalent to +calling collections.abc.Mapping.register(MappingPyClass) or +collections.abc.Sequence.register(SequencePyClass) from Python.

    +

    For example, for a mapping class defined in Rust:

    +
    use pyo3::prelude::*;
    +use std::collections::HashMap;
    +
    +#[pyclass(mapping)]
    +struct Mapping {
    +    index: HashMap<String, usize>,
    +}
    +
    +#[pymethods]
    +impl Mapping {
    +    #[new]
    +    fn new(elements: Option<&PyList>) -> PyResult<Self> {
    +    // ...
    +    // truncated implementation of this mapping pyclass - basically a wrapper around a HashMap
    +}
    +

    You must register the class with collections.abc.Mapping before the downcast will work:

    +
    let m = Py::new(py, Mapping { index }).unwrap();
    +assert!(m.as_ref(py).downcast::<PyMapping>().is_err());
    +PyMapping::register::<Mapping>(py).unwrap();
    +assert!(m.as_ref(py).downcast::<PyMapping>().is_ok());
    +

    Note that this requirement may go away in the future when a pyclass is able to inherit from the abstract base class directly (see pyo3/pyo3#991).

    +
    +

    The multiple-pymethods feature now requires Rust 1.62

    +
    +Click to expand +

    Due to limitations in the inventory crate which the multiple-pymethods feature depends on, this feature now +requires Rust 1.62. For more information see dtolnay/inventory#32.

    +
    +

    Added impl IntoPy<Py<PyString>> for &str

    +
    +Click to expand +

    This may cause inference errors.

    +

    Before:

    +
    use pyo3::prelude::*;
    +
    +fn main() {
    +Python::with_gil(|py| {
    +    // Cannot infer either `Py<PyAny>` or `Py<PyString>`
    +    let _test = "test".into_py(py);
    +});
    +}
    +

    After, some type annotations may be necessary:

    +
    use pyo3::prelude::*;
    +
    +fn main() {
    +Python::with_gil(|py| {
    +    let _test: Py<PyAny> = "test".into_py(py);
    +});
    +}
    +
    +

    The pyproto feature is now disabled by default

    +
    +Click to expand +

    In preparation for removing the deprecated #[pyproto] attribute macro in a future PyO3 version, it is now gated behind an opt-in feature flag. This also gives a slight saving to compile times for code which does not use the deprecated macro.

    +
    +

    PyTypeObject trait has been deprecated

    +
    +Click to expand +

    The PyTypeObject trait already was near-useless; almost all functionality was already on the PyTypeInfo trait, which PyTypeObject had a blanket implementation based upon. In PyO3 0.17 the final method, PyTypeObject::type_object was moved to PyTypeInfo::type_object.

    +

    To migrate, update trait bounds and imports from PyTypeObject to PyTypeInfo.

    +

    Before:

    +
    use pyo3::Python;
    +use pyo3::type_object::PyTypeObject;
    +use pyo3::types::PyType;
    +
    +fn get_type_object<T: PyTypeObject>(py: Python<'_>) -> &PyType {
    +    T::type_object(py)
    +}
    +

    After

    +
    use pyo3::{Python, PyTypeInfo};
    +use pyo3::types::PyType;
    +
    +fn get_type_object<T: PyTypeInfo>(py: Python<'_>) -> &PyType {
    +    T::type_object(py)
    +}
    +
    +Python::with_gil(|py| { get_type_object::<pyo3::types::PyList>(py); });
    +
    +

    impl<T, const N: usize> IntoPy<PyObject> for [T; N] now requires T: IntoPy rather than T: ToPyObject

    +
    +Click to expand +

    If this leads to errors, simply implement IntoPy. Because pyclasses already implement IntoPy, you probably don't need to worry about this.

    +
    +

    Each #[pymodule] can now only be initialized once per process

    +
    +Click to expand +

    To make PyO3 modules sound in the presence of Python sub-interpreters, for now it has been necessary to explicitly disable the ability to initialize a #[pymodule] more than once in the same process. Attempting to do this will now raise an ImportError.

    +
    +

    from 0.15.* to 0.16

    +

    Drop support for older technologies

    +
    +Click to expand +

    PyO3 0.16 has increased minimum Rust version to 1.48 and minimum Python version to 3.7. This enables use of newer language features (enabling some of the other additions in 0.16) and simplifies maintenance of the project.

    +
    +

    #[pyproto] has been deprecated

    +
    +Click to expand +

    In PyO3 0.15, the #[pymethods] attribute macro gained support for implementing "magic methods" such as __str__ (aka "dunder" methods). This implementation was not quite finalized at the time, with a few edge cases to be decided upon. The existing #[pyproto] attribute macro was left untouched, because it covered these edge cases.

    +

    In PyO3 0.16, the #[pymethods] implementation has been completed and is now the preferred way to implement magic methods. To allow the PyO3 project to move forward, #[pyproto] has been deprecated (with expected removal in PyO3 0.18).

    +

    Migration from #[pyproto] to #[pymethods] is straightforward; copying the existing methods directly from the #[pyproto] trait implementation is all that is needed in most cases.

    +

    Before:

    +
    use pyo3::prelude::*;
    +use pyo3::class::{PyObjectProtocol, PyIterProtocol};
    +use pyo3::types::PyString;
    +
    +#[pyclass]
    +struct MyClass {}
    +
    +#[pyproto]
    +impl PyObjectProtocol for MyClass {
    +    fn __str__(&self) -> &'static [u8] {
    +        b"hello, world"
    +    }
    +}
    +
    +#[pyproto]
    +impl PyIterProtocol for MyClass {
    +    fn __iter__(slf: PyRef<self>) -> PyResult<&PyAny> {
    +        PyString::new(slf.py(), "hello, world").iter()
    +    }
    +}
    +

    After

    +
    use pyo3::prelude::*;
    +use pyo3::types::PyString;
    +
    +#[pyclass]
    +struct MyClass {}
    +
    +#[pymethods]
    +impl MyClass {
    +    fn __str__(&self) -> &'static [u8] {
    +        b"hello, world"
    +    }
    +
    +    fn __iter__(slf: PyRef<self>) -> PyResult<&PyAny> {
    +        PyString::new(slf.py(), "hello, world").iter()
    +    }
    +}
    +
    +

    Removed PartialEq for object wrappers

    +
    +Click to expand +

    The Python object wrappers Py and PyAny had implementations of PartialEq +so that object_a == object_b would compare the Python objects for pointer +equality, which corresponds to the is operator, not the == operator in +Python. This has been removed in favor of a new method: use +object_a.is(object_b). This also has the advantage of not requiring the same +wrapper type for object_a and object_b; you can now directly compare a +Py<T> with a &PyAny without having to convert.

    +

    To check for Python object equality (the Python == operator), use the new +method eq().

    +
    +

    Container magic methods now match Python behavior

    +
    +Click to expand +

    In PyO3 0.15, __getitem__, __setitem__ and __delitem__ in #[pymethods] would generate only the mapping implementation for a #[pyclass]. To match the Python behavior, these methods now generate both the mapping and sequence implementations.

    +

    This means that classes implementing these #[pymethods] will now also be treated as sequences, same as a Python class would be. Small differences in behavior may result:

    +
      +
    • PyO3 will allow instances of these classes to be cast to PySequence as well as PyMapping.
    • +
    • Python will provide a default implementation of __iter__ (if the class did not have one) which repeatedly calls __getitem__ with integers (starting at 0) until an IndexError is raised.
    • +
    +

    To explain this in detail, consider the following Python class:

    +
    class ExampleContainer:
    +
    +    def __len__(self):
    +        return 5
    +
    +    def __getitem__(self, idx: int) -> int:
    +        if idx < 0 or idx > 5:
    +            raise IndexError()
    +        return idx
    +
    +

    This class implements a Python sequence.

    +

    The __len__ and __getitem__ methods are also used to implement a Python mapping. In the Python C-API, these methods are not shared: the sequence __len__ and __getitem__ are defined by the sq_length and sq_item slots, and the mapping equivalents are mp_length and mp_subscript. There are similar distinctions for __setitem__ and __delitem__.

    +

    Because there is no such distinction from Python, implementing these methods will fill the mapping and sequence slots simultaneously. A Python class with __len__ implemented, for example, will have both the sq_length and mp_length slots filled.

    +

    The PyO3 behavior in 0.16 has been changed to be closer to this Python behavior by default.

    +
    +

    wrap_pymodule! and wrap_pyfunction! now respect privacy correctly

    +
    +Click to expand +

    Prior to PyO3 0.16 the wrap_pymodule! and wrap_pyfunction! macros could use modules and functions whose defining fn was not reachable according Rust privacy rules.

    +

    For example, the following code was legal before 0.16, but in 0.16 is rejected because the wrap_pymodule! macro cannot access the private_submodule function:

    +
    mod foo {
    +    use pyo3::prelude::*;
    +
    +    #[pymodule]
    +    fn private_submodule(_py: Python<'_>, m: &PyModule) -> PyResult<()> {
    +        Ok(())
    +    }
    +}
    +
    +use pyo3::prelude::*;
    +use foo::*;
    +
    +#[pymodule]
    +fn my_module(_py: Python<'_>, m: &PyModule) -> PyResult<()> {
    +    m.add_wrapped(wrap_pymodule!(private_submodule))?;
    +    Ok(())
    +}
    +

    To fix it, make the private submodule visible, e.g. with pub or pub(crate).

    +
    mod foo {
    +    use pyo3::prelude::*;
    +
    +    #[pymodule]
    +    pub(crate) fn private_submodule(_py: Python<'_>, m: &PyModule) -> PyResult<()> {
    +        Ok(())
    +    }
    +}
    +
    +use pyo3::prelude::*;
    +use pyo3::wrap_pymodule;
    +use foo::*;
    +
    +#[pymodule]
    +fn my_module(_py: Python<'_>, m: &PyModule) -> PyResult<()> {
    +    m.add_wrapped(wrap_pymodule!(private_submodule))?;
    +    Ok(())
    +}
    +
    +

    from 0.14.* to 0.15

    +

    Changes in sequence indexing

    +
    +Click to expand +

    For all types that take sequence indices (PyList, PyTuple and PySequence), +the API has been made consistent to only take usize indices, for consistency +with Rust's indexing conventions. Negative indices, which were only +sporadically supported even in APIs that took isize, now aren't supported +anywhere.

    +

    Further, the get_item methods now always return a PyResult instead of +panicking on invalid indices. The Index trait has been implemented instead, +and provides the same panic behavior as on Rust vectors.

    +

    Note that slice indices (accepted by PySequence::get_slice and other) still +inherit the Python behavior of clamping the indices to the actual length, and +not panicking/returning an error on out of range indices.

    +

    An additional advantage of using Rust's indexing conventions for these types is +that these types can now also support Rust's indexing operators as part of a +consistent API:

    +
    #![allow(deprecated)]
    +use pyo3::{Python, types::PyList};
    +
    +Python::with_gil(|py| {
    +    let list = PyList::new(py, &[1, 2, 3]);
    +    assert_eq!(list[0..2].to_string(), "[1, 2]");
    +});
    +
    +

    from 0.13.* to 0.14

    +

    auto-initialize feature is now opt-in

    +
    +Click to expand +

    For projects embedding Python in Rust, PyO3 no longer automatically initializes a Python interpreter on the first call to Python::with_gil (or Python::acquire_gil) unless the auto-initialize feature is enabled.

    +
    +

    New multiple-pymethods feature

    +
    +Click to expand +

    #[pymethods] have been reworked with a simpler default implementation which removes the dependency on the inventory crate. This reduces dependencies and compile times for the majority of users.

    +

    The limitation of the new default implementation is that it cannot support multiple #[pymethods] blocks for the same #[pyclass]. If you need this functionality, you must enable the multiple-pymethods feature which will switch #[pymethods] to the inventory-based implementation.

    +
    +

    Deprecated #[pyproto] methods

    +
    +Click to expand +

    Some protocol (aka __dunder__) methods such as __bytes__ and __format__ have been possible to implement two ways in PyO3 for some time: via a #[pyproto] (e.g. PyObjectProtocol for the methods listed here), or by writing them directly in #[pymethods]. This is only true for a handful of the #[pyproto] methods (for technical reasons to do with the way PyO3 currently interacts with the Python C-API).

    +

    In the interest of having only one way to do things, the #[pyproto] forms of these methods have been deprecated.

    +

    To migrate just move the affected methods from a #[pyproto] to a #[pymethods] block.

    +

    Before:

    +
    use pyo3::prelude::*;
    +use pyo3::class::basic::PyObjectProtocol;
    +
    +#[pyclass]
    +struct MyClass {}
    +
    +#[pyproto]
    +impl PyObjectProtocol for MyClass {
    +    fn __bytes__(&self) -> &'static [u8] {
    +        b"hello, world"
    +    }
    +}
    +

    After:

    +
    use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct MyClass {}
    +
    +#[pymethods]
    +impl MyClass {
    +    fn __bytes__(&self) -> &'static [u8] {
    +        b"hello, world"
    +    }
    +}
    +
    +

    from 0.12.* to 0.13

    +

    Minimum Rust version increased to Rust 1.45

    +
    +Click to expand +

    PyO3 0.13 makes use of new Rust language features stabilized between Rust 1.40 and Rust 1.45. If you are using a Rust compiler older than Rust 1.45, you will need to update your toolchain to be able to continue using PyO3.

    +
    +

    Runtime changes to support the CPython limited API

    +
    +Click to expand +

    In PyO3 0.13 support was added for compiling against the CPython limited API. This had a number of implications for all PyO3 users, described here.

    +

    The largest of these is that all types created from PyO3 are what CPython calls "heap" types. The specific implications of this are:

    +
      +
    • If you wish to subclass one of these types from Rust you must mark it #[pyclass(subclass)], as you would if you wished to allow subclassing it from Python code.
    • +
    • Type objects are now mutable - Python code can set attributes on them.
    • +
    • __module__ on types without #[pyclass(module="mymodule")] no longer returns builtins, it now raises AttributeError.
    • +
    +
    +

    from 0.11.* to 0.12

    +

    PyErr has been reworked

    +
    +Click to expand +

    In PyO3 0.12 the PyErr type has been re-implemented to be significantly more compatible with +the standard Rust error handling ecosystem. Specifically PyErr now implements +Error + Send + Sync, which are the standard traits used for error types.

    +

    While this has necessitated the removal of a number of APIs, the resulting PyErr type should now +be much more easier to work with. The following sections list the changes in detail and how to +migrate to the new APIs.

    +
    +

    PyErr::new and PyErr::from_type now require Send + Sync for their argument

    +
    +Click to expand +

    For most uses no change will be needed. If you are trying to construct PyErr from a value that is +not Send + Sync, you will need to first create the Python object and then use +PyErr::from_instance.

    +

    Similarly, any types which implemented PyErrArguments will now need to be Send + Sync.

    +
    +

    PyErr's contents are now private

    +
    +Click to expand +

    It is no longer possible to access the fields .ptype, .pvalue and .ptraceback of a PyErr. +You should instead now use the new methods PyErr::ptype, PyErr::pvalue and PyErr::ptraceback.

    +
    +

    PyErrValue and PyErr::from_value have been removed

    +
    +Click to expand +

    As these were part the internals of PyErr which have been reworked, these APIs no longer exist.

    +

    If you used this API, it is recommended to use PyException::new_err (see the section on +Exception types).

    +
    +

    Into<PyResult<T>> for PyErr has been removed

    +
    +Click to expand +

    This implementation was redundant. Just construct the Result::Err variant directly.

    +

    Before:

    +
    let result: PyResult<()> = PyErr::new::<TypeError, _>("error message").into();
    +

    After (also using the new reworked exception types; see the following section):

    +
    use pyo3::{PyResult, exceptions::PyTypeError};
    +let result: PyResult<()> = Err(PyTypeError::new_err("error message"));
    +
    +

    Exception types have been reworked

    +
    +Click to expand +

    Previously exception types were zero-sized marker types purely used to construct PyErr. In PyO3 +0.12, these types have been replaced with full definitions and are usable in the same way as PyAny, PyDict etc. This +makes it possible to interact with Python exception objects.

    +

    The new types also have names starting with the "Py" prefix. For example, before:

    +
    let err: PyErr = TypeError::py_err("error message");
    +

    After:

    +
    use pyo3::{PyErr, PyResult, Python, type_object::PyTypeObject};
    +use pyo3::exceptions::{PyBaseException, PyTypeError};
    +Python::with_gil(|py| -> PyResult<()> {
    +let err: PyErr = PyTypeError::new_err("error message");
    +
    +// Uses Display for PyErr, new for PyO3 0.12
    +assert_eq!(err.to_string(), "TypeError: error message");
    +
    +// Now possible to interact with exception instances, new for PyO3 0.12
    +let instance: &PyBaseException = err.instance(py);
    +assert_eq!(
    +    instance.getattr("__class__")?,
    +    PyTypeError::type_object(py).as_ref()
    +);
    +Ok(())
    +}).unwrap();
    +
    +

    FromPy has been removed

    +
    +Click to expand +

    To simplify the PyO3 conversion traits, the FromPy trait has been removed. Previously there were +two ways to define the to-Python conversion for a type: +FromPy<T> for PyObject and IntoPy<PyObject> for T.

    +

    Now there is only one way to define the conversion, IntoPy, so downstream crates may need to +adjust accordingly.

    +

    Before:

    +
    use pyo3::prelude::*;
    +struct MyPyObjectWrapper(PyObject);
    +
    +impl FromPy<MyPyObjectWrapper> for PyObject {
    +    fn from_py(other: MyPyObjectWrapper, _py: Python<'_>) -> Self {
    +        other.0
    +    }
    +}
    +

    After

    +
    use pyo3::prelude::*;
    +#[allow(dead_code)]
    +struct MyPyObjectWrapper(PyObject);
    +
    +impl IntoPy<PyObject> for MyPyObjectWrapper {
    +    fn into_py(self, _py: Python<'_>) -> PyObject {
    +        self.0
    +    }
    +}
    +

    Similarly, code which was using the FromPy trait can be trivially rewritten to use IntoPy.

    +

    Before:

    +
    use pyo3::prelude::*;
    +Python::with_gil(|py| {
    +let obj = PyObject::from_py(1.234, py);
    +})
    +

    After:

    +
    use pyo3::prelude::*;
    +Python::with_gil(|py| {
    +let obj: PyObject = 1.234.into_py(py);
    +})
    +
    +

    PyObject is now a type alias of Py<PyAny>

    +
    +Click to expand +

    This should change very little from a usage perspective. If you implemented traits for both +PyObject and Py<T>, you may find you can just remove the PyObject implementation.

    +
    +

    AsPyRef has been removed

    +
    +Click to expand +

    As PyObject has been changed to be just a type alias, the only remaining implementor of AsPyRef +was Py<T>. This removed the need for a trait, so the AsPyRef::as_ref method has been moved to +Py::as_ref.

    +

    This should require no code changes except removing use pyo3::AsPyRef for code which did not use +pyo3::prelude::*.

    +

    Before:

    +
    use pyo3::{AsPyRef, Py, types::PyList};
    +pyo3::Python::with_gil(|py| {
    +let list_py: Py<PyList> = PyList::empty(py).into();
    +let list_ref: &PyList = list_py.as_ref(py);
    +})
    +

    After:

    +
    use pyo3::{Py, types::PyList};
    +pyo3::Python::with_gil(|py| {
    +let list_py: Py<PyList> = PyList::empty(py).into();
    +let list_ref: &PyList = list_py.as_ref(py);
    +})
    +
    +

    from 0.10.* to 0.11

    +

    Stable Rust

    +
    +Click to expand +

    PyO3 now supports the stable Rust toolchain. The minimum required version is 1.39.0.

    +
    +

    #[pyclass] structs must now be Send or unsendable

    +
    +Click to expand +

    Because #[pyclass] structs can be sent between threads by the Python interpreter, they must implement +Send or declared as unsendable (by #[pyclass(unsendable)]). +Note that unsendable is added in PyO3 0.11.1 and Send is always required in PyO3 0.11.0.

    +

    This may "break" some code which previously was accepted, even though it could be unsound. +There can be two fixes:

    +
      +
    1. +

      If you think that your #[pyclass] actually must be Sendable, then let's implement Send. +A common, safer way is using thread-safe types. E.g., Arc instead of Rc, Mutex instead of +RefCell, and Box<dyn Send + T> instead of Box<dyn T>.

      +

      Before:

      +
      use pyo3::prelude::*;
      +use std::rc::Rc;
      +use std::cell::RefCell;
      +
      +#[pyclass]
      +struct NotThreadSafe {
      +    shared_bools: Rc<RefCell<Vec<bool>>>,
      +    closure: Box<dyn Fn()>,
      +}
      +

      After:

      +
      #![allow(dead_code)]
      +use pyo3::prelude::*;
      +use std::sync::{Arc, Mutex};
      +
      +#[pyclass]
      +struct ThreadSafe {
      +    shared_bools: Arc<Mutex<Vec<bool>>>,
      +    closure: Box<dyn Fn() + Send>,
      +}
      +

      In situations where you cannot change your #[pyclass] to automatically implement Send +(e.g., when it contains a raw pointer), you can use unsafe impl Send. +In such cases, care should be taken to ensure the struct is actually thread safe. +See the Rustonomicon for more.

      +
    2. +
    3. +

      If you think that your #[pyclass] should not be accessed by another thread, you can use +unsendable flag. A class marked with unsendable panics when accessed by another thread, +making it thread-safe to expose an unsendable object to the Python interpreter.

      +

      Before:

      +
      use pyo3::prelude::*;
      +
      +#[pyclass]
      +struct Unsendable {
      +    pointers: Vec<*mut std::os::raw::c_char>,
      +}
      +

      After:

      +
      #![allow(dead_code)]
      +use pyo3::prelude::*;
      +
      +#[pyclass(unsendable)]
      +struct Unsendable {
      +    pointers: Vec<*mut std::os::raw::c_char>,
      +}
      +
    4. +
    +
    +

    All PyObject and Py<T> methods now take Python as an argument

    +
    +Click to expand +

    Previously, a few methods such as Object::get_refcnt did not take Python as an argument (to +ensure that the Python GIL was held by the current thread). Technically, this was not sound. +To migrate, just pass a py argument to any calls to these methods.

    +

    Before:

    +
    pyo3::Python::with_gil(|py| {
    +py.None().get_refcnt();
    +})
    +

    After:

    +
    pyo3::Python::with_gil(|py| {
    +py.None().get_refcnt(py);
    +})
    +
    +

    from 0.9.* to 0.10

    +

    ObjectProtocol is removed

    +
    +Click to expand +

    All methods are moved to PyAny. +And since now all native types (e.g., PyList) implements Deref<Target=PyAny>, +all you need to do is remove ObjectProtocol from your code. +Or if you use ObjectProtocol by use pyo3::prelude::*, you have to do nothing.

    +

    Before:

    +
    use pyo3::ObjectProtocol;
    +
    +pyo3::Python::with_gil(|py| {
    +let obj = py.eval("lambda: 'Hi :)'", None, None).unwrap();
    +let hi: &pyo3::types::PyString = obj.call0().unwrap().downcast().unwrap();
    +assert_eq!(hi.len().unwrap(), 5);
    +})
    +

    After:

    +
    pyo3::Python::with_gil(|py| {
    +let obj = py.eval("lambda: 'Hi :)'", None, None).unwrap();
    +let hi: &pyo3::types::PyString = obj.call0().unwrap().downcast().unwrap();
    +assert_eq!(hi.len().unwrap(), 5);
    +})
    +
    +

    No #![feature(specialization)] in user code

    +
    +Click to expand +

    While PyO3 itself still requires specialization and nightly Rust, +now you don't have to use #![feature(specialization)] in your crate.

    +
    +

    from 0.8.* to 0.9

    +

    #[new] interface

    +
    +Click to expand +

    PyRawObject +is now removed and our syntax for constructors has changed.

    +

    Before:

    +
    #[pyclass]
    +struct MyClass {}
    +
    +#[pymethods]
    +impl MyClass {
    +    #[new]
    +    fn new(obj: &PyRawObject) {
    +        obj.init(MyClass {})
    +    }
    +}
    +

    After:

    +
    use pyo3::prelude::*;
    +#[pyclass]
    +struct MyClass {}
    +
    +#[pymethods]
    +impl MyClass {
    +    #[new]
    +    fn new() -> Self {
    +        MyClass {}
    +    }
    +}
    +

    Basically you can return Self or Result<Self> directly. +For more, see the constructor section of this guide.

    +
    +

    PyCell

    +
    +Click to expand +

    PyO3 0.9 introduces PyCell, which is a RefCell-like object wrapper +for ensuring Rust's rules regarding aliasing of references are upheld. +For more detail, see the +Rust Book's section on Rust's rules of references

    +

    For #[pymethods] or #[pyfunction]s, your existing code should continue to work without any change. +Python exceptions will automatically be raised when your functions are used in a way which breaks Rust's +rules of references.

    +

    Here is an example.

    +
    use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct Names {
    +    names: Vec<String>,
    +}
    +
    +#[pymethods]
    +impl Names {
    +    #[new]
    +    fn new() -> Self {
    +        Names { names: vec![] }
    +    }
    +    fn merge(&mut self, other: &mut Names) {
    +        self.names.append(&mut other.names)
    +    }
    +}
    +Python::with_gil(|py| {
    +    let names = Py::new(py, Names::new()).unwrap();
    +    pyo3::py_run!(py, names, r"
    +    try:
    +       names.merge(names)
    +       assert False, 'Unreachable'
    +    except RuntimeError as e:
    +       assert str(e) == 'Already borrowed'
    +    ");
    +})
    +

    Names has a merge method, which takes &mut self and another argument of type &mut Self. +Given this #[pyclass], calling names.merge(names) in Python raises +a PyBorrowMutError exception, since it requires two mutable borrows of names.

    +

    However, for #[pyproto] and some functions, you need to manually fix the code.

    +

    Object creation

    +

    In 0.8 object creation was done with PyRef::new and PyRefMut::new. +In 0.9 these have both been removed. +To upgrade code, please use +PyCell::new instead. +If you need PyRef or PyRefMut, just call .borrow() or .borrow_mut() +on the newly-created PyCell.

    +

    Before:

    +
    use pyo3::prelude::*;
    +#[pyclass]
    +struct MyClass {}
    +Python::with_gil(|py| {
    +let obj_ref = PyRef::new(py, MyClass {}).unwrap();
    +})
    +

    After:

    +
    use pyo3::prelude::*;
    +#[pyclass]
    +struct MyClass {}
    +Python::with_gil(|py| {
    +let obj = PyCell::new(py, MyClass {}).unwrap();
    +let obj_ref = obj.borrow();
    +})
    +

    Object extraction

    +

    For PyClass types T, &T and &mut T no longer have FromPyObject implementations. +Instead you should extract PyRef<T> or PyRefMut<T>, respectively. +If T implements Clone, you can extract T itself. +In addition, you can also extract &PyCell<T>, though you rarely need it.

    +

    Before:

    +
    let obj: &PyAny = create_obj();
    +let obj_ref: &MyClass = obj.extract().unwrap();
    +let obj_ref_mut: &mut MyClass = obj.extract().unwrap();
    +
    +

    After:

    +
    use pyo3::prelude::*;
    +use pyo3::types::IntoPyDict;
    +#[pyclass] #[derive(Clone)] struct MyClass {}
    +#[pymethods] impl MyClass { #[new]fn new() -> Self { MyClass {} }}
    +Python::with_gil(|py| {
    +let typeobj = py.get_type::<MyClass>();
    +let d = [("c", typeobj)].into_py_dict(py);
    +let create_obj = || py.eval("c()", None, Some(d)).unwrap();
    +let obj: &PyAny = create_obj();
    +let obj_cell: &PyCell<MyClass> = obj.extract().unwrap();
    +let obj_cloned: MyClass = obj.extract().unwrap(); // extracted by cloning the object
    +{
    +    let obj_ref: PyRef<'_, MyClass> = obj.extract().unwrap();
    +    // we need to drop obj_ref before we can extract a PyRefMut due to Rust's rules of references
    +}
    +let obj_ref_mut: PyRefMut<'_, MyClass> = obj.extract().unwrap();
    +})
    +

    #[pyproto]

    +

    Most of the arguments to methods in #[pyproto] impls require a +FromPyObject implementation. +So if your protocol methods take &T or &mut T (where T: PyClass), +please use PyRef or PyRefMut instead.

    +

    Before:

    +
    use pyo3::prelude::*;
    +use pyo3::class::PySequenceProtocol;
    +#[pyclass]
    +struct ByteSequence {
    +    elements: Vec<u8>,
    +}
    +#[pyproto]
    +impl PySequenceProtocol for ByteSequence {
    +    fn __concat__(&self, other: &Self) -> PyResult<Self> {
    +        let mut elements = self.elements.clone();
    +        elements.extend_from_slice(&other.elements);
    +        Ok(Self { elements })
    +    }
    +}
    +

    After:

    +
    use pyo3::prelude::*;
    +use pyo3::class::PySequenceProtocol;
    +#[pyclass]
    +struct ByteSequence {
    +    elements: Vec<u8>,
    +}
    +#[pyproto]
    +impl PySequenceProtocol for ByteSequence {
    +    fn __concat__(&self, other: PyRef<'p, Self>) -> PyResult<Self> {
    +        let mut elements = self.elements.clone();
    +        elements.extend_from_slice(&other.elements);
    +        Ok(Self { elements })
    +    }
    +}
    +
    + +

    Using in Python a Rust function with trait bounds

    +

    PyO3 allows for easy conversion from Rust to Python for certain functions and classes (see the conversion table). +However, it is not always straightforward to convert Rust code that requires a given trait implementation as an argument.

    +

    This tutorial explains how to convert a Rust function that takes a trait as argument for use in Python with classes implementing the same methods as the trait.

    +

    Why is this useful?

    +

    Pros

    +
      +
    • Make your Rust code available to Python users
    • +
    • Code complex algorithms in Rust with the help of the borrow checker
    • +
    +

    Cons

    +
      +
    • Not as fast as native Rust (type conversion has to be performed and one part of the code runs in Python)
    • +
    • You need to adapt your code to expose it
    • +
    +

    Example

    +

    Let's work with the following basic example of an implementation of a optimization solver operating on a given model.

    +

    Let's say we have a function solve that operates on a model and mutates its state. +The argument of the function can be any model that implements the Model trait :

    +
    #![allow(dead_code)]
    +pub trait Model {
    +    fn set_variables(&mut self, inputs: &Vec<f64>);
    +    fn compute(&mut self);
    +    fn get_results(&self) -> Vec<f64>;
    +}
    +
    +pub fn solve<T: Model>(model: &mut T) {
    +    println!("Magic solver that mutates the model into a resolved state");
    +}
    +

    Let's assume we have the following constraints:

    +
      +
    • We cannot change that code as it runs on many Rust models.
    • +
    • We also have many Python models that cannot be solved as this solver is not available in that language. +Rewriting it in Python would be cumbersome and error-prone, as everything is already available in Rust.
    • +
    +

    How could we expose this solver to Python thanks to PyO3 ?

    +

    Implementation of the trait bounds for the Python class

    +

    If a Python class implements the same three methods as the Model trait, it seems logical it could be adapted to use the solver. +However, it is not possible to pass a PyObject to it as it does not implement the Rust trait (even if the Python model has the required methods).

    +

    In order to implement the trait, we must write a wrapper around the calls in Rust to the Python model. +The method signatures must be the same as the trait, keeping in mind that the Rust trait cannot be changed for the purpose of making the code available in Python.

    +

    The Python model we want to expose is the following one, which already contains all the required methods:

    +
    class Model:
    +    def set_variables(self, inputs):
    +        self.inputs = inputs
    +    def compute(self):
    +        self.results = [elt**2 - 3 for elt in self.inputs]
    +    def get_results(self):
    +        return self.results
    +
    +

    The following wrapper will call the Python model from Rust, using a struct to hold the model as a PyAny object:

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyList;
    +
    +pub trait Model {
    +  fn set_variables(&mut self, inputs: &Vec<f64>);
    +  fn compute(&mut self);
    +  fn get_results(&self) -> Vec<f64>;
    +}
    +
    +struct UserModel {
    +    model: Py<PyAny>,
    +}
    +
    +impl Model for UserModel {
    +    fn set_variables(&mut self, var: &Vec<f64>) {
    +        println!("Rust calling Python to set the variables");
    +        Python::with_gil(|py| {
    +            self.model
    +                .bind(py)
    +                .call_method("set_variables", (PyList::new_bound(py, var),), None)
    +                .unwrap();
    +        })
    +    }
    +
    +    fn get_results(&self) -> Vec<f64> {
    +        println!("Rust calling Python to get the results");
    +        Python::with_gil(|py| {
    +            self.model
    +                .bind(py)
    +                .call_method("get_results", (), None)
    +                .unwrap()
    +                .extract()
    +                .unwrap()
    +        })
    +    }
    +
    +    fn compute(&mut self) {
    +        println!("Rust calling Python to perform the computation");
    +        Python::with_gil(|py| {
    +            self.model
    +                .bind(py)
    +                .call_method("compute", (), None)
    +                .unwrap();
    +        })
    +    }
    +}
    +

    Now that this bit is implemented, let's expose the model wrapper to Python. +Let's add the PyO3 annotations and add a constructor:

    +
    #![allow(dead_code)]
    +pub trait Model {
    +  fn set_variables(&mut self, inputs: &Vec<f64>);
    +  fn compute(&mut self);
    +  fn get_results(&self) -> Vec<f64>;
    +}
    +use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct UserModel {
    +    model: Py<PyAny>,
    +}
    +
    +#[pymodule]
    +fn trait_exposure(m: &Bound<'_, PyModule>) -> PyResult<()> {
    +    m.add_class::<UserModel>()?;
    +    Ok(())
    +}
    +
    +#[pymethods]
    +impl UserModel {
    +    #[new]
    +    pub fn new(model: Py<PyAny>) -> Self {
    +        UserModel { model }
    +    }
    +}
    +

    Now we add the PyO3 annotations to the trait implementation:

    +
    #[pymethods]
    +impl Model for UserModel {
    +    // the previous trait implementation
    +}
    +

    However, the previous code will not compile. The compilation error is the following one: +error: #[pymethods] cannot be used on trait impl blocks

    +

    That's a bummer! +However, we can write a second wrapper around these functions to call them directly. +This wrapper will also perform the type conversions between Python and Rust.

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyList;
    +
    +pub trait Model {
    +  fn set_variables(&mut self, inputs: &Vec<f64>);
    +  fn compute(&mut self);
    +  fn get_results(&self) -> Vec<f64>;
    +}
    +
    +#[pyclass]
    +struct UserModel {
    +    model: Py<PyAny>,
    +}
    +
    +impl Model for UserModel {
    + fn set_variables(&mut self, var: &Vec<f64>) {
    +     println!("Rust calling Python to set the variables");
    +     Python::with_gil(|py| {
    +         self.model.bind(py)
    +             .call_method("set_variables", (PyList::new_bound(py, var),), None)
    +             .unwrap();
    +     })
    + }
    +
    + fn get_results(&self) -> Vec<f64> {
    +     println!("Rust calling Python to get the results");
    +     Python::with_gil(|py| {
    +         self.model
    +             .bind(py)
    +             .call_method("get_results", (), None)
    +             .unwrap()
    +             .extract()
    +             .unwrap()
    +     })
    + }
    +
    + fn compute(&mut self) {
    +     println!("Rust calling Python to perform the computation");
    +     Python::with_gil(|py| {
    +         self.model
    +             .bind(py)
    +             .call_method("compute", (), None)
    +             .unwrap();
    +     })
    +
    + }
    +}
    +
    +#[pymethods]
    +impl UserModel {
    +    pub fn set_variables(&mut self, var: Vec<f64>) {
    +        println!("Set variables from Python calling Rust");
    +        Model::set_variables(self, &var)
    +    }
    +
    +    pub fn get_results(&mut self) -> Vec<f64> {
    +        println!("Get results from Python calling Rust");
    +        Model::get_results(self)
    +    }
    +
    +    pub fn compute(&mut self) {
    +        println!("Compute from Python calling Rust");
    +        Model::compute(self)
    +    }
    +}
    +

    This wrapper handles the type conversion between the PyO3 requirements and the trait. +In order to meet PyO3 requirements, this wrapper must:

    +
      +
    • return an object of type PyResult
    • +
    • use only values, not references in the method signatures
    • +
    +

    Let's run the file python file:

    +
    class Model:
    +    def set_variables(self, inputs):
    +        self.inputs = inputs
    +    def compute(self):
    +        self.results = [elt**2 - 3 for elt in self.inputs]
    +    def get_results(self):
    +        return self.results
    +
    +if __name__=="__main__":
    +  import trait_exposure
    +
    +  myModel = Model()
    +  my_rust_model = trait_exposure.UserModel(myModel)
    +  my_rust_model.set_variables([2.0])
    +  print("Print value from Python: ", myModel.inputs)
    +  my_rust_model.compute()
    +  print("Print value from Python through Rust: ", my_rust_model.get_results())
    +  print("Print value directly from Python: ", myModel.get_results())
    +
    +

    This outputs:

    +
    Set variables from Python calling Rust
    +Set variables from Rust calling Python
    +Print value from Python:  [2.0]
    +Compute from Python calling Rust
    +Compute from Rust calling Python
    +Get results from Python calling Rust
    +Get results from Rust calling Python
    +Print value from Python through Rust:  [1.0]
    +Print value directly from Python:  [1.0]
    +
    +

    We have now successfully exposed a Rust model that implements the Model trait to Python!

    +

    We will now expose the solve function, but before, let's talk about types errors.

    +

    Type errors in Python

    +

    What happens if you have type errors when using Python and how can you improve the error messages?

    +

    Wrong types in Python function arguments

    +

    Let's assume in the first case that you will use in your Python file my_rust_model.set_variables(2.0) instead of my_rust_model.set_variables([2.0]).

    +

    The Rust signature expects a vector, which corresponds to a list in Python. +What happens if instead of a vector, we pass a single value ?

    +

    At the execution of Python, we get :

    +
    File "main.py", line 15, in <module>
    +   my_rust_model.set_variables(2)
    +TypeError
    +
    +

    It is a type error and Python points to it, so it's easy to identify and solve.

    +

    Wrong types in Python method signatures

    +

    Let's assume now that the return type of one of the methods of our Model class is wrong, for example the get_results method that is expected to return a Vec<f64> in Rust, a list in Python.

    +
    class Model:
    +    def set_variables(self, inputs):
    +        self.inputs = inputs
    +    def compute(self):
    +        self.results = [elt**2 -3 for elt in self.inputs]
    +    def get_results(self):
    +        return self.results[0]
    +        #return self.results <-- this is the expected output
    +
    +

    This call results in the following panic:

    +
    pyo3_runtime.PanicException: called `Result::unwrap()` on an `Err` value: PyErr { type: Py(0x10dcf79f0, PhantomData) }
    +
    +

    This error code is not helpful for a Python user that does not know anything about Rust, or someone that does not know PyO3 was used to interface the Rust code.

    +

    However, as we are responsible for making the Rust code available to Python, we can do something about it.

    +

    The issue is that we called unwrap anywhere we could, and therefore any panic from PyO3 will be directly forwarded to the end user.

    +

    Let's modify the code performing the type conversion to give a helpful error message to the Python user:

    +

    We used in our get_results method the following call that performs the type conversion:

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyList;
    +
    +pub trait Model {
    +  fn set_variables(&mut self, inputs: &Vec<f64>);
    +  fn compute(&mut self);
    +  fn get_results(&self) -> Vec<f64>;
    +}
    +
    +#[pyclass]
    +struct UserModel {
    +    model: Py<PyAny>,
    +}
    +
    +impl Model for UserModel {
    +    fn get_results(&self) -> Vec<f64> {
    +        println!("Rust calling Python to get the results");
    +        Python::with_gil(|py| {
    +            self.model
    +                .bind(py)
    +                .call_method("get_results", (), None)
    +                .unwrap()
    +                .extract()
    +                .unwrap()
    +        })
    +    }
    +    fn set_variables(&mut self, var: &Vec<f64>) {
    +        println!("Rust calling Python to set the variables");
    +        Python::with_gil(|py| {
    +            self.model.bind(py)
    +                .call_method("set_variables", (PyList::new_bound(py, var),), None)
    +                .unwrap();
    +        })
    +    }
    +
    +    fn compute(&mut self) {
    +        println!("Rust calling Python to perform the computation");
    +        Python::with_gil(|py| {
    +            self.model
    +                .bind(py)
    +                .call_method("compute", (), None)
    +                .unwrap();
    +        })
    +    }
    +}
    +

    Let's break it down in order to perform better error handling:

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyList;
    +
    +pub trait Model {
    +  fn set_variables(&mut self, inputs: &Vec<f64>);
    +  fn compute(&mut self);
    +  fn get_results(&self) -> Vec<f64>;
    +}
    +
    +#[pyclass]
    +struct UserModel {
    +    model: Py<PyAny>,
    +}
    +
    +impl Model for UserModel {
    +    fn get_results(&self) -> Vec<f64> {
    +        println!("Get results from Rust calling Python");
    +        Python::with_gil(|py| {
    +            let py_result: Bound<'_, PyAny> = self
    +                .model
    +                .bind(py)
    +                .call_method("get_results", (), None)
    +                .unwrap();
    +
    +            if py_result.get_type().name().unwrap() != "list" {
    +                panic!(
    +                    "Expected a list for the get_results() method signature, got {}",
    +                    py_result.get_type().name().unwrap()
    +                );
    +            }
    +            py_result.extract()
    +        })
    +        .unwrap()
    +    }
    +    fn set_variables(&mut self, var: &Vec<f64>) {
    +        println!("Rust calling Python to set the variables");
    +        Python::with_gil(|py| {
    +            let py_model = self.model.bind(py)
    +                .call_method("set_variables", (PyList::new_bound(py, var),), None)
    +                .unwrap();
    +        })
    +    }
    +
    +    fn compute(&mut self) {
    +        println!("Rust calling Python to perform the computation");
    +        Python::with_gil(|py| {
    +            self.model
    +                .bind(py)
    +                .call_method("compute", (), None)
    +                .unwrap();
    +        })
    +    }
    +}
    +

    By doing so, you catch the result of the Python computation and check its type in order to be able to deliver a better error message before performing the unwrapping.

    +

    Of course, it does not cover all the possible wrong outputs: +the user could return a list of strings instead of a list of floats. +In this case, a runtime panic would still occur due to PyO3, but with an error message much more difficult to decipher for non-rust user.

    +

    It is up to the developer exposing the rust code to decide how much effort to invest into Python type error handling and improved error messages.

    +

    The final code

    +

    Now let's expose the solve() function to make it available from Python.

    +

    It is not possible to directly expose the solve function to Python, as the type conversion cannot be performed. +It requires an object implementing the Model trait as input.

    +

    However, the UserModel already implements this trait. +Because of this, we can write a function wrapper that takes the UserModel--which has already been exposed to Python--as an argument in order to call the core function solve.

    +

    It is also required to make the struct public.

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyList;
    +
    +pub trait Model {
    +    fn set_variables(&mut self, var: &Vec<f64>);
    +    fn get_results(&self) -> Vec<f64>;
    +    fn compute(&mut self);
    +}
    +
    +pub fn solve<T: Model>(model: &mut T) {
    +    println!("Magic solver that mutates the model into a resolved state");
    +}
    +
    +#[pyfunction]
    +#[pyo3(name = "solve")]
    +pub fn solve_wrapper(model: &mut UserModel) {
    +    solve(model);
    +}
    +
    +#[pyclass]
    +pub struct UserModel {
    +    model: Py<PyAny>,
    +}
    +
    +#[pymodule]
    +fn trait_exposure(m: &Bound<'_, PyModule>) -> PyResult<()> {
    +    m.add_class::<UserModel>()?;
    +    m.add_function(wrap_pyfunction!(solve_wrapper, m)?)?;
    +    Ok(())
    +}
    +
    +#[pymethods]
    +impl UserModel {
    +    #[new]
    +    pub fn new(model: Py<PyAny>) -> Self {
    +        UserModel { model }
    +    }
    +
    +    pub fn set_variables(&mut self, var: Vec<f64>) {
    +        println!("Set variables from Python calling Rust");
    +        Model::set_variables(self, &var)
    +    }
    +
    +    pub fn get_results(&mut self) -> Vec<f64> {
    +        println!("Get results from Python calling Rust");
    +        Model::get_results(self)
    +    }
    +
    +    pub fn compute(&mut self) {
    +        Model::compute(self)
    +    }
    +}
    +
    +impl Model for UserModel {
    +    fn set_variables(&mut self, var: &Vec<f64>) {
    +        println!("Rust calling Python to set the variables");
    +        Python::with_gil(|py| {
    +            self.model
    +                .bind(py)
    +                .call_method("set_variables", (PyList::new_bound(py, var),), None)
    +                .unwrap();
    +        })
    +    }
    +
    +    fn get_results(&self) -> Vec<f64> {
    +        println!("Get results from Rust calling Python");
    +        Python::with_gil(|py| {
    +            let py_result: Bound<'_, PyAny> = self
    +                .model
    +                .bind(py)
    +                .call_method("get_results", (), None)
    +                .unwrap();
    +
    +            if py_result.get_type().name().unwrap() != "list" {
    +                panic!(
    +                    "Expected a list for the get_results() method signature, got {}",
    +                    py_result.get_type().name().unwrap()
    +                );
    +            }
    +            py_result.extract()
    +        })
    +        .unwrap()
    +    }
    +
    +    fn compute(&mut self) {
    +        println!("Rust calling Python to perform the computation");
    +        Python::with_gil(|py| {
    +            self.model
    +                .bind(py)
    +                .call_method("compute", (), None)
    +                .unwrap();
    +        })
    +    }
    +}
    +

    Typing and IDE hints for your Python package

    +

    PyO3 provides an easy to use interface to code native Python libraries in Rust. The accompanying Maturin allows you to build and publish them as a package. Yet, for a better user experience, Python libraries should provide typing hints and documentation for all public entities, so that IDEs can show them during development and type analyzing tools such as mypy can use them to properly verify the code.

    +

    Currently the best solution for the problem is to manually maintain *.pyi files and ship them along with the package.

    +

    There is a sketch of a roadmap towards completing the experimental-inspect feature which may eventually lead to automatic type annotations generated by PyO3. This needs more testing and implementation, please see issue #2454.

    +

    Introduction to pyi files

    +

    pyi files (an abbreviation for Python Interface) are called "stub files" in most of the documentation related to them. A very good definition of what it is can be found in old MyPy documentation:

    +
    +

    A stubs file only contains a description of the public interface of the module without any implementations.

    +
    +

    There is also extensive documentation on type stubs on the official Python typing documentation.

    +

    Most Python developers probably already encountered them when trying to use their IDE's "Go to Definition" function on any builtin type. For example, the definitions of a few standard exceptions look like this:

    +
    class BaseException(object):
    +    args: Tuple[Any, ...]
    +    __cause__: BaseException | None
    +    __context__: BaseException | None
    +    __suppress_context__: bool
    +    __traceback__: TracebackType | None
    +    def __init__(self, *args: object) -> None: ...
    +    def __str__(self) -> str: ...
    +    def __repr__(self) -> str: ...
    +    def with_traceback(self: _TBE, tb: TracebackType | None) -> _TBE: ...
    +
    +class SystemExit(BaseException):
    +    code: int
    +
    +class Exception(BaseException): ...
    +
    +class StopIteration(Exception):
    +    value: Any
    +
    +

    As we can see, those are not full definitions containing implementation, but just a description of the interface. It is usually all that the user of the library needs.

    +

    What do the PEPs say?

    +

    At the time of writing this documentation, the pyi files are referenced in three PEPs.

    +

    PEP8 - Style Guide for Python Code - #Function Annotations (last point) recommends all third party library creators to provide stub files as the source of knowledge about the package for type checker tools.

    +
    +

    (...) it is expected that users of third party library packages may want to run type checkers over those packages. For this purpose PEP 484 recommends the use of stub files: .pyi files that are read by the type checker in preference of the corresponding .py files. (...)

    +
    +

    PEP484 - Type Hints - #Stub Files defines stub files as follows.

    +
    +

    Stub files are files containing type hints that are only for use by the type checker, not at runtime.

    +
    +

    It contains a specification for them (highly recommended reading, since it contains at least one thing that is not used in normal Python code) and also some general information about where to store the stub files.

    +

    PEP561 - Distributing and Packaging Type Information describes in detail how to build packages that will enable type checking. In particular it contains information about how the stub files must be distributed in order for type checkers to use them.

    +

    How to do it?

    +

    PEP561 recognizes three ways of distributing type information:

    +
      +
    • inline - the typing is placed directly in source (py) files;
    • +
    • separate package with stub files - the typing is placed in pyi files distributed in their own, separate package;
    • +
    • in-package stub files - the typing is placed in pyi files distributed in the same package as source files.
    • +
    +

    The first way is tricky with PyO3 since we do not have py files. When it has been investigated and necessary changes are implemented, this document will be updated.

    +

    The second way is easy to do, and the whole work can be fully separated from the main library code. The example repo for the package with stub files can be found in PEP561 references section: Stub package repository

    +

    The third way is described below.

    +

    Including pyi files in your PyO3/Maturin build package

    +

    When source files are in the same package as stub files, they should be placed next to each other. We need a way to do that with Maturin. Also, in order to mark our package as typing-enabled we need to add an empty file named py.typed to the package.

    +

    If you do not have other Python files

    +

    If you do not need to add any other Python files apart from pyi to the package, Maturin provides a way to do most of the work for you. As documented in the Maturin Guide, the only thing you need to do is to create a stub file for your module named <module_name>.pyi in your project root and Maturin will do the rest.

    +
    my-rust-project/
    +├── Cargo.toml
    +├── my_project.pyi  # <<< add type stubs for Rust functions in the my_project module here
    +├── pyproject.toml
    +└── src
    +    └── lib.rs
    +
    +

    For an example pyi file see the my_project.pyi content section.

    +

    If you need other Python files

    +

    If you need to add other Python files apart from pyi to the package, you can do it also, but that requires some more work. Maturin provides an easy way to add files to a package (documentation). You just need to create a folder with the name of your module next to the Cargo.toml file (for customization see documentation linked above).

    +

    The folder structure would be:

    +
    my-project
    +├── Cargo.toml
    +├── my_project
    +│   ├── __init__.py
    +│   ├── my_project.pyi
    +│   ├── other_python_file.py
    +│   └── py.typed
    +├── pyproject.toml
    +├── Readme.md
    +└── src
    +    └── lib.rs
    +
    +

    Let's go a little bit more into detail regarding the files inside the package folder.

    +
    __init__.py content
    +

    As we now specify our own package content, we have to provide the __init__.py file, so the folder is treated as a package and we can import things from it. We can always use the same content that Maturin creates for us if we do not specify a Python source folder. For PyO3 bindings it would be:

    +
    from .my_project import *
    +
    +

    That way everything that is exposed by our native module can be imported directly from the package.

    +
    py.typed requirement
    +

    As stated in PEP561:

    +
    +

    Package maintainers who wish to support type checking of their code MUST add a marker file named py.typed to their package supporting typing. This marker applies recursively: if a top-level package includes it, all its sub-packages MUST support type checking as well.

    +
    +

    If we do not include that file, some IDEs might still use our pyi files to show hints, but the type checkers might not. MyPy will raise an error in this situation:

    +
    error: Skipping analyzing "my_project": found module but no type hints or library stubs
    +
    +

    The file is just a marker file, so it should be empty.

    +
    my_project.pyi content
    +

    Our module stub file. This document does not aim at describing how to write them, since you can find a lot of documentation on it, starting from the already quoted PEP484.

    +

    The example can look like this:

    +
    class Car:
    +    """
    +    A class representing a car.
    +
    +    :param body_type: the name of body type, e.g. hatchback, sedan
    +    :param horsepower: power of the engine in horsepower
    +    """
    +    def __init__(self, body_type: str, horsepower: int) -> None: ...
    +
    +    @classmethod
    +    def from_unique_name(cls, name: str) -> 'Car':
    +        """
    +        Creates a Car based on unique name
    +
    +        :param name: model name of a car to be created
    +        :return: a Car instance with default data
    +        """
    +
    +    def best_color(self) -> str:
    +        """
    +        Gets the best color for the car.
    +
    +        :return: the name of the color our great algorithm thinks is the best for this car
    +        """
    +
    +

    Changelog

    +

    All notable changes to this project will be documented in this file. For help with updating to new +PyO3 versions, please see the migration guide.

    +

    The format is based on Keep a Changelog +and this project adheres to Semantic Versioning.

    +

    To see unreleased changes, please see the CHANGELOG on the main branch guide.

    + +

    0.22.1 - 2024-07-06

    +

    Added

    +
      +
    • Add #[pyo3(submodule)] option for declarative #[pymodule]s. #4301
    • +
    • Implement PartialEq<bool> for Bound<'py, PyBool>. #4305
    • +
    +

    Fixed

    +
      +
    • Return NotImplemented instead of raising TypeError from generated equality method when comparing different types. #4287
    • +
    • Handle full-path #[pyo3::prelude::pymodule] and similar for #[pyclass] and #[pyfunction] in declarative modules.#4288
    • +
    • Fix 128-bit int regression on big-endian platforms with Python <3.13. #4291
    • +
    • Stop generating code that will never be covered with declarative modules. #4297
    • +
    • Fix invalid deprecation warning for trailing optional on #[setter] function. #4304
    • +
    +

    0.22.0 - 2024-06-24

    +

    Packaging

    +
      +
    • Update heck dependency to 0.5. #3966
    • +
    • Extend range of supported versions of chrono-tz optional dependency to include version 0.10. #4061
    • +
    • Update MSRV to 1.63. #4129
    • +
    • Add optional num-rational feature to add conversions with Python's fractions.Fraction. #4148
    • +
    • Support Python 3.13. #4184
    • +
    +

    Added

    +
      +
    • Add PyWeakref, PyWeakrefReference and PyWeakrefProxy. #3835
    • +
    • Support #[pyclass] on enums that have tuple variants. #4072
    • +
    • Add support for scientific notation in Decimal conversion. #4079
    • +
    • Add pyo3_disable_reference_pool conditional compilation flag to avoid the overhead of the global reference pool at the cost of known limitations as explained in the performance section of the guide. #4095
    • +
    • Add #[pyo3(constructor = (...))] to customize the generated constructors for complex enum variants. #4158
    • +
    • Add PyType::module, which always matches Python __module__. #4196
    • +
    • Add PyType::fully_qualified_name which matches the "fully qualified name" defined in PEP 737. #4196
    • +
    • Add PyTypeMethods::mro and PyTypeMethods::bases. #4197
    • +
    • Add #[pyclass(ord)] to implement ordering based on PartialOrd. #4202
    • +
    • Implement ToPyObject and IntoPy<PyObject> for PyBackedStr and PyBackedBytes. #4205
    • +
    • Add #[pyclass(hash)] option to implement __hash__ in terms of the Hash implementation #4206
    • +
    • Add #[pyclass(eq)] option to generate __eq__ based on PartialEq, and #[pyclass(eq_int)] for simple enums to implement equality based on their discriminants. #4210
    • +
    • Implement From<Bound<'py, T>> for PyClassInitializer<T>. #4214
    • +
    • Add as_super methods to PyRef and PyRefMut for accesing the base class by reference. #4219
    • +
    • Implement PartialEq<str> for Bound<'py, PyString>. #4245
    • +
    • Implement PyModuleMethods::filename on PyPy. #4249
    • +
    • Implement PartialEq<[u8]> for Bound<'py, PyBytes>. #4250
    • +
    • Add pyo3_ffi::c_str macro to create &'static CStr on Rust versions which don't have 1.77's c"" literals. #4255
    • +
    • Support bool conversion with numpy 2.0's numpy.bool type #4258
    • +
    • Add PyAnyMethods::{bitnot, matmul, floor_div, rem, divmod}. #4264
    • +
    +

    Changed

    +
      +
    • Change the type of PySliceIndices::slicelength and the length parameter of PySlice::indices(). #3761
    • +
    • Deprecate implicit default for trailing optional arguments #4078
    • +
    • Cloneing pointers into the Python heap has been moved behind the py-clone feature, as it must panic without the GIL being held as a soundness fix. #4095
    • +
    • Add #[track_caller] to all Py<T>, Bound<'py, T> and Borrowed<'a, 'py, T> methods which can panic. #4098
    • +
    • Change PyAnyMethods::dir to be fallible and return PyResult<Bound<'py, PyList>> (and similar for PyAny::dir). #4100
    • +
    • The global reference pool (to track pending reference count decrements) is now initialized lazily to avoid the overhead of taking a mutex upon function entry when the functionality is not actually used. #4178
    • +
    • Emit error messages when using weakref or dict when compiling for abi3 for Python older than 3.9. #4194
    • +
    • Change PyType::name to always match Python __name__. #4196
    • +
    • Remove CPython internal ffi call for complex number including: add, sub, mul, div, neg, abs, pow. Added PyAnyMethods::{abs, pos, neg} #4201
    • +
    • Deprecate implicit integer comparision for simple enums in favor of #[pyclass(eq_int)]. #4210
    • +
    • Set the module= attribute of declarative modules' child #[pymodule]s and #[pyclass]es. #4213
    • +
    • Set the module option for complex enum variants from the value set on the complex enum module. #4228
    • +
    • Respect the Python "limited API" when building for the abi3 feature on PyPy or GraalPy. #4237
    • +
    • Optimize code generated by #[pyo3(get)] on #[pyclass] fields. #4254
    • +
    • PyCFunction::new, PyCFunction::new_with_keywords and PyCFunction::new_closure now take &'static CStr name and doc arguments (previously was &'static str). #4255
    • +
    • The experimental-declarative-modules feature is now stabilized and available by default. #4257
    • +
    +

    Fixed

    +
      +
    • Fix panic when PYO3_CROSS_LIB_DIR is set to a missing path. #4043
    • +
    • Fix a compile error when exporting an exception created with create_exception! living in a different Rust module using the declarative-module feature. #4086
    • +
    • Fix FFI definitions of PY_VECTORCALL_ARGUMENTS_OFFSET and PyVectorcall_NARGS to fix a false-positive assertion. #4104
    • +
    • Disable PyUnicode_DATA on PyPy: not exposed by PyPy. #4116
    • +
    • Correctly handle #[pyo3(from_py_with = ...)] attribute on dunder (__magic__) method arguments instead of silently ignoring it. #4117
    • +
    • Fix a compile error when declaring a standalone function or class method with a Python name that is a Rust keyword. #4226
    • +
    • Fix declarative modules discarding doc comments on the mod node. #4236
    • +
    • Fix __dict__ attribute missing for #[pyclass(dict)] instances when building for abi3 on Python 3.9. #4251
    • +
    +

    0.21.2 - 2024-04-16

    +

    Changed

    +
      +
    • Deprecate the PySet::empty() gil-ref constructor. #4082
    • +
    +

    Fixed

    +
      +
    • Fix compile error for async fn in #[pymethods] with a &self receiver and more than one additional argument. #4035
    • +
    • Improve error message for wrong receiver type in __traverse__. #4045
    • +
    • Fix compile error when exporting a #[pyclass] living in a different Rust module using the experimental-declarative-modules feature. #4054
    • +
    • Fix missing_docs lint triggering on documented #[pymodule] functions. #4067
    • +
    • Fix undefined symbol errors for extension modules on AIX (by linking libpython). #4073
    • +
    +

    0.21.1 - 2024-04-01

    +

    Added

    +
      +
    • Implement Send and Sync for PyBackedStr and PyBackedBytes. #4007
    • +
    • Implement Clone, Debug, PartialEq, Eq, PartialOrd, Ord and Hash implementation for PyBackedBytes and PyBackedStr, and Display for PyBackedStr. #4020
    • +
    • Add import_exception_bound! macro to import exception types without generating GIL Ref functionality for them. #4027
    • +
    +

    Changed

    +
      +
    • Emit deprecation warning for uses of GIL Refs as #[setter] function arguments. #3998
    • +
    • Add #[inline] hints on many Bound and Borrowed methods. #4024
    • +
    +

    Fixed

    +
      +
    • Handle #[pyo3(from_py_with = "")] in #[setter] methods #3995
    • +
    • Allow extraction of &Bound in #[setter] methods. #3998
    • +
    • Fix some uncovered code blocks emitted by #[pymodule], #[pyfunction] and #[pyclass] macros. #4009
    • +
    • Fix typo in the panic message when a class referenced in pyo3::import_exception! does not exist. #4012
    • +
    • Fix compile error when using an async #[pymethod] with a receiver and additional arguments. #4015
    • +
    +

    0.21.0 - 2024-03-25

    +

    Added

    +
      +
    • Add support for GraalPy (24.0 and up). #3247
    • +
    • Add PyMemoryView type. #3514
    • +
    • Allow async fn in for #[pyfunction] and #[pymethods], with the experimental-async feature. #3540 #3588 #3599 #3931
    • +
    • Implement PyTypeInfo for PyEllipsis, PyNone and PyNotImplemented. #3577
    • +
    • Support #[pyclass] on enums that have non-unit variants. #3582
    • +
    • Support chrono feature with abi3 feature. #3664
    • +
    • FromPyObject, IntoPy<PyObject> and ToPyObject are implemented on std::duration::Duration #3670
    • +
    • Add PyString::to_cow. Add Py<PyString>::to_str, Py<PyString>::to_cow, and Py<PyString>::to_string_lossy, as ways to access Python string data safely beyond the GIL lifetime. #3677
    • +
    • Add Bound<T> and Borrowed<T> smart pointers as a new API for accessing Python objects. #3686
    • +
    • Add PyNativeType::as_borrowed to convert "GIL refs" to the new Bound smart pointer. #3692
    • +
    • Add FromPyObject::extract_bound method, to migrate FromPyObject implementations to the Bound API. #3706
    • +
    • Add gil-refs feature to allow continued use of the deprecated GIL Refs APIs. #3707
    • +
    • Add methods to PyAnyMethods for binary operators (add, sub, etc.) #3712
    • +
    • Add chrono-tz feature allowing conversion between chrono_tz::Tz and zoneinfo.ZoneInfo #3730
    • +
    • Add FFI definition PyType_GetModuleByDef. #3734
    • +
    • Conversion between std::time::SystemTime and datetime.datetime #3736
    • +
    • Add Py::as_any and Py::into_any. #3785
    • +
    • Add PyStringMethods::encode_utf8. #3801
    • +
    • Add PyBackedStr and PyBackedBytes, as alternatives to &str and &bytes where a Python object owns the data. #3802 #3991
    • +
    • Allow #[pymodule] macro on Rust mod blocks, with the experimental-declarative-modules feature. #3815
    • +
    • Implement ExactSizeIterator for set and frozenset iterators on abi3 feature. #3849
    • +
    • Add Py::drop_ref to explicitly drop a `Py`` and immediately decrease the Python reference count if the GIL is already held. #3871
    • +
    • Allow #[pymodule] macro on single argument functions that take &Bound<'_, PyModule>. #3905
    • +
    • Implement FromPyObject for Cow<str>. #3928
    • +
    • Implement Default for GILOnceCell. #3971
    • +
    • Add PyDictMethods::into_mapping, PyListMethods::into_sequence and PyTupleMethods::into_sequence. #3982
    • +
    +

    Changed

    +
      +
    • PyDict::from_sequence now takes a single argument of type &PyAny (previously took two arguments Python and PyObject). #3532
    • +
    • Deprecate Py::is_ellipsis and PyAny::is_ellipsis in favour of any.is(py.Ellipsis()). #3577
    • +
    • Split some PyTypeInfo functionality into new traits HasPyGilRef and PyTypeCheck. #3600
    • +
    • Deprecate PyTryFrom and PyTryInto traits in favor of any.downcast() via the PyTypeCheck and PyTypeInfo traits. #3601
    • +
    • Allow async methods to accept &self/&mut self #3609
    • +
    • FromPyObject for set types now also accept frozenset objects as input. #3632
    • +
    • FromPyObject for bool now also accepts NumPy's bool_ as input. #3638
    • +
    • Add AsRefSource associated type to PyNativeType. #3653
    • +
    • Rename .is_true to .is_truthy on PyAny and Py<PyAny> to clarify that the test is not based on identity with or equality to the True singleton. #3657
    • +
    • PyType::name is now PyType::qualname whereas PyType::name efficiently accesses the full name which includes the module name. #3660
    • +
    • The Iter(A)NextOutput types are now deprecated and __(a)next__ can directly return anything which can be converted into Python objects, i.e. awaitables do not need to be wrapped into IterANextOutput or Option any more. Option can still be used as well and returning None will trigger the fast path for __next__, stopping iteration without having to raise a StopIteration exception. #3661
    • +
    • Implement FromPyObject on chrono::DateTime<Tz> for all Tz, not just FixedOffset and Utc. #3663
    • +
    • Add lifetime parameter to PyTzInfoAccess trait. For the deprecated gil-ref API, the trait is now implemented for &'py PyTime and &'py PyDateTime instead of PyTime and PyDate. #3679
    • +
    • Calls to __traverse__ become no-ops for unsendable pyclasses if on the wrong thread, thereby avoiding hard aborts at the cost of potential leakage. #3689
    • +
    • Include PyNativeType in pyo3::prelude. #3692
    • +
    • Improve performance of extract::<i64> (and other integer types) by avoiding call to __index__() converting the value to an integer for 3.10+. Gives performance improvement of around 30% for successful extraction. #3742
    • +
    • Relax bound of FromPyObject for Py<T> to just T: PyTypeCheck. #3776
    • +
    • PySet and PyFrozenSet iterators now always iterate the equivalent of iter(set). (A "fast path" with no noticeable performance benefit was removed.) #3849
    • +
    • Move implementations of FromPyObject for &str, Cow<str>, &[u8] and Cow<[u8]> onto a temporary trait FromPyObjectBound when gil-refs feature is deactivated. #3928
    • +
    • Deprecate GILPool, Python::with_pool, and Python::new_pool. #3947
    • +
    +

    Removed

    +
      +
    • Remove all functionality deprecated in PyO3 0.19. #3603
    • +
    +

    Fixed

    +
      +
    • Match PyPy 7.3.14 in removing PyPy-only symbol Py_MAX_NDIMS in favour of PyBUF_MAX_NDIM. #3757
    • +
    • Fix segmentation fault using datetime types when an invalid datetime module is on sys.path. #3818
    • +
    • Fix non_local_definitions lint warning triggered by many PyO3 macros. #3901
    • +
    • Disable PyCode and PyCode_Type on PyPy: PyCode_Type is not exposed by PyPy. #3934
    • +
    +

    0.21.0-beta.0 - 2024-03-10

    +

    Prerelease of PyO3 0.21. See the GitHub diff for what changed between 0.21.0-beta.0 and the final release.

    +

    0.20.3 - 2024-02-23

    +

    Packaging

    +
      +
    • Add portable-atomic dependency. #3619
    • +
    • Check maximum version of Python at build time and for versions not yet supported require opt-in to the abi3 stable ABI by the environment variable PYO3_USE_ABI3_FORWARD_COMPATIBILITY=1. #3821
    • +
    +

    Fixed

    +
      +
    • Use portable-atomic to support platforms without 64-bit atomics. #3619
    • +
    • Fix compilation failure with either feature enabled without experimental-inspect enabled. #3834
    • +
    +

    0.20.2 - 2024-01-04

    +

    Packaging

    +
      +
    • Pin pyo3 and pyo3-ffi dependencies on pyo3-build-config to require the same patch version, i.e. pyo3 0.20.2 requires exactly pyo3-build-config 0.20.2. #3721
    • +
    +

    Fixed

    +
      +
    • Fix compile failure when building pyo3 0.20.0 with latest pyo3-build-config 0.20.X. #3724
    • +
    • Fix docs.rs build. #3722
    • +
    +

    0.20.1 - 2023-12-30

    +

    Added

    +
      +
    • Add optional either feature to add conversions for either::Either<L, R> sum type. #3456
    • +
    • Add optional smallvec feature to add conversions for smallvec::SmallVec. #3507
    • +
    • Add take and into_inner methods to GILOnceCell #3556
    • +
    • #[classmethod] methods can now also receive Py<PyType> as their first argument. #3587
    • +
    • #[pyfunction(pass_module)] can now also receive Py<PyModule> as their first argument. #3587
    • +
    • Add traverse method to GILProtected. #3616
    • +
    • Added abi3-py312 feature #3687
    • +
    +

    Fixed

    +
      +
    • Fix minimum version specification for optional chrono dependency. #3512
    • +
    • Silenced new clippy::unnecessary_fallible_conversions warning when using a Py<Self> self receiver. #3564
    • +
    +

    0.20.0 - 2023-10-11

    +

    Packaging

    +
      +
    • Dual-license PyO3 under either the Apache 2.0 OR the MIT license. This makes the project GPLv2 compatible. #3108
    • +
    • Update MSRV to Rust 1.56. #3208
    • +
    • Bump indoc dependency to 2.0 and unindent dependency to 0.2. #3237
    • +
    • Bump syn dependency to 2.0. #3239
    • +
    • Drop support for debug builds of Python 3.7. #3387
    • +
    • Bump chrono optional dependency to require 0.4.25 or newer. #3427
    • +
    • Support Python 3.12. #3488
    • +
    +

    Added

    +
      +
    • Support __lt__, __le__, __eq__, __ne__, __gt__ and __ge__ in #[pymethods]. #3203
    • +
    • Add FFI definition Py_GETENV. #3336
    • +
    • Add as_ptr and into_ptr inherent methods for Py, PyAny, PyRef, and PyRefMut. #3359
    • +
    • Implement DoubleEndedIterator for PyTupleIterator and PyListIterator. #3366
    • +
    • Add #[pyclass(rename_all = "...")] option: this allows renaming all getters and setters of a struct, or all variants of an enum. Available renaming rules are: "camelCase", "kebab-case", "lowercase", "PascalCase", "SCREAMING-KEBAB-CASE", "SCREAMING_SNAKE_CASE", "snake_case", "UPPERCASE". #3384
    • +
    • Add FFI definitions PyObject_GC_IsTracked and PyObject_GC_IsFinalized on Python 3.9 and up (PyPy 3.10 and up). #3403
    • +
    • Add types for None, Ellipsis, and NotImplemented. #3408
    • +
    • Add FFI definitions for the Py_mod_multiple_interpreters constant and its possible values. #3494
    • +
    • Add FFI definitions for PyInterpreterConfig struct, its constants and Py_NewInterpreterFromConfig. #3502
    • +
    +

    Changed

    +
      +
    • Change PySet::discard to return PyResult<bool> (previously returned nothing). #3281
    • +
    • Optimize implmentation of IntoPy for Rust tuples to Python tuples. #3321
    • +
    • Change PyDict::get_item to no longer suppress arbitrary exceptions (the return type is now PyResult<Option<&PyAny>> instead of Option<&PyAny>), and deprecate PyDict::get_item_with_error. #3330
    • +
    • Deprecate FFI definitions which are deprecated in Python 3.12. #3336
    • +
    • AsPyPointer is now an unsafe trait. #3358
    • +
    • Accept all os.PathLike values in implementation of FromPyObject for PathBuf. #3374
    • +
    • Add __builtins__ to globals in py.run() and py.eval() if they're missing. #3378
    • +
    • Optimize implementation of FromPyObject for BigInt and BigUint. #3379
    • +
    • PyIterator::from_object and PyByteArray::from now take a single argument of type &PyAny (previously took two arguments Python and AsPyPointer). #3389
    • +
    • Replace AsPyPointer with AsRef<PyAny> as a bound in the blanket implementation of From<&T> for PyObject. #3391
    • +
    • Replace blanket impl IntoPy<PyObject> for &T where T: AsPyPointer with implementations of impl IntoPy<PyObject> for &PyAny, &T where T: AsRef<PyAny>, and &Py<T>. #3393
    • +
    • Preserve std::io::Error kind in implementation of From<std::io::IntoInnerError> for PyErr #3396
    • +
    • Try to select a relevant ErrorKind in implementation of From<PyErr> for OSError subclass. #3397
    • +
    • Retrieve the original PyErr in implementation of From<std::io::Error> for PyErr if the std::io::Error has been built using a Python exception (previously would create a new exception wrapping the std::io::Error). #3402
    • +
    • #[pymodule] will now return the same module object on repeated import by the same Python interpreter, on Python 3.9 and up. #3446
    • +
    • Truncate leap-seconds and warn when converting chrono types to Python datetime types (datetime cannot represent leap-seconds). #3458
    • +
    • Err returned from #[pyfunction] will now have a non-None __context__ if called from inside a catch block. #3455
    • +
    • Deprecate undocumented #[__new__] form of #[new] attribute. #3505
    • +
    +

    Removed

    +
      +
    • Remove all functionality deprecated in PyO3 0.18, including #[args] attribute for #[pymethods]. #3232
    • +
    • Remove IntoPyPointer trait in favour of into_ptr inherent methods. #3385
    • +
    +

    Fixed

    +
      +
    • Handle exceptions properly in PySet::discard. #3281
    • +
    • The PyTupleIterator type returned by PyTuple::iter is now public and hence can be named by downstream crates. #3366
    • +
    • Linking of PyOS_FSPath on PyPy. #3374
    • +
    • Fix memory leak in PyTypeBuilder::build. #3401
    • +
    • Disable removed FFI definitions _Py_GetAllocatedBlocks, _PyObject_GC_Malloc, and _PyObject_GC_Calloc on Python 3.11 and up. #3403
    • +
    • Fix ResourceWarning and crashes related to GC when running with debug builds of CPython. #3404
    • +
    • Some-wrapping of Option<T> default arguments will no longer re-wrap Some(T) or expressions evaluating to None. #3461
    • +
    • Fix IterNextOutput::Return not returning a value on PyPy. #3471
    • +
    • Emit compile errors instead of ignoring macro invocations inside #[pymethods] blocks. #3491
    • +
    • Emit error on invalid arguments to #[new], #[classmethod], #[staticmethod], and #[classattr]. #3484
    • +
    • Disable PyMarshal_WriteObjectToString from PyMarshal_ReadObjectFromString with the abi3 feature. #3490
    • +
    • Fix FFI definitions for _PyFrameEvalFunction on Python 3.11 and up (it now receives a _PyInterpreterFrame opaque struct). #3500
    • +
    +

    0.19.2 - 2023-08-01

    +

    Added

    +
      +
    • Add FFI definitions PyState_AddModule, PyState_RemoveModule and PyState_FindModule for PyPy 3.9 and up. #3295
    • +
    • Add FFI definitions _PyObject_CallFunction_SizeT and _PyObject_CallMethod_SizeT. #3297
    • +
    • Add a "performance" section to the guide collecting performance-related tricks and problems. #3304
    • +
    • Add PyErr::Display for all Python versions, and FFI symbol PyErr_DisplayException for Python 3.12. #3334
    • +
    • Add FFI definition PyType_GetDict() for Python 3.12. #3339
    • +
    • Add PyAny::downcast_exact. #3346
    • +
    • Add PySlice::full() to construct a full slice (::). #3353
    • +
    +

    Changed

    +
      +
    • Update PyErr for 3.12 betas to avoid deprecated ffi methods. #3306
    • +
    • Update FFI definitions of object.h for Python 3.12.0b4. #3335
    • +
    • Update pyo3::ffi struct definitions to be compatible with 3.12.0b4. #3342
    • +
    • Optimize conversion of float to f64 (and PyFloat::value) on non-abi3 builds. #3345
    • +
    +

    Fixed

    +
      +
    • Fix timezone conversion bug for FixedOffset datetimes that were being incorrectly converted to and from UTC. #3269
    • +
    • Fix SystemError raised in PyUnicodeDecodeError_Create on PyPy 3.10. #3297
    • +
    • Correct FFI definition Py_EnterRecursiveCall to return c_int (was incorrectly returning ()). #3300
    • +
    • Fix case where PyErr::matches and PyErr::is_instance returned results inconsistent with PyErr::get_type. #3313
    • +
    • Fix loss of panic message in PanicException when unwinding after the exception was "normalized". #3326
    • +
    • Fix PyErr::from_value and PyErr::into_value losing traceback on conversion. #3328
    • +
    • Fix reference counting of immortal objects on Python 3.12.0b4. #3335
    • +
    +

    0.19.1 - 2023-07-03

    +

    Packaging

    +
      +
    • Extend range of supported versions of hashbrown optional dependency to include version 0.14 #3258
    • +
    • Extend range of supported versions of indexmap optional dependency to include version 2. #3277
    • +
    • Support PyPy 3.10. #3289
    • +
    +

    Added

    +
      +
    • Add pyo3::types::PyFrozenSetBuilder to allow building a PyFrozenSet item by item. #3156
    • +
    • Add support for converting to and from Python's ipaddress.IPv4Address/ipaddress.IPv6Address and std::net::IpAddr. #3197
    • +
    • Add support for num-bigint feature in combination with abi3. #3198
    • +
    • Add PyErr_GetRaisedException(), PyErr_SetRaisedException() to FFI definitions for Python 3.12 and later. #3248
    • +
    • Add Python::with_pool which is a safer but more limited alternative to Python::new_pool. #3263
    • +
    • Add PyDict::get_item_with_error on PyPy. #3270
    • +
    • Allow #[new] methods may to return Py<Self> in order to return existing instances. #3287
    • +
    +

    Fixed

    +
      +
    • Fix conversion of classes implementing __complex__ to Complex when using abi3 or PyPy. #3185
    • +
    • Stop suppressing unrelated exceptions in PyAny::hasattr. #3271
    • +
    • Fix memory leak when creating PySet or PyFrozenSet or returning types converted into these internally, e.g. HashSet or BTreeSet. #3286
    • +
    +

    0.19.0 - 2023-05-31

    +

    Packaging

    +
      +
    • Correct dependency on syn to version 1.0.85 instead of the incorrect version 1.0.56. #3152
    • +
    +

    Added

    +
      +
    • Accept text_signature option (and automatically generate signature) for #[new] in #[pymethods]. #2980
    • +
    • Add support for converting to and from Python's decimal.Decimal and rust_decimal::Decimal. #3016
    • +
    • Add #[pyo3(from_item_all)] when deriving FromPyObject to specify get_item as getter for all fields. #3120
    • +
    • Add pyo3::exceptions::PyBaseExceptionGroup for Python 3.11, and corresponding FFI definition PyExc_BaseExceptionGroup. #3141
    • +
    • Accept #[new] with #[classmethod] to create a constructor which receives a (subtype's) class/PyType as its first argument. #3157
    • +
    • Add PyClass::get and Py::get for GIL-indepedent access to classes with #[pyclass(frozen)]. #3158
    • +
    • Add PyAny::is_exact_instance and PyAny::is_exact_instance_of. #3161
    • +
    +

    Changed

    +
      +
    • PyAny::is_instance_of::<T>(obj) is now equivalent to T::is_type_of(obj), and now returns bool instead of PyResult<bool>. #2881
    • +
    • Deprecate text_signature option on #[pyclass] structs. #2980
    • +
    • No longer wrap anyhow::Error/eyre::Report containing a basic PyErr without a chain in a PyRuntimeError. #3004
    • +
    • +
        +
      • Change #[getter] and #[setter] to use a common call "trampoline" to slightly reduce generated code size and compile times. #3029
      • +
      +
    • +
    • Improve default values for str, numbers and bool in automatically-generated text_signature. #3050
    • +
    • Improve default value for None in automatically-generated text_signature. #3066
    • +
    • Rename PySequence::list and PySequence::tuple to PySequence::to_list and PySequence::to_tuple. (The old names continue to exist as deprecated forms.) #3111
    • +
    • Extend the lifetime of the GIL token returned by PyRef::py and PyRefMut::py to match the underlying borrow. #3131
    • +
    • Safe access to the GIL, for example via Python::with_gil, is now locked inside of implementations of the __traverse__ slot. #3168
    • +
    +

    Removed

    +
      +
    • Remove all functionality deprecated in PyO3 0.17, most prominently Python::acquire_gil is replaced by Python::with_gil. #2981
    • +
    +

    Fixed

    +
      +
    • Correct FFI definitions PyGetSetDef, PyMemberDef, PyStructSequence_Field and PyStructSequence_Desc to have *const c_char members for name and doc (not *mut c_char). #3036
    • +
    • Fix panic on fmt::Display, instead return "<unprintable object>" string and report error via sys.unraisablehook() #3062
    • +
    • Fix a compile error of "temporary value dropped while borrowed" when #[pyfunction]s take references into #[pyclass]es #3142
    • +
    • Fix crashes caused by PyO3 applying deferred reference count updates when entering a __traverse__ implementation. #3168
    • +
    • Forbid running the Drop implementations of unsendable classes on other threads. #3176
    • +
    • Fix a compile error when #[pymethods] items come from somewhere else (for example, as a macro argument) and a custom receiver like Py<Self> is used. #3178
    • +
    +

    0.18.3 - 2023-04-13

    +

    Added

    +
      +
    • Add GILProtected<T> to mediate concurrent access to a value using Python's global interpreter lock (GIL). #2975
    • +
    • Support PyASCIIObject / PyUnicode and associated methods on big-endian architectures. #3015
    • +
    • Add FFI definition _PyDict_Contains_KnownHash() for CPython 3.10 and up. #3088
    • +
    +

    Fixed

    +
      +
    • Fix compile error for #[pymethods] and #[pyfunction] called "output". #3022
    • +
    • Fix compile error in generated code for magic methods implemented as a #[staticmethod]. #3055
    • +
    • Fix is_instance for PyDateTime (would incorrectly check for a PyDate). #3071
    • +
    • Fix upstream deprecation of PyUnicode_InternImmortal since Python 3.10. #3071
    • +
    +

    0.18.2 - 2023-03-24

    +

    Packaging

    +
      +
    • Disable default features of chrono to avoid depending on time v0.1.x. #2939
    • +
    +

    Added

    +
      +
    • Implement IntoPy<PyObject>, ToPyObject and FromPyObject for Cow<[u8]> to efficiently handle both bytes and bytearray objects. #2899
    • +
    • Implement IntoPy<PyObject>, ToPyObject and FromPyObject for Cell<T>. #3014
    • +
    • Add PyList::to_tuple(), as a convenient and efficient conversion from lists to tuples. #3042
    • +
    • Add PyTuple::to_list(), as a convenient and efficient conversion from tuples to lists. #3044
    • +
    +

    Changed

    +
      +
    • Optimize PySequence conversion for list and tuple inputs. #2944
    • +
    • Improve exception raised when creating #[pyclass] type object fails during module import. #2947
    • +
    • Optimize PyMapping conversion for dict inputs. #2954
    • +
    • Allow create_exception! to take a dotted.module to place the exception in a submodule. #2979
    • +
    +

    Fixed

    +
      +
    • Fix a reference counting race condition affecting PyObjects cloned in allow_threads blocks. #2952
    • +
    • Fix clippy::redundant_closure lint on default arguments in #[pyo3(signature = (...))] annotations. #2990
    • +
    • Fix non_snake_case lint on generated code in #[pyfunction] macro. #2993
    • +
    • Fix some FFI definitions for the upcoming PyPy 3.10 release. #3031
    • +
    +

    0.18.1 - 2023-02-07

    +

    Added

    +
      +
    • Add PyErr::write_unraisable(). #2889
    • +
    • Add Python::Ellipsis() and PyAny::is_ellipsis() methods. #2911
    • +
    • Add PyDict::update() and PyDict::update_if_missing() methods. #2912
    • +
    +

    Changed

    +
      +
    • FFI definition PyIter_Check on CPython 3.7 is now implemented as hasattr(type(obj), "__next__"), which works correctly on all platforms and adds support for abi3. #2914
    • +
    • Warn about unknown config keys in PYO3_CONFIG_FILE instead of denying. #2926
    • +
    +

    Fixed

    +
      +
    • Send errors returned by __releasebuffer__ to sys.unraisablehook rather than causing SystemError. #2886
    • +
    • Fix downcast to PyIterator succeeding for Python classes which did not implement __next__. #2914
    • +
    • Fix segfault in __traverse__ when visiting None fields of Option<T: AsPyPointer>. #2921
    • +
    • Fix #[pymethods(crate = "...")] option being ignored. #2923
    • +
    • Link against pythonXY_d.dll for debug Python builds on Windows. #2937
    • +
    +

    0.18.0 - 2023-01-17

    +

    Packaging

    +
      +
    • Relax indexmap optional depecency to allow >= 1.6, < 2. #2849
    • +
    • Relax hashbrown optional dependency to allow >= 0.9, < 0.14. #2875
    • +
    • Update memoffset dependency to 0.8. #2875
    • +
    +

    Added

    +
      +
    • Add GILOnceCell::get_or_try_init for fallible GILOnceCell initialization. #2398
    • +
    • Add experimental feature experimental-inspect with type_input() and type_output() helpers to get the Python type of any Python-compatible object. #2490 #2882
    • +
    • The #[pyclass] macro can now take get_all and set_all to create getters and setters for every field. #2692
    • +
    • Add #[pyo3(signature = (...))] option for #[pyfunction] and #[pymethods]. #2702
    • +
    • pyo3-build-config: rebuild when PYO3_ENVIRONMENT_SIGNATURE environment variable value changes. #2727
    • +
    • Add conversions between non-zero int types in std::num and Python int. #2730
    • +
    • Add Py::downcast() as a companion to PyAny::downcast(), as well as downcast_unchecked() for both types. #2734
    • +
    • Add types for all built-in Warning classes as well as PyErr::warn_explicit. #2742
    • +
    • Add abi3-py311 feature. #2776
    • +
    • Add FFI definition _PyErr_ChainExceptions() for CPython. #2788
    • +
    • Add FFI definitions PyVectorcall_NARGS and PY_VECTORCALL_ARGUMENTS_OFFSET for PyPy 3.8 and up. #2811
    • +
    • Add PyList::get_item_unchecked for PyPy. #2827
    • +
    +

    Changed

    +
      +
    • PyO3's macros now emit a much nicer error message if function return values don't implement the required trait(s). #2664
    • +
    • Use a TypeError, rather than a ValueError, when refusing to treat a str as a Vec. #2685
    • +
    • Change PyCFunction::new_closure to take name and doc arguments. #2686
    • +
    • PyType::is_subclass, PyErr::is_instance and PyAny::is_instance now take &PyAny instead of &PyType arguments, so that they work with objects that pretend to be types using __subclasscheck__ and __instancecheck__. #2695
    • +
    • Deprecate #[args] attribute and passing "args" specification directly to #[pyfunction] in favor of the new #[pyo3(signature = (...))] option. #2702
    • +
    • Deprecate required arguments after Option<T> arguments to #[pyfunction] and #[pymethods] without also using #[pyo3(signature)] to specify whether the arguments should be required or have defaults. #2703
    • +
    • Change #[pyfunction] and #[pymethods] to use a common call "trampoline" to slightly reduce generated code size and compile times. #2705
    • +
    • PyAny::cast_as() and Py::cast_as() are now deprecated in favor of PyAny::downcast() and the new Py::downcast(). #2734
    • +
    • Relax lifetime bounds on PyAny::downcast(). #2734
    • +
    • Automatically generate __text_signature__ for all Python functions created using #[pyfunction] and #[pymethods]. #2784
    • +
    • Accept any iterator in PySet::new and PyFrozenSet::new. #2795
    • +
    • Mixing #[cfg(...)] and #[pyo3(...)] attributes on #[pyclass] struct fields will now work. #2796
    • +
    • Re-enable PyFunction on when building for abi3 or PyPy. #2838
    • +
    • Improve derive(FromPyObject) to use intern! when applicable for #[pyo3(item)]. #2879
    • +
    +

    Removed

    +
      +
    • Remove the deprecated pyproto feature, #[pyproto] macro, and all accompanying APIs. #2587
    • +
    • Remove all functionality deprecated in PyO3 0.16. #2843
    • +
    +

    Fixed

    +
      +
    • Disable PyModule::filename on PyPy. #2715
    • +
    • PyCodeObject is now once again defined with fields on Python 3.7. #2726
    • +
    • Raise a TypeError if #[new] pymethods with no arguments receive arguments when called from Python. #2749
    • +
    • Use the NOARGS argument calling convention for methods that have a single py: Python argument (as a performance optimization). #2760
    • +
    • Fix truncation of isize values to c_long in PySlice::new. #2769
    • +
    • Fix soundness issue with FFI definition PyUnicodeDecodeError_Create on PyPy leading to indeterminate behavior (typically a TypeError). #2772
    • +
    • Allow functions taking **kwargs to accept keyword arguments which share a name with a positional-only argument (as permitted by PEP 570). #2800
    • +
    • Fix unresolved symbol for PyObject_Vectorcall on PyPy 3.9 and up. #2811
    • +
    • Fix memory leak in PyCFunction::new_closure. #2842
    • +
    +

    0.17.3 - 2022-11-01

    +

    Packaging

    +
      +
    • Support Python 3.11. (Previous versions of PyO3 0.17 have been tested against Python 3.11 release candidates and are expected to be compatible, this is the first version tested against Python 3.11.0.) #2708
    • +
    +

    Added

    +
      +
    • Implemented ExactSizeIterator for PyListIterator, PyDictIterator, PySetIterator and PyFrozenSetIterator. #2676
    • +
    +

    Fixed

    +
      +
    • Fix regression of impl FromPyObject for [T; N] no longer accepting types passing PySequence_Check, e.g. NumPy arrays, since version 0.17.0. This the same fix that was applied impl FromPyObject for Vec<T> in version 0.17.1 extended to fixed-size arrays. #2675
    • +
    • Fix UB in FunctionDescription::extract_arguments_fastcall due to creating slices from a null pointer. #2687
    • +
    +

    0.17.2 - 2022-10-04

    +

    Packaging

    +
      +
    • Added optional chrono feature to convert chrono types into types in the datetime module. #2612
    • +
    +

    Added

    +
      +
    • Add support for num-bigint feature on PyPy. #2626
    • +
    +

    Fixed

    +
      +
    • Correctly implement __richcmp__ for enums, fixing __ne__ returning always returning True. #2622
    • +
    • Fix compile error since 0.17.0 with Option<&SomePyClass> argument with a default. #2630
    • +
    • Fix regression of impl FromPyObject for Vec<T> no longer accepting types passing PySequence_Check, e.g. NumPy arrays, since 0.17.0. #2631
    • +
    +

    0.17.1 - 2022-08-28

    +

    Fixed

    +
      +
    • Fix visibility of PyDictItems, PyDictKeys, and PyDictValues types added in PyO3 0.17.0.
    • +
    • Fix compile failure when using #[pyo3(from_py_with = "...")] attribute on an argument of type Option<T>. #2592
    • +
    • Fix clippy redundant-closure lint on **kwargs arguments for #[pyfunction] and #[pymethods]. #2595
    • +
    +

    0.17.0 - 2022-08-23

    +

    Packaging

    +
      +
    • Update inventory dependency to 0.3 (the multiple-pymethods feature now requires Rust 1.62 for correctness). #2492
    • +
    +

    Added

    +
      +
    • Add timezone_utc. #1588
    • +
    • Implement ToPyObject for [T; N]. #2313
    • +
    • Add PyDictKeys, PyDictValues and PyDictItems Rust types. #2358
    • +
    • Add append_to_inittab. #2377
    • +
    • Add FFI definition PyFrame_GetCode. #2406
    • +
    • Add PyCode and PyFrame high level objects. #2408
    • +
    • Add FFI definitions Py_fstring_input, sendfunc, and _PyErr_StackItem. #2423
    • +
    • Add PyDateTime::new_with_fold, PyTime::new_with_fold, PyTime::get_fold, and PyDateTime::get_fold for PyPy. #2428
    • +
    • Add #[pyclass(frozen)]. #2448
    • +
    • Accept #[pyo3(name)] on enum variants. #2457
    • +
    • Add CompareOp::matches to implement __richcmp__ as the result of a Rust std::cmp::Ordering comparison. #2460
    • +
    • Add PySuper type. #2486
    • +
    • Support PyPy on Windows with the generate-import-lib feature. #2506
    • +
    • Add FFI definitions Py_EnterRecursiveCall and Py_LeaveRecursiveCall. #2511
    • +
    • Add PyDict::get_item_with_error. #2536
    • +
    • Add #[pyclass(sequence)] option. #2567
    • +
    +

    Changed

    +
      +
    • Change datetime constructors taking a tzinfo to take Option<&PyTzInfo> instead of Option<&PyObject>: PyDateTime::new, PyDateTime::new_with_fold, PyTime::new, and PyTime::new_with_fold. #1588
    • +
    • Move PyTypeObject::type_object method to the PyTypeInfo trait, and deprecate the PyTypeObject trait. #2287
    • +
    • Methods of Py and PyAny now accept impl IntoPy<Py<PyString>> rather than just &str to allow use of the intern! macro. #2312
    • +
    • Change the deprecated pyproto feature to be opt-in instead of opt-out. #2322
    • +
    • Emit better error messages when #[pyfunction] return types do not implement IntoPy. #2326
    • +
    • Require T: IntoPy for impl<T, const N: usize> IntoPy<PyObject> for [T; N] instead of T: ToPyObject. #2326
    • +
    • Deprecate the ToBorrowedObject trait. #2333
    • +
    • Iterators over PySet and PyDict will now panic if the underlying collection is mutated during the iteration. #2380
    • +
    • Iterators over PySet and PyDict will now panic if the underlying collection is mutated during the iteration. #2380
    • +
    • Allow #[classattr] methods to be fallible. #2385
    • +
    • Prevent multiple #[pymethods] with the same name for a single #[pyclass]. #2399
    • +
    • Fixup lib_name when using PYO3_CONFIG_FILE. #2404
    • +
    • Add a message to the ValueError raised by the #[derive(FromPyObject)] implementation for a tuple struct. #2414
    • +
    • Allow #[classattr] methods to take Python argument. #2456
    • +
    • Rework PyCapsule type to resolve soundness issues: #2485 +
        +
      • PyCapsule::new and PyCapsule::new_with_destructor now take name: Option<CString> instead of &CStr.
      • +
      • The destructor F in PyCapsule::new_with_destructor must now be Send.
      • +
      • PyCapsule::get_context deprecated in favor of PyCapsule::context which doesn't take a py: Python<'_> argument.
      • +
      • PyCapsule::set_context no longer takes a py: Python<'_> argument.
      • +
      • PyCapsule::name now returns PyResult<Option<&CStr>> instead of &CStr.
      • +
      +
    • +
    • FromPyObject::extract for Vec<T> no longer accepts Python str inputs. #2500
    • +
    • Ensure each #[pymodule] is only initialized once. #2523
    • +
    • pyo3_build_config::add_extension_module_link_args now also emits linker arguments for wasm32-unknown-emscripten. #2538
    • +
    • Type checks for PySequence and PyMapping now require inputs to inherit from (or register with) collections.abc.Sequence and collections.abc.Mapping respectively. #2477
    • +
    • Disable PyFunction on when building for abi3 or PyPy. #2542
    • +
    • Deprecate Python::acquire_gil. #2549
    • +
    +

    Removed

    +
      +
    • Remove all functionality deprecated in PyO3 0.15. #2283
    • +
    • Make the Dict, WeakRef and BaseNativeType members of the PyClass private implementation details. #2572
    • +
    +

    Fixed

    +
      +
    • Enable incorrectly disabled FFI definition PyThreadState_DeleteCurrent. #2357
    • +
    • Fix wrap_pymodule interactions with name resolution rules: it no longer "sees through" glob imports of use submodule::* when submodule::submodule is a #[pymodule]. #2363
    • +
    • Correct FFI definition PyEval_EvalCodeEx to take *const *mut PyObject array arguments instead of *mut *mut PyObject. #2368
    • +
    • Fix "raw-ident" structs (e.g. #[pyclass] struct r#RawName) incorrectly having r# at the start of the class name created in Python. #2395
    • +
    • Correct FFI definition Py_tracefunc to be unsafe extern "C" fn (was previously safe). #2407
    • +
    • Fix compile failure with #[pyo3(from_py_with = "...")] annotations on a field in a #[derive(FromPyObject)] struct. #2414
    • +
    • Fix FFI definitions _PyDateTime_BaseTime and _PyDateTime_BaseDateTime lacking leading underscores in their names. #2421
    • +
    • Remove FFI definition PyArena on Python 3.10 and up. #2421
    • +
    • Fix FFI definition PyCompilerFlags missing member cf_feature_version on Python 3.8 and up. #2423
    • +
    • Fix FFI definition PyAsyncMethods missing member am_send on Python 3.10 and up. #2423
    • +
    • Fix FFI definition PyGenObject having multiple incorrect members on various Python versions. #2423
    • +
    • Fix FFI definition PySyntaxErrorObject missing members end_lineno and end_offset on Python 3.10 and up. #2423
    • +
    • Fix FFI definition PyHeapTypeObject missing member ht_module on Python 3.9 and up. #2423
    • +
    • Fix FFI definition PyFrameObject having multiple incorrect members on various Python versions. #2424 #2434
    • +
    • Fix FFI definition PyTypeObject missing deprecated field tp_print on Python 3.8. #2428
    • +
    • Fix FFI definitions PyDateTime_CAPI. PyDateTime_Date, PyASCIIObject, PyBaseExceptionObject, PyListObject, and PyTypeObject on PyPy. #2428
    • +
    • Fix FFI definition _inittab field initfunc typo'd as initfun. #2431
    • +
    • Fix FFI definitions _PyDateTime_BaseTime and _PyDateTime_BaseDateTime incorrectly having fold member. #2432
    • +
    • Fix FFI definitions PyTypeObject. PyHeapTypeObject, and PyCFunctionObject having incorrect members on PyPy 3.9. #2433
    • +
    • Fix FFI definition PyGetSetDef to have *const c_char for doc member (not *mut c_char). #2439
    • +
    • Fix #[pyo3(from_py_with = "...")] being ignored for 1-element tuple structs and transparent structs. #2440
    • +
    • Use memoffset to avoid UB when computing PyCell layout. #2450
    • +
    • Fix incorrect enum names being returned by the generated repr for enums renamed by #[pyclass(name = "...")] #2457
    • +
    • Fix PyObject_CallNoArgs incorrectly being available when building for abi3 on Python 3.9. #2476
    • +
    • Fix several clippy warnings generated by #[pyfunction] arguments. #2503
    • +
    +

    0.16.6 - 2022-08-23

    +

    Changed

    +
      +
    • Fix soundness issues with PyCapsule type with select workarounds. Users are encourage to upgrade to PyO3 0.17 at their earliest convenience which contains API breakages which fix the issues in a long-term fashion. #2522 +
        +
      • PyCapsule::new and PyCapsule::new_with_destructor now take ownership of a copy of the name to resolve a possible use-after-free.
      • +
      • PyCapsule::name now returns an empty CStr instead of dereferencing a null pointer if the capsule has no name.
      • +
      • The destructor F in PyCapsule::new_with_destructor will never be called if the capsule is deleted from a thread other than the one which the capsule was created in (a warning will be emitted).
      • +
      +
    • +
    • Panics during drop of panic payload caught by PyO3 will now abort. #2544
    • +
    +

    0.16.5 - 2022-05-15

    +

    Added

    +
      +
    • Add an experimental generate-import-lib feature to support auto-generating non-abi3 python import libraries for Windows targets. #2364
    • +
    • Add FFI definition Py_ExitStatusException. #2374
    • +
    +

    Changed

    +
      +
    • Deprecate experimental generate-abi3-import-lib feature in favor of the new generate-import-lib feature. #2364
    • +
    +

    Fixed

    +
      +
    • Added missing warn_default_encoding field to PyConfig on 3.10+. The previously missing field could result in incorrect behavior or crashes. #2370
    • +
    • Fixed order of pathconfig_warnings and program_name fields of PyConfig on 3.10+. Previously, the order of the fields was swapped and this could lead to incorrect behavior or crashes. #2370
    • +
    +

    0.16.4 - 2022-04-14

    +

    Added

    +
      +
    • Add PyTzInfoAccess trait for safe access to time zone information. #2263
    • +
    • Add an experimental generate-abi3-import-lib feature to auto-generate python3.dll import libraries for Windows. #2282
    • +
    • Add FFI definitions for PyDateTime_BaseTime and PyDateTime_BaseDateTime. #2294
    • +
    +

    Changed

    +
      +
    • Improved performance of failing calls to FromPyObject::extract which is common when functions accept multiple distinct types. #2279
    • +
    • Default to "m" ABI tag when choosing libpython link name for CPython 3.7 on Unix. #2288
    • +
    • Allow to compile "abi3" extensions without a working build host Python interpreter. #2293
    • +
    +

    Fixed

    +
      +
    • Crates depending on PyO3 can collect code coverage via LLVM instrumentation using stable Rust. #2286
    • +
    • Fix segfault when calling FFI methods PyDateTime_DATE_GET_TZINFO or PyDateTime_TIME_GET_TZINFO on datetime or time without a tzinfo. #2289
    • +
    • Fix directory names starting with the letter n breaking serialization of the interpreter configuration on Windows since PyO3 0.16.3. #2299
    • +
    +

    0.16.3 - 2022-04-05

    +

    Packaging

    +
      +
    • Extend parking_lot dependency supported versions to include 0.12. #2239
    • +
    +

    Added

    +
      +
    • Add methods to pyo3_build_config::InterpreterConfig to run Python scripts using the configured executable. #2092
    • +
    • Add as_bytes method to Py<PyBytes>. #2235
    • +
    • Add FFI definitions for PyType_FromModuleAndSpec, PyType_GetModule, PyType_GetModuleState and PyModule_AddType. #2250
    • +
    • Add pyo3_build_config::cross_compiling_from_to as a helper to detect when PyO3 is cross-compiling. #2253
    • +
    • Add #[pyclass(mapping)] option to leave sequence slots empty in container implementations. #2265
    • +
    • Add PyString::intern to enable usage of the Python's built-in string interning. #2268
    • +
    • Add intern! macro which can be used to amortize the cost of creating Python strings by storing them inside a GILOnceCell. #2269
    • +
    • Add PYO3_CROSS_PYTHON_IMPLEMENTATION environment variable for selecting the default cross Python implementation. #2272
    • +
    +

    Changed

    +
      +
    • Allow #[pyo3(crate = "...", text_signature = "...")] options to be used directly in #[pyclass(crate = "...", text_signature = "...")]. #2234
    • +
    • Make PYO3_CROSS_LIB_DIR environment variable optional when cross compiling. #2241
    • +
    • Mark METH_FASTCALL calling convention as limited API on Python 3.10. #2250
    • +
    • Deprecate pyo3_build_config::cross_compiling in favor of pyo3_build_config::cross_compiling_from_to. #2253
    • +
    +

    Fixed

    +
      +
    • Fix abi3-py310 feature: use Python 3.10 ABI when available instead of silently falling back to the 3.9 ABI. #2242
    • +
    • Use shared linking mode when cross compiling against a Framework bundle for macOS. #2233
    • +
    • Fix panic during compilation when PYO3_CROSS_LIB_DIR is set for some host/target combinations. #2232
    • +
    • Correct dependency version for syn to require minimal patch version 1.0.56. #2240
    • +
    +

    0.16.2 - 2022-03-15

    +

    Packaging

    +
      +
    • Warn when modules are imported on PyPy 3.7 versions older than PyPy 7.3.8, as they are known to have binary compatibility issues. #2217
    • +
    • Ensure build script of pyo3-ffi runs before that of pyo3 to fix cross compilation. #2224
    • +
    +

    0.16.1 - 2022-03-05

    +

    Packaging

    +
      +
    • Extend hashbrown optional dependency supported versions to include 0.12. #2197
    • +
    +

    Fixed

    +
      +
    • Fix incorrect platform detection for Windows in pyo3-build-config. #2198
    • +
    • Fix regression from 0.16 preventing cross compiling to aarch64 macOS. #2201
    • +
    +

    0.16.0 - 2022-02-27

    +

    Packaging

    +
      +
    • Update MSRV to Rust 1.48. #2004
    • +
    • Update indoc optional dependency to 1.0. #2004
    • +
    • Drop support for Python 3.6, remove abi3-py36 feature. #2006
    • +
    • pyo3-build-config no longer enables the resolve-config feature by default. #2008
    • +
    • Update inventory optional dependency to 0.2. #2019
    • +
    • Drop paste dependency. #2081
    • +
    • The bindings found in pyo3::ffi are now a re-export of a separate pyo3-ffi crate. #2126
    • +
    • Support PyPy 3.9. #2143
    • +
    +

    Added

    +
      +
    • Add PyCapsule type exposing the Capsule API. #1980
    • +
    • Add pyo3_build_config::Sysconfigdata and supporting APIs. #1996
    • +
    • Add Py::setattr method. #2009
    • +
    • Add #[pyo3(crate = "some::path")] option to all attribute macros (except the deprecated #[pyproto]). #2022
    • +
    • Enable create_exception! macro to take an optional docstring. #2027
    • +
    • Enable #[pyclass] for fieldless (aka C-like) enums. #2034
    • +
    • Add buffer magic methods __getbuffer__ and __releasebuffer__ to #[pymethods]. #2067
    • +
    • Add support for paths in wrap_pyfunction and wrap_pymodule. #2081
    • +
    • Enable wrap_pyfunction! to wrap a #[pyfunction] implemented in a different Rust module or crate. #2091
    • +
    • Add PyAny::contains method (in operator for PyAny). #2115
    • +
    • Add PyMapping::contains method (in operator for PyMapping). #2133
    • +
    • Add garbage collection magic magic methods __traverse__ and __clear__ to #[pymethods]. #2159
    • +
    • Add support for from_py_with on struct tuples and enums to override the default from-Python conversion. #2181
    • +
    • Add eq, ne, lt, le, gt, ge methods to PyAny that wrap rich_compare. #2175
    • +
    • Add Py::is and PyAny::is methods to check for object identity. #2183
    • +
    • Add support for the __getattribute__ magic method. #2187
    • +
    +

    Changed

    +
      +
    • PyType::is_subclass, PyErr::is_instance and PyAny::is_instance now operate run-time type object instead of a type known at compile-time. The old behavior is still available as PyType::is_subclass_of, PyErr::is_instance_of and PyAny::is_instance_of. #1985
    • +
    • Rename some methods on PyErr (the old names are just marked deprecated for now): #2026 +
        +
      • pytype -> get_type
      • +
      • pvalue -> value (and deprecate equivalent instance)
      • +
      • ptraceback -> traceback
      • +
      • from_instance -> from_value
      • +
      • into_instance -> into_value
      • +
      +
    • +
    • PyErr::new_type now takes an optional docstring and now returns PyResult<Py<PyType>> rather than a ffi::PyTypeObject pointer. #2027
    • +
    • Deprecate PyType::is_instance; it is inconsistent with other is_instance methods in PyO3. Instead of typ.is_instance(obj), use obj.is_instance(typ). #2031
    • +
    • __getitem__, __setitem__ and __delitem__ in #[pymethods] now implement both a Python mapping and sequence by default. #2065
    • +
    • Improve performance and error messages for #[derive(FromPyObject)] for enums. #2068
    • +
    • Reduce generated LLVM code size (to improve compile times) for: + +
    • +
    • Respect Rust privacy rules for items wrapped with wrap_pyfunction and wrap_pymodule. #2081
    • +
    • Add modulo argument to __ipow__ magic method. #2083
    • +
    • Fix FFI definition for _PyCFunctionFast. #2126
    • +
    • PyDateTimeAPI and PyDateTime_TimeZone_UTC are now unsafe functions instead of statics. #2126
    • +
    • PyDateTimeAPI does not implicitly call PyDateTime_IMPORT anymore to reflect the original Python API more closely. Before the first call to PyDateTime_IMPORT a null pointer is returned. Therefore before calling any of the following FFI functions PyDateTime_IMPORT must be called to avoid undefined behavior: #2126 +
        +
      • PyDateTime_TimeZone_UTC
      • +
      • PyDate_Check
      • +
      • PyDate_CheckExact
      • +
      • PyDateTime_Check
      • +
      • PyDateTime_CheckExact
      • +
      • PyTime_Check
      • +
      • PyTime_CheckExact
      • +
      • PyDelta_Check
      • +
      • PyDelta_CheckExact
      • +
      • PyTZInfo_Check
      • +
      • PyTZInfo_CheckExact
      • +
      • PyDateTime_FromTimestamp
      • +
      • PyDate_FromTimestamp
      • +
      +
    • +
    • Deprecate the gc option for pyclass (e.g. #[pyclass(gc)]). Just implement a __traverse__ #[pymethod]. #2159
    • +
    • The ml_meth field of PyMethodDef is now represented by the PyMethodDefPointer union. 2166
    • +
    • Deprecate the #[pyproto] traits. #2173
    • +
    +

    Removed

    +
      +
    • Remove all functionality deprecated in PyO3 0.14. #2007
    • +
    • Remove Default impl for PyMethodDef. #2166
    • +
    • Remove PartialEq impl for Py and PyAny (use the new is instead). #2183
    • +
    +

    Fixed

    +
      +
    • Fix undefined symbol for PyObject_HasAttr on PyPy. #2025
    • +
    • Fix memory leak in PyErr::into_value. #2026
    • +
    • Fix clippy warning needless-option-as-deref in code generated by #[pyfunction] and #[pymethods]. #2040
    • +
    • Fix undefined behavior in PySlice::indices. #2061
    • +
    • Fix the wrap_pymodule! macro using the wrong name for a #[pymodule] with a #[pyo3(name = "..")] attribute. #2081
    • +
    • Fix magic methods in #[pymethods] accepting implementations with the wrong number of arguments. #2083
    • +
    • Fix panic in #[pyfunction] generated code when a required argument following an Option was not provided. #2093
    • +
    • Fixed undefined behavior caused by incorrect ExactSizeIterator implementations. #2124
    • +
    • Fix missing FFI definition PyCMethod_New on Python 3.9 and up. #2143
    • +
    • Add missing FFI definitions _PyLong_NumBits and _PyLong_AsByteArray on PyPy. #2146
    • +
    • Fix memory leak in implementation of AsPyPointer for Option<T>. #2160
    • +
    • Fix FFI definition of _PyLong_NumBits to return size_t instead of c_int. #2161
    • +
    • Fix TypeError thrown when argument parsing failed missing the originating causes. 2177
    • +
    +

    0.15.2 - 2022-04-14

    +

    Packaging

    +
      +
    • Backport of PyPy 3.9 support from PyO3 0.16. #2262
    • +
    +

    0.15.1 - 2021-11-19

    +

    Added

    +
      +
    • Add implementations for Py::as_ref and Py::into_ref for Py<PySequence>, Py<PyIterator> and Py<PyMapping>. #1682
    • +
    • Add PyTraceback type to represent and format Python tracebacks. #1977
    • +
    +

    Changed

    +
      +
    • #[classattr] constants with a known magic method name (which is lowercase) no longer trigger lint warnings expecting constants to be uppercase. #1969
    • +
    +

    Fixed

    +
      +
    • Fix creating #[classattr] by functions with the name of a known magic method. #1969
    • +
    • Fix use of catch_unwind in allow_threads which can cause fatal crashes. #1989
    • +
    • Fix build failure on PyPy when abi3 features are activated. #1991
    • +
    • Fix mingw platform detection. #1993
    • +
    • Fix panic in __get__ implementation when accessing descriptor on type object. #1997
    • +
    +

    0.15.0 - 2021-11-03

    +

    Packaging

    +
      +
    • pyo3's Cargo.toml now advertises links = "python" to inform Cargo that it links against libpython. #1819
    • +
    • Added optional anyhow feature to convert anyhow::Error into PyErr. #1822
    • +
    • Support Python 3.10. #1889
    • +
    • Added optional eyre feature to convert eyre::Report into PyErr. #1893
    • +
    • Support PyPy 3.8. #1948
    • +
    +

    Added

    +
      +
    • Add PyList::get_item_unchecked and PyTuple::get_item_unchecked to get items without bounds checks. #1733
    • +
    • Support #[doc = include_str!(...)] attributes on Rust 1.54 and up. #1746
    • +
    • Add PyAny::py as a convenience for PyNativeType::py. #1751
    • +
    • Add implementation of std::ops::Index<usize> for PyList, PyTuple and PySequence. #1825
    • +
    • Add range indexing implementations of std::ops::Index for PyList, PyTuple and PySequence. #1829
    • +
    • Add PyMapping type to represent the Python mapping protocol. #1844
    • +
    • Add commonly-used sequence methods to PyList and PyTuple. #1849
    • +
    • Add as_sequence methods to PyList and PyTuple. #1860
    • +
    • Add support for magic methods in #[pymethods], intended as a replacement for #[pyproto]. #1864
    • +
    • Add abi3-py310 feature. #1889
    • +
    • Add PyCFunction::new_closure to create a Python function from a Rust closure. #1901
    • +
    • Add support for positional-only arguments in #[pyfunction]. #1925
    • +
    • Add PyErr::take to attempt to fetch a Python exception if present. #1957
    • +
    +

    Changed

    +
      +
    • PyList, PyTuple and PySequence's APIs now accepts only usize indices instead of isize. +#1733, #1802, +#1803
    • +
    • PyList::get_item and PyTuple::get_item now return PyResult<&PyAny> instead of panicking. #1733
    • +
    • PySequence::in_place_repeat and PySequence::in_place_concat now return PyResult<&PySequence> instead of PyResult<()>, which is needed in case of immutable sequences such as tuples. #1803
    • +
    • PySequence::get_slice now returns PyResult<&PySequence> instead of PyResult<&PyAny>. #1829
    • +
    • Deprecate PyTuple::split_from. #1804
    • +
    • Deprecate PyTuple::slice, new method PyTuple::get_slice added with usize indices. #1828
    • +
    • Deprecate FFI definitions PyParser_SimpleParseStringFlags, PyParser_SimpleParseStringFlagsFilename, PyParser_SimpleParseFileFlags when building for Python 3.9. #1830
    • +
    • Mark FFI definitions removed in Python 3.10 PyParser_ASTFromString, PyParser_ASTFromStringObject, PyParser_ASTFromFile, PyParser_ASTFromFileObject, PyParser_SimpleParseStringFlags, PyParser_SimpleParseStringFlagsFilename, PyParser_SimpleParseFileFlags, PyParser_SimpleParseString, PyParser_SimpleParseFile, Py_SymtableString, and Py_SymtableStringObject. #1830
    • +
    • #[pymethods] now handles magic methods similarly to #[pyproto]. In the future, #[pyproto] may be deprecated. #1864
    • +
    • Deprecate FFI definitions PySys_AddWarnOption, PySys_AddWarnOptionUnicode and PySys_HasWarnOptions. #1887
    • +
    • Deprecate #[call] attribute in favor of using fn __call__. #1929
    • +
    • Fix missing FFI definition _PyImport_FindExtensionObject on Python 3.10. #1942
    • +
    • Change PyErr::fetch to panic in debug mode if no exception is present. #1957
    • +
    +

    Fixed

    +
      +
    • Fix building with a conda environment on Windows. #1873
    • +
    • Fix panic on Python 3.6 when calling Python::with_gil with Python initialized but threading not initialized. #1874
    • +
    • Fix incorrect linking to version-specific DLL instead of python3.dll when cross-compiling to Windows with abi3. #1880
    • +
    • Fix FFI definition for PyTuple_ClearFreeList incorrectly being present for Python 3.9 and up. #1887
    • +
    • Fix panic in generated #[derive(FromPyObject)] for enums. #1888
    • +
    • Fix cross-compiling to Python 3.7 builds with the "m" abi flag. #1908
    • +
    • Fix __mod__ magic method fallback to __rmod__. #1934.
    • +
    • Fix missing FFI definition _PyImport_FindExtensionObject on Python 3.10. #1942
    • +
    +

    0.14.5 - 2021-09-05

    +

    Added

    +
      +
    • Make pyo3_build_config::InterpreterConfig and subfields public. #1848
    • +
    • Add resolve-config feature to the pyo3-build-config to control whether its build script does anything. #1856
    • +
    +

    Fixed

    +
      +
    • Fix 0.14.4 compile regression on s390x-unknown-linux-gnu target. #1850
    • +
    +

    0.14.4 - 2021-08-29

    +

    Changed

    +
      +
    • Mark PyString::data as unsafe and disable it and some supporting PyUnicode FFI APIs (which depend on a C bitfield) on big-endian targets. #1834
    • +
    +

    0.14.3 - 2021-08-22

    +

    Added

    +
      +
    • Add PyString::data to access the raw bytes stored in a Python string. #1794
    • +
    +

    Fixed

    +
      +
    • Raise AttributeError to avoid panic when calling del on a #[setter] defined class property. #1779
    • +
    • Restrict FFI definitions PyGILState_Check and Py_tracefunc to the unlimited API. #1787
    • +
    • Add missing _type field to PyStatus struct definition. #1791
    • +
    • Reduce lower bound num-complex optional dependency to support interop with rust-numpy and ndarray when building with the MSRV of 1.41 #1799
    • +
    • Fix memory leak in Python::run_code. #1806
    • +
    • Fix memory leak in PyModule::from_code. #1810
    • +
    • Remove use of pyo3:: in pyo3::types::datetime which broke builds using -Z avoid-dev-deps #1811
    • +
    +

    0.14.2 - 2021-08-09

    +

    Added

    +
      +
    • Add indexmap feature to add ToPyObject, IntoPy and FromPyObject implementations for indexmap::IndexMap. #1728
    • +
    • Add pyo3_build_config::add_extension_module_link_args to use in build scripts to set linker arguments (for macOS). #1755
    • +
    • Add Python::with_gil_unchecked unsafe variation of Python::with_gil to allow obtaining a Python in scenarios where Python::with_gil would fail. #1769
    • +
    +

    Changed

    +
      +
    • PyErr::new no longer acquires the Python GIL internally. #1724
    • +
    • Reverted PyO3 0.14.0's use of cargo:rustc-cdylib-link-arg in its build script, as Cargo unintentionally allowed crates to pass linker args to downstream crates in this way. Projects supporting macOS may need to restore .cargo/config.toml files. #1755
    • +
    +

    Fixed

    +
      +
    • Fix regression in 0.14.0 rejecting usage of #[doc(hidden)] on structs and functions annotated with PyO3 macros. #1722
    • +
    • Fix regression in 0.14.0 leading to incorrect code coverage being computed for #[pyfunction]s. #1726
    • +
    • Fix incorrect FFI definition of Py_Buffer on PyPy. #1737
    • +
    • Fix incorrect calculation of dictoffset on 32-bit Windows. #1475
    • +
    • Fix regression in 0.13.2 leading to linking to incorrect Python library on Windows "gnu" targets. #1759
    • +
    • Fix compiler warning: deny trailing semicolons in expression macro. #1762
    • +
    • Fix incorrect FFI definition of Py_DecodeLocale. The 2nd argument is now *mut Py_ssize_t instead of Py_ssize_t. #1766
    • +
    +

    0.14.1 - 2021-07-04

    +

    Added

    +
      +
    • Implement IntoPy<PyObject> for &PathBuf and &OsString. #1712
    • +
    +

    Fixed

    +
      +
    • Fix crashes on PyPy due to incorrect definitions of PyList_SET_ITEM. #1713
    • +
    +

    0.14.0 - 2021-07-03

    +

    Packaging

    +
      +
    • Update num-bigint optional dependency to 0.4. #1481
    • +
    • Update num-complex optional dependency to 0.4. #1482
    • +
    • Extend hashbrown optional dependency supported versions to include 0.11. #1496
    • +
    • Support PyPy 3.7. #1538
    • +
    +

    Added

    +
      +
    • Extend conversions for [T; N] to all N using const generics (on Rust 1.51 and up). #1128
    • +
    • Add conversions between OsStr/ OsString and Python strings. #1379
    • +
    • Add conversions between Path/ PathBuf and Python strings (and pathlib.Path objects). #1379 #1654
    • +
    • Add a new set of #[pyo3(...)] attributes to control various PyO3 macro functionality: +
        +
      • #[pyo3(from_py_with = "...")] function arguments and struct fields to override the default from-Python conversion. #1411
      • +
      • #[pyo3(name = "...")] for setting Python names. #1567
      • +
      • #[pyo3(text_signature = "...")] for setting text signature. #1658
      • +
      +
    • +
    • Add FFI definition PyCFunction_CheckExact for Python 3.9 and later. #1425
    • +
    • Add FFI definition Py_IS_TYPE. #1429
    • +
    • Add FFI definition _Py_InitializeMain. #1473
    • +
    • Add FFI definitions from cpython/import.h.#1475
    • +
    • Add tuple and unit struct support for #[pyclass] macro. #1504
    • +
    • Add FFI definition PyDateTime_TimeZone_UTC. #1572
    • +
    • Add support for #[pyclass(extends=Exception)]. #1591
    • +
    • Add PyErr::cause and PyErr::set_cause. #1679
    • +
    • Add FFI definitions from cpython/pystate.h. #1687
    • +
    • Add wrap_pyfunction! macro to pyo3::prelude. #1695
    • +
    +

    Changed

    +
      +
    • Allow only one #[pymethods] block per #[pyclass] by default, to remove the dependency on inventory. Add a multiple-pymethods feature to opt-in the original behavior and dependency on inventory. #1457
    • +
    • Change PyTimeAccess::get_fold to return a bool instead of a u8. #1397
    • +
    • Deprecate FFI definition PyCFunction_Call for Python 3.9 and up. #1425
    • +
    • Deprecate FFI definition PyModule_GetFilename. #1425
    • +
    • The auto-initialize feature is no longer enabled by default. #1443
    • +
    • Change PyCFunction::new and PyCFunction::new_with_keywords to take &'static str arguments rather than implicitly copying (and leaking) them. #1450
    • +
    • Deprecate PyModule::call, PyModule::call0, PyModule::call1 and PyModule::get. #1492
    • +
    • Add length information to PyBufferErrors raised from PyBuffer::copy_to_slice and PyBuffer::copy_from_slice. #1534
    • +
    • Automatically set -undefined and dynamic_lookup linker arguments on macOS with the extension-module feature. #1539
    • +
    • Deprecate #[pyproto] methods which are easier to implement as #[pymethods]: #1560 +
        +
      • PyBasicProtocol::__bytes__ and PyBasicProtocol::__format__
      • +
      • PyContextProtocol::__enter__ and PyContextProtocol::__exit__
      • +
      • PyDescrProtocol::__delete__ and PyDescrProtocol::__set_name__
      • +
      • PyMappingProtocol::__reversed__
      • +
      • PyNumberProtocol::__complex__ and PyNumberProtocol::__round__
      • +
      • PyAsyncProtocol::__aenter__ and PyAsyncProtocol::__aexit__
      • +
      +
    • +
    • Deprecate several attributes in favor of the new #[pyo3(...)] options: +
        +
      • #[name = "..."], replaced by #[pyo3(name = "...")] #1567
      • +
      • #[pyfn(m, "name")], replaced by #[pyfn(m)] #[pyo3(name = "...")]. #1610
      • +
      • #[pymodule(name)], replaced by #[pymodule] #[pyo3(name = "...")] #1650
      • +
      • #[text_signature = "..."], replaced by #[pyo3(text_signature = "...")]. #1658
      • +
      +
    • +
    • Reduce LLVM line counts to improve compilation times. #1604
    • +
    • No longer call PyEval_InitThreads in #[pymodule] init code. #1630
    • +
    • Use METH_FASTCALL argument passing convention, when possible, to improve #[pyfunction] and method performance. +#1619, #1660
    • +
    • Filter sysconfigdata candidates by architecture when cross-compiling. #1626
    • +
    +

    Removed

    +
      +
    • Remove deprecated exception names BaseException etc. #1426
    • +
    • Remove deprecated methods Python::is_instance, Python::is_subclass, Python::release, Python::xdecref, and Py::from_owned_ptr_or_panic. #1426
    • +
    • Remove many FFI definitions which never existed in the Python C-API: +
        +
      • (previously deprecated) PyGetSetDef_INIT, PyGetSetDef_DICT, PyCoro_Check, PyCoroWrapper_Check, and PyAsyncGen_Check #1426
      • +
      • PyMethodDef_INIT #1426
      • +
      • PyTypeObject_INIT #1429
      • +
      • PyObject_Check, PySuper_Check, and FreeFunc #1438
      • +
      • PyModuleDef_INIT #1630
      • +
      +
    • +
    • Remove pyclass implementation details from PyTypeInfo: +
        +
      • Type, DESCRIPTION, and FLAGS #1456
      • +
      • BaseType, BaseLayout, Layout, Initializer #1596
      • +
      +
    • +
    • Remove PYO3_CROSS_INCLUDE_DIR environment variable and the associated C header parsing functionality. #1521
    • +
    • Remove raw_pycfunction! macro. #1619
    • +
    • Remove PyClassAlloc trait. #1657
    • +
    • Remove PyList::get_parked_item. #1664
    • +
    +

    Fixed

    +
      +
    • Remove FFI definition PyCFunction_ClearFreeList for Python 3.9 and later. #1425
    • +
    • PYO3_CROSS_LIB_DIR environment variable no long required when compiling for x86-64 Python from macOS arm64 and reverse. #1428
    • +
    • Fix FFI definition _PyEval_RequestCodeExtraIndex, which took an argument of the wrong type. #1429
    • +
    • Fix FFI definition PyIndex_Check missing with the abi3 feature. #1436
    • +
    • Fix incorrect TypeError raised when keyword-only argument passed along with a positional argument in *args. #1440
    • +
    • Fix inability to use a named lifetime for &PyTuple of *args in #[pyfunction]. #1440
    • +
    • Fix use of Python argument for #[pymethods] inside macro expansions. #1505
    • +
    • No longer include __doc__ in __all__ generated for #[pymodule]. #1509
    • +
    • Always use cross-compiling configuration if any of the PYO3_CROSS family of environment variables are set. #1514
    • +
    • Support EnvironmentError, IOError, and WindowsError on PyPy. #1533
    • +
    • Fix unnecessary rebuilds when cycling between cargo check and cargo clippy in a Python virtualenv. #1557
    • +
    • Fix segfault when dereferencing ffi::PyDateTimeAPI without the GIL. #1563
    • +
    • Fix memory leak in FromPyObject implementations for u128 and i128. #1638
    • +
    • Fix #[pyclass(extends=PyDict)] leaking the dict contents on drop. #1657
    • +
    • Fix segfault when calling PyList::get_item with negative indices. #1668
    • +
    • Fix FFI definitions of PyEval_SetProfile/PyEval_SetTrace to take Option<Py_tracefunc> parameters. #1692
    • +
    • Fix ToPyObject impl for HashSet to accept non-default hashers. #1702
    • +
    +

    0.13.2 - 2021-02-12

    +

    Packaging

    +
      +
    • Lower minimum supported Rust version to 1.41. #1421
    • +
    +

    Added

    +
      +
    • Add unsafe API with_embedded_python_interpreter to initialize a Python interpreter, execute a closure, and finalize the interpreter. #1355
    • +
    • Add serde feature which provides implementations of Serialize and Deserialize for Py<T>. #1366
    • +
    • Add FFI definition _PyCFunctionFastWithKeywords on Python 3.7 and up. #1384
    • +
    • Add PyDateTime::new_with_fold method. #1398
    • +
    • Add size_hint impls for {PyDict,PyList,PySet,PyTuple}Iterators. #1699
    • +
    +

    Changed

    +
      +
    • prepare_freethreaded_python will no longer register an atexit handler to call Py_Finalize. This resolves a number of issues with incompatible C extensions causing crashes at finalization. #1355
    • +
    • Mark PyLayout::py_init, PyClassDict::clear_dict, and opt_to_pyobj safe, as they do not perform any unsafe operations. #1404
    • +
    +

    Fixed

    +
      +
    • Fix support for using r#raw_idents as argument names in pyfunctions. #1383
    • +
    • Fix typo in FFI definition for PyFunction_GetCode (was incorrectly PyFunction_Code). #1387
    • +
    • Fix FFI definitions PyMarshal_WriteObjectToString and PyMarshal_ReadObjectFromString as available in limited API. #1387
    • +
    • Fix FFI definitions PyListObject and those from funcobject.h as requiring non-limited API. #1387
    • +
    • Fix unqualified Result usage in pyobject_native_type_base. #1402
    • +
    • Fix build on systems where the default Python encoding is not UTF-8. #1405
    • +
    • Fix build on mingw / MSYS2. #1423
    • +
    +

    0.13.1 - 2021-01-10

    +

    Added

    +
      +
    • Add support for #[pyclass(dict)] and #[pyclass(weakref)] with the abi3 feature on Python 3.9 and up. #1342
    • +
    • Add FFI definitions PyOS_BeforeFork, PyOS_AfterFork_Parent, PyOS_AfterFork_Child for Python 3.7 and up. #1348
    • +
    • Add an auto-initialize feature to control whether PyO3 should automatically initialize an embedded Python interpreter. For compatibility this feature is enabled by default in PyO3 0.13.1, but is planned to become opt-in from PyO3 0.14.0. #1347
    • +
    • Add support for cross-compiling to Windows without needing PYO3_CROSS_INCLUDE_DIR. #1350
    • +
    +

    Deprecated

    +
      +
    • Deprecate FFI definitions PyEval_CallObjectWithKeywords, PyEval_CallObject, PyEval_CallFunction, PyEval_CallMethod when building for Python 3.9. #1338
    • +
    • Deprecate FFI definitions PyGetSetDef_DICT and PyGetSetDef_INIT which have never been in the Python API. #1341
    • +
    • Deprecate FFI definitions PyGen_NeedsFinalizing, PyImport_Cleanup (removed in 3.9), and PyOS_InitInterrupts (3.10). #1348
    • +
    • Deprecate FFI definition PyOS_AfterFork for Python 3.7 and up. #1348
    • +
    • Deprecate FFI definitions PyCoro_Check, PyAsyncGen_Check, and PyCoroWrapper_Check, which have never been in the Python API (for the first two, it is possible to use PyCoro_CheckExact and PyAsyncGen_CheckExact instead; these are the actual functions provided by the Python API). #1348
    • +
    • Deprecate FFI definitions for PyUnicode_FromUnicode, PyUnicode_AsUnicode and PyUnicode_AsUnicodeAndSize, which will be removed from 3.12 and up due to PEP 623. #1370
    • +
    +

    Removed

    +
      +
    • Remove FFI definition PyFrame_ClearFreeList when building for Python 3.9. #1341
    • +
    • Remove FFI definition _PyDict_Contains when building for Python 3.10. #1341
    • +
    • Remove FFI definitions PyGen_NeedsFinalizing and PyImport_Cleanup (for 3.9 and up), and PyOS_InitInterrupts (3.10). #1348
    • +
    +

    Fixed

    +
      +
    • Stop including Py_TRACE_REFS config setting automatically if Py_DEBUG is set on Python 3.8 and up. #1334
    • +
    • Remove #[deny(warnings)] attribute (and instead refuse warnings only in CI). #1340
    • +
    • Fix deprecation warning for missing __module__ with #[pyclass]. #1343
    • +
    • Correct return type of PyFrozenSet::empty to &PyFrozenSet (was incorrectly &PySet). #1351
    • +
    • Fix missing Py_INCREF on heap type objects on Python versions before 3.8. #1365
    • +
    +

    0.13.0 - 2020-12-22

    +

    Packaging

    +
      +
    • Drop support for Python 3.5 (as it is now end-of-life). #1250
    • +
    • Bump minimum supported Rust version to 1.45. #1272
    • +
    • Bump indoc dependency to 1.0. #1272
    • +
    • Bump paste dependency to 1.0. #1272
    • +
    • Rename internal crates pyo3cls and pyo3-derive-backend to pyo3-macros and pyo3-macros-backend respectively. #1317
    • +
    +

    Added

    +
      +
    • Add support for building for CPython limited API. Opting-in to the limited API enables a single extension wheel built with PyO3 to be installable on multiple Python versions. This required a few minor changes to runtime behavior of of PyO3 #[pyclass] types. See the migration guide for full details. #1152 +
        +
      • Add feature flags abi3-py36, abi3-py37, abi3-py38 etc. to set the minimum Python version when using the limited API. #1263
      • +
      +
    • +
    • Add argument names to TypeError messages generated by pymethod wrappers. #1212
    • +
    • Add FFI definitions for PEP 587 "Python Initialization Configuration". #1247
    • +
    • Add FFI definitions for PyEval_SetProfile and PyEval_SetTrace. #1255
    • +
    • Add FFI definitions for context.h functions (PyContext_New, etc). #1259
    • +
    • Add PyAny::is_instance method. #1276
    • +
    • Add support for conversion between char and PyString. #1282
    • +
    • Add FFI definitions for PyBuffer_SizeFromFormat, PyObject_LengthHint, PyObject_CallNoArgs, PyObject_CallOneArg, PyObject_CallMethodNoArgs, PyObject_CallMethodOneArg, PyObject_VectorcallDict, and PyObject_VectorcallMethod. #1287
    • +
    • Add conversions between u128/i128 and PyLong for PyPy. #1310
    • +
    • Add Python::version and Python::version_info to get the running interpreter version. #1322
    • +
    • Add conversions for tuples of length 10, 11, and 12. #1454
    • +
    +

    Changed

    +
      +
    • Change return type of PyType::name from Cow<str> to PyResult<&str>. #1152
    • +
    • #[pyclass(subclass)] is now required for subclassing from Rust (was previously just required for subclassing from Python). #1152
    • +
    • Change PyIterator to be consistent with other native types: it is now used as &PyIterator instead of PyIterator<'a>. #1176
    • +
    • Change formatting of PyDowncastError messages to be closer to Python's builtin error messages. #1212
    • +
    • Change Debug and Display impls for PyException to be consistent with PyAny. #1275
    • +
    • Change Debug impl of PyErr to output more helpful information (acquiring the GIL if necessary). #1275
    • +
    • Rename PyTypeInfo::is_instance and PyTypeInfo::is_exact_instance to PyTypeInfo::is_type_of and PyTypeInfo::is_exact_type_of. #1278
    • +
    • Optimize PyAny::call0, Py::call0 and PyAny::call_method0 and Py::call_method0 on Python 3.9 and up. #1287
    • +
    • Require double-quotes for pyclass name argument e.g #[pyclass(name = "MyClass")]. #1303
    • +
    +

    Deprecated

    +
      +
    • Deprecate Python::is_instance, Python::is_subclass, Python::release, and Python::xdecref. #1292
    • +
    +

    Removed

    +
      +
    • Remove deprecated ffi definitions PyUnicode_AsUnicodeCopy, PyUnicode_GetMax, _Py_CheckRecursionLimit, PyObject_AsCharBuffer, PyObject_AsReadBuffer, PyObject_CheckReadBuffer and PyObject_AsWriteBuffer, which will be removed in Python 3.10. #1217
    • +
    • Remove unused python3 feature. #1235
    • +
    +

    Fixed

    +
      +
    • Fix missing field in PyCodeObject struct (co_posonlyargcount) - caused invalid access to other fields in Python >3.7. #1260
    • +
    • Fix building for x86_64-unknown-linux-musl target from x86_64-unknown-linux-gnu host. #1267
    • +
    • Fix #[text_signature] interacting badly with rust r#raw_identifiers. #1286
    • +
    • Fix FFI definitions for PyObject_Vectorcall and PyVectorcall_Call. #1287
    • +
    • Fix building with Anaconda python inside a virtualenv. #1290
    • +
    • Fix definition of opaque FFI types. #1312
    • +
    • Fix using custom error type in pyclass #[new] methods. #1319
    • +
    +

    0.12.4 - 2020-11-28

    +

    Fixed

    +
      +
    • Fix reference count bug in implementation of From<Py<T>> for PyObject, a regression introduced in PyO3 0.12. #1297
    • +
    +

    0.12.3 - 2020-10-12

    +

    Fixed

    +
      +
    • Fix support for Rust versions 1.39 to 1.44, broken by an incorrect internal update to paste 1.0 which was done in PyO3 0.12.2. #1234
    • +
    +

    0.12.2 - 2020-10-12

    +

    Added

    +
      +
    • Add support for keyword-only arguments without default values in #[pyfunction]. #1209
    • +
    • Add Python::check_signals as a safe a wrapper for PyErr_CheckSignals. #1214
    • +
    +

    Fixed

    +
      +
    • Fix invalid document for protocol methods. #1169
    • +
    • Hide docs of PyO3 private implementation details in pyo3::class::methods. #1169
    • +
    • Fix unnecessary rebuild on PATH changes when the python interpreter is provided by PYO3_PYTHON. #1231
    • +
    +

    0.12.1 - 2020-09-16

    +

    Fixed

    +
      +
    • Fix building for a 32-bit Python on 64-bit Windows with a 64-bit Rust toolchain. #1179
    • +
    • Fix building on platforms where c_char is u8. #1182
    • +
    +

    0.12.0 - 2020-09-12

    +

    Added

    +
      +
    • Add FFI definitions Py_FinalizeEx, PyOS_getsig, and PyOS_setsig. #1021
    • +
    • Add PyString::to_str for accessing PyString as &str. #1023
    • +
    • Add Python::with_gil for executing a closure with the Python GIL. #1037
    • +
    • Add type information to failures in PyAny::downcast. #1050
    • +
    • Implement Debug for PyIterator. #1051
    • +
    • Add PyBytes::new_with and PyByteArray::new_with for initialising bytes and bytearray objects using a closure. #1074
    • +
    • Add #[derive(FromPyObject)] macro for enums and structs. #1065
    • +
    • Add Py::as_ref and Py::into_ref for converting Py<T> to &T. #1098
    • +
    • Add ability to return Result types other than PyResult from #[pyfunction], #[pymethod] and #[pyproto] functions. #1106.
    • +
    • Implement ToPyObject, IntoPy, and FromPyObject for hashbrown's HashMap and HashSet types (requires the hashbrown feature). #1114
    • +
    • Add #[pyfunction(pass_module)] and #[pyfn(pass_module)] to pass the module object as the first function argument. #1143
    • +
    • Add PyModule::add_function and PyModule::add_submodule as typed alternatives to PyModule::add_wrapped. #1143
    • +
    • Add native PyCFunction and PyFunction types. #1163
    • +
    +

    Changed

    +
      +
    • Rework exception types: #1024 #1115 +
        +
      • Rename exception types from e.g. RuntimeError to PyRuntimeError. The old names continue to exist but are deprecated.
      • +
      • Exception objects are now accessible as &T or Py<T>, just like other Python-native types.
      • +
      • Rename PyException::py_err to PyException::new_err.
      • +
      • Rename PyUnicodeDecodeErr::new_err to PyUnicodeDecodeErr::new.
      • +
      • Remove PyStopIteration::stop_iteration.
      • +
      +
    • +
    • Require T: Send for the return value T of Python::allow_threads. #1036
    • +
    • Rename PYTHON_SYS_EXECUTABLE to PYO3_PYTHON. The old name will continue to work (undocumented) but will be removed in a future release. #1039
    • +
    • Remove unsafe from signature of PyType::as_type_ptr. #1047
    • +
    • Change return type of PyIterator::from_object to PyResult<PyIterator> (was Result<PyIterator, PyDowncastError>). #1051
    • +
    • IntoPy is no longer implied by FromPy. #1063
    • +
    • Change PyObject to be a type alias for Py<PyAny>. #1063
    • +
    • Rework PyErr to be compatible with the std::error::Error trait: #1067 #1115 +
        +
      • Implement Display, Error, Send and Sync for PyErr and PyErrArguments.
      • +
      • Add PyErr::instance for accessing PyErr as &PyBaseException.
      • +
      • PyErr's fields are now an implementation detail. The equivalent values can be accessed with PyErr::ptype, PyErr::pvalue and PyErr::ptraceback.
      • +
      • Change receiver of PyErr::print and PyErr::print_and_set_sys_last_vars to &self (was self).
      • +
      • Remove PyErrValue, PyErr::from_value, PyErr::into_normalized, and PyErr::normalize.
      • +
      • Remove PyException::into.
      • +
      • Remove Into<PyResult<T>> for PyErr and PyException.
      • +
      +
    • +
    • Change methods generated by #[pyproto] to return NotImplemented if Python should try a reversed operation. #1072
    • +
    • Change argument to PyModule::add to impl IntoPy<PyObject> (was impl ToPyObject). #1124
    • +
    +

    Removed

    +
      +
    • Remove many exception and PyErr APIs; see the "changed" section above. #1024 #1067 #1115
    • +
    • Remove PyString::to_string (use new PyString::to_str). #1023
    • +
    • Remove PyString::as_bytes. #1023
    • +
    • Remove Python::register_any. #1023
    • +
    • Remove GILGuard::acquire from the public API. Use Python::acquire_gil or Python::with_gil. #1036
    • +
    • Remove the FromPy trait. #1063
    • +
    • Remove the AsPyRef trait. #1098
    • +
    +

    Fixed

    +
      +
    • Correct FFI definitions Py_SetProgramName and Py_SetPythonHome to take *const arguments (was *mut). #1021
    • +
    • Fix FromPyObject for num_bigint::BigInt for Python objects with an __index__ method. #1027
    • +
    • Correct FFI definition _PyLong_AsByteArray to take *mut c_uchar argument (was *const c_uchar). #1029
    • +
    • Fix segfault with #[pyclass(dict, unsendable)]. #1058 #1059
    • +
    • Fix using &Self as an argument type for functions in a #[pymethods] block. #1071
    • +
    • Fix best-effort build against PyPy 3.6. #1092
    • +
    • Fix many cases of lifetime elision in #[pyproto] implementations. #1093
    • +
    • Fix detection of Python build configuration when cross-compiling. #1095
    • +
    • Always link against libpython on android with the extension-module feature. #1095
    • +
    • Fix the + operator not trying __radd__ when both __add__ and __radd__ are defined in PyNumberProtocol (and similar for all other reversible operators). #1107
    • +
    • Fix building with Anaconda python. #1175
    • +
    +

    0.11.1 - 2020-06-30

    +

    Added

    +
      +
    • #[pyclass(unsendable)]. #1009
    • +
    +

    Changed

    +
      +
    • Update parking_lot dependency to 0.11. #1010
    • +
    +

    0.11.0 - 2020-06-28

    +

    Added

    +
      +
    • Support stable versions of Rust (>=1.39). #969
    • +
    • Add FFI definition PyObject_AsFileDescriptor. #938
    • +
    • Add PyByteArray::data, PyByteArray::as_bytes, and PyByteArray::as_bytes_mut. #967
    • +
    • Add GILOnceCell to use in situations where lazy_static or once_cell can deadlock. #975
    • +
    • Add Py::borrow, Py::borrow_mut, Py::try_borrow, and Py::try_borrow_mut for accessing #[pyclass] values. #976
    • +
    • Add IterNextOutput and IterANextOutput for returning from __next__ / __anext__. #997
    • +
    +

    Changed

    +
      +
    • Simplify internals of #[pyo3(get)] attribute. (Remove the hidden API GetPropertyValue.) #934
    • +
    • Call Py_Finalize at exit to flush buffers, etc. #943
    • +
    • Add type parameter to PyBuffer. #951
    • +
    • Require Send bound for #[pyclass]. #966
    • +
    • Add Python argument to most methods on PyObject and Py<T> to ensure GIL safety. #970
    • +
    • Change signature of PyTypeObject::type_object - now takes Python argument and returns &PyType. #970
    • +
    • Change return type of PyTuple::slice and PyTuple::split_from from Py<PyTuple> to &PyTuple. #970
    • +
    • Change return type of PyTuple::as_slice to &[&PyAny]. #971
    • +
    • Rename PyTypeInfo::type_object to type_object_raw, and add Python argument. #975
    • +
    • Update num-complex optional dependendency from 0.2 to 0.3. #977
    • +
    • Update num-bigint optional dependendency from 0.2 to 0.3. #978
    • +
    • #[pyproto] is re-implemented without specialization. #961
    • +
    • PyClassAlloc::alloc is renamed to PyClassAlloc::new. #990
    • +
    • #[pyproto] methods can now have return value T or PyResult<T> (previously only PyResult<T> was supported). #996
    • +
    • #[pyproto] methods can now skip annotating the return type if it is (). #998
    • +
    +

    Removed

    +
      +
    • Remove ManagedPyRef (unused, and needs specialization) #930
    • +
    +

    Fixed

    +
      +
    • Fix passing explicit None to Option<T> argument #[pyfunction] with a default value. #936
    • +
    • Fix PyClass.__new__'s not respecting subclasses when inherited by a Python class. #990
    • +
    • Fix returning Option<T> from #[pyproto] methods. #996
    • +
    • Fix accepting PyRef<Self> and PyRefMut<Self> to #[getter] and #[setter] methods. #999
    • +
    +

    0.10.1 - 2020-05-14

    +

    Fixed

    +
      +
    • Fix deadlock in Python::acquire_gil after dropping a PyObject or Py<T>. #924
    • +
    +

    0.10.0 - 2020-05-13

    +

    Added

    +
      +
    • Add FFI definition _PyDict_NewPresized. #849
    • +
    • Implement IntoPy<PyObject> for HashSet and BTreeSet. #864
    • +
    • Add PyAny::dir method. #886
    • +
    • Gate macros behind a macros feature (enabled by default). #897
    • +
    • Add ability to define class attributes using #[classattr] on functions in #[pymethods]. #905
    • +
    • Implement Clone for PyObject and Py<T>. #908
    • +
    • Implement Deref<Target = PyAny> for all builtin types. (PyList, PyTuple, PyDict etc.) #911
    • +
    • Implement Deref<Target = PyAny> for PyCell<T>. #911
    • +
    • Add #[classattr] support for associated constants in #[pymethods]. #914
    • +
    +

    Changed

    +
      +
    • Panics will now be raised as a Python PanicException. #797
    • +
    • Change PyObject and Py<T> reference counts to decrement immediately upon drop when the GIL is held. #851
    • +
    • Allow PyIterProtocol methods to use either PyRef or PyRefMut as the receiver type. #856
    • +
    • Change the implementation of FromPyObject for Py<T> to apply to a wider range of T, including all T: PyClass. #880
    • +
    • Move all methods from the ObjectProtocol trait to the PyAny struct. #911
    • +
    • Remove need for #![feature(specialization)] in crates depending on PyO3. #917
    • +
    +

    Removed

    +
      +
    • Remove PyMethodsProtocol trait. #889
    • +
    • Remove num-traits dependency. #895
    • +
    • Remove ObjectProtocol trait. #911
    • +
    • Remove PyAny::None. Users should use Python::None instead. #911
    • +
    • Remove all *ProtocolImpl traits. #917
    • +
    +

    Fixed

    +
      +
    • Fix support for __radd__ and other __r*__ methods as implementations for Python mathematical operators. #839
    • +
    • Fix panics during garbage collection when traversing objects that were already mutably borrowed. #855
    • +
    • Prevent &'static references to Python objects as arguments to #[pyfunction] and #[pymethods]. #869
    • +
    • Fix lifetime safety bug with AsPyRef::as_ref. #876
    • +
    • Fix #[pyo3(get)] attribute on Py<T> fields. #880
    • +
    • Fix segmentation faults caused by functions such as PyList::get_item returning borrowed objects when it was not safe to do so. #890
    • +
    • Fix segmentation faults caused by nested Python::acquire_gil calls creating dangling references. #893
    • +
    • Fix segmentatation faults when a panic occurs during a call to Python::allow_threads. #912
    • +
    +

    0.9.2 - 2020-04-09

    +

    Added

    +
      +
    • FromPyObject implementations for HashSet and BTreeSet. #842
    • +
    +

    Fixed

    +
      +
    • Correctly detect 32bit architecture. #830
    • +
    +

    0.9.1 - 2020-03-23

    +

    Fixed

    +
      +
    • Error messages for #[pyclass]. #826
    • +
    • FromPyObject implementation for PySequence. #827
    • +
    +

    0.9.0 - 2020-03-19

    +

    Added

    +
      +
    • PyCell, which has RefCell-like features. #770
    • +
    • PyClass, PyLayout, PyClassInitializer. #683
    • +
    • Implemented IntoIterator for PySet and PyFrozenSet. #716
    • +
    • FromPyObject is now automatically implemented for T: Clone pyclasses. #730
    • +
    • #[pyo3(get)] and #[pyo3(set)] will now use the Rust doc-comment from the field for the Python property. #755
    • +
    • #[setter] functions may now take an argument of Pyo3::Python. #760
    • +
    • PyTypeInfo::BaseLayout and PyClass::BaseNativeType. #770
    • +
    • PyDowncastImpl. #770
    • +
    • Implement FromPyObject and IntoPy<PyObject> traits for arrays (up to 32). #778
    • +
    • migration.md and types.md in the guide. #795, #802
    • +
    • ffi::{_PyBytes_Resize, _PyDict_Next, _PyDict_Contains, _PyDict_GetDictPtr}. #820
    • +
    +

    Changed

    +
      +
    • #[new] does not take PyRawObject and can return Self. #683
    • +
    • The blanket implementations for FromPyObject for &T and &mut T are no longer specializable. Implement PyTryFrom for your type to control the behavior of FromPyObject::extract for your types. #713
    • +
    • The implementation for IntoPy<U> for T where U: FromPy<T> is no longer specializable. Control the behavior of this via the implementation of FromPy. #713
    • +
    • Use parking_lot::Mutex instead of spin::Mutex. #734
    • +
    • Bumped minimum Rust version to 1.42.0-nightly 2020-01-21. #761
    • +
    • PyRef and PyRefMut are renewed for PyCell. #770
    • +
    • Some new FFI functions for Python 3.8. #784
    • +
    • PyAny is now on the top level module and prelude. #816
    • +
    +

    Removed

    +
      +
    • PyRawObject. #683
    • +
    • PyNoArgsFunction. #741
    • +
    • initialize_type. To set the module name for a #[pyclass], use the module argument to the macro. #751
    • +
    • AsPyRef::as_mut/with/with_mut/into_py/into_mut_py. #770
    • +
    • PyTryFrom::try_from_mut/try_from_mut_exact/try_from_mut_unchecked. #770
    • +
    • Python::mut_from_owned_ptr/mut_from_borrowed_ptr. #770
    • +
    • ObjectProtocol::get_base/get_mut_base. #770
    • +
    +

    Fixed

    +
      +
    • Fixed unsoundness of subclassing. #683.
    • +
    • Clear error indicator when the exception is handled on the Rust side. #719
    • +
    • Usage of raw identifiers with #[pyo3(set)]. #745
    • +
    • Usage of PyObject with #[pyo3(get)]. #760
    • +
    • #[pymethods] used in conjunction with #[cfg]. #769
    • +
    • "*" in a #[pyfunction()] argument list incorrectly accepting any number of positional arguments (use args = "*" when this behavior is desired). #792
    • +
    • PyModule::dict. #809
    • +
    • Fix the case where DESCRIPTION is not null-terminated. #822
    • +
    +

    0.8.5 - 2020-01-05

    +

    Added

    +
      +
    • Implemented FromPyObject for HashMap and BTreeMap
    • +
    • Support for #[name = "foo"] attribute for #[pyfunction] and in #[pymethods]. #692
    • +
    +

    0.8.4 - 2019-12-14

    +

    Added

    +
      +
    • Support for #[text_signature] attribute. #675
    • +
    +

    0.8.3 - 2019-11-23

    +

    Removed

    +
      +
    • #[init] is removed. #658
    • +
    +

    Fixed

    +
      +
    • Now all &Py~ types have !Send bound. #655
    • +
    • Fix a compile error raised by the stabilization of ! type. #672.
    • +
    +

    0.8.2 - 2019-10-27

    +

    Added

    +
      +
    • FFI compatibility for PEP 590 Vectorcall. #641
    • +
    +

    Fixed

    +
      +
    • Fix PySequenceProtocol::set_item. #624
    • +
    • Fix a corner case of BigInt::FromPyObject. #630
    • +
    • Fix index errors in parameter conversion. #631
    • +
    • Fix handling of invalid utf-8 sequences in PyString::as_bytes. #639 +and PyString::to_string_lossy #642.
    • +
    • Remove __contains__ and __iter__ from PyMappingProtocol. #644
    • +
    • Fix proc-macro definition of PySetAttrProtocol. #645
    • +
    +

    0.8.1 - 2019-10-08

    +

    Added

    + +

    Fixed

    +
      +
    • Make sure the right Python interpreter is used in OSX builds. #604
    • +
    • Patch specialization being broken by Rust 1.40. #614
    • +
    • Fix a segfault around PyErr. #597
    • +
    +

    0.8.0 - 2019-09-16

    +

    Added

    +
      +
    • module argument to pyclass macro. #499
    • +
    • py_run! macro #512
    • +
    • Use existing fields and methods before calling custom getattr. #505
    • +
    • PyBytes can now be indexed just like Vec<u8>
    • +
    • Implement IntoPy<PyObject> for PyRef and PyRefMut.
    • +
    +

    Changed

    +
      +
    • Implementing the Using the gc parameter for pyclass (e.g. #[pyclass(gc)]) without implementing the class::PyGCProtocol trait is now a compile-time error. Failing to implement this trait could lead to segfaults. #532
    • +
    • PyByteArray::data has been replaced with PyDataArray::to_vec because returning a &[u8] is unsound. (See this comment for a great write-up for why that was unsound)
    • +
    • Replace mashup with paste.
    • +
    • GILPool gained a Python marker to prevent it from being misused to release Python objects without the GIL held.
    • +
    +

    Removed

    +
      +
    • IntoPyObject was replaced with IntoPy<PyObject>
    • +
    • #[pyclass(subclass)] is hidden a unsound-subclass feature because it's causing segmentation faults.
    • +
    +

    Fixed

    +
      +
    • More readable error message for generics in pyclass #503
    • +
    +

    0.7.0 - 2019-05-26

    +

    Added

    +
      +
    • PyPy support by omerbenamram in #393
    • +
    • Have PyModule generate an index of its members (__all__ list).
    • +
    • Allow slf: PyRef<T> for pyclass(#419)
    • +
    • Allow to use lifetime specifiers in pymethods
    • +
    • Add marshal module. #460
    • +
    +

    Changed

    +
      +
    • Python::run returns PyResult<()> instead of PyResult<&PyAny>.
    • +
    • Methods decorated with #[getter] and #[setter] can now omit wrapping the +result type in PyResult if they don't raise exceptions.
    • +
    +

    Fixed

    +
      +
    • type_object::PyTypeObject has been marked unsafe because breaking the contract type_object::PyTypeObject::init_type can lead to UB.
    • +
    • Fixed automatic derive of PySequenceProtocol implementation in #423.
    • +
    • Capitalization & better wording to README.md.
    • +
    • Docstrings of properties is now properly set using the doc of the #[getter] method.
    • +
    • Fixed issues with pymethods crashing on doc comments containing double quotes.
    • +
    • PySet::new and PyFrozenSet::new now return PyResult<&Py[Frozen]Set>; exceptions are raised if +the items are not hashable.
    • +
    • Fixed building using venv on Windows.
    • +
    • PyTuple::new now returns &PyTuple instead of Py<PyTuple>.
    • +
    • Fixed several issues with argument parsing; notable, the *args and **kwargs +tuple/dict now doesn't contain arguments that are otherwise assigned to parameters.
    • +
    +

    0.6.0 - 2019-03-28

    +

    Regressions

    +
      +
    • Currently, #341 causes cargo test to fail with weird linking errors when the extension-module feature is activated. For now you can work around this by making the extension-module feature optional and running the tests with cargo test --no-default-features:
    • +
    +
    [dependencies.pyo3]
    +version = "0.6.0"
    +
    +[features]
    +extension-module = ["pyo3/extension-module"]
    +default = ["extension-module"]
    +
    +

    Added

    +
      +
    • Added a wrap_pymodule! macro similar to the existing wrap_pyfunction! macro. Only available on python 3
    • +
    • Added support for cross compiling (e.g. to arm v7) by mtp401 in #327. See the "Cross Compiling" section in the "Building and Distribution" chapter of the guide for more details.
    • +
    • The PyRef and PyRefMut types, which allow to differentiate between an instance of a rust struct on the rust heap and an instance that is embedded inside a python object. By kngwyu in #335
    • +
    • Added FromPy<T> and IntoPy<T> which are equivalent to From<T> and Into<T> except that they require a gil token.
    • +
    • Added ManagedPyRef, which should eventually replace ToBorrowedObject.
    • +
    +

    Changed

    +
      +
    • Renamed PyObjectRef to PyAny in #388
    • +
    • Renamed add_function to add_wrapped as it now also supports modules.
    • +
    • Renamed #[pymodinit] to #[pymodule]
    • +
    • py.init(|| value) becomes Py::new(value)
    • +
    • py.init_ref(|| value) becomes PyRef::new(value)
    • +
    • py.init_mut(|| value) becomes PyRefMut::new(value).
    • +
    • PyRawObject::init is now infallible, e.g. it returns () instead of PyResult<()>.
    • +
    • Renamed py_exception! to create_exception! and refactored the error macros.
    • +
    • Renamed wrap_function! to wrap_pyfunction!
    • +
    • Renamed #[prop(get, set)] to #[pyo3(get, set)]
    • +
    • #[pyfunction] now supports the same arguments as #[pyfn()]
    • +
    • Some macros now emit proper spanned errors instead of panics.
    • +
    • Migrated to the 2018 edition
    • +
    • crate::types::exceptions moved to crate::exceptions
    • +
    • Replace IntoPyTuple with IntoPy<Py<PyTuple>>.
    • +
    • IntoPyPointer and ToPyPointer moved into the crate root.
    • +
    • class::CompareOp moved into class::basic::CompareOp
    • +
    • PyTypeObject is now a direct subtrait PyTypeCreate, removing the old cyclical implementation in #350
    • +
    • Add PyList::{sort, reverse} by chr1sj0nes in #357 and #358
    • +
    • Renamed the typeob module to type_object
    • +
    +

    Removed

    +
      +
    • PyToken was removed due to unsoundness (See #94).
    • +
    • Removed the unnecessary type parameter from PyObjectAlloc
    • +
    • NoArgs. Just use an empty tuple
    • +
    • PyObjectWithGIL. PyNativeType is sufficient now that PyToken is removed.
    • +
    +

    Fixed

    +
      +
    • A soudness hole where every instances of a #[pyclass] struct was considered to be part of a python object, even though you can create instances that are not part of the python heap. This was fixed through PyRef and PyRefMut.
    • +
    • Fix kwargs support in #328.
    • +
    • Add full support for __dict__ in #403.
    • +
    +

    0.5.3 - 2019-01-04

    +

    Fixed

    +
      +
    • Fix memory leak in ArrayList by kngwyu #316
    • +
    +

    0.5.2 - 2018-11-25

    +

    Fixed

    +
      +
    • Fix undeterministic segfaults when creating many objects by kngwyu in #281
    • +
    +

    0.5.1 - 2018-11-24

    +

    Yanked

    +

    0.5.0 - 2018-11-11

    +

    Added

    +
      +
    • #[pyclass] objects can now be returned from rust functions
    • +
    • PyComplex by kngwyu in #226
    • +
    • PyDict::from_sequence, equivalent to dict([(key, val), ...])
    • +
    • Bindings for the datetime standard library types: PyDate, PyTime, PyDateTime, PyTzInfo, PyDelta with associated ffi types, by pganssle #200.
    • +
    • PyString, PyUnicode, and PyBytes now have an as_bytes method that returns &[u8].
    • +
    • PyObjectProtocol::get_type_ptr by ijl in #242
    • +
    +

    Changed

    +
      +
    • Removes the types from the root module and the prelude. They now live in pyo3::types instead.
    • +
    • All exceptions are constructed with py_err instead of new, as they return PyErr and not Self.
    • +
    • as_mut and friends take and &mut self instead of &self
    • +
    • ObjectProtocol::call now takes an Option<&PyDict> for the kwargs instead of an IntoPyDictPointer.
    • +
    • IntoPyDictPointer was replace by IntoPyDict which doesn't convert PyDict itself anymore and returns a PyDict instead of *mut PyObject.
    • +
    • PyTuple::new now takes an IntoIterator instead of a slice
    • +
    • Updated to syn 0.15
    • +
    • Splitted PyTypeObject into PyTypeObject without the create method and PyTypeCreate with requires PyObjectAlloc<Self> + PyTypeInfo + Sized.
    • +
    • Ran cargo edition --fix which prefixed path with crate:: for rust 2018
    • +
    • Renamed async to pyasync as async will be a keyword in the 2018 edition.
    • +
    • Starting to use NonNull<*mut PyObject> for Py and PyObject by ijl #260
    • +
    +

    Removed

    +
      +
    • Removed most entries from the prelude. The new prelude is small and clear.
    • +
    • Slowly removing specialization uses
    • +
    • PyString, PyUnicode, and PyBytes no longer have a data method +(replaced by as_bytes) and PyStringData has been removed.
    • +
    • The pyobject_extract macro
    • +
    +

    Fixed

    +
      +
    • Added an explanation that the GIL can temporarily be released even while holding a GILGuard.
    • +
    • Lots of clippy errors
    • +
    • Fix segfault on calling an unknown method on a PyObject
    • +
    • Work around a bug in the rust compiler by kngwyu #252
    • +
    • Fixed a segfault with subclassing pyo3 create classes and using __class__ by kngwyu #263
    • +
    +

    0.4.1 - 2018-08-20

    +

    Changed

    +
      +
    • PyTryFrom's error is always to PyDowncastError
    • +
    +

    Fixed

    +
      +
    • Fixed compilation on nightly since use_extern_macros was stabilized
    • +
    +

    Removed

    +
      +
    • The pyobject_downcast macro
    • +
    +

    0.4.0 - 2018-07-30

    +

    Changed

    +
      +
    • Merged both examples into one
    • +
    • Rustfmt all the things :heavy_check_mark:
    • +
    • Switched to Keep a Changelog
    • +
    +

    Removed

    + +

    0.3.2 - 2018-07-22

    +

    Changed

    +
      +
    • Replaced concat_idents with mashup
    • +
    +

    0.3.1 - 2018-07-18

    +

    Fixed

    +
      +
    • Fixed scoping bug in pyobject_native_type that would break rust-numpy
    • +
    +

    0.3.0 - 2018-07-18

    +

    Added

    +
      +
    • A few internal macros became part of the public api (#155, #186)
    • +
    • Always clone in getters. This allows using the get-annotation on all Clone-Types
    • +
    +

    Changed

    +
      +
    • Upgraded to syn 0.14 which means much better error messages :tada:
    • +
    • 128 bit integer support by kngwyu (#137)
    • +
    • proc_macro has been stabilized on nightly (rust-lang/rust#52081). This means that we can remove the proc_macro feature, but now we need the use_extern_macros from the 2018 edition instead.
    • +
    • All proc macro are now prefixed with py and live in the prelude. This means you can use #[pyclass], #[pymethods], #[pyproto], #[pyfunction] and #[pymodinit] directly, at least after a use pyo3::prelude::*. They were also moved into a module called proc_macro. You shouldn't use #[pyo3::proc_macro::pyclass] or other longer paths in attributes because proc_macro_path_invoc isn't going to be stabilized soon.
    • +
    • Renamed the base option in the pyclass macro to extends.
    • +
    • #[pymodinit] uses the function name as module name, unless the name is overrriden with #[pymodinit(name)]
    • +
    • The guide is now properly versioned.
    • +
    +

    0.2.7 - 2018-05-18

    +

    Fixed

    +
      +
    • Fix nightly breakage with proc_macro_path
    • +
    +

    0.2.6 - 2018-04-03

    +

    Fixed

    +
      +
    • Fix compatibility with TryFrom trait #137
    • +
    +

    0.2.5 - 2018-02-21

    +

    Added

    +
      +
    • CPython 3.7 support
    • +
    +

    Fixed

    +
      +
    • Embedded CPython 3.7b1 crashes on initialization #110
    • +
    • Generated extension functions are weakly typed #108
    • +
    • call_method* crashes when the method does not exist #113
    • +
    • Allow importing exceptions from nested modules #116
    • +
    +

    0.2.4 - 2018-01-19

    +

    Added

    +
      +
    • Allow to get mutable ref from PyObject #106
    • +
    • Drop RefFromPyObject trait
    • +
    • Add Python::register_any method
    • +
    +

    Fixed

    +
      +
    • Fix impl FromPyObject for Py<T>
    • +
    • Mark method that work with raw pointers as unsafe #95
    • +
    +

    0.2.3 - 11-27-2017

    +

    Changed

    +
      +
    • Rustup to 1.23.0-nightly 2017-11-07
    • +
    +

    Fixed

    +
      +
    • Proper c_char usage #93
    • +
    +

    Removed

    +
      +
    • Remove use of now unneeded 'AsciiExt' trait
    • +
    +

    0.2.2 - 09-26-2017

    +

    Changed

    +
      +
    • Rustup to 1.22.0-nightly 2017-09-30
    • +
    +

    0.2.1 - 09-26-2017

    +

    Fixed

    +
      +
    • Fix rustc const_fn nightly breakage
    • +
    +

    0.2.0 - 08-12-2017

    +

    Added

    +
      +
    • Added inheritance support #15
    • +
    • Added weakref support #56
    • +
    • Added subclass support #64
    • +
    • Added self.__dict__ supoort #68
    • +
    • Added pyo3::prelude module #70
    • +
    • Better Iterator support for PyTuple, PyList, PyDict #75
    • +
    • Introduce IntoPyDictPointer similar to IntoPyTuple #69
    • +
    +

    Changed

    +
      +
    • Allow to add gc support without implementing PyGCProtocol #57
    • +
    • Refactor PyErr implementation. Drop py parameter from constructor.
    • +
    +

    0.1.0 - 07-23-2017

    +

    Added

    +
      +
    • Initial release
    • +
    +

    Contributing

    +

    Thank you for your interest in contributing to PyO3! All are welcome - please consider reading our Code of Conduct to keep our community positive and inclusive.

    +

    If you are searching for ideas how to contribute, proceed to the "Getting started contributing" section. If you have found a specific issue to contribute to and need information about the development process, you may find the section "Writing pull requests" helpful.

    +

    If you want to become familiar with the codebase, see +Architecture.md.

    +

    Getting started contributing

    +

    Please join in with any part of PyO3 which interests you. We use GitHub issues to record all bugs and ideas. Feel free to request an issue to be assigned to you if you want to work on it.

    +

    You can browse the API of the non-public parts of PyO3 here.

    +

    The following sections also contain specific ideas on where to start contributing to PyO3.

    +

    Setting up a development environment

    +

    To work and develop PyO3, you need Python & Rust installed on your system.

    +
      +
    • We encourage the use of rustup to be able to select and choose specific toolchains based on the project.
    • +
    • Pyenv is also highly recommended for being able to choose a specific Python version.
    • +
    • virtualenv can also be used with or without Pyenv to use specific installed Python versions.
    • +
    • nox is used to automate many of our CI tasks.
    • +
    +

    Help users identify bugs

    +

    The PyO3 Discord server is very active with users who are new to PyO3, and often completely new to Rust. Helping them debug is a great way to get experience with the PyO3 codebase.

    +

    Helping others often reveals bugs, documentation weaknesses, and missing APIs. It's a good idea to open GitHub issues for these immediately so the resolution can be designed and implemented!

    +

    Implement issues ready for development

    +

    Issues where the solution is clear and work is not in progress use the needs-implementer label.

    +

    Don't be afraid if the solution is not clear to you! The core PyO3 contributors will be happy to mentor you through any questions you have to help you write the solution.

    +

    Help write great docs

    +

    PyO3 has a user guide (using mdbook) as well as the usual Rust API docs. The aim is for both of these to be detailed, easy to understand, and up-to-date. Pull requests are always welcome to fix typos, change wording, add examples, etc.

    +

    There are some specific areas of focus where help is currently needed for the documentation:

    +
      +
    • Issues requesting documentation improvements are tracked with the documentation label.
    • +
    • Not all APIs had docs or examples when they were made. The goal is to have documentation on all PyO3 APIs (#306). If you see an API lacking a doc, please write one and open a PR!
    • +
    +

    To build the docs (including all features), install nox and then run

    +
    nox -s docs -- open
    +
    +

    Doctests

    +

    We use lots of code blocks in our docs. Run cargo test --doc when making changes to check that +the doctests still work, or cargo test to run all the tests including doctests. See +https://doc.rust-lang.org/rustdoc/documentation-tests.html for a guide on doctests.

    +

    Building the guide

    +

    You can preview the user guide by building it locally with mdbook.

    +

    First, install mdbook and nox. Then, run

    +
    nox -s build-guide -- --open
    +
    +

    To check all links in the guide are valid, also install lychee and use the check-guide session instead:

    +
    nox -s check-guide
    +
    +

    Help design the next PyO3

    +

    Issues which don't yet have a clear solution use the needs-design label.

    +

    If any of these issues interest you, please join in with the conversation on the issue! All opinions are valued, and if you're interested in going further with e.g. draft PRs to experiment with API designs, even better!

    +

    Review pull requests

    +

    Everybody is welcome to submit comments on open PRs. Please help ensure new PyO3 APIs are safe, performant, tidy, and easy to use!

    +

    Writing pull requests

    +

    Here are a few things to note when you are writing PRs.

    +

    Continuous Integration

    +

    The PyO3 repo uses GitHub Actions. PRs are blocked from merging if CI is not successful. Formatting, linting and tests are checked for all Rust and Python code. In addition, all warnings in Rust code are disallowed (using RUSTFLAGS="-D warnings").

    +

    Tests run with all supported Python versions with the latest stable Rust compiler, as well as for Python 3.9 with the minimum supported Rust version.

    +

    If you are adding a new feature, you should add it to the full feature in our Cargo.toml* so that it is tested in CI.

    +

    You can run these tests yourself with +nox. Use nox -l to list the full set of subcommands you can run.

    +

    Linting Python code

    +

    nox -s ruff

    +

    Linting Rust code

    +

    nox -s rustfmt

    +

    Semver checks

    +

    cargo semver-checks check-release

    +

    Clippy

    +

    nox -s clippy-all

    +

    Tests

    +

    cargo test --features full

    +

    Check all conditional compilation

    +

    nox -s check-feature-powerset

    +

    UI Tests

    +

    PyO3 uses trybuild to develop UI tests to capture error messages from the Rust compiler for some of the macro functionality.

    +

    Because there are several feature combinations for these UI tests, when updating them all (e.g. for a new Rust compiler version) it may be helpful to use the update-ui-tests nox session:

    +
    nox -s update-ui-tests
    +
    +

    Documenting changes

    +

    We use towncrier to generate a CHANGELOG for each release.

    +

    To include your changes in the release notes, you should create one (or more) news items in the newsfragments directory. Valid news items should be saved as <PR>.<CATEGORY>.md where <PR> is the pull request number and <CATEGORY> is one of the following:

    +
      +
    • packaging - for dependency changes and Python / Rust version compatibility changes
    • +
    • added - for new features
    • +
    • changed - for features which already existed but have been altered or deprecated
    • +
    • removed - for features which have been removed
    • +
    • fixed - for "changed" features which were classed as a bugfix
    • +
    +

    Docs-only PRs do not need news items; start your PR title with docs: to skip the check.

    +

    Style guide

    +

    Generic code

    +

    PyO3 has a lot of generic APIs to increase usability. These can come at the cost of generic code bloat. Where reasonable, try to implement a concrete sub-portion of generic functions. There are two forms of this:

    +
      +
    • If the concrete sub-portion doesn't benefit from re-use by other functions, name it inner and keep it as a local to the function.
    • +
    • If the concrete sub-portion is re-used by other functions, preferably name it _foo and place it directly below foo in the source code (where foo is the original generic function).
    • +
    +

    FFI calls

    +

    PyO3 makes a lot of FFI calls to Python's C API using raw pointers. Where possible try to avoid using pointers-to-temporaries in expressions:

    +
    // dangerous
    +pyo3::ffi::Something(name.to_object(py).as_ptr());
    +
    +// because the following refactoring is a use-after-free error:
    +let name = name.to_object(py).as_ptr();
    +pyo3::ffi::Something(name)
    +

    Instead, prefer to bind the safe owned PyObject wrapper before passing to ffi functions:

    +
    let name: PyObject = name.to_object(py);
    +pyo3::ffi::Something(name.as_ptr())
    +// name will automatically be freed when it falls out of scope
    +

    Python and Rust version support policy

    +

    PyO3 aims to keep sufficient compatibility to make packaging Python extensions built with PyO3 feasible on most common package managers.

    +

    To keep package maintainers' lives simpler, PyO3 will commit, wherever possible, to only adjust minimum supported Rust and Python versions at the same time. This bump will only come in an 0.x release, roughly once per year, after the oldest supported Python version reaches its end-of-life. (Check https://endoflife.date/python for a clear timetable on these.)

    +

    Below are guidelines on what compatibility all PRs are expected to deliver for each language.

    +

    Python

    +

    PyO3 supports all officially supported Python versions, as well as the latest PyPy3 release. All of these versions are tested in CI.

    +

    Rust

    +

    PyO3 aims to make use of up-to-date Rust language features to keep the implementation as efficient as possible.

    +

    The minimum Rust version supported will be decided when the release which bumps Python and Rust versions is made. At the time, the minimum Rust version will be set no higher than the lowest Rust version shipped in the current Debian, RHEL and Alpine Linux distributions.

    +

    CI tests both the most recent stable Rust version and the minimum supported Rust version. Because of Rust's stability guarantees this is sufficient to confirm support for all Rust versions in between.

    +

    Benchmarking

    +

    PyO3 has two sets of benchmarks for evaluating some aspects of its performance. The benchmark suite is currently very small - please open PRs with new benchmarks if you're interested in helping to expand it!

    +

    First, there are Rust-based benchmarks located in the pyo3-benches subdirectory. You can run these benchmarks with:

    +
    nox -s bench
    +
    +

    Second, there is a Python-based benchmark contained in the pytests subdirectory. You can read more about it here.

    +

    Code coverage

    +

    You can view what code is and isn't covered by PyO3's tests. We aim to have 100% coverage - please check coverage and add tests if you notice a lack of coverage!

    +
      +
    • First, ensure the llvm-cov cargo plugin is installed. You may need to run the plugin through cargo once before using it with nox.
    • +
    +
    cargo install cargo-llvm-cov
    +cargo llvm-cov
    +
    +
      +
    • Then, generate an lcov.info file with
    • +
    +
    nox -s coverage -- lcov
    +
    +

    You can install an IDE plugin to view the coverage. For example, if you use VSCode:

    +
      +
    • Add the coverage-gutters plugin.
    • +
    • Add these settings to VSCode's settings.json:
    • +
    +
    {
    +    "coverage-gutters.coverageFileNames": [
    +        "lcov.info",
    +        "cov.xml",
    +        "coverage.xml",
    +    ],
    +    "coverage-gutters.showLineCoverage": true
    +}
    +
    +
      +
    • You should now be able to see green highlights for code that is tested, and red highlights for code that is not tested.
    • +
    + +

    At the moment there is no official organisation that accepts sponsorship on PyO3's behalf. If you're seeking to provide significant funding to the PyO3 ecosystem, please reach out to us on GitHub or Discord and we can discuss.

    +

    In the meanwhile, some of our maintainers have personal GitHub sponsorship pages and would be grateful for your support:

    + + +
    + + +
    +
    + + + +
    + + + + + + + + + + + + + + + + + + + +
    + + diff --git a/v0.22.1/python-from-rust.html b/v0.22.1/python-from-rust.html new file mode 100644 index 00000000000..bcf8515ce47 --- /dev/null +++ b/v0.22.1/python-from-rust.html @@ -0,0 +1,265 @@ + + + + + + Calling Python from Rust - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    + + + + + + + + + + + + + + + + + + + +
    + +
    + + + + + + + + +
    +
    +

    Calling Python in Rust code

    +

    This chapter of the guide documents some ways to interact with Python code from Rust.

    +

    Below is an introduction to the 'py lifetime and some general remarks about how PyO3's API reasons about Python code.

    +

    The subchapters also cover the following topics:

    +
      +
    • Python object types available in PyO3's API
    • +
    • How to work with Python exceptions
    • +
    • How to call Python functions
    • +
    • How to execute existing Python code
    • +
    +

    The 'py lifetime

    +

    To safely interact with the Python interpreter a Rust thread must have a corresponding Python thread state and hold the Global Interpreter Lock (GIL). PyO3 has a Python<'py> token that is used to prove that these conditions +are met. Its lifetime 'py is a central part of PyO3's API.

    +

    The Python<'py> token serves three purposes:

    +
      +
    • It provides global APIs for the Python interpreter, such as [py.eval_bound()][eval] and [py.import_bound()][import].
    • +
    • It can be passed to functions that require a proof of holding the GIL, such as [Py::clone_ref][clone_ref].
    • +
    • Its lifetime 'py is used to bind many of PyO3's types to the Python interpreter, such as [Bound<'py, T>][Bound].
    • +
    +

    PyO3's types that are bound to the 'py lifetime, for example Bound<'py, T>, all contain a Python<'py> token. This means they have full access to the Python interpreter and offer a complete API for interacting with Python objects.

    +

    Consult PyO3's API documentation to learn how to acquire one of these tokens.

    +

    The Global Interpreter Lock

    +

    Concurrent programming in Python is aided by the Global Interpreter Lock (GIL), which ensures that only one Python thread can use the Python interpreter and its API at the same time. This allows it to be used to synchronize code. See the pyo3::sync module for synchronization tools PyO3 offers that are based on the GIL's guarantees.

    +

    Non-Python operations (system calls and native Rust code) can unlock the GIL. See the section on parallelism for how to do that using PyO3's API.

    +

    Python's memory model

    +

    Python's memory model differs from Rust's memory model in two key ways:

    +
      +
    • There is no concept of ownership; all Python objects are shared and usually implemented via reference counting
    • +
    • There is no concept of exclusive (&mut) references; any reference can mutate a Python object
    • +
    +

    PyO3's API reflects this by providing smart pointer types, Py<T>, Bound<'py, T>, and (the very rarely used) Borrowed<'a, 'py, T>. These smart pointers all use Python reference counting. See the subchapter on types for more detail on these types.

    +

    Because of the lack of exclusive &mut references, PyO3's APIs for Python objects, for example [PyListMethods::append], use shared references. This is safe because Python objects have internal mechanisms to prevent data races (as of time of writing, the Python GIL).

    + +
    + + +
    +
    + + + +
    + + + + + + + + + + + + + + + + + + +
    + + diff --git a/v0.22.1/python-from-rust/calling-existing-code.html b/v0.22.1/python-from-rust/calling-existing-code.html new file mode 100644 index 00000000000..aed0c17de57 --- /dev/null +++ b/v0.22.1/python-from-rust/calling-existing-code.html @@ -0,0 +1,563 @@ + + + + + + Executing existing Python code - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    + + + + + + + + + + + + + + + + + + + +
    + +
    + + + + + + + + +
    +
    +

    Executing existing Python code

    +

    If you already have some existing Python code that you need to execute from Rust, the following FAQs can help you select the right PyO3 functionality for your situation:

    +

    Want to access Python APIs? Then use PyModule::import_bound.

    +

    PyModule::import_bound can +be used to get handle to a Python module from Rust. You can use this to import and use any Python +module available in your environment.

    +
    use pyo3::prelude::*;
    +
    +fn main() -> PyResult<()> {
    +    Python::with_gil(|py| {
    +        let builtins = PyModule::import_bound(py, "builtins")?;
    +        let total: i32 = builtins
    +            .getattr("sum")?
    +            .call1((vec![1, 2, 3],))?
    +            .extract()?;
    +        assert_eq!(total, 6);
    +        Ok(())
    +    })
    +}
    +

    Want to run just an expression? Then use eval_bound.

    +

    Python::eval_bound is +a method to execute a Python expression +and return the evaluated value as a Bound<'py, PyAny> object.

    +
    use pyo3::prelude::*;
    +
    +fn main() -> Result<(), ()> {
    +Python::with_gil(|py| {
    +    let result = py
    +        .eval_bound("[i * 10 for i in range(5)]", None, None)
    +        .map_err(|e| {
    +            e.print_and_set_sys_last_vars(py);
    +        })?;
    +    let res: Vec<i64> = result.extract().unwrap();
    +    assert_eq!(res, vec![0, 10, 20, 30, 40]);
    +    Ok(())
    +})
    +}
    +

    Want to run statements? Then use run_bound.

    +

    [Python::run_bound] is a method to execute one or more +Python statements. +This method returns nothing (like any Python statement), but you can get +access to manipulated objects via the locals dict.

    +

    You can also use the py_run! macro, which is a shorthand for [Python::run_bound]. +Since py_run! panics on exceptions, we recommend you use this macro only for +quickly testing your Python extensions.

    +
    use pyo3::prelude::*;
    +use pyo3::py_run;
    +
    +fn main() {
    +#[pyclass]
    +struct UserData {
    +    id: u32,
    +    name: String,
    +}
    +
    +#[pymethods]
    +impl UserData {
    +    fn as_tuple(&self) -> (u32, String) {
    +        (self.id, self.name.clone())
    +    }
    +
    +    fn __repr__(&self) -> PyResult<String> {
    +        Ok(format!("User {}(id: {})", self.name, self.id))
    +    }
    +}
    +
    +Python::with_gil(|py| {
    +    let userdata = UserData {
    +        id: 34,
    +        name: "Yu".to_string(),
    +    };
    +    let userdata = Py::new(py, userdata).unwrap();
    +    let userdata_as_tuple = (34, "Yu");
    +    py_run!(py, userdata userdata_as_tuple, r#"
    +assert repr(userdata) == "User Yu(id: 34)"
    +assert userdata.as_tuple() == userdata_as_tuple
    +    "#);
    +})
    +}
    +

    You have a Python file or code snippet? Then use PyModule::from_code_bound.

    +

    PyModule::from_code_bound +can be used to generate a Python module which can then be used just as if it was imported with +PyModule::import.

    +

    Warning: This will compile and execute code. Never pass untrusted code +to this function!

    +
    use pyo3::{prelude::*, types::IntoPyDict};
    +
    +fn main() -> PyResult<()> {
    +Python::with_gil(|py| {
    +    let activators = PyModule::from_code_bound(
    +        py,
    +        r#"
    +def relu(x):
    +    """see https://en.wikipedia.org/wiki/Rectifier_(neural_networks)"""
    +    return max(0.0, x)
    +
    +def leaky_relu(x, slope=0.01):
    +    return x if x >= 0 else x * slope
    +    "#,
    +        "activators.py",
    +        "activators",
    +    )?;
    +
    +    let relu_result: f64 = activators.getattr("relu")?.call1((-1.0,))?.extract()?;
    +    assert_eq!(relu_result, 0.0);
    +
    +    let kwargs = [("slope", 0.2)].into_py_dict_bound(py);
    +    let lrelu_result: f64 = activators
    +        .getattr("leaky_relu")?
    +        .call((-1.0,), Some(&kwargs))?
    +        .extract()?;
    +    assert_eq!(lrelu_result, -0.2);
    +   Ok(())
    +})
    +}
    +

    Want to embed Python in Rust with additional modules?

    +

    Python maintains the sys.modules dict as a cache of all imported modules. +An import in Python will first attempt to lookup the module from this dict, +and if not present will use various strategies to attempt to locate and load +the module.

    +

    The append_to_inittab +macro can be used to add additional #[pymodule] modules to an embedded +Python interpreter. The macro must be invoked before initializing Python.

    +

    As an example, the below adds the module foo to the embedded interpreter:

    +
    use pyo3::prelude::*;
    +
    +#[pyfunction]
    +fn add_one(x: i64) -> i64 {
    +    x + 1
    +}
    +
    +#[pymodule]
    +fn foo(foo_module: &Bound<'_, PyModule>) -> PyResult<()> {
    +    foo_module.add_function(wrap_pyfunction!(add_one, foo_module)?)?;
    +    Ok(())
    +}
    +
    +fn main() -> PyResult<()> {
    +    pyo3::append_to_inittab!(foo);
    +    Python::with_gil(|py| Python::run_bound(py, "import foo; foo.add_one(6)", None, None))
    +}
    +

    If append_to_inittab cannot be used due to constraints in the program, +an alternative is to create a module using PyModule::new_bound +and insert it manually into sys.modules:

    +
    use pyo3::prelude::*;
    +use pyo3::types::PyDict;
    +
    +#[pyfunction]
    +pub fn add_one(x: i64) -> i64 {
    +    x + 1
    +}
    +
    +fn main() -> PyResult<()> {
    +    Python::with_gil(|py| {
    +        // Create new module
    +        let foo_module = PyModule::new_bound(py, "foo")?;
    +        foo_module.add_function(wrap_pyfunction!(add_one, &foo_module)?)?;
    +
    +        // Import and get sys.modules
    +        let sys = PyModule::import_bound(py, "sys")?;
    +        let py_modules: Bound<'_, PyDict> = sys.getattr("modules")?.downcast_into()?;
    +
    +        // Insert foo into sys.modules
    +        py_modules.set_item("foo", foo_module)?;
    +
    +        // Now we can import + run our python code
    +        Python::run_bound(py, "import foo; foo.add_one(6)", None, None)
    +    })
    +}
    +

    Include multiple Python files

    +

    You can include a file at compile time by using +std::include_str macro.

    +

    Or you can load a file at runtime by using +std::fs::read_to_string function.

    +

    Many Python files can be included and loaded as modules. If one file depends on +another you must preserve correct order while declaring PyModule.

    +

    Example directory structure:

    +
    .
    +├── Cargo.lock
    +├── Cargo.toml
    +├── python_app
    +│   ├── app.py
    +│   └── utils
    +│       └── foo.py
    +└── src
    +    └── main.rs
    +
    +

    python_app/app.py:

    +
    from utils.foo import bar
    +
    +
    +def run():
    +    return bar()
    +
    +

    python_app/utils/foo.py:

    +
    def bar():
    +    return "baz"
    +
    +

    The example below shows:

    +
      +
    • how to include content of app.py and utils/foo.py into your rust binary
    • +
    • how to call function run() (declared in app.py) that needs function +imported from utils/foo.py
    • +
    +

    src/main.rs:

    +
    use pyo3::prelude::*;
    +
    +fn main() -> PyResult<()> {
    +    let py_foo = include_str!(concat!(
    +        env!("CARGO_MANIFEST_DIR"),
    +        "/python_app/utils/foo.py"
    +    ));
    +    let py_app = include_str!(concat!(env!("CARGO_MANIFEST_DIR"), "/python_app/app.py"));
    +    let from_python = Python::with_gil(|py| -> PyResult<Py<PyAny>> {
    +        PyModule::from_code_bound(py, py_foo, "utils.foo", "utils.foo")?;
    +        let app: Py<PyAny> = PyModule::from_code_bound(py, py_app, "", "")?
    +            .getattr("run")?
    +            .into();
    +        app.call0(py)
    +    });
    +
    +    println!("py: {}", from_python?);
    +    Ok(())
    +}
    +

    The example below shows:

    +
      +
    • how to load content of app.py at runtime so that it sees its dependencies +automatically
    • +
    • how to call function run() (declared in app.py) that needs function +imported from utils/foo.py
    • +
    +

    It is recommended to use absolute paths because then your binary can be run +from anywhere as long as your app.py is in the expected directory (in this example +that directory is /usr/share/python_app).

    +

    src/main.rs:

    +
    use pyo3::prelude::*;
    +use pyo3::types::PyList;
    +use std::fs;
    +use std::path::Path;
    +
    +fn main() -> PyResult<()> {
    +    let path = Path::new("/usr/share/python_app");
    +    let py_app = fs::read_to_string(path.join("app.py"))?;
    +    let from_python = Python::with_gil(|py| -> PyResult<Py<PyAny>> {
    +        let syspath = py
    +            .import_bound("sys")?
    +            .getattr("path")?
    +            .downcast_into::<PyList>()?;
    +        syspath.insert(0, &path)?;
    +        let app: Py<PyAny> = PyModule::from_code_bound(py, &py_app, "", "")?
    +            .getattr("run")?
    +            .into();
    +        app.call0(py)
    +    });
    +
    +    println!("py: {}", from_python?);
    +    Ok(())
    +}
    +

    Need to use a context manager from Rust?

    +

    Use context managers by directly invoking __enter__ and __exit__.

    +
    use pyo3::prelude::*;
    +
    +fn main() {
    +    Python::with_gil(|py| {
    +        let custom_manager = PyModule::from_code_bound(
    +            py,
    +            r#"
    +class House(object):
    +    def __init__(self, address):
    +        self.address = address
    +    def __enter__(self):
    +        print(f"Welcome to {self.address}!")
    +    def __exit__(self, type, value, traceback):
    +        if type:
    +            print(f"Sorry you had {type} trouble at {self.address}")
    +        else:
    +            print(f"Thank you for visiting {self.address}, come again soon!")
    +
    +        "#,
    +            "house.py",
    +            "house",
    +        )
    +        .unwrap();
    +
    +        let house_class = custom_manager.getattr("House").unwrap();
    +        let house = house_class.call1(("123 Main Street",)).unwrap();
    +
    +        house.call_method0("__enter__").unwrap();
    +
    +        let result = py.eval_bound("undefined_variable + 1", None, None);
    +
    +        // If the eval threw an exception we'll pass it through to the context manager.
    +        // Otherwise, __exit__  is called with empty arguments (Python "None").
    +        match result {
    +            Ok(_) => {
    +                let none = py.None();
    +                house
    +                    .call_method1("__exit__", (&none, &none, &none))
    +                    .unwrap();
    +            }
    +            Err(e) => {
    +                house
    +                    .call_method1(
    +                        "__exit__",
    +                        (
    +                            e.get_type_bound(py),
    +                            e.value_bound(py),
    +                            e.traceback_bound(py),
    +                        ),
    +                    )
    +                    .unwrap();
    +            }
    +        }
    +    })
    +}
    +

    Handling system signals/interrupts (Ctrl-C)

    +

    The best way to handle system signals when running Rust code is to periodically call Python::check_signals to handle any signals captured by Python's signal handler. See also the FAQ entry.

    +

    Alternatively, set Python's signal module to take the default action for a signal:

    +
    use pyo3::prelude::*;
    +
    +fn main() -> PyResult<()> {
    +Python::with_gil(|py| -> PyResult<()> {
    +    let signal = py.import_bound("signal")?;
    +    // Set SIGINT to have the default action
    +    signal
    +        .getattr("signal")?
    +        .call1((signal.getattr("SIGINT")?, signal.getattr("SIG_DFL")?))?;
    +    Ok(())
    +})
    +}
    + +
    + + +
    +
    + + + +
    + + + + + + + + + + + + + + + + + + +
    + + diff --git a/v0.22.1/python-from-rust/function-calls.html b/v0.22.1/python-from-rust/function-calls.html new file mode 100644 index 00000000000..dae93275a65 --- /dev/null +++ b/v0.22.1/python-from-rust/function-calls.html @@ -0,0 +1,332 @@ + + + + + + Calling Python functions - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    + + + + + + + + + + + + + + + + + + + +
    + +
    + + + + + + + + +
    +
    +

    Calling Python functions

    +

    The Bound<'py, T> smart pointer (such as Bound<'py, PyAny>, Bound<'py, PyList>, or Bound<'py, MyClass>) can be used to call Python functions.

    +

    PyO3 offers two APIs to make function calls:

    +
      +
    • call - call any callable Python object.
    • +
    • call_method - call a method on the Python object.
    • +
    +

    Both of these APIs take args and kwargs arguments (for positional and keyword arguments respectively). There are variants for less complex calls:

    + +

    For convenience the Py<T> smart pointer also exposes these same six API methods, but needs a Python token as an additional first argument to prove the GIL is held.

    +

    The example below calls a Python function behind a PyObject (aka Py<PyAny>) reference:

    +
    use pyo3::prelude::*;
    +use pyo3::types::PyTuple;
    +
    +fn main() -> PyResult<()> {
    +    let arg1 = "arg1";
    +    let arg2 = "arg2";
    +    let arg3 = "arg3";
    +
    +    Python::with_gil(|py| {
    +        let fun: Py<PyAny> = PyModule::from_code_bound(
    +            py,
    +            "def example(*args, **kwargs):
    +                if args != ():
    +                    print('called with args', args)
    +                if kwargs != {}:
    +                    print('called with kwargs', kwargs)
    +                if args == () and kwargs == {}:
    +                    print('called with no arguments')",
    +            "",
    +            "",
    +        )?
    +        .getattr("example")?
    +        .into();
    +
    +        // call object without any arguments
    +        fun.call0(py)?;
    +
    +        // pass object with Rust tuple of positional arguments
    +        let args = (arg1, arg2, arg3);
    +        fun.call1(py, args)?;
    +
    +        // call object with Python tuple of positional arguments
    +        let args = PyTuple::new_bound(py, &[arg1, arg2, arg3]);
    +        fun.call1(py, args)?;
    +        Ok(())
    +    })
    +}
    +

    Creating keyword arguments

    +

    For the call and call_method APIs, kwargs are Option<&Bound<'py, PyDict>>, so can either be None or Some(&dict). You can use the IntoPyDict trait to convert other dict-like containers, e.g. HashMap or BTreeMap, as well as tuples with up to 10 elements and Vecs where each element is a two-element tuple.

    +
    use pyo3::prelude::*;
    +use pyo3::types::IntoPyDict;
    +use std::collections::HashMap;
    +
    +fn main() -> PyResult<()> {
    +    let key1 = "key1";
    +    let val1 = 1;
    +    let key2 = "key2";
    +    let val2 = 2;
    +
    +    Python::with_gil(|py| {
    +        let fun: Py<PyAny> = PyModule::from_code_bound(
    +            py,
    +            "def example(*args, **kwargs):
    +                if args != ():
    +                    print('called with args', args)
    +                if kwargs != {}:
    +                    print('called with kwargs', kwargs)
    +                if args == () and kwargs == {}:
    +                    print('called with no arguments')",
    +            "",
    +            "",
    +        )?
    +        .getattr("example")?
    +        .into();
    +
    +        // call object with PyDict
    +        let kwargs = [(key1, val1)].into_py_dict_bound(py);
    +        fun.call_bound(py, (), Some(&kwargs))?;
    +
    +        // pass arguments as Vec
    +        let kwargs = vec![(key1, val1), (key2, val2)];
    +        fun.call_bound(py, (), Some(&kwargs.into_py_dict_bound(py)))?;
    +
    +        // pass arguments as HashMap
    +        let mut kwargs = HashMap::<&str, i32>::new();
    +        kwargs.insert(key1, 1);
    +        fun.call_bound(py, (), Some(&kwargs.into_py_dict_bound(py)))?;
    +
    +        Ok(())
    +    })
    +}
    +
    +

    During PyO3's migration from "GIL Refs" to the Bound<T> smart pointer, Py<T>::call is temporarily named Py<T>::call_bound (and call_method is temporarily call_method_bound).

    +

    (This temporary naming is only the case for the Py<T> smart pointer. The methods on the &PyAny GIL Ref such as call have not been given replacements, and the methods on the Bound<PyAny> smart pointer such as Bound<PyAny>::call already use follow the newest API conventions.)

    +
    + +
    + + +
    +
    + + + +
    + + + + + + + + + + + + + + + + + + +
    + + diff --git a/v0.22.1/python-typing-hints.html b/v0.22.1/python-typing-hints.html new file mode 100644 index 00000000000..6182d2d8063 --- /dev/null +++ b/v0.22.1/python-typing-hints.html @@ -0,0 +1,356 @@ + + + + + + Appendix C: Python typing hints - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    + + + + + + + + + + + + + + + + + + + +
    + +
    + + + + + + + + +
    +
    +

    Typing and IDE hints for your Python package

    +

    PyO3 provides an easy to use interface to code native Python libraries in Rust. The accompanying Maturin allows you to build and publish them as a package. Yet, for a better user experience, Python libraries should provide typing hints and documentation for all public entities, so that IDEs can show them during development and type analyzing tools such as mypy can use them to properly verify the code.

    +

    Currently the best solution for the problem is to manually maintain *.pyi files and ship them along with the package.

    +

    There is a sketch of a roadmap towards completing the experimental-inspect feature which may eventually lead to automatic type annotations generated by PyO3. This needs more testing and implementation, please see issue #2454.

    +

    Introduction to pyi files

    +

    pyi files (an abbreviation for Python Interface) are called "stub files" in most of the documentation related to them. A very good definition of what it is can be found in old MyPy documentation:

    +
    +

    A stubs file only contains a description of the public interface of the module without any implementations.

    +
    +

    There is also extensive documentation on type stubs on the official Python typing documentation.

    +

    Most Python developers probably already encountered them when trying to use their IDE's "Go to Definition" function on any builtin type. For example, the definitions of a few standard exceptions look like this:

    +
    class BaseException(object):
    +    args: Tuple[Any, ...]
    +    __cause__: BaseException | None
    +    __context__: BaseException | None
    +    __suppress_context__: bool
    +    __traceback__: TracebackType | None
    +    def __init__(self, *args: object) -> None: ...
    +    def __str__(self) -> str: ...
    +    def __repr__(self) -> str: ...
    +    def with_traceback(self: _TBE, tb: TracebackType | None) -> _TBE: ...
    +
    +class SystemExit(BaseException):
    +    code: int
    +
    +class Exception(BaseException): ...
    +
    +class StopIteration(Exception):
    +    value: Any
    +
    +

    As we can see, those are not full definitions containing implementation, but just a description of the interface. It is usually all that the user of the library needs.

    +

    What do the PEPs say?

    +

    At the time of writing this documentation, the pyi files are referenced in three PEPs.

    +

    PEP8 - Style Guide for Python Code - #Function Annotations (last point) recommends all third party library creators to provide stub files as the source of knowledge about the package for type checker tools.

    +
    +

    (...) it is expected that users of third party library packages may want to run type checkers over those packages. For this purpose PEP 484 recommends the use of stub files: .pyi files that are read by the type checker in preference of the corresponding .py files. (...)

    +
    +

    PEP484 - Type Hints - #Stub Files defines stub files as follows.

    +
    +

    Stub files are files containing type hints that are only for use by the type checker, not at runtime.

    +
    +

    It contains a specification for them (highly recommended reading, since it contains at least one thing that is not used in normal Python code) and also some general information about where to store the stub files.

    +

    PEP561 - Distributing and Packaging Type Information describes in detail how to build packages that will enable type checking. In particular it contains information about how the stub files must be distributed in order for type checkers to use them.

    +

    How to do it?

    +

    PEP561 recognizes three ways of distributing type information:

    +
      +
    • inline - the typing is placed directly in source (py) files;
    • +
    • separate package with stub files - the typing is placed in pyi files distributed in their own, separate package;
    • +
    • in-package stub files - the typing is placed in pyi files distributed in the same package as source files.
    • +
    +

    The first way is tricky with PyO3 since we do not have py files. When it has been investigated and necessary changes are implemented, this document will be updated.

    +

    The second way is easy to do, and the whole work can be fully separated from the main library code. The example repo for the package with stub files can be found in PEP561 references section: Stub package repository

    +

    The third way is described below.

    +

    Including pyi files in your PyO3/Maturin build package

    +

    When source files are in the same package as stub files, they should be placed next to each other. We need a way to do that with Maturin. Also, in order to mark our package as typing-enabled we need to add an empty file named py.typed to the package.

    +

    If you do not have other Python files

    +

    If you do not need to add any other Python files apart from pyi to the package, Maturin provides a way to do most of the work for you. As documented in the Maturin Guide, the only thing you need to do is to create a stub file for your module named <module_name>.pyi in your project root and Maturin will do the rest.

    +
    my-rust-project/
    +├── Cargo.toml
    +├── my_project.pyi  # <<< add type stubs for Rust functions in the my_project module here
    +├── pyproject.toml
    +└── src
    +    └── lib.rs
    +
    +

    For an example pyi file see the my_project.pyi content section.

    +

    If you need other Python files

    +

    If you need to add other Python files apart from pyi to the package, you can do it also, but that requires some more work. Maturin provides an easy way to add files to a package (documentation). You just need to create a folder with the name of your module next to the Cargo.toml file (for customization see documentation linked above).

    +

    The folder structure would be:

    +
    my-project
    +├── Cargo.toml
    +├── my_project
    +│   ├── __init__.py
    +│   ├── my_project.pyi
    +│   ├── other_python_file.py
    +│   └── py.typed
    +├── pyproject.toml
    +├── Readme.md
    +└── src
    +    └── lib.rs
    +
    +

    Let's go a little bit more into detail regarding the files inside the package folder.

    +
    __init__.py content
    +

    As we now specify our own package content, we have to provide the __init__.py file, so the folder is treated as a package and we can import things from it. We can always use the same content that Maturin creates for us if we do not specify a Python source folder. For PyO3 bindings it would be:

    +
    from .my_project import *
    +
    +

    That way everything that is exposed by our native module can be imported directly from the package.

    +
    py.typed requirement
    +

    As stated in PEP561:

    +
    +

    Package maintainers who wish to support type checking of their code MUST add a marker file named py.typed to their package supporting typing. This marker applies recursively: if a top-level package includes it, all its sub-packages MUST support type checking as well.

    +
    +

    If we do not include that file, some IDEs might still use our pyi files to show hints, but the type checkers might not. MyPy will raise an error in this situation:

    +
    error: Skipping analyzing "my_project": found module but no type hints or library stubs
    +
    +

    The file is just a marker file, so it should be empty.

    +
    my_project.pyi content
    +

    Our module stub file. This document does not aim at describing how to write them, since you can find a lot of documentation on it, starting from the already quoted PEP484.

    +

    The example can look like this:

    +
    class Car:
    +    """
    +    A class representing a car.
    +
    +    :param body_type: the name of body type, e.g. hatchback, sedan
    +    :param horsepower: power of the engine in horsepower
    +    """
    +    def __init__(self, body_type: str, horsepower: int) -> None: ...
    +
    +    @classmethod
    +    def from_unique_name(cls, name: str) -> 'Car':
    +        """
    +        Creates a Car based on unique name
    +
    +        :param name: model name of a car to be created
    +        :return: a Car instance with default data
    +        """
    +
    +    def best_color(self) -> str:
    +        """
    +        Gets the best color for the car.
    +
    +        :return: the name of the color our great algorithm thinks is the best for this car
    +        """
    +
    + +
    + + +
    +
    + + + +
    + + + + + + + + + + + + + + + + + + +
    + + diff --git a/v0.22.1/rust-from-python.html b/v0.22.1/rust-from-python.html new file mode 100644 index 00000000000..3c437b5cc43 --- /dev/null +++ b/v0.22.1/rust-from-python.html @@ -0,0 +1,243 @@ + + + + + + Using Rust from Python - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    + + + + + + + + + + + + + + + + + + + +
    + +
    + + + + + + + + +
    +
    +

    Using Rust from Python

    +

    This chapter of the guide is dedicated to explaining how to wrap Rust code into Python objects.

    +

    PyO3 uses Rust's "procedural macros" to provide a powerful yet simple API to denote what Rust code should map into Python objects.

    +

    The three types of Python objects which PyO3 can produce are:

    +
      +
    • Python modules, via the #[pymodule] macro
    • +
    • Python functions, via the #[pyfunction] macro
    • +
    • Python classes, via the #[pyclass] macro (plus #[pymethods] to define methods for those clases)
    • +
    +

    The following subchapters go through each of these in turn.

    + +
    + + +
    +
    + + + +
    + + + + + + + + + + + + + + + + + + +
    + + diff --git a/v0.22.1/searcher.js b/v0.22.1/searcher.js new file mode 100644 index 00000000000..dc03e0a02df --- /dev/null +++ b/v0.22.1/searcher.js @@ -0,0 +1,483 @@ +"use strict"; +window.search = window.search || {}; +(function search(search) { + // Search functionality + // + // You can use !hasFocus() to prevent keyhandling in your key + // event handlers while the user is typing their search. + + if (!Mark || !elasticlunr) { + return; + } + + //IE 11 Compatibility from https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/String/startsWith + if (!String.prototype.startsWith) { + String.prototype.startsWith = function(search, pos) { + return this.substr(!pos || pos < 0 ? 0 : +pos, search.length) === search; + }; + } + + var search_wrap = document.getElementById('search-wrapper'), + searchbar = document.getElementById('searchbar'), + searchbar_outer = document.getElementById('searchbar-outer'), + searchresults = document.getElementById('searchresults'), + searchresults_outer = document.getElementById('searchresults-outer'), + searchresults_header = document.getElementById('searchresults-header'), + searchicon = document.getElementById('search-toggle'), + content = document.getElementById('content'), + + searchindex = null, + doc_urls = [], + results_options = { + teaser_word_count: 30, + limit_results: 30, + }, + search_options = { + bool: "AND", + expand: true, + fields: { + title: {boost: 1}, + body: {boost: 1}, + breadcrumbs: {boost: 0} + } + }, + mark_exclude = [], + marker = new Mark(content), + current_searchterm = "", + URL_SEARCH_PARAM = 'search', + URL_MARK_PARAM = 'highlight', + teaser_count = 0, + + SEARCH_HOTKEY_KEYCODE = 83, + ESCAPE_KEYCODE = 27, + DOWN_KEYCODE = 40, + UP_KEYCODE = 38, + SELECT_KEYCODE = 13; + + function hasFocus() { + return searchbar === document.activeElement; + } + + function removeChildren(elem) { + while (elem.firstChild) { + elem.removeChild(elem.firstChild); + } + } + + // Helper to parse a url into its building blocks. + function parseURL(url) { + var a = document.createElement('a'); + a.href = url; + return { + source: url, + protocol: a.protocol.replace(':',''), + host: a.hostname, + port: a.port, + params: (function(){ + var ret = {}; + var seg = a.search.replace(/^\?/,'').split('&'); + var len = seg.length, i = 0, s; + for (;i': '>', + '"': '"', + "'": ''' + }; + var repl = function(c) { return MAP[c]; }; + return function(s) { + return s.replace(/[&<>'"]/g, repl); + }; + })(); + + function formatSearchMetric(count, searchterm) { + if (count == 1) { + return count + " search result for '" + searchterm + "':"; + } else if (count == 0) { + return "No search results for '" + searchterm + "'."; + } else { + return count + " search results for '" + searchterm + "':"; + } + } + + function formatSearchResult(result, searchterms) { + var teaser = makeTeaser(escapeHTML(result.doc.body), searchterms); + teaser_count++; + + // The ?URL_MARK_PARAM= parameter belongs inbetween the page and the #heading-anchor + var url = doc_urls[result.ref].split("#"); + if (url.length == 1) { // no anchor found + url.push(""); + } + + // encodeURIComponent escapes all chars that could allow an XSS except + // for '. Due to that we also manually replace ' with its url-encoded + // representation (%27). + var searchterms = encodeURIComponent(searchterms.join(" ")).replace(/\'/g, "%27"); + + return '' + result.doc.breadcrumbs + '' + + '' + + teaser + ''; + } + + function makeTeaser(body, searchterms) { + // The strategy is as follows: + // First, assign a value to each word in the document: + // Words that correspond to search terms (stemmer aware): 40 + // Normal words: 2 + // First word in a sentence: 8 + // Then use a sliding window with a constant number of words and count the + // sum of the values of the words within the window. Then use the window that got the + // maximum sum. If there are multiple maximas, then get the last one. + // Enclose the terms in . + var stemmed_searchterms = searchterms.map(function(w) { + return elasticlunr.stemmer(w.toLowerCase()); + }); + var searchterm_weight = 40; + var weighted = []; // contains elements of ["word", weight, index_in_document] + // split in sentences, then words + var sentences = body.toLowerCase().split('. '); + var index = 0; + var value = 0; + var searchterm_found = false; + for (var sentenceindex in sentences) { + var words = sentences[sentenceindex].split(' '); + value = 8; + for (var wordindex in words) { + var word = words[wordindex]; + if (word.length > 0) { + for (var searchtermindex in stemmed_searchterms) { + if (elasticlunr.stemmer(word).startsWith(stemmed_searchterms[searchtermindex])) { + value = searchterm_weight; + searchterm_found = true; + } + }; + weighted.push([word, value, index]); + value = 2; + } + index += word.length; + index += 1; // ' ' or '.' if last word in sentence + }; + index += 1; // because we split at a two-char boundary '. ' + }; + + if (weighted.length == 0) { + return body; + } + + var window_weight = []; + var window_size = Math.min(weighted.length, results_options.teaser_word_count); + + var cur_sum = 0; + for (var wordindex = 0; wordindex < window_size; wordindex++) { + cur_sum += weighted[wordindex][1]; + }; + window_weight.push(cur_sum); + for (var wordindex = 0; wordindex < weighted.length - window_size; wordindex++) { + cur_sum -= weighted[wordindex][1]; + cur_sum += weighted[wordindex + window_size][1]; + window_weight.push(cur_sum); + }; + + if (searchterm_found) { + var max_sum = 0; + var max_sum_window_index = 0; + // backwards + for (var i = window_weight.length - 1; i >= 0; i--) { + if (window_weight[i] > max_sum) { + max_sum = window_weight[i]; + max_sum_window_index = i; + } + }; + } else { + max_sum_window_index = 0; + } + + // add around searchterms + var teaser_split = []; + var index = weighted[max_sum_window_index][2]; + for (var i = max_sum_window_index; i < max_sum_window_index+window_size; i++) { + var word = weighted[i]; + if (index < word[2]) { + // missing text from index to start of `word` + teaser_split.push(body.substring(index, word[2])); + index = word[2]; + } + if (word[1] == searchterm_weight) { + teaser_split.push("") + } + index = word[2] + word[0].length; + teaser_split.push(body.substring(word[2], index)); + if (word[1] == searchterm_weight) { + teaser_split.push("") + } + }; + + return teaser_split.join(''); + } + + function init(config) { + results_options = config.results_options; + search_options = config.search_options; + searchbar_outer = config.searchbar_outer; + doc_urls = config.doc_urls; + searchindex = elasticlunr.Index.load(config.index); + + // Set up events + searchicon.addEventListener('click', function(e) { searchIconClickHandler(); }, false); + searchbar.addEventListener('keyup', function(e) { searchbarKeyUpHandler(); }, false); + document.addEventListener('keydown', function(e) { globalKeyHandler(e); }, false); + // If the user uses the browser buttons, do the same as if a reload happened + window.onpopstate = function(e) { doSearchOrMarkFromUrl(); }; + // Suppress "submit" events so the page doesn't reload when the user presses Enter + document.addEventListener('submit', function(e) { e.preventDefault(); }, false); + + // If reloaded, do the search or mark again, depending on the current url parameters + doSearchOrMarkFromUrl(); + } + + function unfocusSearchbar() { + // hacky, but just focusing a div only works once + var tmp = document.createElement('input'); + tmp.setAttribute('style', 'position: absolute; opacity: 0;'); + searchicon.appendChild(tmp); + tmp.focus(); + tmp.remove(); + } + + // On reload or browser history backwards/forwards events, parse the url and do search or mark + function doSearchOrMarkFromUrl() { + // Check current URL for search request + var url = parseURL(window.location.href); + if (url.params.hasOwnProperty(URL_SEARCH_PARAM) + && url.params[URL_SEARCH_PARAM] != "") { + showSearch(true); + searchbar.value = decodeURIComponent( + (url.params[URL_SEARCH_PARAM]+'').replace(/\+/g, '%20')); + searchbarKeyUpHandler(); // -> doSearch() + } else { + showSearch(false); + } + + if (url.params.hasOwnProperty(URL_MARK_PARAM)) { + var words = decodeURIComponent(url.params[URL_MARK_PARAM]).split(' '); + marker.mark(words, { + exclude: mark_exclude + }); + + var markers = document.querySelectorAll("mark"); + function hide() { + for (var i = 0; i < markers.length; i++) { + markers[i].classList.add("fade-out"); + window.setTimeout(function(e) { marker.unmark(); }, 300); + } + } + for (var i = 0; i < markers.length; i++) { + markers[i].addEventListener('click', hide); + } + } + } + + // Eventhandler for keyevents on `document` + function globalKeyHandler(e) { + if (e.altKey || e.ctrlKey || e.metaKey || e.shiftKey || e.target.type === 'textarea' || e.target.type === 'text' || !hasFocus() && /^(?:input|select|textarea)$/i.test(e.target.nodeName)) { return; } + + if (e.keyCode === ESCAPE_KEYCODE) { + e.preventDefault(); + searchbar.classList.remove("active"); + setSearchUrlParameters("", + (searchbar.value.trim() !== "") ? "push" : "replace"); + if (hasFocus()) { + unfocusSearchbar(); + } + showSearch(false); + marker.unmark(); + } else if (!hasFocus() && e.keyCode === SEARCH_HOTKEY_KEYCODE) { + e.preventDefault(); + showSearch(true); + window.scrollTo(0, 0); + searchbar.select(); + } else if (hasFocus() && e.keyCode === DOWN_KEYCODE) { + e.preventDefault(); + unfocusSearchbar(); + searchresults.firstElementChild.classList.add("focus"); + } else if (!hasFocus() && (e.keyCode === DOWN_KEYCODE + || e.keyCode === UP_KEYCODE + || e.keyCode === SELECT_KEYCODE)) { + // not `:focus` because browser does annoying scrolling + var focused = searchresults.querySelector("li.focus"); + if (!focused) return; + e.preventDefault(); + if (e.keyCode === DOWN_KEYCODE) { + var next = focused.nextElementSibling; + if (next) { + focused.classList.remove("focus"); + next.classList.add("focus"); + } + } else if (e.keyCode === UP_KEYCODE) { + focused.classList.remove("focus"); + var prev = focused.previousElementSibling; + if (prev) { + prev.classList.add("focus"); + } else { + searchbar.select(); + } + } else { // SELECT_KEYCODE + window.location.assign(focused.querySelector('a')); + } + } + } + + function showSearch(yes) { + if (yes) { + search_wrap.classList.remove('hidden'); + searchicon.setAttribute('aria-expanded', 'true'); + } else { + search_wrap.classList.add('hidden'); + searchicon.setAttribute('aria-expanded', 'false'); + var results = searchresults.children; + for (var i = 0; i < results.length; i++) { + results[i].classList.remove("focus"); + } + } + } + + function showResults(yes) { + if (yes) { + searchresults_outer.classList.remove('hidden'); + } else { + searchresults_outer.classList.add('hidden'); + } + } + + // Eventhandler for search icon + function searchIconClickHandler() { + if (search_wrap.classList.contains('hidden')) { + showSearch(true); + window.scrollTo(0, 0); + searchbar.select(); + } else { + showSearch(false); + } + } + + // Eventhandler for keyevents while the searchbar is focused + function searchbarKeyUpHandler() { + var searchterm = searchbar.value.trim(); + if (searchterm != "") { + searchbar.classList.add("active"); + doSearch(searchterm); + } else { + searchbar.classList.remove("active"); + showResults(false); + removeChildren(searchresults); + } + + setSearchUrlParameters(searchterm, "push_if_new_search_else_replace"); + + // Remove marks + marker.unmark(); + } + + // Update current url with ?URL_SEARCH_PARAM= parameter, remove ?URL_MARK_PARAM and #heading-anchor . + // `action` can be one of "push", "replace", "push_if_new_search_else_replace" + // and replaces or pushes a new browser history item. + // "push_if_new_search_else_replace" pushes if there is no `?URL_SEARCH_PARAM=abc` yet. + function setSearchUrlParameters(searchterm, action) { + var url = parseURL(window.location.href); + var first_search = ! url.params.hasOwnProperty(URL_SEARCH_PARAM); + if (searchterm != "" || action == "push_if_new_search_else_replace") { + url.params[URL_SEARCH_PARAM] = searchterm; + delete url.params[URL_MARK_PARAM]; + url.hash = ""; + } else { + delete url.params[URL_MARK_PARAM]; + delete url.params[URL_SEARCH_PARAM]; + } + // A new search will also add a new history item, so the user can go back + // to the page prior to searching. A updated search term will only replace + // the url. + if (action == "push" || (action == "push_if_new_search_else_replace" && first_search) ) { + history.pushState({}, document.title, renderURL(url)); + } else if (action == "replace" || (action == "push_if_new_search_else_replace" && !first_search) ) { + history.replaceState({}, document.title, renderURL(url)); + } + } + + function doSearch(searchterm) { + + // Don't search the same twice + if (current_searchterm == searchterm) { return; } + else { current_searchterm = searchterm; } + + if (searchindex == null) { return; } + + // Do the actual search + var results = searchindex.search(searchterm, search_options); + var resultcount = Math.min(results.length, results_options.limit_results); + + // Display search metrics + searchresults_header.innerText = formatSearchMetric(resultcount, searchterm); + + // Clear and insert results + var searchterms = searchterm.split(' '); + removeChildren(searchresults); + for(var i = 0; i < 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to the PyO3 user guide! This book is a companion to PyO3's API docs . It contains examples and documentation to explain all of PyO3's use cases in detail. The rough order of material in this user guide is as follows: Getting started Wrapping Rust code for use from Python How to use Python code from Rust Remaining topics which go into advanced concepts in detail Please choose from the chapters on the left to jump to individual topics, or continue below to start with PyO3's README. ⚠️ Warning: API update in progress 🛠️ PyO3 0.21 has introduced a significant new API, termed the \"Bound\" API after the new smart pointer Bound. While most of this guide has been updated to the new API, it is possible some stray references to the older \"GIL Refs\" API such as &PyAny remain.","breadcrumbs":"Introduction » The PyO3 user guide","id":"0","title":"The PyO3 user guide"},"1":{"body":"actions status benchmark codecov crates.io minimum rustc 1.63 discord server contributing notes Rust bindings for Python , including tools for creating native Python extension modules. Running and interacting with Python code from a Rust binary is also supported. User Guide: stable | main API Documentation: stable | main","breadcrumbs":"Introduction » PyO3","id":"1","title":"PyO3"},"10":{"body":"To get started using PyO3 you will need three things: a Rust toolchain, a Python environment, and a way to build. We'll cover each of these below. If you'd like to chat to the PyO3 maintainers and other PyO3 users, consider joining the PyO3 Discord server . We're keen to hear about your experience getting started, so we can make PyO3 as accessible as possible for everyone!","breadcrumbs":"Getting started » Installation","id":"10","title":"Installation"},"100":{"body":"PyO3's API offers three generic smart pointers: Py, Bound<'py, T> and Borrowed<'a, 'py, T>. For each of these the type parameter T will be filled by a concrete Python type . For example, a Python list object can be represented by Py, Bound<'py, PyList>, and Borrowed<'a, 'py, PyList>. These smart pointers behave differently due to their lifetime parameters. Py has no lifetime parameters, Bound<'py, T> has the 'py lifetime as a parameter, and Borrowed<'a, 'py, T> has the 'py lifetime plus an additional lifetime 'a to denote the lifetime it is borrowing data for. (You can read more about these lifetimes in the subsections below). Python objects are reference counted, like std::sync::Arc . A major reason for these smart pointers is to bring Python's reference counting to a Rust API. The recommendation of when to use each of these smart pointers is as follows: Use Bound<'py, T> for as much as possible, as it offers the most efficient and complete API. Use Py mostly just for storage inside Rust structs which do not want to or can't add a lifetime parameter for Bound<'py, T>. Borrowed<'a, 'py, T> is almost never used. It is occasionally present at the boundary between Rust and the Python interpreter, for example when borrowing data from Python tuples (which is safe because they are immutable). The sections below also explain these smart pointers in a little more detail.","breadcrumbs":"Calling Python from Rust » Python object types » PyO3's smart pointers","id":"100","title":"PyO3's smart pointers"},"101":{"body":"Py is the foundational smart pointer in PyO3's API. The type parameter T denotes the type of the Python object. Very frequently this is PyAny, meaning any Python object. This is so common that Py has a type alias PyObject. Because Py is not bound to the 'py lifetime , it is the type to use when storing a Python object inside a Rust struct or enum which do not want to have a lifetime parameter. In particular, #[pyclass] types are not permitted to have a lifetime, so Py is the correct type to store Python objects inside them. The lack of binding to the 'py lifetime also carries drawbacks: Almost all methods on Py require a Python<'py> token as the first argument Other functionality, such as Drop , needs to check at runtime for attachment to the Python GIL, at a small performance cost Because of the drawbacks Bound<'py, T> is preferred for many of PyO3's APIs. In particular, Bound<'py, T> is the better for function arguments. To convert a Py into a Bound<'py, T>, the Py::bind and Py::into_bound methods are available. Bound<'py, T> can be converted back into Py using Bound::unbind .","breadcrumbs":"Calling Python from Rust » Python object types » Py (and PyObject)","id":"101","title":"Py (and PyObject)"},"102":{"body":"Bound<'py, T> is the counterpart to Py which is also bound to the 'py lifetime. It can be thought of as equivalent to the Rust tuple (Python<'py>, Py). By having the binding to the 'py lifetime, Bound<'py, T> can offer the complete PyO3 API at maximum efficiency. This means that in almost all cases where Py is not necessary for lifetime reasons, Bound<'py, T> should be used. Bound<'py, T> engages in Python reference counting. This means that Bound<'py, T> owns a Python object. Rust code which just wants to borrow a Python object should use a shared reference &Bound<'py, T>. Just like std::sync::Arc, using .clone() and drop() will cheaply increment and decrement the reference count of the object (just in this case, the reference counting is implemented by the Python interpreter itself). To give an example of how Bound<'py, T> is PyO3's primary API type, consider the following Python code: def example(): x = list() # create a Python list x.append(1) # append the integer 1 to it y = x # create a second reference to the list del x # delete the original reference Using PyO3's API, and in particular Bound<'py, PyList>, this code translates into the following Rust code: use pyo3::prelude::*;\nuse pyo3::types::PyList; fn example<'py>(py: Python<'py>) -> PyResult<()> { let x: Bound<'py, PyList> = PyList::empty_bound(py); x.append(1)?; let y: Bound<'py, PyList> = x.clone(); // y is a new reference to the same list drop(x); // release the original reference x Ok(())\n}\n# Python::with_gil(example).unwrap(); Or, without the type annotations: use pyo3::prelude::*;\nuse pyo3::types::PyList; fn example(py: Python<'_>) -> PyResult<()> { let x = PyList::empty_bound(py); x.append(1)?; let y = x.clone(); drop(x); Ok(())\n}\n# Python::with_gil(example).unwrap(); Function argument lifetimes Because the 'py lifetime often appears in many function arguments as part of the Bound<'py, T> smart pointer, the Rust compiler will often require annotations of input and output lifetimes. This occurs when the function output has at least one lifetime, and there is more than one lifetime present on the inputs. To demonstrate, consider this function which takes accepts Python objects and applies the Python + operation to them: # use pyo3::prelude::*;\nfn add(left: &'_ Bound<'_, PyAny>, right: &'_ Bound<'_, PyAny>) -> PyResult> { left.add(right)\n} Because the Python + operation might raise an exception, this function returns PyResult>. It doesn't need ownership of the inputs, so it takes &Bound<'_, PyAny> shared references. To demonstrate the point, all lifetimes have used the wildcard '_ to allow the Rust compiler to attempt to infer them. Because there are four input lifetimes (two lifetimes of the shared references, and two 'py lifetimes unnamed inside the Bound<'_, PyAny> pointers), the compiler cannot reason about which must be connected to the output. The correct way to solve this is to add the 'py lifetime as a parameter for the function, and name all the 'py lifetimes inside the Bound<'py, PyAny> smart pointers. For the shared references, it's also fine to reduce &'_ to just &. The working end result is below: # use pyo3::prelude::*;\nfn add<'py>( left: &Bound<'py, PyAny>, right: &Bound<'py, PyAny>,\n) -> PyResult> { left.add(right)\n}\n# Python::with_gil(|py| {\n# let s = pyo3::types::PyString::new_bound(py, \"s\");\n# assert!(add(&s, &s).unwrap().eq(\"ss\").unwrap());\n# }) If naming the 'py lifetime adds unwanted complexity to the function signature, it is also acceptable to return PyObject (aka Py), which has no lifetime. The cost is instead paid by a slight increase in implementation complexity, as seen by the introduction of a call to Bound::unbind : # use pyo3::prelude::*;\nfn add(left: &Bound<'_, PyAny>, right: &Bound<'_, PyAny>) -> PyResult { let output: Bound<'_, PyAny> = left.add(right)?; Ok(output.unbind())\n}\n# Python::with_gil(|py| {\n# let s = pyo3::types::PyString::new_bound(py, \"s\");\n# assert!(add(&s, &s).unwrap().bind(py).eq(\"ss\").unwrap());\n# })","breadcrumbs":"Calling Python from Rust » Python object types » Bound<'py, T>","id":"102","title":"Bound<'py, T>"},"103":{"body":"Borrowed<'a, 'py, T> is an advanced type used just occasionally at the edge of interaction with the Python interpreter. It can be thought of as analogous to the shared reference &'a Bound<'py, T>. The difference is that Borrowed<'a, 'py, T> is just a smart pointer rather than a reference-to-a-smart-pointer, which is a helpful reduction in indirection in specific interactions with the Python interpreter. Borrowed<'a, 'py, T> dereferences to Bound<'py, T>, so all methods on Bound<'py, T> are available on Borrowed<'a, 'py, T>. An example where Borrowed<'a, 'py, T> is used is in PyTupleMethods::get_borrowed_item : use pyo3::prelude::*;\nuse pyo3::types::PyTuple; # fn example<'py>(py: Python<'py>) -> PyResult<()> {\n// Create a new tuple with the elements (0, 1, 2)\nlet t = PyTuple::new_bound(py, [0, 1, 2]);\nfor i in 0..=2 { let entry: Borrowed<'_, 'py, PyAny> = t.get_borrowed_item(i)?; // `PyAnyMethods::extract` is available on `Borrowed` // via the dereference to `Bound` let value: usize = entry.extract()?; assert_eq!(i, value);\n}\n# Ok(())\n# }\n# Python::with_gil(example).unwrap();","breadcrumbs":"Calling Python from Rust » Python object types » Borrowed<'a, 'py, T>","id":"103","title":"Borrowed<'a, 'py, T>"},"104":{"body":"To convert between Py and Bound<'py, T> use the bind() / into_bound() methods. Use the as_unbound() / unbind() methods to go back from Bound<'py, T> to Py. let obj: Py = ...;\nlet bound: &Bound<'py, PyAny> = obj.bind(py);\nlet bound: Bound<'py, PyAny> = obj.into_bound(py); let obj: &Py = bound.as_unbound();\nlet obj: Py = bound.unbind(); To convert between Bound<'py, T> and Borrowed<'a, 'py, T> use the as_borrowed() method. Borrowed<'a, 'py, T> has a deref coercion to Bound<'py, T>. Use the to_owned() method to increment the Python reference count and to create a new Bound<'py, T> from the Borrowed<'a, 'py, T>. let bound: Bound<'py, PyAny> = ...;\nlet borrowed: Borrowed<'_, 'py, PyAny> = bound.as_borrowed(); // deref coercion\nlet bound: &Bound<'py, PyAny> = &borrowed; // create a new Bound by increase the Python reference count\nlet bound: Bound<'py, PyAny> = borrowed.to_owned(); To convert between Py and Borrowed<'a, 'py, T> use the bind_borrowed() method. Use either as_unbound() or .to_owned().unbind() to go back to Py from Borrowed<'a, 'py, T>, via Bound<'py, T>. let obj: Py = ...;\nlet borrowed: Borrowed<'_, 'py, PyAny> = bound.as_borrowed(); // via deref coercion to Bound and then using Bound::as_unbound\nlet obj: &Py = borrowed.as_unbound(); // via a new Bound by increasing the Python reference count, and unbind it\nlet obj: Py = borrowed.to_owned().unbind().","breadcrumbs":"Calling Python from Rust » Python object types » Casting between smart pointer types","id":"104","title":"Casting between smart pointer types"},"105":{"body":"In all of Py, Bound<'py, T>, and Borrowed<'a, 'py, T>, the type parameter T denotes the type of the Python object referred to by the smart pointer. This parameter T can be filled by: PyAny , which represents any Python object, Native Python types such as PyList, PyTuple, and PyDict, and #[pyclass] types defined from Rust The following subsections covers some further detail about how to work with these types: the APIs that are available for these concrete types, how to cast Bound<'py, T> to a specific concrete type, and how to get Rust data out of a Bound<'py, T>.","breadcrumbs":"Calling Python from Rust » Python object types » Concrete Python types","id":"105","title":"Concrete Python types"},"106":{"body":"Each concrete Python type such as PyAny, PyTuple and PyDict exposes its API on the corresponding bound smart pointer Bound<'py, PyAny>, Bound<'py, PyTuple> and Bound<'py, PyDict>. Each type's API is exposed as a trait: PyAnyMethods , PyTupleMethods , PyDictMethods , and so on for all concrete types. Using traits rather than associated methods on the Bound smart pointer is done for a couple of reasons: Clarity of documentation: each trait gets its own documentation page in the PyO3 API docs. If all methods were on the Bound smart pointer directly, the vast majority of PyO3's API would be on a single, extremely long, documentation page. Consistency: downstream code implementing Rust APIs for existing Python types can also follow this pattern of using a trait. Downstream code would not be allowed to add new associated methods directly on the Bound type. Future design: it is hoped that a future Rust with arbitrary self types will remove the need for these traits in favour of placing the methods directly on PyAny, PyTuple, PyDict, and so on. These traits are all included in the pyo3::prelude module, so with the glob import use pyo3::prelude::* the full PyO3 API is made available to downstream code. The following function accesses the first item in the input Python list, using the .get_item() method from the PyListMethods trait: use pyo3::prelude::*;\nuse pyo3::types::PyList; fn get_first_item<'py>(list: &Bound<'py, PyList>) -> PyResult> { list.get_item(0)\n}\n# Python::with_gil(|py| {\n# let l = PyList::new_bound(py, [\"hello world\"]);\n# assert!(get_first_item(&l).unwrap().eq(\"hello world\").unwrap());\n# })","breadcrumbs":"Calling Python from Rust » Python object types » Using APIs for concrete Python types","id":"106","title":"Using APIs for concrete Python types"},"107":{"body":"To cast Bound<'py, T> smart pointers to some other type, use the .downcast() family of functions. This converts &Bound<'py, T> to a different &Bound<'py, U>, without transferring ownership. There is also .downcast_into() to convert Bound<'py, T> to Bound<'py, U> with transfer of ownership. These methods are available for all types T which implement the PyTypeCheck trait. Casting to Bound<'py, PyAny> can be done with .as_any() or .into_any(). For example, the following snippet shows how to cast Bound<'py, PyAny> to Bound<'py, PyTuple>: # use pyo3::prelude::*;\n# use pyo3::types::PyTuple;\n# fn example<'py>(py: Python<'py>) -> PyResult<()> {\n// create a new Python `tuple`, and use `.into_any()` to erase the type\nlet obj: Bound<'py, PyAny> = PyTuple::empty_bound(py).into_any(); // use `.downcast()` to cast to `PyTuple` without transferring ownership\nlet _: &Bound<'py, PyTuple> = obj.downcast()?; // use `.downcast_into()` to cast to `PyTuple` with transfer of ownership\nlet _: Bound<'py, PyTuple> = obj.downcast_into()?;\n# Ok(())\n# }\n# Python::with_gil(example).unwrap() Custom #[pyclass] types implement PyTypeCheck , so .downcast() also works for these types. The snippet below is the same as the snippet above casting instead to a custom type MyClass: use pyo3::prelude::*; #[pyclass]\nstruct MyClass {} # fn example<'py>(py: Python<'py>) -> PyResult<()> {\n// create a new Python `tuple`, and use `.into_any()` to erase the type\nlet obj: Bound<'py, PyAny> = Bound::new(py, MyClass {})?.into_any(); // use `.downcast()` to cast to `MyClass` without transferring ownership\nlet _: &Bound<'py, MyClass> = obj.downcast()?; // use `.downcast_into()` to cast to `MyClass` with transfer of ownership\nlet _: Bound<'py, MyClass> = obj.downcast_into()?;\n# Ok(())\n# }\n# Python::with_gil(example).unwrap()","breadcrumbs":"Calling Python from Rust » Python object types » Casting between Python object types","id":"107","title":"Casting between Python object types"},"108":{"body":"To extract Rust data from Python objects, use .extract() instead of .downcast(). This method is available for all types which implement the [FromPyObject] trait. For example, the following snippet extracts a Rust tuple of integers from a Python tuple: # use pyo3::prelude::*;\n# use pyo3::types::PyTuple;\n# fn example<'py>(py: Python<'py>) -> PyResult<()> {\n// create a new Python `tuple`, and use `.into_any()` to erase the type\nlet obj: Bound<'py, PyAny> = PyTuple::new_bound(py, [1, 2, 3]).into_any(); // extracting the Python `tuple` to a rust `(i32, i32, i32)` tuple\nlet (x, y, z) = obj.extract::<(i32, i32, i32)>()?;\nassert_eq!((x, y, z), (1, 2, 3));\n# Ok(())\n# }\n# Python::with_gil(example).unwrap() To avoid copying data, #[pyclass] types can directly reference Rust data stored within the Python objects without needing to .extract(). See the corresponding documentation in the class section of the guide for more detail.","breadcrumbs":"Calling Python from Rust » Python object types » Extracting Rust data from Python objects","id":"108","title":"Extracting Rust data from Python objects"},"109":{"body":"The GIL Refs API was PyO3's primary API prior to PyO3 0.21. The main difference was that instead of the Bound<'py, PyAny> smart pointer, the \"GIL Reference\" &'py PyAny was used. (This was similar for other Python types.) As of PyO3 0.21, the GIL Refs API is deprecated. See the migration guide for details on how to upgrade. The following sections note some historical detail about the GIL Refs API.","breadcrumbs":"Calling Python from Rust » Python object types » The GIL Refs API","id":"109","title":"The GIL Refs API"},"11":{"body":"First, make sure you have Rust installed on your system. If you haven't already done so, try following the instructions here . PyO3 runs on both the stable and nightly versions so you can choose whichever one fits you best. The minimum required Rust version is 1.63. If you can run rustc --version and the version is new enough you're good to go!","breadcrumbs":"Getting started » Rust","id":"11","title":"Rust"},"110":{"body":"Represented: a Python object of unspecified type. In the GIL Refs API, this was only accessed as the GIL Ref &'py PyAny. Used: &'py PyAny was used to refer to some Python object when the GIL lifetime was available for the whole duration access was needed. For example, intermediate values and arguments to pyfunctions or pymethods implemented in Rust where any type is allowed. Conversions: For a &PyAny object reference any where the underlying object is a Python-native type such as a list: # #![allow(unused_imports)]\n# use pyo3::prelude::*;\n# use pyo3::types::PyList;\n# #[cfg(feature = \"gil-refs\")]\n# Python::with_gil(|py| -> PyResult<()> {\n#[allow(deprecated)] // PyList::empty is part of the deprecated \"GIL Refs\" API.\nlet obj: &PyAny = PyList::empty(py); // To &PyList with PyAny::downcast\nlet _: &PyList = obj.downcast()?; // To Py (aka PyObject) with .into()\nlet _: Py = obj.into(); // To Py with PyAny::extract\nlet _: Py = obj.extract()?;\n# Ok(())\n# }).unwrap(); For a &PyAny object reference any where the underlying object is a #[pyclass]: # #![allow(unused_imports)]\n# use pyo3::prelude::*;\n# #[pyclass] #[derive(Clone)] struct MyClass { }\n# #[cfg(feature = \"gil-refs\")]\n# Python::with_gil(|py| -> PyResult<()> {\n#[allow(deprecated)] // into_ref is part of the deprecated GIL Refs API\nlet obj: &PyAny = Py::new(py, MyClass {})?.into_ref(py); // To &PyCell with PyAny::downcast\n#[allow(deprecated)] // &PyCell is part of the deprecated GIL Refs API\nlet _: &PyCell = obj.downcast()?; // To Py (aka PyObject) with .into()\nlet _: Py = obj.into(); // To Py with PyAny::extract\nlet _: Py = obj.extract()?; // To MyClass with PyAny::extract, if MyClass: Clone\nlet _: MyClass = obj.extract()?; // To PyRef<'_, MyClass> or PyRefMut<'_, MyClass> with PyAny::extract\nlet _: PyRef<'_, MyClass> = obj.extract()?;\nlet _: PyRefMut<'_, MyClass> = obj.extract()?;\n# Ok(())\n# }).unwrap();","breadcrumbs":"Calling Python from Rust » Python object types » PyAny","id":"110","title":"PyAny"},"111":{"body":"Represented: a native Python object of known type. In the GIL Refs API, they were only accessed as the GIL Refs &'py PyTuple, &'py PyDict. Used: &'py PyTuple and similar were used to operate with native Python types while holding the GIL. Like PyAny, this is the most convenient form to use for function arguments and intermediate values. These GIL Refs implement Deref, so they all expose the same methods which can be found on PyAny. To see all Python types exposed by PyO3 consult the pyo3::types module. Conversions: # #![allow(unused_imports)]\n# use pyo3::prelude::*;\n# use pyo3::types::PyList;\n# #[cfg(feature = \"gil-refs\")]\n# Python::with_gil(|py| -> PyResult<()> {\n#[allow(deprecated)] // PyList::empty is part of the deprecated \"GIL Refs\" API.\nlet list = PyList::empty(py); // Use methods from PyAny on all Python types with Deref implementation\nlet _ = list.repr()?; // To &PyAny automatically with Deref implementation\nlet _: &PyAny = list; // To &PyAny explicitly with .as_ref()\n#[allow(deprecated)] // as_ref is part of the deprecated \"GIL Refs\" API.\nlet _: &PyAny = list.as_ref(); // To Py with .into() or Py::from()\nlet _: Py = list.into(); // To PyObject with .into() or .to_object(py)\nlet _: PyObject = list.into();\n# Ok(())\n# }).unwrap();","breadcrumbs":"Calling Python from Rust » Python object types » PyTuple, PyDict, and many more","id":"111","title":"PyTuple, PyDict, and many more"},"112":{"body":"Represented: a GIL-independent reference to a Python object. This can be a Python native type (like PyTuple), or a pyclass type implemented in Rust. The most commonly-used variant, Py, is also known as PyObject. Used: Whenever you want to carry around references to a Python object without caring about a GIL lifetime. For example, storing Python object references in a Rust struct that outlives the Python-Rust FFI boundary, or returning objects from functions implemented in Rust back to Python. Can be cloned using Python reference counts with .clone().","breadcrumbs":"Calling Python from Rust » Python object types » Py and PyObject","id":"112","title":"Py and PyObject"},"113":{"body":"Represented: a reference to a Rust object (instance of PyClass) wrapped in a Python object. The cell part is an analog to stdlib's RefCell to allow access to &mut references. Used: for accessing pure-Rust API of the instance (members and functions taking &SomeType or &mut SomeType) while maintaining the aliasing rules of Rust references. Like PyO3's Python native types, the GIL Ref &PyCell implements Deref, so it also exposed all of the methods on PyAny. Conversions: PyCell was used to access &T and &mut T via PyRef and PyRefMut respectively. #![allow(unused_imports)]\n# use pyo3::prelude::*;\n# #[pyclass] struct MyClass { }\n# #[cfg(feature = \"gil-refs\")]\n# Python::with_gil(|py| -> PyResult<()> {\n#[allow(deprecated)] // &PyCell is part of the deprecated GIL Refs API\nlet cell: &PyCell = PyCell::new(py, MyClass {})?; // To PyRef with .borrow() or .try_borrow()\nlet py_ref: PyRef<'_, MyClass> = cell.try_borrow()?;\nlet _: &MyClass = &*py_ref;\n# drop(py_ref); // To PyRefMut with .borrow_mut() or .try_borrow_mut()\nlet mut py_ref_mut: PyRefMut<'_, MyClass> = cell.try_borrow_mut()?;\nlet _: &mut MyClass = &mut *py_ref_mut;\n# Ok(())\n# }).unwrap(); PyCell was also accessed like a Python-native type. #![allow(unused_imports)]\n# use pyo3::prelude::*;\n# #[pyclass] struct MyClass { }\n# #[cfg(feature = \"gil-refs\")]\n# Python::with_gil(|py| -> PyResult<()> {\n#[allow(deprecated)] // &PyCell is part of the deprecate GIL Refs API\nlet cell: &PyCell = PyCell::new(py, MyClass {})?; // Use methods from PyAny on PyCell with Deref implementation\nlet _ = cell.repr()?; // To &PyAny automatically with Deref implementation\nlet _: &PyAny = cell; // To &PyAny explicitly with .as_ref()\n#[allow(deprecated)] // as_ref is part of the deprecated \"GIL Refs\" API.\nlet _: &PyAny = cell.as_ref();\n# Ok(())\n# }).unwrap();","breadcrumbs":"Calling Python from Rust » Python object types » PyCell","id":"113","title":"PyCell"},"114":{"body":"","breadcrumbs":"Calling Python from Rust » Python exceptions » Python exceptions","id":"114","title":"Python exceptions"},"115":{"body":"Use the create_exception! macro: use pyo3::create_exception; create_exception!(module, MyError, pyo3::exceptions::PyException); module is the name of the containing module. MyError is the name of the new exception type. For example: use pyo3::prelude::*;\nuse pyo3::create_exception;\nuse pyo3::types::IntoPyDict;\nuse pyo3::exceptions::PyException; create_exception!(mymodule, CustomError, PyException); Python::with_gil(|py| { let ctx = [(\"CustomError\", py.get_type_bound::())].into_py_dict_bound(py); pyo3::py_run!( py, *ctx, \"assert str(CustomError) == \\\"\\\"\" ); pyo3::py_run!(py, *ctx, \"assert CustomError('oops').args == ('oops',)\");\n}); When using PyO3 to create an extension module, you can add the new exception to the module like this, so that it is importable from Python: use pyo3::prelude::*;\nuse pyo3::exceptions::PyException; pyo3::create_exception!(mymodule, CustomError, PyException); #[pymodule]\nfn mymodule(py: Python<'_>, m: &Bound<'_, PyModule>) -> PyResult<()> { // ... other elements added to module ... m.add(\"CustomError\", py.get_type_bound::())?; Ok(())\n}","breadcrumbs":"Calling Python from Rust » Python exceptions » Defining a new exception","id":"115","title":"Defining a new exception"},"116":{"body":"As described in the function error handling chapter, to raise an exception from a #[pyfunction] or #[pymethods], return an Err(PyErr). PyO3 will automatically raise this exception for you when returning the result to Python. You can also manually write and fetch errors in the Python interpreter's global state: use pyo3::{Python, PyErr};\nuse pyo3::exceptions::PyTypeError; Python::with_gil(|py| { PyTypeError::new_err(\"Error\").restore(py); assert!(PyErr::occurred(py)); drop(PyErr::fetch(py));\n});","breadcrumbs":"Calling Python from Rust » Python exceptions » Raising an exception","id":"116","title":"Raising an exception"},"117":{"body":"Python has an isinstance method to check an object's type. In PyO3 every object has the PyAny::is_instance and PyAny::is_instance_of methods which do the same thing. use pyo3::prelude::*;\nuse pyo3::types::{PyBool, PyList}; Python::with_gil(|py| { assert!(PyBool::new_bound(py, true).is_instance_of::()); let list = PyList::new_bound(py, &[1, 2, 3, 4]); assert!(!list.is_instance_of::()); assert!(list.is_instance_of::());\n}); To check the type of an exception, you can similarly do: # use pyo3::exceptions::PyTypeError;\n# use pyo3::prelude::*;\n# Python::with_gil(|py| {\n# let err = PyTypeError::new_err(());\nerr.is_instance_of::(py);\n# });","breadcrumbs":"Calling Python from Rust » Python exceptions » Checking exception types","id":"117","title":"Checking exception types"},"118":{"body":"It is possible to use an exception defined in Python code as a native Rust type. The import_exception! macro allows importing a specific exception class and defines a Rust type for that exception. #![allow(dead_code)]\nuse pyo3::prelude::*; mod io { pyo3::import_exception!(io, UnsupportedOperation);\n} fn tell(file: &Bound<'_, PyAny>) -> PyResult { match file.call_method0(\"tell\") { Err(_) => Err(io::UnsupportedOperation::new_err(\"not supported: tell\")), Ok(x) => x.extract::(), }\n} pyo3::exceptions defines exceptions for several standard library modules.","breadcrumbs":"Calling Python from Rust » Python exceptions » Using exceptions defined in Python code","id":"118","title":"Using exceptions defined in Python code"},"119":{"body":"The Bound<'py, T> smart pointer (such as Bound<'py, PyAny>, Bound<'py, PyList>, or Bound<'py, MyClass>) can be used to call Python functions. PyO3 offers two APIs to make function calls: call - call any callable Python object. call_method - call a method on the Python object. Both of these APIs take args and kwargs arguments (for positional and keyword arguments respectively). There are variants for less complex calls: call1 and call_method1 to call only with positional args. call0 and call_method0 to call with no arguments. For convenience the Py smart pointer also exposes these same six API methods, but needs a Python token as an additional first argument to prove the GIL is held. The example below calls a Python function behind a PyObject (aka Py) reference: use pyo3::prelude::*;\nuse pyo3::types::PyTuple; fn main() -> PyResult<()> { let arg1 = \"arg1\"; let arg2 = \"arg2\"; let arg3 = \"arg3\"; Python::with_gil(|py| { let fun: Py = PyModule::from_code_bound( py, \"def example(*args, **kwargs): if args != (): print('called with args', args) if kwargs != {}: print('called with kwargs', kwargs) if args == () and kwargs == {}: print('called with no arguments')\", \"\", \"\", )? .getattr(\"example\")? .into(); // call object without any arguments fun.call0(py)?; // pass object with Rust tuple of positional arguments let args = (arg1, arg2, arg3); fun.call1(py, args)?; // call object with Python tuple of positional arguments let args = PyTuple::new_bound(py, &[arg1, arg2, arg3]); fun.call1(py, args)?; Ok(()) })\n}","breadcrumbs":"Calling Python from Rust » Calling Python functions » Calling Python functions","id":"119","title":"Calling Python functions"},"12":{"body":"To use PyO3, you need at least Python 3.7. While you can simply use the default Python interpreter on your system, it is recommended to use a virtual environment.","breadcrumbs":"Getting started » Python","id":"12","title":"Python"},"120":{"body":"For the call and call_method APIs, kwargs are Option<&Bound<'py, PyDict>>, so can either be None or Some(&dict). You can use the IntoPyDict trait to convert other dict-like containers, e.g. HashMap or BTreeMap, as well as tuples with up to 10 elements and Vecs where each element is a two-element tuple. use pyo3::prelude::*;\nuse pyo3::types::IntoPyDict;\nuse std::collections::HashMap; fn main() -> PyResult<()> { let key1 = \"key1\"; let val1 = 1; let key2 = \"key2\"; let val2 = 2; Python::with_gil(|py| { let fun: Py = PyModule::from_code_bound( py, \"def example(*args, **kwargs): if args != (): print('called with args', args) if kwargs != {}: print('called with kwargs', kwargs) if args == () and kwargs == {}: print('called with no arguments')\", \"\", \"\", )? .getattr(\"example\")? .into(); // call object with PyDict let kwargs = [(key1, val1)].into_py_dict_bound(py); fun.call_bound(py, (), Some(&kwargs))?; // pass arguments as Vec let kwargs = vec![(key1, val1), (key2, val2)]; fun.call_bound(py, (), Some(&kwargs.into_py_dict_bound(py)))?; // pass arguments as HashMap let mut kwargs = HashMap::<&str, i32>::new(); kwargs.insert(key1, 1); fun.call_bound(py, (), Some(&kwargs.into_py_dict_bound(py)))?; Ok(()) })\n} During PyO3's migration from \"GIL Refs\" to the Bound smart pointer , Py::call is temporarily named Py::call_bound (and call_method is temporarily call_method_bound). (This temporary naming is only the case for the Py smart pointer. The methods on the &PyAny GIL Ref such as call have not been given replacements, and the methods on the Bound smart pointer such as Bound::call already use follow the newest API conventions.)","breadcrumbs":"Calling Python from Rust » Calling Python functions » Creating keyword arguments","id":"120","title":"Creating keyword arguments"},"121":{"body":"If you already have some existing Python code that you need to execute from Rust, the following FAQs can help you select the right PyO3 functionality for your situation:","breadcrumbs":"Calling Python from Rust » Executing existing Python code » Executing existing Python code","id":"121","title":"Executing existing Python code"},"122":{"body":"PyModule::import_bound can be used to get handle to a Python module from Rust. You can use this to import and use any Python module available in your environment. use pyo3::prelude::*; fn main() -> PyResult<()> { Python::with_gil(|py| { let builtins = PyModule::import_bound(py, \"builtins\")?; let total: i32 = builtins .getattr(\"sum\")? .call1((vec![1, 2, 3],))? .extract()?; assert_eq!(total, 6); Ok(()) })\n}","breadcrumbs":"Calling Python from Rust » Executing existing Python code » Want to access Python APIs? Then use PyModule::import_bound.","id":"122","title":"Want to access Python APIs? Then use PyModule::import_bound."},"123":{"body":"Python::eval_bound is a method to execute a Python expression and return the evaluated value as a Bound<'py, PyAny> object. use pyo3::prelude::*; # fn main() -> Result<(), ()> {\nPython::with_gil(|py| { let result = py .eval_bound(\"[i * 10 for i in range(5)]\", None, None) .map_err(|e| { e.print_and_set_sys_last_vars(py); })?; let res: Vec = result.extract().unwrap(); assert_eq!(res, vec![0, 10, 20, 30, 40]); Ok(())\n})\n# }","breadcrumbs":"Calling Python from Rust » Executing existing Python code » Want to run just an expression? Then use eval_bound.","id":"123","title":"Want to run just an expression? Then use eval_bound."},"124":{"body":"[Python::run_bound] is a method to execute one or more Python statements . This method returns nothing (like any Python statement), but you can get access to manipulated objects via the locals dict. You can also use the py_run! macro, which is a shorthand for [Python::run_bound]. Since py_run! panics on exceptions, we recommend you use this macro only for quickly testing your Python extensions. use pyo3::prelude::*;\nuse pyo3::py_run; # fn main() {\n#[pyclass]\nstruct UserData { id: u32, name: String,\n} #[pymethods]\nimpl UserData { fn as_tuple(&self) -> (u32, String) { (self.id, self.name.clone()) } fn __repr__(&self) -> PyResult { Ok(format!(\"User {}(id: {})\", self.name, self.id)) }\n} Python::with_gil(|py| { let userdata = UserData { id: 34, name: \"Yu\".to_string(), }; let userdata = Py::new(py, userdata).unwrap(); let userdata_as_tuple = (34, \"Yu\"); py_run!(py, userdata userdata_as_tuple, r#\"\nassert repr(userdata) == \"User Yu(id: 34)\"\nassert userdata.as_tuple() == userdata_as_tuple \"#);\n})\n# }","breadcrumbs":"Calling Python from Rust » Executing existing Python code » Want to run statements? Then use run_bound.","id":"124","title":"Want to run statements? Then use run_bound."},"125":{"body":"PyModule::from_code_bound can be used to generate a Python module which can then be used just as if it was imported with PyModule::import. Warning : This will compile and execute code. Never pass untrusted code to this function! use pyo3::{prelude::*, types::IntoPyDict}; # fn main() -> PyResult<()> {\nPython::with_gil(|py| { let activators = PyModule::from_code_bound( py, r#\"\ndef relu(x): \"\"\"see https://en.wikipedia.org/wiki/Rectifier_(neural_networks)\"\"\" return max(0.0, x) def leaky_relu(x, slope=0.01): return x if x >= 0 else x * slope \"#, \"activators.py\", \"activators\", )?; let relu_result: f64 = activators.getattr(\"relu\")?.call1((-1.0,))?.extract()?; assert_eq!(relu_result, 0.0); let kwargs = [(\"slope\", 0.2)].into_py_dict_bound(py); let lrelu_result: f64 = activators .getattr(\"leaky_relu\")? .call((-1.0,), Some(&kwargs))? .extract()?; assert_eq!(lrelu_result, -0.2);\n# Ok(())\n})\n# }","breadcrumbs":"Calling Python from Rust » Executing existing Python code » You have a Python file or code snippet? Then use PyModule::from_code_bound.","id":"125","title":"You have a Python file or code snippet? Then use PyModule::from_code_bound."},"126":{"body":"Python maintains the sys.modules dict as a cache of all imported modules. An import in Python will first attempt to lookup the module from this dict, and if not present will use various strategies to attempt to locate and load the module. The append_to_inittab macro can be used to add additional #[pymodule] modules to an embedded Python interpreter. The macro must be invoked before initializing Python. As an example, the below adds the module foo to the embedded interpreter: use pyo3::prelude::*; #[pyfunction]\nfn add_one(x: i64) -> i64 { x + 1\n} #[pymodule]\nfn foo(foo_module: &Bound<'_, PyModule>) -> PyResult<()> { foo_module.add_function(wrap_pyfunction!(add_one, foo_module)?)?; Ok(())\n} fn main() -> PyResult<()> { pyo3::append_to_inittab!(foo); Python::with_gil(|py| Python::run_bound(py, \"import foo; foo.add_one(6)\", None, None))\n} If append_to_inittab cannot be used due to constraints in the program, an alternative is to create a module using PyModule::new_bound and insert it manually into sys.modules: use pyo3::prelude::*;\nuse pyo3::types::PyDict; #[pyfunction]\npub fn add_one(x: i64) -> i64 { x + 1\n} fn main() -> PyResult<()> { Python::with_gil(|py| { // Create new module let foo_module = PyModule::new_bound(py, \"foo\")?; foo_module.add_function(wrap_pyfunction!(add_one, &foo_module)?)?; // Import and get sys.modules let sys = PyModule::import_bound(py, \"sys\")?; let py_modules: Bound<'_, PyDict> = sys.getattr(\"modules\")?.downcast_into()?; // Insert foo into sys.modules py_modules.set_item(\"foo\", foo_module)?; // Now we can import + run our python code Python::run_bound(py, \"import foo; foo.add_one(6)\", None, None) })\n}","breadcrumbs":"Calling Python from Rust » Executing existing Python code » Want to embed Python in Rust with additional modules?","id":"126","title":"Want to embed Python in Rust with additional modules?"},"127":{"body":"You can include a file at compile time by using std::include_str macro. Or you can load a file at runtime by using std::fs::read_to_string function. Many Python files can be included and loaded as modules. If one file depends on another you must preserve correct order while declaring PyModule. Example directory structure: .\n├── Cargo.lock\n├── Cargo.toml\n├── python_app\n│ ├── app.py\n│ └── utils\n│ └── foo.py\n└── src └── main.rs python_app/app.py: from utils.foo import bar def run(): return bar() python_app/utils/foo.py: def bar(): return \"baz\" The example below shows: how to include content of app.py and utils/foo.py into your rust binary how to call function run() (declared in app.py) that needs function imported from utils/foo.py src/main.rs: use pyo3::prelude::*; fn main() -> PyResult<()> { let py_foo = include_str!(concat!( env!(\"CARGO_MANIFEST_DIR\"), \"/python_app/utils/foo.py\" )); let py_app = include_str!(concat!(env!(\"CARGO_MANIFEST_DIR\"), \"/python_app/app.py\")); let from_python = Python::with_gil(|py| -> PyResult> { PyModule::from_code_bound(py, py_foo, \"utils.foo\", \"utils.foo\")?; let app: Py = PyModule::from_code_bound(py, py_app, \"\", \"\")? .getattr(\"run\")? .into(); app.call0(py) }); println!(\"py: {}\", from_python?); Ok(())\n} The example below shows: how to load content of app.py at runtime so that it sees its dependencies automatically how to call function run() (declared in app.py) that needs function imported from utils/foo.py It is recommended to use absolute paths because then your binary can be run from anywhere as long as your app.py is in the expected directory (in this example that directory is /usr/share/python_app). src/main.rs: use pyo3::prelude::*;\nuse pyo3::types::PyList;\nuse std::fs;\nuse std::path::Path; fn main() -> PyResult<()> { let path = Path::new(\"/usr/share/python_app\"); let py_app = fs::read_to_string(path.join(\"app.py\"))?; let from_python = Python::with_gil(|py| -> PyResult> { let syspath = py .import_bound(\"sys\")? .getattr(\"path\")? .downcast_into::()?; syspath.insert(0, &path)?; let app: Py = PyModule::from_code_bound(py, &py_app, \"\", \"\")? .getattr(\"run\")? .into(); app.call0(py) }); println!(\"py: {}\", from_python?); Ok(())\n}","breadcrumbs":"Calling Python from Rust » Executing existing Python code » Include multiple Python files","id":"127","title":"Include multiple Python files"},"128":{"body":"Use context managers by directly invoking __enter__ and __exit__. use pyo3::prelude::*; fn main() { Python::with_gil(|py| { let custom_manager = PyModule::from_code_bound( py, r#\"\nclass House(object): def __init__(self, address): self.address = address def __enter__(self): print(f\"Welcome to {self.address}!\") def __exit__(self, type, value, traceback): if type: print(f\"Sorry you had {type} trouble at {self.address}\") else: print(f\"Thank you for visiting {self.address}, come again soon!\") \"#, \"house.py\", \"house\", ) .unwrap(); let house_class = custom_manager.getattr(\"House\").unwrap(); let house = house_class.call1((\"123 Main Street\",)).unwrap(); house.call_method0(\"__enter__\").unwrap(); let result = py.eval_bound(\"undefined_variable + 1\", None, None); // If the eval threw an exception we'll pass it through to the context manager. // Otherwise, __exit__ is called with empty arguments (Python \"None\"). match result { Ok(_) => { let none = py.None(); house .call_method1(\"__exit__\", (&none, &none, &none)) .unwrap(); } Err(e) => { house .call_method1( \"__exit__\", ( e.get_type_bound(py), e.value_bound(py), e.traceback_bound(py), ), ) .unwrap(); } } })\n}","breadcrumbs":"Calling Python from Rust » Executing existing Python code » Need to use a context manager from Rust?","id":"128","title":"Need to use a context manager from Rust?"},"129":{"body":"The best way to handle system signals when running Rust code is to periodically call Python::check_signals to handle any signals captured by Python's signal handler. See also the FAQ entry . Alternatively, set Python's signal module to take the default action for a signal: use pyo3::prelude::*; # fn main() -> PyResult<()> {\nPython::with_gil(|py| -> PyResult<()> { let signal = py.import_bound(\"signal\")?; // Set SIGINT to have the default action signal .getattr(\"signal\")? .call1((signal.getattr(\"SIGINT\")?, signal.getattr(\"SIG_DFL\")?))?; Ok(())\n})\n# }","breadcrumbs":"Calling Python from Rust » Executing existing Python code » Handling system signals/interrupts (Ctrl-C)","id":"129","title":"Handling system signals/interrupts (Ctrl-C)"},"13":{"body":"While you can use any virtualenv manager you like, we recommend the use of pyenv in particular if you want to develop or test for multiple different Python versions, so that is what the examples in this book will use. The installation instructions for pyenv can be found here . (Note: To get the pyenv activate and pyenv virtualenv commands, you will also need to install the pyenv-virtualenv plugin. The pyenv installer will install both together.) It can be useful to keep the sources used when installing using pyenv so that future debugging can see the original source files. This can be done by passing the --keep flag as part of the pyenv install command. For example: pyenv install 3.12 --keep","breadcrumbs":"Getting started » Virtualenvs","id":"13","title":"Virtualenvs"},"130":{"body":"In this portion of the guide we'll talk about the mapping of Python types to Rust types offered by PyO3, as well as the traits available to perform conversions between them.","breadcrumbs":"Type conversions » Type conversions","id":"130","title":"Type conversions"},"131":{"body":"When writing functions callable from Python (such as a #[pyfunction] or in a #[pymethods] block), the trait FromPyObject is required for function arguments, and IntoPy is required for function return values. Consult the tables in the following section to find the Rust types provided by PyO3 which implement these traits.","breadcrumbs":"Type conversions » Mapping of Rust types to Python types » Mapping of Rust types to Python types","id":"131","title":"Mapping of Rust types to Python types"},"132":{"body":"When accepting a function argument, it is possible to either use Rust library types or PyO3's Python-native types. (See the next section for discussion on when to use each.) The table below contains the Python type and the corresponding function argument types that will accept them: Python Rust Rust (Python-native) object - PyAny str String, Cow, &str, char, OsString, PathBuf, Path PyString, PyUnicode bytes Vec, &[u8], Cow<[u8]> PyBytes bool bool PyBool int i8, u8, i16, u16, i32, u32, i64, u64, i128, u128, isize, usize, num_bigint::BigInt [1] , num_bigint::BigUint [1] PyLong float f32, f64 PyFloat complex num_complex::Complex [2] PyComplex fractions.Fraction num_rational::Ratio [3] - list[T] Vec PyList dict[K, V] HashMap, BTreeMap, hashbrown::HashMap [4] , indexmap::IndexMap [5] PyDict tuple[T, U] (T, U), Vec PyTuple set[T] HashSet, BTreeSet, hashbrown::HashSet [4] PySet frozenset[T] HashSet, BTreeSet, hashbrown::HashSet [4] PyFrozenSet bytearray Vec, Cow<[u8]> PyByteArray slice - PySlice type - PyType module - PyModule collections.abc.Buffer - PyBuffer datetime.datetime SystemTime, chrono::DateTime [6] , chrono::NaiveDateTime [6] PyDateTime datetime.date chrono::NaiveDate [6] PyDate datetime.time chrono::NaiveTime [6] PyTime datetime.tzinfo chrono::FixedOffset [6] , chrono::Utc [6] , chrono_tz::TimeZone [7] PyTzInfo datetime.timedelta Duration, chrono::Duration [6] PyDelta decimal.Decimal rust_decimal::Decimal [8] - ipaddress.IPv4Address std::net::IpAddr, std::net::IpV4Addr - ipaddress.IPv6Address std::net::IpAddr, std::net::IpV6Addr - os.PathLike PathBuf, Path PyString, PyUnicode pathlib.Path PathBuf, Path PyString, PyUnicode typing.Optional[T] Option - typing.Sequence[T] Vec PySequence typing.Mapping[K, V] HashMap, BTreeMap, hashbrown::HashMap [4] , indexmap::IndexMap [5] &PyMapping typing.Iterator[Any] - PyIterator typing.Union[...] See #[derive(FromPyObject)] - It is also worth remembering the following special types: What Description Python<'py> A GIL token, used to pass to PyO3 constructors to prove ownership of the GIL. Bound<'py, T> A Python object connected to the GIL lifetime. This provides access to most of PyO3's APIs. Py A Python object isolated from the GIL lifetime. This can be sent to other threads. PyObject An alias for Py PyRef A #[pyclass] borrowed immutably. PyRefMut A #[pyclass] borrowed mutably. For more detail on accepting #[pyclass] values as function arguments, see the section of this guide on Python Classes . Using Rust library types vs Python-native types Using Rust library types as function arguments will incur a conversion cost compared to using the Python-native types. Using the Python-native types is almost zero-cost (they just require a type check similar to the Python builtin function isinstance()). However, once that conversion cost has been paid, the Rust standard library types offer a number of benefits: You can write functionality in native-speed Rust code (free of Python's runtime costs). You get better interoperability with the rest of the Rust ecosystem. You can use Python::allow_threads to release the Python GIL and let other Python threads make progress while your Rust code is executing. You also benefit from stricter type checking. For example you can specify Vec, which will only accept a Python list containing integers. The Python-native equivalent, &PyList, would accept a Python list containing Python objects of any type. For most PyO3 usage the conversion cost is worth paying to get these benefits. As always, if you're not sure it's worth it in your case, benchmark it!","breadcrumbs":"Type conversions » Mapping of Rust types to Python types » Argument Types","id":"132","title":"Argument Types"},"133":{"body":"When returning values from functions callable from Python, PyO3's smart pointers (Py, Bound<'py, T>, and Borrowed<'a, 'py, T>) can be used with zero cost. Because Bound<'py, T> and Borrowed<'a, 'py, T> have lifetime parameters, the Rust compiler may ask for lifetime annotations to be added to your function. See the section of the guide dedicated to this . If your function is fallible, it should return PyResult or Result where E implements From for PyErr. This will raise a Python exception if the Err variant is returned. Finally, the following Rust types are also able to convert to Python as return values: Rust type Resulting Python Type String str &str str bool bool Any integer type (i32, u32, usize, etc) int f32, f64 float Option Optional[T] (T, U) Tuple[T, U] Vec List[T] Cow<[u8]> bytes HashMap Dict[K, V] BTreeMap Dict[K, V] HashSet Set[T] BTreeSet Set[T] Py T Bound T PyRef T PyRefMut T Requires the num-bigint optional feature. Requires the num-complex optional feature. Requires the hashbrown optional feature. Requires the indexmap optional feature. Requires the chrono optional feature. Requires the chrono-tz optional feature. Requires the rust_decimal optional feature. Requires the num-rational optional feature.","breadcrumbs":"Type conversions » Mapping of Rust types to Python types » Returning Rust values to Python","id":"133","title":"Returning Rust values to Python"},"134":{"body":"PyO3 provides some handy traits to convert between Python types and Rust types.","breadcrumbs":"Type conversions » Conversion traits » Conversion traits","id":"134","title":"Conversion traits"},"135":{"body":"The easiest way to convert a Python object to a Rust value is using .extract(). It returns a PyResult with a type error if the conversion fails, so usually you will use something like # use pyo3::prelude::*;\n# use pyo3::types::PyList;\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| {\n# let list = PyList::new_bound(py, b\"foo\");\nlet v: Vec = list.extract()?;\n# assert_eq!(&v, &[102, 111, 111]);\n# Ok(())\n# })\n# } This method is available for many Python object types, and can produce a wide variety of Rust types, which you can check out in the implementor list of FromPyObject . FromPyObject is also implemented for your own Rust types wrapped as Python objects (see the chapter about classes ). There, in order to both be able to operate on mutable references and satisfy Rust's rules of non-aliasing mutable references, you have to extract the PyO3 reference wrappers PyRef and PyRefMut . They work like the reference wrappers of std::cell::RefCell and ensure (at runtime) that Rust borrows are allowed. Deriving FromPyObject FromPyObject can be automatically derived for many kinds of structs and enums if the member types themselves implement FromPyObject. This even includes members with a generic type T: FromPyObject. Derivation for empty enums, enum variants and structs is not supported. Deriving FromPyObject for structs The derivation generates code that will attempt to access the attribute my_string on the Python object, i.e. obj.getattr(\"my_string\"), and call extract() on the attribute. use pyo3::prelude::*; #[derive(FromPyObject)]\nstruct RustyStruct { my_string: String,\n}\n#\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| -> PyResult<()> {\n# let module = PyModule::from_code_bound(\n# py,\n# \"class Foo:\n# def __init__(self):\n# self.my_string = 'test'\",\n# \"\",\n# \"\",\n# )?;\n#\n# let class = module.getattr(\"Foo\")?;\n# let instance = class.call0()?;\n# let rustystruct: RustyStruct = instance.extract()?;\n# assert_eq!(rustystruct.my_string, \"test\");\n# Ok(())\n# })\n# } By setting the #[pyo3(item)] attribute on the field, PyO3 will attempt to extract the value by calling the get_item method on the Python object. use pyo3::prelude::*; #[derive(FromPyObject)]\nstruct RustyStruct { #[pyo3(item)] my_string: String,\n}\n#\n# use pyo3::types::PyDict;\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| -> PyResult<()> {\n# let dict = PyDict::new_bound(py);\n# dict.set_item(\"my_string\", \"test\")?;\n#\n# let rustystruct: RustyStruct = dict.extract()?;\n# assert_eq!(rustystruct.my_string, \"test\");\n# Ok(())\n# })\n# } The argument passed to getattr and get_item can also be configured: use pyo3::prelude::*; #[derive(FromPyObject)]\nstruct RustyStruct { #[pyo3(item(\"key\"))] string_in_mapping: String, #[pyo3(attribute(\"name\"))] string_attr: String,\n}\n#\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| -> PyResult<()> {\n# let module = PyModule::from_code_bound(\n# py,\n# \"class Foo(dict):\n# def __init__(self):\n# self.name = 'test'\n# self['key'] = 'test2'\",\n# \"\",\n# \"\",\n# )?;\n#\n# let class = module.getattr(\"Foo\")?;\n# let instance = class.call0()?;\n# let rustystruct: RustyStruct = instance.extract()?;\n# assert_eq!(rustystruct.string_attr, \"test\");\n# assert_eq!(rustystruct.string_in_mapping, \"test2\");\n#\n# Ok(())\n# })\n# } This tries to extract string_attr from the attribute name and string_in_mapping from a mapping with the key \"key\". The arguments for attribute are restricted to non-empty string literals while item can take any valid literal that implements ToBorrowedObject. You can use #[pyo3(from_item_all)] on a struct to extract every field with get_item method. In this case, you can't use #[pyo3(attribute)] or barely use #[pyo3(item)] on any field. However, using #[pyo3(item(\"key\"))] to specify the key for a field is still allowed. use pyo3::prelude::*; #[derive(FromPyObject)]\n#[pyo3(from_item_all)]\nstruct RustyStruct { foo: String, bar: String, #[pyo3(item(\"foobar\"))] baz: String,\n}\n#\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| -> PyResult<()> {\n# let py_dict = py.eval_bound(\"{'foo': 'foo', 'bar': 'bar', 'foobar': 'foobar'}\", None, None)?;\n# let rustystruct: RustyStruct = py_dict.extract()?;\n# assert_eq!(rustystruct.foo, \"foo\");\n# assert_eq!(rustystruct.bar, \"bar\");\n# assert_eq!(rustystruct.baz, \"foobar\");\n#\n# Ok(())\n# })\n# } Deriving FromPyObject for tuple structs Tuple structs are also supported but do not allow customizing the extraction. The input is always assumed to be a Python tuple with the same length as the Rust type, the nth field is extracted from the nth item in the Python tuple. use pyo3::prelude::*; #[derive(FromPyObject)]\nstruct RustyTuple(String, String); # use pyo3::types::PyTuple;\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| -> PyResult<()> {\n# let tuple = PyTuple::new_bound(py, vec![\"test\", \"test2\"]);\n#\n# let rustytuple: RustyTuple = tuple.extract()?;\n# assert_eq!(rustytuple.0, \"test\");\n# assert_eq!(rustytuple.1, \"test2\");\n#\n# Ok(())\n# })\n# } Tuple structs with a single field are treated as wrapper types which are described in the following section. To override this behaviour and ensure that the input is in fact a tuple, specify the struct as use pyo3::prelude::*; #[derive(FromPyObject)]\nstruct RustyTuple((String,)); # use pyo3::types::PyTuple;\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| -> PyResult<()> {\n# let tuple = PyTuple::new_bound(py, vec![\"test\"]);\n#\n# let rustytuple: RustyTuple = tuple.extract()?;\n# assert_eq!((rustytuple.0).0, \"test\");\n#\n# Ok(())\n# })\n# } Deriving FromPyObject for wrapper types The pyo3(transparent) attribute can be used on structs with exactly one field. This results in extracting directly from the input object, i.e. obj.extract(), rather than trying to access an item or attribute. This behaviour is enabled per default for newtype structs and tuple-variants with a single field. use pyo3::prelude::*; #[derive(FromPyObject)]\nstruct RustyTransparentTupleStruct(String); #[derive(FromPyObject)]\n#[pyo3(transparent)]\nstruct RustyTransparentStruct { inner: String,\n} # use pyo3::types::PyString;\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| -> PyResult<()> {\n# let s = PyString::new_bound(py, \"test\");\n#\n# let tup: RustyTransparentTupleStruct = s.extract()?;\n# assert_eq!(tup.0, \"test\");\n#\n# let stru: RustyTransparentStruct = s.extract()?;\n# assert_eq!(stru.inner, \"test\");\n#\n# Ok(())\n# })\n# } Deriving FromPyObject for enums The FromPyObject derivation for enums generates code that tries to extract the variants in the order of the fields. As soon as a variant can be extracted successfully, that variant is returned. This makes it possible to extract Python union types like str | int. The same customizations and restrictions described for struct derivations apply to enum variants, i.e. a tuple variant assumes that the input is a Python tuple, and a struct variant defaults to extracting fields as attributes but can be configured in the same manner. The transparent attribute can be applied to single-field-variants. use pyo3::prelude::*; #[derive(FromPyObject)]\n# #[derive(Debug)]\nenum RustyEnum<'py> { Int(usize), // input is a positive int String(String), // input is a string IntTuple(usize, usize), // input is a 2-tuple with positive ints StringIntTuple(String, usize), // input is a 2-tuple with String and int Coordinates3d { // needs to be in front of 2d x: usize, y: usize, z: usize, }, Coordinates2d { // only gets checked if the input did not have `z` #[pyo3(attribute(\"x\"))] a: usize, #[pyo3(attribute(\"y\"))] b: usize, }, #[pyo3(transparent)] CatchAll(Bound<'py, PyAny>), // This extraction never fails\n}\n#\n# use pyo3::types::{PyBytes, PyString};\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| -> PyResult<()> {\n# {\n# let thing = 42_u8.to_object(py);\n# let rust_thing: RustyEnum<'_> = thing.extract(py)?;\n#\n# assert_eq!(\n# 42,\n# match rust_thing {\n# RustyEnum::Int(i) => i,\n# other => unreachable!(\"Error extracting: {:?}\", other),\n# }\n# );\n# }\n# {\n# let thing = PyString::new_bound(py, \"text\");\n# let rust_thing: RustyEnum<'_> = thing.extract()?;\n#\n# assert_eq!(\n# \"text\",\n# match rust_thing {\n# RustyEnum::String(i) => i,\n# other => unreachable!(\"Error extracting: {:?}\", other),\n# }\n# );\n# }\n# {\n# let thing = (32_u8, 73_u8).to_object(py);\n# let rust_thing: RustyEnum<'_> = thing.extract(py)?;\n#\n# assert_eq!(\n# (32, 73),\n# match rust_thing {\n# RustyEnum::IntTuple(i, j) => (i, j),\n# other => unreachable!(\"Error extracting: {:?}\", other),\n# }\n# );\n# }\n# {\n# let thing = (\"foo\", 73_u8).to_object(py);\n# let rust_thing: RustyEnum<'_> = thing.extract(py)?;\n#\n# assert_eq!(\n# (String::from(\"foo\"), 73),\n# match rust_thing {\n# RustyEnum::StringIntTuple(i, j) => (i, j),\n# other => unreachable!(\"Error extracting: {:?}\", other),\n# }\n# );\n# }\n# {\n# let module = PyModule::from_code_bound(\n# py,\n# \"class Foo(dict):\n# def __init__(self):\n# self.x = 0\n# self.y = 1\n# self.z = 2\",\n# \"\",\n# \"\",\n# )?;\n#\n# let class = module.getattr(\"Foo\")?;\n# let instance = class.call0()?;\n# let rust_thing: RustyEnum<'_> = instance.extract()?;\n#\n# assert_eq!(\n# (0, 1, 2),\n# match rust_thing {\n# RustyEnum::Coordinates3d { x, y, z } => (x, y, z),\n# other => unreachable!(\"Error extracting: {:?}\", other),\n# }\n# );\n# }\n#\n# {\n# let module = PyModule::from_code_bound(\n# py,\n# \"class Foo(dict):\n# def __init__(self):\n# self.x = 3\n# self.y = 4\",\n# \"\",\n# \"\",\n# )?;\n#\n# let class = module.getattr(\"Foo\")?;\n# let instance = class.call0()?;\n# let rust_thing: RustyEnum<'_> = instance.extract()?;\n#\n# assert_eq!(\n# (3, 4),\n# match rust_thing {\n# RustyEnum::Coordinates2d { a, b } => (a, b),\n# other => unreachable!(\"Error extracting: {:?}\", other),\n# }\n# );\n# }\n#\n# {\n# let thing = PyBytes::new_bound(py, b\"text\");\n# let rust_thing: RustyEnum<'_> = thing.extract()?;\n#\n# assert_eq!(\n# b\"text\",\n# match rust_thing {\n# RustyEnum::CatchAll(ref i) => i.downcast::()?.as_bytes(),\n# other => unreachable!(\"Error extracting: {:?}\", other),\n# }\n# );\n# }\n# Ok(())\n# })\n# } If none of the enum variants match, a PyTypeError containing the names of the tested variants is returned. The names reported in the error message can be customized through the #[pyo3(annotation = \"name\")] attribute, e.g. to use conventional Python type names: use pyo3::prelude::*; #[derive(FromPyObject)]\n# #[derive(Debug)]\nenum RustyEnum { #[pyo3(transparent, annotation = \"str\")] String(String), #[pyo3(transparent, annotation = \"int\")] Int(isize),\n}\n#\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| -> PyResult<()> {\n# {\n# let thing = 42_u8.to_object(py);\n# let rust_thing: RustyEnum = thing.extract(py)?;\n#\n# assert_eq!(\n# 42,\n# match rust_thing {\n# RustyEnum::Int(i) => i,\n# other => unreachable!(\"Error extracting: {:?}\", other),\n# }\n# );\n# }\n#\n# {\n# let thing = \"foo\".to_object(py);\n# let rust_thing: RustyEnum = thing.extract(py)?;\n#\n# assert_eq!(\n# \"foo\",\n# match rust_thing {\n# RustyEnum::String(i) => i,\n# other => unreachable!(\"Error extracting: {:?}\", other),\n# }\n# );\n# }\n#\n# {\n# let thing = b\"foo\".to_object(py);\n# let error = thing.extract::(py).unwrap_err();\n# assert!(error.is_instance_of::(py));\n# }\n#\n# Ok(())\n# })\n# } If the input is neither a string nor an integer, the error message will be: \"'' cannot be converted to 'str | int'\". #[derive(FromPyObject)] Container Attributes pyo3(transparent) extract the field directly from the object as obj.extract() instead of get_item() or getattr() Newtype structs and tuple-variants are treated as transparent per default. only supported for single-field structs and enum variants pyo3(annotation = \"name\") changes the name of the failed variant in the generated error message in case of failure. e.g. pyo3(\"int\") reports the variant's type as int. only supported for enum variants #[derive(FromPyObject)] Field Attributes pyo3(attribute), pyo3(attribute(\"name\")) retrieve the field from an attribute, possibly with a custom name specified as an argument argument must be a string-literal. pyo3(item), pyo3(item(\"key\")) retrieve the field from a mapping, possibly with the custom key specified as an argument. can be any literal that implements ToBorrowedObject pyo3(from_py_with = \"...\") apply a custom function to convert the field from Python the desired Rust type. the argument must be the name of the function as a string. the function signature must be fn(&Bound) -> PyResult where T is the Rust type of the argument.","breadcrumbs":"Type conversions » Conversion traits » .extract() and the FromPyObject trait","id":"135","title":".extract() and the FromPyObject trait"},"136":{"body":"This trait defines the to-python conversion for a Rust type. It is usually implemented as IntoPy, which is the trait needed for returning a value from #[pyfunction] and #[pymethods]. All types in PyO3 implement this trait, as does a #[pyclass] which doesn't use extends. Occasionally you may choose to implement this for custom types which are mapped to Python types without having a unique python type. use pyo3::prelude::*;\n# #[allow(dead_code)]\nstruct MyPyObjectWrapper(PyObject); impl IntoPy for MyPyObjectWrapper { fn into_py(self, py: Python<'_>) -> PyObject { self.0 }\n}","breadcrumbs":"Type conversions » Conversion traits » IntoPy","id":"136","title":"IntoPy"},"137":{"body":"ToPyObject is a conversion trait that allows various objects to be converted into PyObject . IntoPy serves the same purpose, except that it consumes self.","breadcrumbs":"Type conversions » Conversion traits » The ToPyObject trait","id":"137","title":"The ToPyObject trait"},"138":{"body":"This feature is still in active development. See the related issue . #[pyfunction] and #[pymethods] attributes also support async fn. # #![allow(dead_code)]\n# #[cfg(feature = \"experimental-async\")] {\nuse std::{thread, time::Duration};\nuse futures::channel::oneshot;\nuse pyo3::prelude::*; #[pyfunction]\n#[pyo3(signature=(seconds, result=None))]\nasync fn sleep(seconds: f64, result: Option) -> Option { let (tx, rx) = oneshot::channel(); thread::spawn(move || { thread::sleep(Duration::from_secs_f64(seconds)); tx.send(()).unwrap(); }); rx.await.unwrap(); result\n}\n# } Python awaitables instantiated with this method can only be awaited in asyncio context. Other Python async runtime may be supported in the future.","breadcrumbs":"Using async and await » Using async and await","id":"138","title":"Using async and await"},"139":{"body":"Resulting future of an async fn decorated by #[pyfunction] must be Send + 'static to be embedded in a Python object. As a consequence, async fn parameters and return types must also be Send + 'static, so it is not possible to have a signature like async fn does_not_compile<'py>(arg: Bound<'py, PyAny>) -> Bound<'py, PyAny>. However, there is an exception for method receivers, so async methods can accept &self/&mut self. Note that this means that the class instance is borrowed for as long as the returned future is not completed, even across yield points and while waiting for I/O operations to complete. Hence, other methods cannot obtain exclusive borrows while the future is still being polled. This is the same as how async methods in Rust generally work but it is more problematic for Rust code interfacing with Python code due to pervasive shared mutability. This strongly suggests to prefer shared borrows &self over exclusive ones &mut self to avoid racy borrow check failures at runtime.","breadcrumbs":"Using async and await » Send + 'static constraint","id":"139","title":"Send + 'static constraint"},"14":{"body":"There are a number of build and Python package management systems such as setuptools-rust or manually . We recommend the use of maturin, which you can install here . It is developed to work with PyO3 and provides the most \"batteries included\" experience, especially if you are aiming to publish to PyPI. maturin is just a Python package, so you can add it in the same way you already install Python packages. System Python: pip install maturin --user pipx: pipx install maturin pyenv: pyenv activate pyo3\npip install maturin poetry: poetry add -G dev maturin After installation, you can run maturin --version to check that you have correctly installed it.","breadcrumbs":"Getting started » Building","id":"14","title":"Building"},"140":{"body":"Even if it is not possible to pass a py: Python<'py> parameter to async fn, the GIL is still held during the execution of the future – it's also the case for regular fn without Python<'py>/Bound<'py, PyAny> parameter, yet the GIL is held. It is still possible to get a Python marker using Python::with_gil ; because with_gil is reentrant and optimized, the cost will be negligible.","breadcrumbs":"Using async and await » Implicit GIL holding","id":"140","title":"Implicit GIL holding"},"141":{"body":"There is currently no simple way to release the GIL when awaiting a future, but solutions are currently in development . Here is the advised workaround for now: use std::{ future::Future, pin::{Pin, pin}, task::{Context, Poll},\n};\nuse pyo3::prelude::*; struct AllowThreads(F); impl Future for AllowThreads\nwhere F: Future + Unpin + Send, F::Output: Send,\n{ type Output = F::Output; fn poll(mut self: Pin<&mut Self>, cx: &mut Context<'_>) -> Poll { let waker = cx.waker(); Python::with_gil(|gil| { gil.allow_threads(|| pin!(&mut self.0).poll(&mut Context::from_waker(waker))) }) }\n}","breadcrumbs":"Using async and await » Release the GIL across .await","id":"141","title":"Release the GIL across .await"},"142":{"body":"Cancellation on the Python side can be caught using CancelHandle type, by annotating a function parameter with #[pyo3(cancel_handle)]. # #![allow(dead_code)]\n# #[cfg(feature = \"experimental-async\")] {\nuse futures::FutureExt;\nuse pyo3::prelude::*;\nuse pyo3::coroutine::CancelHandle; #[pyfunction]\nasync fn cancellable(#[pyo3(cancel_handle)] mut cancel: CancelHandle) { futures::select! { /* _ = ... => println!(\"done\"), */ _ = cancel.cancelled().fuse() => println!(\"cancelled\"), }\n}\n# }","breadcrumbs":"Using async and await » Cancellation","id":"142","title":"Cancellation"},"143":{"body":"To make a Rust future awaitable in Python, PyO3 defines a Coroutine type, which implements the Python coroutine protocol . Each coroutine.send call is translated to a Future::poll call. If a CancelHandle parameter is declared, the exception passed to coroutine.throw call is stored in it and can be retrieved with CancelHandle::cancelled ; otherwise, it cancels the Rust future, and the exception is reraised; The type does not yet have a public constructor until the design is finalized.","breadcrumbs":"Using async and await » The Coroutine type","id":"143","title":"The Coroutine type"},"144":{"body":"CPython has the infamous Global Interpreter Lock , which prevents several threads from executing Python bytecode in parallel. This makes threading in Python a bad fit for CPU-bound tasks and often forces developers to accept the overhead of multiprocessing. In PyO3 parallelism can be easily achieved in Rust-only code. Let's take a look at our word-count example, where we have a search function that utilizes the rayon crate to count words in parallel. # #![allow(dead_code)]\nuse pyo3::prelude::*; // These traits let us use `par_lines` and `map`.\nuse rayon::str::ParallelString;\nuse rayon::iter::ParallelIterator; /// Count the occurrences of needle in line, case insensitive\nfn count_line(line: &str, needle: &str) -> usize { let mut total = 0; for word in line.split(' ') { if word == needle { total += 1; } } total\n} #[pyfunction]\nfn search(contents: &str, needle: &str) -> usize { contents .par_lines() .map(|line| count_line(line, needle)) .sum()\n} But let's assume you have a long running Rust function which you would like to execute several times in parallel. For the sake of example let's take a sequential version of the word count: # #![allow(dead_code)]\n# fn count_line(line: &str, needle: &str) -> usize {\n# let mut total = 0;\n# for word in line.split(' ') {\n# if word == needle {\n# total += 1;\n# }\n# }\n# total\n# }\n#\nfn search_sequential(contents: &str, needle: &str) -> usize { contents.lines().map(|line| count_line(line, needle)).sum()\n} To enable parallel execution of this function, the Python::allow_threads method can be used to temporarily release the GIL, thus allowing other Python threads to run. We then have a function exposed to the Python runtime which calls search_sequential inside a closure passed to Python::allow_threads to enable true parallelism: # #![allow(dead_code)]\n# use pyo3::prelude::*;\n#\n# fn count_line(line: &str, needle: &str) -> usize {\n# let mut total = 0;\n# for word in line.split(' ') {\n# if word == needle {\n# total += 1;\n# }\n# }\n# total\n# }\n#\n# fn search_sequential(contents: &str, needle: &str) -> usize {\n# contents.lines().map(|line| count_line(line, needle)).sum()\n# }\n#[pyfunction]\nfn search_sequential_allow_threads(py: Python<'_>, contents: &str, needle: &str) -> usize { py.allow_threads(|| search_sequential(contents, needle))\n} Now Python threads can use more than one CPU core, resolving the limitation which usually makes multi-threading in Python only good for IO-bound tasks: from concurrent.futures import ThreadPoolExecutor\nfrom word_count import search_sequential_allow_threads executor = ThreadPoolExecutor(max_workers=2) future_1 = executor.submit( word_count.search_sequential_allow_threads, contents, needle\n)\nfuture_2 = executor.submit( word_count.search_sequential_allow_threads, contents, needle\n)\nresult_1 = future_1.result()\nresult_2 = future_2.result()","breadcrumbs":"Parallelism » Parallelism","id":"144","title":"Parallelism"},"145":{"body":"Let's benchmark the word-count example to verify that we really did unlock parallelism with PyO3. We are using pytest-benchmark to benchmark four word count functions: Pure Python version Rust parallel version Rust sequential version Rust sequential version executed twice with two Python threads The benchmark script can be found here , and we can run nox in the word-count folder to benchmark these functions. While the results of the benchmark of course depend on your machine, the relative results should be similar to this (mid 2020): -------------------------------------------------------------------------------------------------- benchmark: 4 tests -------------------------------------------------------------------------------------------------\nName (time in ms) Min Max Mean StdDev Median IQR Outliers OPS Rounds Iterations\n-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\ntest_word_count_rust_parallel 1.7315 (1.0) 4.6495 (1.0) 1.9972 (1.0) 0.4299 (1.0) 1.8142 (1.0) 0.2049 (1.0) 40;46 500.6943 (1.0) 375 1\ntest_word_count_rust_sequential 7.3348 (4.24) 10.3556 (2.23) 8.0035 (4.01) 0.7785 (1.81) 7.5597 (4.17) 0.8641 (4.22) 26;5 124.9457 (0.25) 121 1\ntest_word_count_rust_sequential_twice_with_threads 7.9839 (4.61) 10.3065 (2.22) 8.4511 (4.23) 0.4709 (1.10) 8.2457 (4.55) 0.3927 (1.92) 17;17 118.3274 (0.24) 114 1\ntest_word_count_python_sequential 27.3985 (15.82) 45.4527 (9.78) 28.9604 (14.50) 4.1449 (9.64) 27.5781 (15.20) 0.4638 (2.26) 3;5 34.5299 (0.07) 35 1\n----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- You can see that the Python threaded version is not much slower than the Rust sequential version, which means compared to an execution on a single CPU core the speed has doubled.","breadcrumbs":"Parallelism » Benchmark","id":"145","title":"Benchmark"},"146":{"body":"","breadcrumbs":"Debugging » Debugging","id":"146","title":"Debugging"},"147":{"body":"PyO3's attributes (#[pyclass], #[pymodule], etc.) are procedural macros , which means that they rewrite the source of the annotated item. You can view the generated source with the following command, which also expands a few other things: cargo rustc --profile=check -- -Z unstable-options --pretty=expanded > expanded.rs; rustfmt expanded.rs (You might need to install rustfmt if you don't already have it.) You can also debug classic !-macros by adding -Z trace-macros: cargo rustc --profile=check -- -Z unstable-options --pretty=expanded -Z trace-macros > expanded.rs; rustfmt expanded.rs Note that those commands require using the nightly build of rust and may occasionally have bugs. See cargo expand for a more elaborate and stable version of those commands.","breadcrumbs":"Debugging » Macros","id":"147","title":"Macros"},"148":{"body":"Valgrind is a tool to detect memory management bugs such as memory leaks. You first need to install a debug build of Python, otherwise Valgrind won't produce usable results. In Ubuntu there's e.g. a python3-dbg package. Activate an environment with the debug interpreter and recompile. If you're on Linux, use ldd with the name of your binary and check that you're linking e.g. libpython3.7d.so.1.0 instead of libpython3.7.so.1.0. Download the suppressions file for CPython . Run Valgrind with valgrind --suppressions=valgrind-python.supp ./my-command --with-options","breadcrumbs":"Debugging » Running with Valgrind","id":"148","title":"Running with Valgrind"},"149":{"body":"The best start to investigate a crash such as an segmentation fault is a backtrace. You can set RUST_BACKTRACE=1 as an environment variable to get the stack trace on a panic!. Alternatively you can use a debugger such as gdb to explore the issue. Rust provides a wrapper, rust-gdb, which has pretty-printers for inspecting Rust variables. Since PyO3 uses cdylib for Python shared objects, it does not receive the pretty-print debug hooks in rust-gdb ( rust-lang/rust#96365 ). The mentioned issue contains a workaround for enabling pretty-printers in this case. Link against a debug build of python as described in the previous chapter Run rust-gdb Set a breakpoint (b) on rust_panic if you are investigating a panic! Enter r to run After the crash occurred, enter bt or bt full to print the stacktrace Often it is helpful to run a small piece of Python code to exercise a section of Rust. rust-gdb --args python -c \"import my_package; my_package.sum_to_string(1, 2)\"","breadcrumbs":"Debugging » Getting a stacktrace","id":"149","title":"Getting a stacktrace"},"15":{"body":"First you should create the folder and virtual environment that are going to contain your new project. Here we will use the recommended pyenv: mkdir pyo3-example\ncd pyo3-example\npyenv virtualenv pyo3\npyenv local pyo3 After this, you should install your build manager. In this example, we will use maturin. After you've activated your virtualenv, add maturin to it: pip install maturin Now you can initialize the new project: maturin init If maturin is already installed, you can create a new project using that directly as well: maturin new -b pyo3 pyo3-example\ncd pyo3-example\npyenv virtualenv pyo3\npyenv local pyo3","breadcrumbs":"Getting started » Starting a new project","id":"15","title":"Starting a new project"},"150":{"body":"PyO3 provides a number of Cargo features to customize functionality. This chapter of the guide provides detail on each of them. By default, only the macros feature is enabled.","breadcrumbs":"Features reference » Features reference","id":"150","title":"Features reference"},"151":{"body":"","breadcrumbs":"Features reference » Features for extension module authors","id":"151","title":"Features for extension module authors"},"152":{"body":"This feature is required when building a Python extension module using PyO3. It tells PyO3's build script to skip linking against libpython.so on Unix platforms, where this must not be done. See the building and distribution section for further detail.","breadcrumbs":"Features reference » extension-module","id":"152","title":"extension-module"},"153":{"body":"This feature is used when building Python extension modules to create wheels which are compatible with multiple Python versions. It restricts PyO3's API to a subset of the full Python API which is guaranteed by PEP 384 to be forwards-compatible with future Python versions. See the building and distribution section for further detail.","breadcrumbs":"Features reference » abi3","id":"153","title":"abi3"},"154":{"body":"(abi3-py37, abi3-py38, abi3-py39, abi3-py310 and abi3-py311) These features are extensions of the abi3 feature to specify the exact minimum Python version which the multiple-version-wheel will support. See the building and distribution section for further detail.","breadcrumbs":"Features reference » The abi3-pyXY features","id":"154","title":"The abi3-pyXY features"},"155":{"body":"This experimental feature is used to generate import libraries for Python DLL for MinGW-w64 and MSVC (cross-)compile targets. Enabling it allows to (cross-)compile extension modules to any Windows targets without having to install the Windows Python distribution files for the target. See the building and distribution section for further detail.","breadcrumbs":"Features reference » generate-import-lib","id":"155","title":"generate-import-lib"},"156":{"body":"","breadcrumbs":"Features reference » Features for embedding Python in Rust","id":"156","title":"Features for embedding Python in Rust"},"157":{"body":"This feature changes Python::with_gil to automatically initialize a Python interpreter (by calling prepare_freethreaded_python ) if needed. If you do not enable this feature, you should call pyo3::prepare_freethreaded_python() before attempting to call any other Python APIs.","breadcrumbs":"Features reference » auto-initialize","id":"157","title":"auto-initialize"},"158":{"body":"","breadcrumbs":"Features reference » Advanced Features","id":"158","title":"Advanced Features"},"159":{"body":"This feature adds support for async fn in #[pyfunction] and #[pymethods]. The feature has some unfinished refinements and performance improvements. To help finish this off, see issue #1632 and its associated draft PRs.","breadcrumbs":"Features reference » experimental-async","id":"159","title":"experimental-async"},"16":{"body":"Sadly, maturin cannot currently be run in existing projects, so if you want to use Python in an existing project you basically have two options: Create a new project as above and move your existing code into that project Manually edit your project configuration as necessary If you opt for the second option, here are the things you need to pay attention to:","breadcrumbs":"Getting started » Adding to an existing project","id":"16","title":"Adding to an existing project"},"160":{"body":"This feature adds the pyo3::inspect module, as well as IntoPy::type_output and FromPyObject::type_input APIs to produce Python type \"annotations\" for Rust types. This is a first step towards adding first-class support for generating type annotations automatically in PyO3, however work is needed to finish this off. All feedback and offers of help welcome on issue #2454 .","breadcrumbs":"Features reference » experimental-inspect","id":"160","title":"experimental-inspect"},"161":{"body":"This feature is a backwards-compatibility feature to allow continued use of the \"GIL Refs\" APIs deprecated in PyO3 0.21. These APIs have performance drawbacks and soundness edge cases which the newer Bound smart pointer and accompanying APIs resolve. This feature and the APIs it enables is expected to be removed in a future PyO3 version.","breadcrumbs":"Features reference » gil-refs","id":"161","title":"gil-refs"},"162":{"body":"This feature was introduced to ease migration. It was found that delayed reference counts cannot be made sound and hence Cloning an instance of Py must panic without the GIL being held. To avoid migrations introducing new panics without warning, the Clone implementation itself is now gated behind this feature.","breadcrumbs":"Features reference » py-clone","id":"162","title":"py-clone"},"163":{"body":"This is a performance-oriented conditional compilation flag, e.g. set via $RUSTFLAGS , which disabled the global reference pool and the assocaited overhead for the crossing the Python-Rust boundary. However, if enabled, Dropping an instance of Py without the GIL being held will abort the process.","breadcrumbs":"Features reference » pyo3_disable_reference_pool","id":"163","title":"pyo3_disable_reference_pool"},"164":{"body":"This feature enables a dependency on the pyo3-macros crate, which provides the procedural macros portion of PyO3's API: #[pymodule] #[pyfunction] #[pyclass] #[pymethods] #[derive(FromPyObject)] It also provides the py_run! macro. These macros require a number of dependencies which may not be needed by users who just need PyO3 for Python FFI. Disabling this feature enables faster builds for those users, as these dependencies will not be built if this feature is disabled. This feature is enabled by default. To disable it, set default-features = false for the pyo3 entry in your Cargo.toml.","breadcrumbs":"Features reference » macros","id":"164","title":"macros"},"165":{"body":"This feature enables each #[pyclass] to have more than one #[pymethods] block. Most users should only need a single #[pymethods] per #[pyclass]. In addition, not all platforms (e.g. Wasm) are supported by inventory, which is used in the implementation of the feature. For this reason this feature is not enabled by default, meaning fewer dependencies and faster compilation for the majority of users. See the #[pyclass] implementation details for more information.","breadcrumbs":"Features reference » multiple-pymethods","id":"165","title":"multiple-pymethods"},"166":{"body":"The nightly feature needs the nightly Rust compiler. This allows PyO3 to use the auto_traits and negative_impls features to fix the Python::allow_threads function.","breadcrumbs":"Features reference » nightly","id":"166","title":"nightly"},"167":{"body":"The resolve-config feature of the pyo3-build-config crate controls whether that crate's build script automatically resolves a Python interpreter / build configuration. This feature is primarily useful when building PyO3 itself. By default this feature is not enabled, meaning you can freely use pyo3-build-config as a standalone library to read or write PyO3 build configuration files or resolve metadata about a Python interpreter.","breadcrumbs":"Features reference » resolve-config","id":"167","title":"resolve-config"},"168":{"body":"These features enable conversions between Python types and types from other Rust crates, enabling easy access to the rest of the Rust ecosystem.","breadcrumbs":"Features reference » Optional Dependencies","id":"168","title":"Optional Dependencies"},"169":{"body":"Adds a dependency on anyhow . Enables a conversion from anyhow ’s Error type to PyErr , for easy error handling.","breadcrumbs":"Features reference » anyhow","id":"169","title":"anyhow"},"17":{"body":"Make sure that the Rust crate you want to be able to access from Python is compiled into a library. You can have a binary output as well, but the code you want to access from Python has to be in the library part. Also, make sure that the crate type is cdylib and add PyO3 as a dependency as so: # If you already have [package] information in `Cargo.toml`, you can ignore\n# this section!\n[package]\n# `name` here is name of the package.\nname = \"pyo3_start\"\n# these are good defaults:\nversion = \"0.1.0\"\nedition = \"2021\" [lib]\n# The name of the native library. This is the name which will be used in Python to import the\n# library (i.e. `import string_sum`). If you change this, you must also change the name of the\n# `#[pymodule]` in `src/lib.rs`.\nname = \"pyo3_example\" # \"cdylib\" is necessary to produce a shared library for Python to import from.\ncrate-type = [\"cdylib\"] [dependencies]\npyo3 = { version = \"0.22.1\", features = [\"extension-module\"] }","breadcrumbs":"Getting started » Cargo.toml","id":"17","title":"Cargo.toml"},"170":{"body":"Adds a dependency on chrono . Enables a conversion from chrono 's types to python: TimeDelta -> PyDelta FixedOffset -> PyDelta Utc -> PyTzInfo NaiveDate -> PyDate NaiveTime -> PyTime DateTime -> PyDateTime","breadcrumbs":"Features reference » chrono","id":"170","title":"chrono"},"171":{"body":"Adds a dependency on chrono-tz . Enables conversion from and to Tz . It requires at least Python 3.9.","breadcrumbs":"Features reference » chrono-tz","id":"171","title":"chrono-tz"},"172":{"body":"Adds a dependency on either . Enables a conversions into either ’s Either type.","breadcrumbs":"Features reference » either","id":"172","title":"either"},"173":{"body":"Adds a dependency on eyre . Enables a conversion from eyre ’s Report type to PyErr , for easy error handling.","breadcrumbs":"Features reference » eyre","id":"173","title":"eyre"},"174":{"body":"Adds a dependency on hashbrown and enables conversions into its HashMap and HashSet types.","breadcrumbs":"Features reference » hashbrown","id":"174","title":"hashbrown"},"175":{"body":"Adds a dependency on indexmap and enables conversions into its IndexMap type.","breadcrumbs":"Features reference » indexmap","id":"175","title":"indexmap"},"176":{"body":"Adds a dependency on num-bigint and enables conversions into its BigInt and BigUint types.","breadcrumbs":"Features reference » num-bigint","id":"176","title":"num-bigint"},"177":{"body":"Adds a dependency on num-complex and enables conversions into its Complex type.","breadcrumbs":"Features reference » num-complex","id":"177","title":"num-complex"},"178":{"body":"Adds a dependency on num-rational and enables conversions into its Ratio type.","breadcrumbs":"Features reference » num-rational","id":"178","title":"num-rational"},"179":{"body":"Adds a dependency on rust_decimal and enables conversions into its Decimal type.","breadcrumbs":"Features reference » rust_decimal","id":"179","title":"rust_decimal"},"18":{"body":"You should also create a pyproject.toml with the following contents: [build-system]\nrequires = [\"maturin>=1,<2\"]\nbuild-backend = \"maturin\" [project]\nname = \"pyo3_example\"\nrequires-python = \">=3.7\"\nclassifiers = [ \"Programming Language :: Rust\", \"Programming Language :: Python :: Implementation :: CPython\", \"Programming Language :: Python :: Implementation :: PyPy\",\n]","breadcrumbs":"Getting started » pyproject.toml","id":"18","title":"pyproject.toml"},"180":{"body":"Enables (de)serialization of Py objects via serde . This allows to use #[derive(Serialize, Deserialize) on structs that hold references to #[pyclass] instances # #[cfg(feature = \"serde\")]\n# #[allow(dead_code)]\n# mod serde_only {\n# use pyo3::prelude::*;\n# use serde::{Deserialize, Serialize}; #[pyclass]\n#[derive(Serialize, Deserialize)]\nstruct Permission { name: String,\n} #[pyclass]\n#[derive(Serialize, Deserialize)]\nstruct User { username: String, permissions: Vec>,\n}\n# }","breadcrumbs":"Features reference » serde","id":"180","title":"serde"},"181":{"body":"Adds a dependency on smallvec and enables conversions into its SmallVec type.","breadcrumbs":"Features reference » smallvec","id":"181","title":"smallvec"},"182":{"body":"⚠️ Warning: API update in progress 🛠️ PyO3 0.21 has introduced a significant new API, termed the \"Bound\" API after the new smart pointer Bound. This section on memory management is heavily weighted towards the now-deprecated \"GIL Refs\" API, which suffered from the drawbacks detailed here as well as CPU overheads. See the smart pointer types for description on the new, simplified, memory model of the Bound API, which is built as a thin wrapper on Python reference counting. Rust and Python have very different notions of memory management. Rust has a strict memory model with concepts of ownership, borrowing, and lifetimes, where memory is freed at predictable points in program execution. Python has a looser memory model in which variables are reference-counted with shared, mutable state by default. A global interpreter lock (GIL) is needed to prevent race conditions, and a garbage collector is needed to break reference cycles. Memory in Python is freed eventually by the garbage collector, but not usually in a predictable way. PyO3 bridges the Rust and Python memory models with two different strategies for accessing memory allocated on Python's heap from inside Rust. These are GIL Refs such as &'py PyAny, and GIL-independent Py smart pointers.","breadcrumbs":"Memory management » Memory management","id":"182","title":"Memory management"},"183":{"body":"PyO3's GIL Refs such as &'py PyAny make PyO3 more ergonomic to use by ensuring that their lifetime can never be longer than the duration the Python GIL is held. This means that most of PyO3's API can assume the GIL is held. (If PyO3 could not assume this, every PyO3 API would need to take a Python GIL token to prove that the GIL is held.) This allows us to write very simple and easy-to-understand programs like this: # #![allow(unused_imports)]\n# use pyo3::prelude::*;\n# use pyo3::types::PyString;\n# fn main() -> PyResult<()> {\n# #[cfg(feature = \"gil-refs\")]\nPython::with_gil(|py| -> PyResult<()> { #[allow(deprecated)] // py.eval() is part of the GIL Refs API let hello = py .eval(\"\\\"Hello World!\\\"\", None, None)? .downcast::()?; println!(\"Python says: {}\", hello); Ok(())\n})?;\n# Ok(())\n# } Internally, calling Python::with_gil() creates a GILPool which owns the memory pointed to by the reference. In the example above, the lifetime of the reference hello is bound to the GILPool. When the with_gil() closure ends the GILPool is also dropped and the Python reference counts of the variables it owns are decreased, releasing them to the Python garbage collector. Most of the time we don't have to think about this, but consider the following: # #![allow(unused_imports)]\n# use pyo3::prelude::*;\n# use pyo3::types::PyString;\n# fn main() -> PyResult<()> {\n# #[cfg(feature = \"gil-refs\")]\nPython::with_gil(|py| -> PyResult<()> { for _ in 0..10 { #[allow(deprecated)] // py.eval() is part of the GIL Refs API let hello = py .eval(\"\\\"Hello World!\\\"\", None, None)? .downcast::()?; println!(\"Python says: {}\", hello); } // There are 10 copies of `hello` on Python's heap here. Ok(())\n})?;\n# Ok(())\n# } We might assume that the hello variable's memory is freed at the end of each loop iteration, but in fact we create 10 copies of hello on Python's heap. This may seem surprising at first, but it is completely consistent with Rust's memory model. The hello variable is dropped at the end of each loop, but it is only a reference to the memory owned by the GILPool, and its lifetime is bound to the GILPool, not the for loop. The GILPool isn't dropped until the end of the with_gil() closure, at which point the 10 copies of hello are finally released to the Python garbage collector. ⚠️ Warning: GILPool is no longer the preferred way to manage memory with PyO3 🛠️ PyO3 0.21 has introduced a new API known as the Bound API, which doesn't have the same surprising results. Instead, each Bound smart pointer releases the Python reference immediately on drop. See the smart pointer types for more details. In general we don't want unbounded memory growth during loops! One workaround is to acquire and release the GIL with each iteration of the loop. # #![allow(unused_imports)]\n# use pyo3::prelude::*;\n# use pyo3::types::PyString;\n# fn main() -> PyResult<()> {\n# #[cfg(feature = \"gil-refs\")]\nfor _ in 0..10 { Python::with_gil(|py| -> PyResult<()> { #[allow(deprecated)] // py.eval() is part of the GIL Refs API let hello = py .eval(\"\\\"Hello World!\\\"\", None, None)? .downcast::()?; println!(\"Python says: {}\", hello); Ok(()) })?; // only one copy of `hello` at a time\n}\n# Ok(())\n# } It might not be practical or performant to acquire and release the GIL so many times. Another workaround is to work with the GILPool object directly, but this is unsafe. # #![allow(unused_imports)]\n# use pyo3::prelude::*;\n# use pyo3::types::PyString;\n# fn main() -> PyResult<()> {\n# #[cfg(feature = \"gil-refs\")]\nPython::with_gil(|py| -> PyResult<()> { for _ in 0..10 { #[allow(deprecated)] // `new_pool` is not needed in code not using the GIL Refs API let pool = unsafe { py.new_pool() }; let py = pool.python(); #[allow(deprecated)] // py.eval() is part of the GIL Refs API let hello = py .eval(\"\\\"Hello World!\\\"\", None, None)? .downcast::()?; println!(\"Python says: {}\", hello); } Ok(())\n})?;\n# Ok(())\n# } The unsafe method Python::new_pool allows you to create a nested GILPool from which you can retrieve a new py: Python GIL token. Variables created with this new GIL token are bound to the nested GILPool and will be released when the nested GILPool is dropped. Here, the nested GILPool is dropped at the end of each loop iteration, before the with_gil() closure ends. When doing this, you must be very careful to ensure that once the GILPool is dropped you do not retain access to any owned references created after the GILPool was created. Read the documentation for Python::new_pool() for more information on safety. This memory management can also be applicable when writing extension modules. #[pyfunction] and #[pymethods] will create a GILPool which lasts the entire function call, releasing objects when the function returns. Most functions only create a few objects, meaning this doesn't have a significant impact. Occasionally functions with long complex loops may need to use Python::new_pool as shown above. ⚠️ Warning: GILPool is no longer the preferred way to manage memory with PyO3 🛠️ PyO3 0.21 has introduced a new API known as the Bound API, which doesn't have the same surprising results. Instead, each Bound smart pointer releases the Python reference immediately on drop. See the smart pointer types for more details.","breadcrumbs":"Memory management » GIL-bound memory","id":"183","title":"GIL-bound memory"},"184":{"body":"Sometimes we need a reference to memory on Python's heap that can outlive the GIL. Python's Py is analogous to Arc, but for variables whose memory is allocated on Python's heap. Cloning a Py increases its internal reference count just like cloning Arc. The smart pointer can outlive the \"GIL is held\" period in which it was created. It isn't magic, though. We need to reacquire the GIL to access the memory pointed to by the Py. What happens to the memory when the last Py is dropped and its reference count reaches zero? It depends whether or not we are holding the GIL. # #![allow(unused_imports)]\n# use pyo3::prelude::*;\n# use pyo3::types::PyString;\n# fn main() -> PyResult<()> {\n# #[cfg(feature = \"gil-refs\")]\nPython::with_gil(|py| -> PyResult<()> { #[allow(deprecated)] // py.eval() is part of the GIL Refs API let hello: Py = py.eval(\"\\\"Hello World!\\\"\", None, None)?.extract()?; #[allow(deprecated)] // as_ref is part of the GIL Refs API { println!(\"Python says: {}\", hello.as_ref(py)); } Ok(())\n})?;\n# Ok(())\n# } At the end of the Python::with_gil() closure hello is dropped, and then the GIL is dropped. Since hello is dropped while the GIL is still held by the current thread, its memory is released to the Python garbage collector immediately. This example wasn't very interesting. We could have just used a GIL-bound &PyString reference. What happens when the last Py is dropped while we are not holding the GIL? # #![allow(unused_imports, dead_code)]\n# #[cfg(not(pyo3_disable_reference_pool))] {\n# use pyo3::prelude::*;\n# use pyo3::types::PyString;\n# fn main() -> PyResult<()> {\n# #[cfg(feature = \"gil-refs\")]\n# {\nlet hello: Py = Python::with_gil(|py| { #[allow(deprecated)] // py.eval() is part of the GIL Refs API py.eval(\"\\\"Hello World!\\\"\", None, None)?.extract()\n})?;\n// Do some stuff...\n// Now sometime later in the program we want to access `hello`.\nPython::with_gil(|py| { #[allow(deprecated)] // as_ref is part of the deprecated \"GIL Refs\" API. let hello = hello.as_ref(py); println!(\"Python says: {}\", hello);\n});\n// Now we're done with `hello`.\ndrop(hello); // Memory *not* released here.\n// Sometime later we need the GIL again for something...\nPython::with_gil(|py| // Memory for `hello` is released here.\n# ()\n);\n# }\n# Ok(())\n# }\n# } When hello is dropped nothing happens to the pointed-to memory on Python's heap because nothing can happen if we're not holding the GIL. Fortunately, the memory isn't leaked. If the pyo3_disable_reference_pool conditional compilation flag is not enabled, PyO3 keeps track of the memory internally and will release it the next time we acquire the GIL. We can avoid the delay in releasing memory if we are careful to drop the Py while the GIL is held. # #![allow(unused_imports)]\n# use pyo3::prelude::*;\n# use pyo3::types::PyString;\n# fn main() -> PyResult<()> {\n# #[cfg(feature = \"gil-refs\")]\n# {\n#[allow(deprecated)] // py.eval() is part of the GIL Refs API\nlet hello: Py = Python::with_gil(|py| py.eval(\"\\\"Hello World!\\\"\", None, None)?.extract())?;\n// Do some stuff...\n// Now sometime later in the program:\nPython::with_gil(|py| { #[allow(deprecated)] // as_ref is part of the GIL Refs API { println!(\"Python says: {}\", hello.as_ref(py)); } drop(hello); // Memory released here.\n});\n# }\n# Ok(())\n# } We could also have used Py::into_ref(), which consumes self, instead of Py::as_ref(). But note that in addition to being slower than as_ref(), into_ref() binds the memory to the lifetime of the GILPool, which means that rather than being released immediately, the memory will not be released until the GIL is dropped. # #![allow(unused_imports)]\n# use pyo3::prelude::*;\n# use pyo3::types::PyString;\n# fn main() -> PyResult<()> {\n# #[cfg(feature = \"gil-refs\")]\n# {\n#[allow(deprecated)] // py.eval() is part of the GIL Refs API\nlet hello: Py = Python::with_gil(|py| py.eval(\"\\\"Hello World!\\\"\", None, None)?.extract())?;\n// Do some stuff...\n// Now sometime later in the program:\nPython::with_gil(|py| { #[allow(deprecated)] // into_ref is part of the GIL Refs API { println!(\"Python says: {}\", hello.into_ref(py)); } // Memory not released yet. // Do more stuff... // Memory released here at end of `with_gil()` closure.\n});\n# }\n# Ok(())\n# }","breadcrumbs":"Memory management » GIL-independent memory","id":"184","title":"GIL-independent memory"},"185":{"body":"To achieve the best possible performance, it is useful to be aware of several tricks and sharp edges concerning PyO3's API.","breadcrumbs":"Performance » Performance","id":"185","title":"Performance"},"186":{"body":"Pythonic API implemented using PyO3 are often polymorphic, i.e. they will accept &Bound<'_, PyAny> and try to turn this into multiple more concrete types to which the requested operation is applied. This often leads to chains of calls to extract, e.g. # #![allow(dead_code)]\n# use pyo3::prelude::*;\n# use pyo3::{exceptions::PyTypeError, types::PyList}; fn frobnicate_list<'py>(list: &Bound<'_, PyList>) -> PyResult> { todo!()\n} fn frobnicate_vec<'py>(vec: Vec>) -> PyResult> { todo!()\n} #[pyfunction]\nfn frobnicate<'py>(value: &Bound<'py, PyAny>) -> PyResult> { if let Ok(list) = value.extract::>() { frobnicate_list(&list) } else if let Ok(vec) = value.extract::>>() { frobnicate_vec(vec) } else { Err(PyTypeError::new_err(\"Cannot frobnicate that type.\")) }\n} This suboptimal as the FromPyObject trait requires extract to have a Result return type. For native types like PyList, it faster to use downcast (which extract calls internally) when the error value is ignored. This avoids the costly conversion of a PyDowncastError to a PyErr required to fulfil the FromPyObject contract, i.e. # #![allow(dead_code)]\n# use pyo3::prelude::*;\n# use pyo3::{exceptions::PyTypeError, types::PyList};\n# fn frobnicate_list<'py>(list: &Bound<'_, PyList>) -> PyResult> { todo!() }\n# fn frobnicate_vec<'py>(vec: Vec>) -> PyResult> { todo!() }\n#\n#[pyfunction]\nfn frobnicate<'py>(value: &Bound<'py, PyAny>) -> PyResult> { // Use `downcast` instead of `extract` as turning `PyDowncastError` into `PyErr` is quite costly. if let Ok(list) = value.downcast::() { frobnicate_list(list) } else if let Ok(vec) = value.extract::>>() { frobnicate_vec(vec) } else { Err(PyTypeError::new_err(\"Cannot frobnicate that type.\")) }\n}","breadcrumbs":"Performance » extract versus downcast","id":"186","title":"extract versus downcast"},"187":{"body":"Calling Python::with_gil is effectively a no-op when the GIL is already held, but checking that this is the case still has a cost. If an existing GIL token can not be accessed, for example when implementing a pre-existing trait, but a GIL-bound reference is available, this cost can be avoided by exploiting that access to GIL-bound reference gives zero-cost access to a GIL token via Bound::py. For example, instead of writing # #![allow(dead_code)]\n# use pyo3::prelude::*;\n# use pyo3::types::PyList; struct Foo(Py); struct FooBound<'py>(Bound<'py, PyList>); impl PartialEq for FooBound<'_> { fn eq(&self, other: &Foo) -> bool { Python::with_gil(|py| { let len = other.0.bind(py).len(); self.0.len() == len }) }\n} use the more efficient # #![allow(dead_code)]\n# use pyo3::prelude::*;\n# use pyo3::types::PyList;\n# struct Foo(Py);\n# struct FooBound<'py>(Bound<'py, PyList>);\n#\nimpl PartialEq for FooBound<'_> { fn eq(&self, other: &Foo) -> bool { // Access to `&Bound<'py, PyAny>` implies access to `Python<'py>`. let py = self.0.py(); let len = other.0.bind(py).len(); self.0.len() == len }\n}","breadcrumbs":"Performance » Access to Bound implies access to GIL token","id":"187","title":"Access to Bound implies access to GIL token"},"188":{"body":"PyO3 uses global mutable state to keep track of deferred reference count updates implied by impl Drop for Py being called without the GIL being held. The necessary synchronization to obtain and apply these reference count updates when PyO3-based code next acquires the GIL is somewhat expensive and can become a significant part of the cost of crossing the Python-Rust boundary. This functionality can be avoided by setting the pyo3_disable_reference_pool conditional compilation flag. This removes the global reference pool and the associated costs completely. However, it does not remove the Drop implementation for Py which is necessary to interoperate with existing Rust code written without PyO3-based code in mind. To stay compatible with the wider Rust ecosystem in these cases, we keep the implementation but abort when Drop is called without the GIL being held. If pyo3_leak_on_drop_without_reference_pool is additionally enabled, objects dropped without the GIL being held will be leaked instead which is always sound but might have determinal effects like resource exhaustion in the long term. This limitation is important to keep in mind when this setting is used, especially when embedding Python code into a Rust application as it is quite easy to accidentally drop a Py (or types containing it like PyErr, PyBackedStr or PyBackedBytes) returned from Python::with_gil without making sure to re-acquire the GIL beforehand. For example, the following code # use pyo3::prelude::*;\n# use pyo3::types::PyList;\nlet numbers: Py = Python::with_gil(|py| PyList::empty_bound(py).unbind()); Python::with_gil(|py| { numbers.bind(py).append(23).unwrap();\n}); Python::with_gil(|py| { numbers.bind(py).append(42).unwrap();\n}); will abort if the list not explicitly disposed via # use pyo3::prelude::*;\n# use pyo3::types::PyList;\nlet numbers: Py = Python::with_gil(|py| PyList::empty_bound(py).unbind()); Python::with_gil(|py| { numbers.bind(py).append(23).unwrap();\n}); Python::with_gil(|py| { numbers.bind(py).append(42).unwrap();\n}); Python::with_gil(move |py| { drop(numbers);\n});","breadcrumbs":"Performance » Disable the global reference pool","id":"188","title":"Disable the global reference pool"},"189":{"body":"","breadcrumbs":"Advanced topics » Advanced topics","id":"189","title":"Advanced topics"},"19":{"body":"After this you can setup Rust code to be available in Python as below; for example, you can place this code in src/lib.rs: use pyo3::prelude::*; /// Formats the sum of two numbers as string.\n#[pyfunction]\nfn sum_as_string(a: usize, b: usize) -> PyResult { Ok((a + b).to_string())\n} /// A Python module implemented in Rust. The name of this function must match\n/// the `lib.name` setting in the `Cargo.toml`, else Python will not be able to\n/// import the module.\n#[pymodule]\nfn pyo3_example(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_function(wrap_pyfunction!(sum_as_string, m)?)?; Ok(())\n} Now you can run maturin develop to prepare the Python package, after which you can use it like so: $ maturin develop\n# lots of progress output as maturin runs the compilation...\n$ python\n>>> import pyo3_example\n>>> pyo3_example.sum_as_string(5, 20)\n'25' For more instructions on how to use Python code from Rust, see the Python from Rust page.","breadcrumbs":"Getting started » Running code","id":"19","title":"Running code"},"190":{"body":"PyO3 exposes much of Python's C API through the ffi module. The C API is naturally unsafe and requires you to manage reference counts, errors and specific invariants yourself. Please refer to the C API Reference Manual and The Rustonomicon before using any function from that API.","breadcrumbs":"Advanced topics » FFI","id":"190","title":"FFI"},"191":{"body":"This chapter of the guide goes into detail on how to build and distribute projects using PyO3. The way to achieve this is very different depending on whether the project is a Python module implemented in Rust, or a Rust binary embedding Python. For both types of project there are also common problems such as the Python version to build for and the linker arguments to use. The material in this chapter is intended for users who have already read the PyO3 README . It covers in turn the choices that can be made for Python modules and for Rust binaries. There is also a section at the end about cross-compiling projects using PyO3. There is an additional sub-chapter dedicated to supporting multiple Python versions .","breadcrumbs":"Building and distribution » Building and distribution","id":"191","title":"Building and distribution"},"192":{"body":"PyO3 uses a build script (backed by the pyo3-build-config crate) to determine the Python version and set the correct linker arguments. By default it will attempt to use the following in order: Any active Python virtualenv. The python executable (if it's a Python 3 interpreter). The python3 executable. You can override the Python interpreter by setting the PYO3_PYTHON environment variable, e.g. PYO3_PYTHON=python3.7, PYO3_PYTHON=/usr/bin/python3.9, or even a PyPy interpreter PYO3_PYTHON=pypy3. Once the Python interpreter is located, pyo3-build-config executes it to query the information in the sysconfig module which is needed to configure the rest of the compilation. To validate the configuration which PyO3 will use, you can run a compilation with the environment variable PYO3_PRINT_CONFIG=1 set. An example output of doing this is shown below: $ PYO3_PRINT_CONFIG=1 cargo build Compiling pyo3 v0.14.1 (/home/david/dev/pyo3)\nerror: failed to run custom build command for `pyo3 v0.14.1 (/home/david/dev/pyo3)` Caused by: process didn't exit successfully: `/home/david/dev/pyo3/target/debug/build/pyo3-7a8cf4fe22e959b7/build-script-build` (exit status: 101) --- stdout cargo:rerun-if-env-changed=PYO3_CROSS cargo:rerun-if-env-changed=PYO3_CROSS_LIB_DIR cargo:rerun-if-env-changed=PYO3_CROSS_PYTHON_VERSION cargo:rerun-if-env-changed=PYO3_PRINT_CONFIG -- PYO3_PRINT_CONFIG=1 is set, printing configuration and halting compile -- implementation=CPython version=3.8 shared=true abi3=false lib_name=python3.8 lib_dir=/usr/lib executable=/usr/bin/python pointer_width=64 build_flags= suppress_build_script_link_lines=false The PYO3_ENVIRONMENT_SIGNATURE environment variable can be used to trigger rebuilds when its value changes, it has no other effect.","breadcrumbs":"Building and distribution » Configuring the Python version","id":"192","title":"Configuring the Python version"},"193":{"body":"If you save the above output config from PYO3_PRINT_CONFIG to a file, it is possible to manually override the contents and feed it back into PyO3 using the PYO3_CONFIG_FILE env var. If your build environment is unusual enough that PyO3's regular configuration detection doesn't work, using a config file like this will give you the flexibility to make PyO3 work for you. To see the full set of options supported, see the documentation for the InterpreterConfig struct .","breadcrumbs":"Building and distribution » Advanced: config files","id":"193","title":"Advanced: config files"},"194":{"body":"Python extension modules need to be compiled differently depending on the OS (and architecture) that they are being compiled for. As well as multiple OSes (and architectures), there are also many different Python versions which are actively supported. Packages uploaded to PyPI usually want to upload prebuilt \"wheels\" covering many OS/arch/version combinations so that users on all these different platforms don't have to compile the package themselves. Package vendors can opt-in to the \"abi3\" limited Python API which allows their wheels to be used on multiple Python versions, reducing the number of wheels they need to compile, but restricts the functionality they can use. There are many ways to go about this: it is possible to use cargo to build the extension module (along with some manual work, which varies with OS). The PyO3 ecosystem has two packaging tools, maturin and setuptools-rust , which abstract over the OS difference and also support building wheels for PyPI upload. PyO3 has some Cargo features to configure projects for building Python extension modules: The extension-module feature, which must be enabled when building Python extension modules. The abi3 feature and its version-specific abi3-pyXY companions, which are used to opt-in to the limited Python API in order to support multiple Python versions in a single wheel. This section describes each of these packaging tools before describing how to build manually without them. It then proceeds with an explanation of the extension-module feature. Finally, there is a section describing PyO3's abi3 features.","breadcrumbs":"Building and distribution » Building Python extension modules","id":"194","title":"Building Python extension modules"},"195":{"body":"The PyO3 ecosystem has two main choices to abstract the process of developing Python extension modules: maturin is a command-line tool to build, package and upload Python modules. It makes opinionated choices about project layout meaning it needs very little configuration. This makes it a great choice for users who are building a Python extension from scratch and don't need flexibility. setuptools-rust is an add-on for setuptools which adds extra keyword arguments to the setup.py configuration file. It requires more configuration than maturin, however this gives additional flexibility for users adding Rust to an existing Python package that can't satisfy maturin's constraints. Consult each project's documentation for full details on how to get started using them and how to upload wheels to PyPI. It should be noted that while maturin is able to build manylinux -compliant wheels out-of-the-box, setuptools-rust requires a bit more effort, relying on Docker for this purpose. There are also maturin-starter and setuptools-rust-starter examples in the PyO3 repository.","breadcrumbs":"Building and distribution » Packaging tools","id":"195","title":"Packaging tools"},"196":{"body":"To build a PyO3-based Python extension manually, start by running cargo build as normal in a library project which uses PyO3's extension-module feature and has the cdylib crate type . Once built, symlink (or copy) and rename the shared library from Cargo's target/ directory to your desired output directory: on macOS, rename libyour_module.dylib to your_module.so. on Windows, rename libyour_module.dll to your_module.pyd. on Linux, rename libyour_module.so to your_module.so. You can then open a Python shell in the output directory and you'll be able to run import your_module. If you're packaging your library for redistribution, you should indicated the Python interpreter your library is compiled for by including the platform tag in its name. This prevents incompatible interpreters from trying to import your library. If you're compiling for PyPy you must include the platform tag, or PyPy will ignore the module. Bazel builds To use PyO3 with bazel one needs to manually configure PyO3, PyO3-ffi and PyO3-macros. In particular, one needs to make sure that it is compiled with the right python flags for the version you intend to use. For example see: https://github.com/OliverFM/pytorch_with_gazelle -- for a minimal example of a repo that can use PyO3, PyTorch and Gazelle to generate python Build files. https://github.com/TheButlah/rules_pyo3 -- which has more extensive support, but is outdated. Platform tags Rather than using just the .so or .pyd extension suggested above (depending on OS), you can prefix the shared library extension with a platform tag to indicate the interpreter it is compatible with. You can query your interpreter's platform tag from the sysconfig module. Some example outputs of this are seen below: # CPython 3.10 on macOS\n.cpython-310-darwin.so # PyPy 7.3 (Python 3.8) on Linux\n$ python -c 'import sysconfig; print(sysconfig.get_config_var(\"EXT_SUFFIX\"))'\n.pypy38-pp73-x86_64-linux-gnu.so So, for example, a valid module library name on CPython 3.10 for macOS is your_module.cpython-310-darwin.so, and its equivalent when compiled for PyPy 7.3 on Linux would be your_module.pypy38-pp73-x86_64-linux-gnu.so. See PEP 3149 for more background on platform tags. macOS On macOS, because the extension-module feature disables linking to libpython ( see the next section ), some additional linker arguments need to be set. maturin and setuptools-rust both pass these arguments for PyO3 automatically, but projects using manual builds will need to set these directly in order to support macOS. The easiest way to set the correct linker arguments is to add a build.rs with the following content: fn main() { pyo3_build_config::add_extension_module_link_args();\n} Remember to also add pyo3-build-config to the build-dependencies section in Cargo.toml. An alternative to using pyo3-build-config is add the following to a cargo configuration file (e.g. .cargo/config.toml): [target.x86_64-apple-darwin]\nrustflags = [ \"-C\", \"link-arg=-undefined\", \"-C\", \"link-arg=dynamic_lookup\",\n] [target.aarch64-apple-darwin]\nrustflags = [ \"-C\", \"link-arg=-undefined\", \"-C\", \"link-arg=dynamic_lookup\",\n] Using the MacOS system python3 (/usr/bin/python3, as opposed to python installed via homebrew, pyenv, nix, etc.) may result in runtime errors such as Library not loaded: @rpath/Python3.framework/Versions/3.8/Python3. These can be resolved with another addition to .cargo/config.toml: [build]\nrustflags = [ \"-C\", \"link-args=-Wl,-rpath,/Library/Developer/CommandLineTools/Library/Frameworks\",\n] Alternatively, one can include in build.rs: fn main() { println!( \"cargo:rustc-link-arg=-Wl,-rpath,/Library/Developer/CommandLineTools/Library/Frameworks\" );\n} For more discussion on and workarounds for MacOS linking problems see this issue . Finally, don't forget that on MacOS the extension-module feature will cause cargo test to fail without the --no-default-features flag (see the FAQ ).","breadcrumbs":"Building and distribution » Manual builds","id":"196","title":"Manual builds"},"197":{"body":"PyO3's extension-module feature is used to disable linking to libpython on Unix targets. This is necessary because by default PyO3 links to libpython. This makes binaries, tests, and examples \"just work\". However, Python extensions on Unix must not link to libpython for manylinux compliance. The downside of not linking to libpython is that binaries, tests, and examples (which usually embed Python) will fail to build. If you have an extension module as well as other outputs in a single project, you need to use optional Cargo features to disable the extension-module when you're not building the extension module. See the FAQ for an example workaround.","breadcrumbs":"Building and distribution » The extension-module feature","id":"197","title":"The extension-module feature"},"198":{"body":"By default, Python extension modules can only be used with the same Python version they were compiled against. For example, an extension module built for Python 3.5 can't be imported in Python 3.8. PEP 384 introduced the idea of the limited Python API, which would have a stable ABI enabling extension modules built with it to be used against multiple Python versions. This is also known as abi3. The advantage of building extension modules using the limited Python API is that package vendors only need to build and distribute a single copy (for each OS / architecture), and users can install it on all Python versions from the minimum version and up. The downside of this is that PyO3 can't use optimizations which rely on being compiled against a known exact Python version. It's up to you to decide whether this matters for your extension module. It's also possible to design your extension module such that you can distribute abi3 wheels but allow users compiling from source to benefit from additional optimizations - see the support for multiple python versions section of this guide, in particular the #[cfg(Py_LIMITED_API)] flag. There are three steps involved in making use of abi3 when building Python packages as wheels: Enable the abi3 feature in pyo3. This ensures pyo3 only calls Python C-API functions which are part of the stable API, and on Windows also ensures that the project links against the correct shared object (no special behavior is required on other platforms): [dependencies]\npyo3 = { version = \"0.22.1\", features = [\"abi3\"] } Ensure that the built shared objects are correctly marked as abi3. This is accomplished by telling your build system that you're using the limited API. maturin >= 0.9.0 and setuptools-rust >= 0.11.4 support abi3 wheels. See the corresponding PRs for more. Ensure that the .whl is correctly marked as abi3. For projects using setuptools, this is accomplished by passing --py-limited-api=cp3x (where x is the minimum Python version supported by the wheel, e.g. --py-limited-api=cp35 for Python 3.5) to setup.py bdist_wheel. Minimum Python version for abi3 Because a single abi3 wheel can be used with many different Python versions, PyO3 has feature flags abi3-py37, abi3-py38, abi3-py39 etc. to set the minimum required Python version for your abi3 wheel. For example, if you set the abi3-py37 feature, your extension wheel can be used on all Python 3 versions from Python 3.7 and up. maturin and setuptools-rust will give the wheel a name like my-extension-1.0-cp37-abi3-manylinux2020_x86_64.whl. As your extension module may be run with multiple different Python versions you may occasionally find you need to check the Python version at runtime to customize behavior. See the relevant section of this guide on supporting multiple Python versions at runtime. PyO3 is only able to link your extension module to abi3 version up to and including your host Python version. E.g., if you set abi3-py38 and try to compile the crate with a host of Python 3.7, the build will fail. Note: If you set more that one of these abi3 version feature flags the lowest version always wins. For example, with both abi3-py37 and abi3-py38 set, PyO3 would build a wheel which supports Python 3.7 and up. Building abi3 extensions without a Python interpreter As an advanced feature, you can build PyO3 wheel without calling Python interpreter with the environment variable PYO3_NO_PYTHON set. Also, if the build host Python interpreter is not found or is too old or otherwise unusable, PyO3 will still attempt to compile abi3 extension modules after displaying a warning message. On Unix-like systems this works unconditionally; on Windows you must also set the RUSTFLAGS environment variable to contain -L native=/path/to/python/libs so that the linker can find python3.lib. If the python3.dll import library is not available, an experimental generate-import-lib crate feature may be enabled, and the required library will be created and used by PyO3 automatically. Note : MSVC targets require LLVM binutils (llvm-dlltool) to be available in PATH for the automatic import library generation feature to work. Missing features Due to limitations in the Python API, there are a few pyo3 features that do not work when compiling for abi3. These are: #[pyo3(text_signature = \"...\")] does not work on classes until Python 3.10 or greater. The dict and weakref options on classes are not supported until Python 3.9 or greater. The buffer API is not supported until Python 3.11 or greater. Optimizations which rely on knowledge of the exact Python version compiled against.","breadcrumbs":"Building and distribution » Py_LIMITED_API/abi3","id":"198","title":"Py_LIMITED_API/abi3"},"199":{"body":"If you want to embed the Python interpreter inside a Rust program, there are two modes in which this can be done: dynamically and statically. We'll cover each of these modes in the following sections. Each of them affect how you must distribute your program. Instead of learning how to do this yourself, you might want to consider using a project like PyOxidizer to ship your application and all of its dependencies in a single file. PyO3 automatically switches between the two linking modes depending on whether the Python distribution you have configured PyO3 to use ( see above ) contains a shared library or a static library. The static library is most often seen in Python distributions compiled from source without the --enable-shared configuration option.","breadcrumbs":"Building and distribution » Embedding Python in Rust","id":"199","title":"Embedding Python in Rust"},"2":{"body":"PyO3 supports the following software versions: Python 3.7 and up (CPython, PyPy, and GraalPy) Rust 1.63 and up You can use PyO3 to write a native Python module in Rust, or to embed Python in a Rust binary. The following sections explain each of these in turn.","breadcrumbs":"Introduction » Usage","id":"2","title":"Usage"},"20":{"body":"In development, any changes in the code would require running maturin develop before testing. To streamline the development process, you may want to install Maturin Import Hook which will run maturin develop automatically when the library with code changes is being imported.","breadcrumbs":"Getting started » Maturin Import Hook","id":"20","title":"Maturin Import Hook"},"200":{"body":"Embedding the Python interpreter dynamically is much easier than doing so statically. This is done by linking your program against a Python shared library (such as libpython.3.9.so on UNIX, or python39.dll on Windows). The implementation of the Python interpreter resides inside the shared library. This means that when the OS runs your Rust program it also needs to be able to find the Python shared library. This mode of embedding works well for Rust tests which need access to the Python interpreter. It is also great for Rust software which is installed inside a Python virtualenv, because the virtualenv sets up appropriate environment variables to locate the correct Python shared library. For distributing your program to non-technical users, you will have to consider including the Python shared library in your distribution as well as setting up wrapper scripts to set the right environment variables (such as LD_LIBRARY_PATH on UNIX, or PATH on Windows). Note that PyPy cannot be embedded in Rust (or any other software). Support for this is tracked on the PyPy issue tracker .","breadcrumbs":"Building and distribution » Dynamically embedding the Python interpreter","id":"200","title":"Dynamically embedding the Python interpreter"},"201":{"body":"Embedding the Python interpreter statically means including the contents of a Python static library directly inside your Rust binary. This means that to distribute your program you only need to ship your binary file: it contains the Python interpreter inside the binary! On Windows static linking is almost never done, so Python distributions don't usually include a static library. The information below applies only to UNIX. The Python static library is usually called libpython.a. Static linking has a lot of complications, listed below. For these reasons PyO3 does not yet have first-class support for this embedding mode. See issue 416 on PyO3's GitHub for more information and to discuss any issues you encounter. The auto-initialize feature is deliberately disabled when embedding the interpreter statically because this is often unintentionally done by new users to PyO3 running test programs. Trying out PyO3 is much easier using dynamic embedding. The known complications are: To import compiled extension modules (such as other Rust extension modules, or those written in C), your binary must have the correct linker flags set during compilation to export the original contents of libpython.a so that extensions can use them (e.g. -Wl,--export-dynamic). The C compiler and flags which were used to create libpython.a must be compatible with your Rust compiler and flags, else you will experience compilation failures. Significantly different compiler versions may see errors like this: lto1: fatal error: bytecode stream in file 'rust-numpy/target/release/deps/libpyo3-6a7fb2ed970dbf26.rlib' generated with LTO version 6.0 instead of the expected 6.2 Mismatching flags may lead to errors like this: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/9/../../../x86_64-linux-gnu/libpython3.9.a(zlibmodule.o): relocation R_X86_64_32 against `.data' can not be used when making a PIE object; recompile with -fPIE If you encounter these or other complications when linking the interpreter statically, discuss them on issue 416 on PyO3's GitHub . It is hoped that eventually that discussion will contain enough information and solutions that PyO3 can offer first-class support for static embedding.","breadcrumbs":"Building and distribution » Statically embedding the Python interpreter","id":"201","title":"Statically embedding the Python interpreter"},"202":{"body":"When you run your Rust binary with an embedded interpreter, any #[pymodule] created modules won't be accessible to import unless added to a table called PyImport_Inittab before the embedded interpreter is initialized. This will cause Python statements in your embedded interpreter such as import your_new_module to fail. You can call the macro append_to_inittab with your module before initializing the Python interpreter to add the module function into that table. (The Python interpreter will be initialized by calling prepare_freethreaded_python, with_embedded_python_interpreter, or Python::with_gil with the auto-initialize feature enabled.)","breadcrumbs":"Building and distribution » Import your module when embedding the Python interpreter","id":"202","title":"Import your module when embedding the Python interpreter"},"203":{"body":"Thanks to Rust's great cross-compilation support, cross-compiling using PyO3 is relatively straightforward. To get started, you'll need a few pieces of software: A toolchain for your target. The appropriate options in your Cargo .config for the platform you're targeting and the toolchain you are using. A Python interpreter that's already been compiled for your target (optional when building \"abi3\" extension modules). A Python interpreter that is built for your host and available through the PATH or setting the PYO3_PYTHON variable (optional when building \"abi3\" extension modules). After you've obtained the above, you can build a cross-compiled PyO3 module by using Cargo's --target flag. PyO3's build script will detect that you are attempting a cross-compile based on your host machine and the desired target. When cross-compiling, PyO3's build script cannot execute the target Python interpreter to query the configuration, so there are a few additional environment variables you may need to set: PYO3_CROSS: If present this variable forces PyO3 to configure as a cross-compilation. PYO3_CROSS_LIB_DIR: This variable can be set to the directory containing the target's libpython DSO and the associated _sysconfigdata*.py file for Unix-like targets, or the Python DLL import libraries for the Windows target. This variable is only needed when the output binary must link to libpython explicitly (e.g. when targeting Windows and Android or embedding a Python interpreter), or when it is absolutely required to get the interpreter configuration from _sysconfigdata*.py. PYO3_CROSS_PYTHON_VERSION: Major and minor version (e.g. 3.9) of the target Python installation. This variable is only needed if PyO3 cannot determine the version to target from abi3-py3* features, or if PYO3_CROSS_LIB_DIR is not set, or if there are multiple versions of Python present in PYO3_CROSS_LIB_DIR. PYO3_CROSS_PYTHON_IMPLEMENTATION: Python implementation name (\"CPython\" or \"PyPy\") of the target Python installation. CPython is assumed by default when this variable is not set, unless PYO3_CROSS_LIB_DIR is set for a Unix-like target and PyO3 can get the interpreter configuration from _sysconfigdata*.py. An experimental pyo3 crate feature generate-import-lib enables the user to cross-compile extension modules for Windows targets without setting the PYO3_CROSS_LIB_DIR environment variable or providing any Windows Python library files. It uses an external python3-dll-a crate to generate import libraries for the Python DLL for MinGW-w64 and MSVC compile targets. python3-dll-a uses the binutils dlltool program to generate DLL import libraries for MinGW-w64 targets. It is possible to override the default dlltool command name for the cross target by setting PYO3_MINGW_DLLTOOL environment variable. Note : MSVC targets require LLVM binutils or MSVC build tools to be available on the host system. More specifically, python3-dll-a requires llvm-dlltool or lib.exe executable to be present in PATH when targeting *-pc-windows-msvc. The Zig compiler executable can be used in place of llvm-dlltool when the ZIG_COMMAND environment variable is set to the installed Zig program name (\"zig\" or \"python -m ziglang\"). An example might look like the following (assuming your target's sysroot is at /home/pyo3/cross/sysroot and that your target is armv7): export PYO3_CROSS_LIB_DIR=\"/home/pyo3/cross/sysroot/usr/lib\" cargo build --target armv7-unknown-linux-gnueabihf If there are multiple python versions at the cross lib directory and you cannot set a more precise location to include both the libpython DSO and _sysconfigdata*.py files, you can set the required version: export PYO3_CROSS_PYTHON_VERSION=3.8\nexport PYO3_CROSS_LIB_DIR=\"/home/pyo3/cross/sysroot/usr/lib\" cargo build --target armv7-unknown-linux-gnueabihf Or another example with the same sys root but building for Windows: export PYO3_CROSS_PYTHON_VERSION=3.9\nexport PYO3_CROSS_LIB_DIR=\"/home/pyo3/cross/sysroot/usr/lib\" cargo build --target x86_64-pc-windows-gnu Any of the abi3-py3* features can be enabled instead of setting PYO3_CROSS_PYTHON_VERSION in the above examples. PYO3_CROSS_LIB_DIR can often be omitted when cross compiling extension modules for Unix and macOS targets, or when cross compiling extension modules for Windows and the experimental generate-import-lib crate feature is enabled. The following resources may also be useful for cross-compiling: github.com/japaric/rust-cross is a primer on cross compiling Rust. github.com/rust-embedded/cross uses Docker to make Rust cross-compilation easier.","breadcrumbs":"Building and distribution » Cross Compiling","id":"203","title":"Cross Compiling"},"204":{"body":"PyO3 supports all actively-supported Python 3 and PyPy versions. As much as possible, this is done internally to PyO3 so that your crate's code does not need to adapt to the differences between each version. However, as Python features grow and change between versions, PyO3 cannot a completely identical API for every Python version. This may require you to add conditional compilation to your crate or runtime checks for the Python version. This section of the guide first introduces the pyo3-build-config crate, which you can use as a build-dependency to add additional #[cfg] flags which allow you to support multiple Python versions at compile-time. Second, we'll show how to check the Python version at runtime. This can be useful when building for multiple versions with the abi3 feature, where the Python API compiled against is not always the same as the one in use.","breadcrumbs":"Building and distribution » Supporting multiple Python versions » Supporting multiple Python versions","id":"204","title":"Supporting multiple Python versions"},"205":{"body":"The pyo3-build-config exposes multiple #[cfg] flags which can be used to conditionally compile code for a given Python version. PyO3 itself depends on this crate, so by using it you can be sure that you are configured correctly for the Python version PyO3 is building against. This allows us to write code like the following #[cfg(Py_3_7)]\nfn function_only_supported_on_python_3_7_and_up() {} #[cfg(not(Py_3_8))]\nfn function_only_supported_before_python_3_8() {} #[cfg(not(Py_LIMITED_API))]\nfn function_incompatible_with_abi3_feature() {} The following sections first show how to add these #[cfg] flags to your build process, and then cover some common patterns flags in a little more detail. To see a full reference of all the #[cfg] flags provided, see the pyo3-build-cfg docs .","breadcrumbs":"Building and distribution » Supporting multiple Python versions » Conditional compilation for different Python versions","id":"205","title":"Conditional compilation for different Python versions"},"206":{"body":"You can use the #[cfg] flags in just two steps: Add pyo3-build-config with the resolve-config feature enabled to your crate's build dependencies in Cargo.toml: [build-dependencies]\npyo3-build-config = { version = \"0.22.1\", features = [\"resolve-config\"] } Add a build.rs file to your crate with the following contents: fn main() { // If you have an existing build.rs file, just add this line to it. pyo3_build_config::use_pyo3_cfgs();\n} After these steps you are ready to annotate your code!","breadcrumbs":"Building and distribution » Supporting multiple Python versions » Using pyo3-build-config","id":"206","title":"Using pyo3-build-config"},"207":{"body":"The #[cfg] flags added by pyo3-build-cfg can be combined with all of Rust's logic in the #[cfg] attribute to create very precise conditional code generation. The following are some common patterns implemented using these flags: #[cfg(Py_3_7)] This #[cfg] marks code that will only be present on Python 3.7 and upwards. There are similar options Py_3_8, Py_3_9, Py_3_10 and so on for each minor version. #[cfg(not(Py_3_7))] This #[cfg] marks code that will only be present on Python versions before (but not including) Python 3.7. #[cfg(not(Py_LIMITED_API))] This #[cfg] marks code that is only available when building for the unlimited Python API (i.e. PyO3's abi3 feature is not enabled). This might be useful if you want to ship your extension module as an abi3 wheel and also allow users to compile it from source to make use of optimizations only possible with the unlimited API. #[cfg(any(Py_3_9, not(Py_LIMITED_API)))] This #[cfg] marks code which is available when running Python 3.9 or newer, or when using the unlimited API with an older Python version. Patterns like this are commonly seen on Python APIs which were added to the limited Python API in a specific minor version. #[cfg(PyPy)] This #[cfg] marks code which is running on PyPy.","breadcrumbs":"Building and distribution » Supporting multiple Python versions » Common usages of pyo3-build-cfg flags","id":"207","title":"Common usages of pyo3-build-cfg flags"},"208":{"body":"When building with PyO3's abi3 feature, your extension module will be compiled against a specific minimum version of Python, but may be running on newer Python versions. For example with PyO3's abi3-py38 feature, your extension will be compiled as if it were for Python 3.8. If you were using pyo3-build-config, #[cfg(Py_3_8)] would be present. Your user could freely install and run your abi3 extension on Python 3.9. There's no way to detect your user doing that at compile time, so instead you need to fall back to runtime checks. PyO3 provides the APIs Python::version() and Python::version_info() to query the running Python version. This allows you to do the following, for example: use pyo3::Python; Python::with_gil(|py| { // PyO3 supports Python 3.7 and up. assert!(py.version_info() >= (3, 7)); assert!(py.version_info() >= (3, 7, 0));\n});","breadcrumbs":"Building and distribution » Supporting multiple Python versions » Checking the Python version at runtime","id":"208","title":"Checking the Python version at runtime"},"209":{"body":"This portion of the guide is dedicated to crates which are external to the main PyO3 project and provide additional functionality you might find useful. Because these projects evolve independently of the PyO3 repository the content of these articles may fall out of date over time; please file issues on the PyO3 GitHub to alert maintainers when this is the case.","breadcrumbs":"Useful crates » The PyO3 ecosystem","id":"209","title":"The PyO3 ecosystem"},"21":{"body":"This chapter of the guide is dedicated to explaining how to wrap Rust code into Python objects. PyO3 uses Rust's \"procedural macros\" to provide a powerful yet simple API to denote what Rust code should map into Python objects. The three types of Python objects which PyO3 can produce are: Python modules, via the #[pymodule] macro Python functions, via the #[pyfunction] macro Python classes, via the #[pyclass] macro (plus #[pymethods] to define methods for those clases) The following subchapters go through each of these in turn.","breadcrumbs":"Using Rust from Python » Using Rust from Python","id":"21","title":"Using Rust from Python"},"210":{"body":"It is desirable if both the Python and Rust parts of the application end up logging using the same configuration into the same place. This section of the guide briefly discusses how to connect the two languages' logging ecosystems together. The recommended way for Python extension modules is to configure Rust's logger to send log messages to Python using the pyo3-log crate. For users who want to do the opposite and send Python log messages to Rust, see the note at the end of this guide.","breadcrumbs":"Useful crates » Logging » Logging","id":"210","title":"Logging"},"211":{"body":"The pyo3-log crate allows sending the messages from the Rust side to Python's logging system. This is mostly suitable for writing native extensions for Python programs. Use pyo3_log::init to install the logger in its default configuration. It's also possible to tweak its configuration (mostly to tune its performance). use log::info;\nuse pyo3::prelude::*; #[pyfunction]\nfn log_something() { // This will use the logger installed in `my_module` to send the `info` // message to the Python logging facilities. info!(\"Something!\");\n} #[pymodule]\nfn my_module(m: &Bound<'_, PyModule>) -> PyResult<()> { // A good place to install the Rust -> Python logger. pyo3_log::init(); m.add_function(wrap_pyfunction!(log_something, m)?)?; Ok(())\n} Then it is up to the Python side to actually output the messages somewhere. import logging\nimport my_module FORMAT = '%(levelname)s %(name)s %(asctime)-15s %(filename)s:%(lineno)d %(message)s'\nlogging.basicConfig(format=FORMAT)\nlogging.getLogger().setLevel(logging.INFO)\nmy_module.log_something() It is important to initialize the Python loggers first, before calling any Rust functions that may log. This limitation can be worked around if it is not possible to satisfy, read the documentation about caching .","breadcrumbs":"Useful crates » Logging » Using pyo3-log to send Rust log messages to Python","id":"211","title":"Using pyo3-log to send Rust log messages to Python"},"212":{"body":"To have python logs be handled by Rust, one need only register a rust function to handle logs emitted from the core python logging module. This has been implemented within the pyo3-pylogger crate. use log::{info, warn};\nuse pyo3::prelude::*; fn main() -> PyResult<()> { // register the host handler with python logger, providing a logger target // set the name here to something appropriate for your application pyo3_pylogger::register(\"example_application_py_logger\"); // initialize up a logger env_logger::Builder::from_env(env_logger::Env::default().default_filter_or(\"trace\")).init(); // Log some messages from Rust. info!(\"Just some normal information!\"); warn!(\"Something spooky happened!\"); // Log some messages from Python Python::with_gil(|py| { py.run( \"\nimport logging\nlogging.error('Something bad happened')\n\", None, None, ) })\n}","breadcrumbs":"Useful crates » Logging » The Python to Rust direction","id":"212","title":"The Python to Rust direction"},"213":{"body":"async/await support is currently being integrated in PyO3. See the dedicated documentation If you are working with a Python library that makes use of async functions or wish to provide Python bindings for an async Rust library, pyo3-asyncio likely has the tools you need. It provides conversions between async functions in both Python and Rust and was designed with first-class support for popular Rust runtimes such as tokio and async-std . In addition, all async Python code runs on the default asyncio event loop, so pyo3-asyncio should work just fine with existing Python libraries. In the following sections, we'll give a general overview of pyo3-asyncio explaining how to call async Python functions with PyO3, how to call async Rust functions from Python, and how to configure your codebase to manage the runtimes of both.","breadcrumbs":"Useful crates » Using async and await » Using async and await","id":"213","title":"Using async and await"},"214":{"body":"Here are some examples to get you started right away! A more detailed breakdown of the concepts in these examples can be found in the following sections.","breadcrumbs":"Useful crates » Using async and await » Quickstart","id":"214","title":"Quickstart"},"215":{"body":"Here we initialize the runtime, import Python's asyncio library and run the given future to completion using Python's default EventLoop and async-std. Inside the future, we convert asyncio sleep into a Rust future and await it. # Cargo.toml dependencies\n[dependencies]\npyo3 = { version = \"0.14\" }\npyo3-asyncio = { version = \"0.14\", features = [\"attributes\", \"async-std-runtime\"] }\nasync-std = \"1.9\" //! main.rs use pyo3::prelude::*; #[pyo3_asyncio::async_std::main]\nasync fn main() -> PyResult<()> { let fut = Python::with_gil(|py| { let asyncio = py.import(\"asyncio\")?; // convert asyncio.sleep into a Rust Future pyo3_asyncio::async_std::into_future(asyncio.call_method1(\"sleep\", (1.into_py(py),))?) })?; fut.await?; Ok(())\n} The same application can be written to use tokio instead using the #[pyo3_asyncio::tokio::main] attribute. # Cargo.toml dependencies\n[dependencies]\npyo3 = { version = \"0.14\" }\npyo3-asyncio = { version = \"0.14\", features = [\"attributes\", \"tokio-runtime\"] }\ntokio = \"1.4\" //! main.rs use pyo3::prelude::*; #[pyo3_asyncio::tokio::main]\nasync fn main() -> PyResult<()> { let fut = Python::with_gil(|py| { let asyncio = py.import(\"asyncio\")?; // convert asyncio.sleep into a Rust Future pyo3_asyncio::tokio::into_future(asyncio.call_method1(\"sleep\", (1.into_py(py),))?) })?; fut.await?; Ok(())\n} More details on the usage of this library can be found in the API docs and the primer below.","breadcrumbs":"Useful crates » Using async and await » Rust Applications","id":"215","title":"Rust Applications"},"216":{"body":"PyO3 Asyncio can also be used to write native modules with async functions. Add the [lib] section to Cargo.toml to make your library a cdylib that Python can import. [lib]\nname = \"my_async_module\"\ncrate-type = [\"cdylib\"] Make your project depend on pyo3 with the extension-module feature enabled and select your pyo3-asyncio runtime: For async-std: [dependencies]\npyo3 = { version = \"0.14\", features = [\"extension-module\"] }\npyo3-asyncio = { version = \"0.14\", features = [\"async-std-runtime\"] }\nasync-std = \"1.9\" For tokio: [dependencies]\npyo3 = { version = \"0.14\", features = [\"extension-module\"] }\npyo3-asyncio = { version = \"0.14\", features = [\"tokio-runtime\"] }\ntokio = \"1.4\" Export an async function that makes use of async-std: //! lib.rs use pyo3::{prelude::*, wrap_pyfunction}; #[pyfunction]\nfn rust_sleep(py: Python<'_>) -> PyResult<&Bound<'_, PyAny>> { pyo3_asyncio::async_std::future_into_py(py, async { async_std::task::sleep(std::time::Duration::from_secs(1)).await; Ok(Python::with_gil(|py| py.None())) })\n} #[pymodule]\nfn my_async_module(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_function(wrap_pyfunction!(rust_sleep, m)?)?; Ok(())\n} If you want to use tokio instead, here's what your module should look like: //! lib.rs use pyo3::{prelude::*, wrap_pyfunction}; #[pyfunction]\nfn rust_sleep(py: Python<'_>) -> PyResult<&Bound<'_, PyAny>>> { pyo3_asyncio::tokio::future_into_py(py, async { tokio::time::sleep(std::time::Duration::from_secs(1)).await; Ok(Python::with_gil(|py| py.None())) })\n} #[pymodule]\nfn my_async_module(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_function(wrap_pyfunction!(rust_sleep, m)?)?; Ok(())\n} You can build your module with maturin (see the Using Rust in Python section in the PyO3 guide for setup instructions). After that you should be able to run the Python REPL to try it out. maturin develop && python3\n🔗 Found pyo3 bindings\n🐍 Found CPython 3.8 at python3 Finished dev [unoptimized + debuginfo] target(s) in 0.04s\nPython 3.8.5 (default, Jan 27 2021, 15:41:15)\n[GCC 9.3.0] on linux\nType \"help\", \"copyright\", \"credits\" or \"license\" for more information.\n>>> import asyncio\n>>>\n>>> from my_async_module import rust_sleep\n>>>\n>>> async def main():\n>>> await rust_sleep()\n>>>\n>>> # should sleep for 1s\n>>> asyncio.run(main())\n>>>","breadcrumbs":"Useful crates » Using async and await » PyO3 Native Rust Modules","id":"216","title":"PyO3 Native Rust Modules"},"217":{"body":"Let's take a look at a dead simple async Python function: # Sleep for 1 second\nasync def py_sleep(): await asyncio.sleep(1) Async functions in Python are simply functions that return a coroutine object . For our purposes, we really don't need to know much about these coroutine objects. The key factor here is that calling an async function is just like calling a regular function , the only difference is that we have to do something special with the object that it returns. Normally in Python, that something special is the await keyword, but in order to await this coroutine in Rust, we first need to convert it into Rust's version of a coroutine: a Future. That's where pyo3-asyncio comes in. pyo3_asyncio::async_std::into_future performs this conversion for us. The following example uses into_future to call the py_sleep function shown above and then await the coroutine object returned from the call: use pyo3::prelude::*; #[pyo3_asyncio::tokio::main]\nasync fn main() -> PyResult<()> { let future = Python::with_gil(|py| -> PyResult<_> { // import the module containing the py_sleep function let example = py.import(\"example\")?; // calling the py_sleep method like a normal function // returns a coroutine let coroutine = example.call_method0(\"py_sleep\")?; // convert the coroutine into a Rust future using the // tokio runtime pyo3_asyncio::tokio::into_future(coroutine) })?; // await the future future.await?; Ok(())\n} Alternatively, the below example shows how to write a #[pyfunction] which uses into_future to receive and await a coroutine argument: #[pyfunction]\nfn await_coro(coro: &Bound<'_, PyAny>>) -> PyResult<()> { // convert the coroutine into a Rust future using the // async_std runtime let f = pyo3_asyncio::async_std::into_future(coro)?; pyo3_asyncio::async_std::run_until_complete(coro.py(), async move { // await the future f.await?; Ok(()) })\n} This could be called from Python as: import asyncio async def py_sleep(): asyncio.sleep(1) await_coro(py_sleep()) If for you wanted to pass a callable function to the #[pyfunction] instead, (i.e. the last line becomes await_coro(py_sleep)), then the above example needs to be tweaked to first call the callable to get the coroutine: #[pyfunction]\nfn await_coro(callable: &Bound<'_, PyAny>>) -> PyResult<()> { // get the coroutine by calling the callable let coro = callable.call0()?; // convert the coroutine into a Rust future using the // async_std runtime let f = pyo3_asyncio::async_std::into_future(coro)?; pyo3_asyncio::async_std::run_until_complete(coro.py(), async move { // await the future f.await?; Ok(()) })\n} This can be particularly helpful where you need to repeatedly create and await a coroutine. Trying to await the same coroutine multiple times will raise an error: RuntimeError: cannot reuse already awaited coroutine If you're interested in learning more about coroutines and awaitables in general, check out the Python 3 asyncio docs for more information.","breadcrumbs":"Useful crates » Using async and await » Awaiting an Async Python Function in Rust","id":"217","title":"Awaiting an Async Python Function in Rust"},"218":{"body":"Here we have the same async function as before written in Rust using the async-std runtime: /// Sleep for 1 second\nasync fn rust_sleep() { async_std::task::sleep(std::time::Duration::from_secs(1)).await;\n} Similar to Python, Rust's async functions also return a special object called a Future: let future = rust_sleep(); We can convert this Future object into Python to make it awaitable. This tells Python that you can use the await keyword with it. In order to do this, we'll call pyo3_asyncio::async_std::future_into_py : use pyo3::prelude::*; async fn rust_sleep() { async_std::task::sleep(std::time::Duration::from_secs(1)).await;\n} #[pyfunction]\nfn call_rust_sleep(py: Python<'_>) -> PyResult<&Bound<'_, PyAny>>> { pyo3_asyncio::async_std::future_into_py(py, async move { rust_sleep().await; Ok(Python::with_gil(|py| py.None())) })\n} In Python, we can call this pyo3 function just like any other async function: from example import call_rust_sleep async def rust_sleep(): await call_rust_sleep()","breadcrumbs":"Useful crates » Using async and await » Awaiting a Rust Future in Python","id":"218","title":"Awaiting a Rust Future in Python"},"219":{"body":"Python's event loop requires some special treatment, especially regarding the main thread. Some of Python's asyncio features, like proper signal handling, require control over the main thread, which doesn't always play well with Rust. Luckily, Rust's event loops are pretty flexible and don't need control over the main thread, so in pyo3-asyncio, we decided the best way to handle Rust/Python interop was to just surrender the main thread to Python and run Rust's event loops in the background. Unfortunately, since most event loop implementations prefer control over the main thread, this can still make some things awkward.","breadcrumbs":"Useful crates » Using async and await » Managing Event Loops","id":"219","title":"Managing Event Loops"},"22":{"body":"You can create a module using #[pymodule]: use pyo3::prelude::*; #[pyfunction]\nfn double(x: usize) -> usize { x * 2\n} /// This module is implemented in Rust.\n#[pymodule]\nfn my_extension(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_function(wrap_pyfunction!(double, m)?)?; Ok(())\n} The #[pymodule] procedural macro takes care of exporting the initialization function of your module to Python. The module's name defaults to the name of the Rust function. You can override the module name by using #[pyo3(name = \"custom_name\")]: use pyo3::prelude::*; #[pyfunction]\nfn double(x: usize) -> usize { x * 2\n} #[pymodule]\n#[pyo3(name = \"custom_name\")]\nfn my_extension(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_function(wrap_pyfunction!(double, m)?)?; Ok(())\n} The name of the module must match the name of the .so or .pyd file. Otherwise, you will get an import error in Python with the following message: ImportError: dynamic module does not define module export function (PyInit_name_of_your_module) To import the module, either: copy the shared library as described in Manual builds , or use a tool, e.g. maturin develop with maturin or python setup.py develop with setuptools-rust .","breadcrumbs":"Using Rust from Python » Python modules » Python modules","id":"22","title":"Python modules"},"220":{"body":"Because Python needs to control the main thread, we can't use the convenient proc macros from Rust runtimes to handle the main function or #[test] functions. Instead, the initialization for PyO3 has to be done from the main function and the main thread must block on pyo3_asyncio::async_std::run_until_complete . Because we have to block on one of those functions, we can't use #[async_std::main] or #[tokio::main] since it's not a good idea to make long blocking calls during an async function. Internally, these #[main] proc macros are expanded to something like this: fn main() { // your async main fn async fn _main_impl() { /* ... */ } Runtime::new().block_on(_main_impl());\n} Making a long blocking call inside the Future that's being driven by block_on prevents that thread from doing anything else and can spell trouble for some runtimes (also this will actually deadlock a single-threaded runtime!). Many runtimes have some sort of spawn_blocking mechanism that can avoid this problem, but again that's not something we can use here since we need it to block on the main thread. For this reason, pyo3-asyncio provides its own set of proc macros to provide you with this initialization. These macros are intended to mirror the initialization of async-std and tokio while also satisfying the Python runtime's needs. Here's a full example of PyO3 initialization with the async-std runtime: use pyo3::prelude::*; #[pyo3_asyncio::async_std::main]\nasync fn main() -> PyResult<()> { // PyO3 is initialized - Ready to go let fut = Python::with_gil(|py| -> PyResult<_> { let asyncio = py.import(\"asyncio\")?; // convert asyncio.sleep into a Rust Future pyo3_asyncio::async_std::into_future( asyncio.call_method1(\"sleep\", (1.into_py(py),))? ) })?; fut.await?; Ok(())\n}","breadcrumbs":"Useful crates » Using async and await » PyO3 Asyncio Initialization","id":"220","title":"PyO3 Asyncio Initialization"},"221":{"body":"In Python 3.7+, the recommended way to run a top-level coroutine with asyncio is with asyncio.run. In v0.13 we recommended against using this function due to initialization issues, but in v0.14 it's perfectly valid to use this function... with a caveat. Since our Rust <--> Python conversions require a reference to the Python event loop, this poses a problem. Imagine we have a PyO3 Asyncio module that defines a rust_sleep function like in previous examples. You might rightfully assume that you can call pass this directly into asyncio.run like this: import asyncio from my_async_module import rust_sleep asyncio.run(rust_sleep()) You might be surprised to find out that this throws an error: Traceback (most recent call last): File \"example.py\", line 5, in asyncio.run(rust_sleep())\nRuntimeError: no running event loop What's happening here is that we are calling rust_sleep before the future is actually running on the event loop created by asyncio.run. This is counter-intuitive, but expected behaviour, and unfortunately there doesn't seem to be a good way of solving this problem within PyO3 Asyncio itself. However, we can make this example work with a simple workaround: import asyncio from my_async_module import rust_sleep # Calling main will just construct the coroutine that later calls rust_sleep.\n# - This ensures that rust_sleep will be called when the event loop is running,\n# not before.\nasync def main(): await rust_sleep() # Run the main() coroutine at the top-level instead\nasyncio.run(main())","breadcrumbs":"Useful crates » Using async and await » A Note About asyncio.run","id":"221","title":"A Note About asyncio.run"},"222":{"body":"Python allows you to use alternatives to the default asyncio event loop. One popular alternative is uvloop. In v0.13 using non-standard event loops was a bit of an ordeal, but in v0.14 it's trivial. Using uvloop in a PyO3 Asyncio Native Extensions # Cargo.toml [lib]\nname = \"my_async_module\"\ncrate-type = [\"cdylib\"] [dependencies]\npyo3 = { version = \"0.14\", features = [\"extension-module\"] }\npyo3-asyncio = { version = \"0.14\", features = [\"tokio-runtime\"] }\nasync-std = \"1.9\"\ntokio = \"1.4\" //! lib.rs use pyo3::{prelude::*, wrap_pyfunction}; #[pyfunction]\nfn rust_sleep(py: Python<'_>) -> PyResult<&Bound<'_, PyAny>>> { pyo3_asyncio::tokio::future_into_py(py, async { tokio::time::sleep(std::time::Duration::from_secs(1)).await; Ok(Python::with_gil(|py| py.None())) })\n} #[pymodule]\nfn my_async_module(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_function(wrap_pyfunction!(rust_sleep, m)?)?; Ok(())\n} $ maturin develop && python3\n🔗 Found pyo3 bindings\n🐍 Found CPython 3.8 at python3 Finished dev [unoptimized + debuginfo] target(s) in 0.04s\nPython 3.8.8 (default, Apr 13 2021, 19:58:26)\n[GCC 7.3.0] :: Anaconda, Inc. on linux\nType \"help\", \"copyright\", \"credits\" or \"license\" for more information.\n>>> import asyncio\n>>> import uvloop\n>>>\n>>> import my_async_module\n>>>\n>>> uvloop.install()\n>>>\n>>> async def main():\n... await my_async_module.rust_sleep()\n...\n>>> asyncio.run(main())\n>>> Using uvloop in Rust Applications Using uvloop in Rust applications is a bit trickier, but it's still possible with relatively few modifications. Unfortunately, we can't make use of the #[pyo3_asyncio::::main] attribute with non-standard event loops. This is because the #[pyo3_asyncio::::main] proc macro has to interact with the Python event loop before we can install the uvloop policy. [dependencies]\nasync-std = \"1.9\"\npyo3 = \"0.14\"\npyo3-asyncio = { version = \"0.14\", features = [\"async-std-runtime\"] } //! main.rs use pyo3::{prelude::*, types::PyType}; fn main() -> PyResult<()> { pyo3::prepare_freethreaded_python(); Python::with_gil(|py| { let uvloop = py.import(\"uvloop\")?; uvloop.call_method0(\"install\")?; // store a reference for the assertion let uvloop = PyObject::from(uvloop); pyo3_asyncio::async_std::run(py, async move { // verify that we are on a uvloop.Loop Python::with_gil(|py| -> PyResult<()> { assert!(pyo3_asyncio::async_std::get_current_loop(py)?.is_instance( uvloop .as_ref(py) .getattr(\"Loop\")? )?); Ok(()) })?; async_std::task::sleep(std::time::Duration::from_secs(1)).await; Ok(()) }) })\n}","breadcrumbs":"Useful crates » Using async and await » Non-standard Python Event Loops","id":"222","title":"Non-standard Python Event Loops"},"223":{"body":"Managing event loop references can be tricky with pyo3-asyncio. See Event Loop References in the API docs to get a better intuition for how event loop references are managed in this library. Testing pyo3-asyncio libraries and applications requires a custom test harness since Python requires control over the main thread. You can find a testing guide in the API docs for the testing module","breadcrumbs":"Useful crates » Using async and await » Additional Information","id":"223","title":"Additional Information"},"224":{"body":"Sorry that you're having trouble using PyO3. If you can't find the answer to your problem in the list below, you can also reach out for help on GitHub Discussions and on Discord .","breadcrumbs":"FAQ and troubleshooting » Frequently Asked Questions and troubleshooting","id":"224","title":"Frequently Asked Questions and troubleshooting"},"225":{"body":"lazy_static and once_cell::sync both use locks to ensure that initialization is performed only by a single thread. Because the Python GIL is an additional lock this can lead to deadlocks in the following way: A thread (thread A) which has acquired the Python GIL starts initialization of a lazy_static value. The initialization code calls some Python API which temporarily releases the GIL e.g. Python::import. Another thread (thread B) acquires the Python GIL and attempts to access the same lazy_static value. Thread B is blocked, because it waits for lazy_static's initialization to lock to release. Thread A is blocked, because it waits to re-acquire the GIL which thread B still holds. Deadlock. PyO3 provides a struct GILOnceCell which works equivalently to OnceCell but relies solely on the Python GIL for thread safety. This means it can be used in place of lazy_static or once_cell where you are experiencing the deadlock described above. See the documentation for GILOnceCell for an example how to use it.","breadcrumbs":"FAQ and troubleshooting » I'm experiencing deadlocks using PyO3 with lazy_static or once_cell!","id":"225","title":"I'm experiencing deadlocks using PyO3 with lazy_static or once_cell!"},"226":{"body":"Currently, #340 causes cargo test to fail with linking errors when the extension-module feature is activated. Linking errors can also happen when building in a cargo workspace where a different crate also uses PyO3 (see #2521 ). For now, there are three ways we can work around these issues. Make the extension-module feature optional. Build with maturin develop --features \"extension-module\" [dependencies.pyo3]\nversion = \"0.22.1\" [features]\nextension-module = [\"pyo3/extension-module\"] Make the extension-module feature optional and default. Run tests with cargo test --no-default-features: [dependencies.pyo3]\nversion = \"0.22.1\" [features]\nextension-module = [\"pyo3/extension-module\"]\ndefault = [\"extension-module\"] If you are using a pyproject.toml file to control maturin settings, add the following section: [tool.maturin]\nfeatures = [\"pyo3/extension-module\"]\n# Or for maturin 0.12:\n# cargo-extra-args = [\"--features\", \"pyo3/extension-module\"]","breadcrumbs":"FAQ and troubleshooting » I can't run cargo test; or I can't build in a Cargo workspace: I'm having linker issues like \"Symbol not found\" or \"Undefined reference to _PyExc_SystemError\"!","id":"226","title":"I can't run cargo test; or I can't build in a Cargo workspace: I'm having linker issues like \"Symbol not found\" or \"Undefined reference to _PyExc_SystemError\"!"},"227":{"body":"The Rust book suggests to put integration tests inside a tests/ directory . For a PyO3 extension-module project where the crate-type is set to \"cdylib\" in your Cargo.toml, the compiler won't be able to find your crate and will display errors such as E0432 or E0463: error[E0432]: unresolved import `my_crate` --> tests/test_my_crate.rs:1:5 |\n1 | use my_crate; | ^^^^^^^^^^^^ no external crate `my_crate` The best solution is to make your crate types include both rlib and cdylib: # Cargo.toml\n[lib]\ncrate-type = [\"cdylib\", \"rlib\"]","breadcrumbs":"FAQ and troubleshooting » I can't run cargo test: my crate cannot be found for tests in tests/ directory!","id":"227","title":"I can't run cargo test: my crate cannot be found for tests in tests/ directory!"},"228":{"body":"This is because Ctrl-C raises a SIGINT signal, which is handled by the calling Python process by simply setting a flag to action upon later. This flag isn't checked while Rust code called from Python is executing, only once control returns to the Python interpreter. You can give the Python interpreter a chance to process the signal properly by calling Python::check_signals. It's good practice to call this function regularly if you have a long-running Rust function so that your users can cancel it.","breadcrumbs":"FAQ and troubleshooting » Ctrl-C doesn't do anything while my Rust code is executing!","id":"228","title":"Ctrl-C doesn't do anything while my Rust code is executing!"},"229":{"body":"You may have a nested struct similar to this: # use pyo3::prelude::*;\n#[pyclass]\n#[derive(Clone)]\nstruct Inner {/* fields omitted */} #[pyclass]\nstruct Outer { #[pyo3(get)] inner: Inner,\n} #[pymethods]\nimpl Outer { #[new] fn __new__() -> Self { Self { inner: Inner {} } }\n} When Python code accesses Outer's field, PyO3 will return a new object on every access (note that their addresses are different): outer = Outer() a = outer.inner\nb = outer.inner assert a is b, f\"a: {a}\\nb: {b}\" AssertionError: a: \nb: This can be especially confusing if the field is mutable, as getting the field and then mutating it won't persist - you'll just get a fresh clone of the original on the next access. Unfortunately Python and Rust don't agree about ownership - if PyO3 gave out references to (possibly) temporary Rust objects to Python code, Python code could then keep that reference alive indefinitely. Therefore returning Rust objects requires cloning. If you don't want that cloning to happen, a workaround is to allocate the field on the Python heap and store a reference to that, by using Py<...> : # use pyo3::prelude::*;\n#[pyclass]\nstruct Inner {/* fields omitted */} #[pyclass]\nstruct Outer { inner: Py,\n} #[pymethods]\nimpl Outer { #[new] fn __new__(py: Python<'_>) -> PyResult { Ok(Self { inner: Py::new(py, Inner {})?, }) } #[getter] fn inner(&self, py: Python<'_>) -> Py { self.inner.clone_ref(py) }\n} This time a and b are the same object: outer = Outer() a = outer.inner\nb = outer.inner assert a is b, f\"a: {a}\\nb: {b}\"\nprint(f\"a: {a}\\nb: {b}\") a: \nb: The downside to this approach is that any Rust code working on the Outer struct now has to acquire the GIL to do anything with its field.","breadcrumbs":"FAQ and troubleshooting » #[pyo3(get)] clones my field!","id":"229","title":"#[pyo3(get)] clones my field!"},"23":{"body":"The Rust doc comments of the module initialization function will be applied automatically as the Python docstring of your module. For example, building off of the above code, this will print This module is implemented in Rust.: import my_extension print(my_extension.__doc__)","breadcrumbs":"Using Rust from Python » Python modules » Documentation","id":"23","title":"Documentation"},"230":{"body":"All PyO3 proc-macros (#[pyclass], #[pyfunction], #[derive(FromPyObject)] and so on) expect the pyo3 crate to be available under that name in your crate root, which is the normal situation when pyo3 is a direct dependency of your crate. However, when the dependency is renamed, or your crate only indirectly depends on pyo3, you need to let the macro code know where to find the crate. This is done with the crate attribute: # use pyo3::prelude::*;\n# pub extern crate pyo3;\n# mod reexported { pub use ::pyo3; }\n#[pyclass]\n#[pyo3(crate = \"reexported::pyo3\")]\nstruct MyClass;","breadcrumbs":"FAQ and troubleshooting » I want to use the pyo3 crate re-exported from dependency but the proc-macros fail!","id":"230","title":"I want to use the pyo3 crate re-exported from dependency but the proc-macros fail!"},"231":{"body":"This happens on Windows when linking to the python DLL fails or the wrong one is linked. The Python DLL on Windows will usually be called something like: python3X.dll for Python 3.X, e.g. python310.dll for Python 3.10 python3.dll when using PyO3's abi3 feature The DLL needs to be locatable using the Windows DLL search order . Some ways to achieve this are: Put the Python DLL in the same folder as your build artifacts Add the directory containing the Python DLL to your PATH environment variable, for example C:\\Users\\\\AppData\\Local\\Programs\\Python\\Python310 If this happens when you are distributing your program, consider using PyOxidizer to package it with your binary. If the wrong DLL is linked it is possible that this happened because another program added itself and its own Python DLLs to PATH. Rearrange your PATH variables to give the correct DLL priority. Note : Changes to PATH (or any other environment variable) are not visible to existing shells. Restart it for changes to take effect. For advanced troubleshooting, Dependency Walker can be used to diagnose linking errors.","breadcrumbs":"FAQ and troubleshooting » I'm trying to call Python from Rust but I get STATUS_DLL_NOT_FOUND or STATUS_ENTRYPOINT_NOT_FOUND!","id":"231","title":"I'm trying to call Python from Rust but I get STATUS_DLL_NOT_FOUND or STATUS_ENTRYPOINT_NOT_FOUND!"},"232":{"body":"This guide can help you upgrade code through breaking changes from one PyO3 version to the next. For a detailed list of all changes, see the CHANGELOG .","breadcrumbs":"Appendix A: Migration guide » Migrating from older PyO3 versions","id":"232","title":"Migrating from older PyO3 versions"},"233":{"body":"","breadcrumbs":"Appendix A: Migration guide » from 0.21.* to 0.22","id":"233","title":"from 0.21.* to 0.22"},"234":{"body":"Click to expand With pyo3 0.22 the implicit None default for trailing Option type argument is deprecated. To migrate, place a #[pyo3(signature = (...))] attribute on affected functions or methods and specify the desired behavior. The migration warning specifies the corresponding signature to keep the current behavior. With 0.23 the signature will be required for any function containing Option type parameters to prevent accidental and unnoticed changes in behavior. With 0.24 this restriction will be lifted again and Option type arguments will be treated as any other argument without special handling. Before: # #![allow(deprecated, dead_code)]\n# use pyo3::prelude::*;\n#[pyfunction]\nfn increment(x: u64, amount: Option) -> u64 { x + amount.unwrap_or(1)\n} After: # #![allow(dead_code)]\n# use pyo3::prelude::*;\n#[pyfunction]\n#[pyo3(signature = (x, amount=None))]\nfn increment(x: u64, amount: Option) -> u64 { x + amount.unwrap_or(1)\n}","breadcrumbs":"Appendix A: Migration guide » Deprecation of implicit default for trailing optional arguments","id":"234","title":"Deprecation of implicit default for trailing optional arguments"},"235":{"body":"Click to expand\nIf you rely on `impl Clone for Py` to fulfil trait requirements imposed by existing Rust code written without PyO3-based code in mind, the newly introduced feature `py-clone` must be enabled. However, take care to note that the behaviour is different from previous versions. If Clone was called without the GIL being held, we tried to delay the application of these reference count increments until PyO3-based code would re-acquire it. This turned out to be impossible to implement in a sound manner and hence was removed. Now, if Clone is called without the GIL being held, we panic instead for which calling code might not be prepared. Related to this, we also added a pyo3_disable_reference_pool conditional compilation flag which removes the infrastructure necessary to apply delayed reference count decrements implied by impl Drop for Py. They do not appear to be a soundness hazard as they should lead to memory leaks in the worst case. However, the global synchronization adds significant overhead to cross the Python-Rust boundary. Enabling this feature will remove these costs and make the Drop implementation abort the process if called without the GIL being held instead.","breadcrumbs":"Appendix A: Migration guide » Py::clone is now gated behind the py-clone feature","id":"235","title":"Py::clone is now gated behind the py-clone feature"},"236":{"body":"Click to expand With pyo3 0.22 the new #[pyo3(eq)] options allows automatic implementation of Python equality using Rust's PartialEq. Previously simple enums automatically implemented equality in terms of their discriminants. To make PyO3 more consistent, this automatic equality implementation is deprecated in favour of having opt-ins for all #[pyclass] types. Similarly, simple enums supported comparison with integers, which is not covered by Rust's PartialEq derive, so has been split out into the #[pyo3(eq_int)] attribute. To migrate, place a #[pyo3(eq, eq_int)] attribute on simple enum classes. Before: # #![allow(deprecated, dead_code)]\n# use pyo3::prelude::*;\n#[pyclass]\nenum SimpleEnum { VariantA, VariantB = 42,\n} After: # #![allow(dead_code)]\n# use pyo3::prelude::*;\n#[pyclass(eq, eq_int)]\n#[derive(PartialEq)]\nenum SimpleEnum { VariantA, VariantB = 42,\n}","breadcrumbs":"Appendix A: Migration guide » Require explicit opt-in for comparison for simple enums","id":"236","title":"Require explicit opt-in for comparison for simple enums"},"237":{"body":"Click to expand This function previously would try to read directly from Python type objects' C API field (tp_name), in which case it would return a Cow::Borrowed. However the contents of tp_name don't have well-defined semantics. Instead PyType::name() now returns the equivalent of Python __name__ and returns PyResult>. The closest equivalent to PyO3 0.21's version of PyType::name() has been introduced as a new function PyType::fully_qualified_name(), which is equivalent to __module__ and __qualname__ joined as module.qualname. Before: # #![allow(deprecated, dead_code)]\n# use pyo3::prelude::*;\n# use pyo3::types::{PyBool};\n# fn main() -> PyResult<()> {\nPython::with_gil(|py| { let bool_type = py.get_type_bound::(); let name = bool_type.name()?.into_owned(); println!(\"Hello, {}\", name); let mut name_upper = bool_type.name()?; name_upper.to_mut().make_ascii_uppercase(); println!(\"Hello, {}\", name_upper); Ok(())\n})\n# } After: # #![allow(dead_code)]\n# use pyo3::prelude::*;\n# use pyo3::types::{PyBool};\n# fn main() -> PyResult<()> {\nPython::with_gil(|py| { let bool_type = py.get_type_bound::(); let name = bool_type.name()?; println!(\"Hello, {}\", name); // (if the full dotted path was desired, switch from `name()` to `fully_qualified_name()`) let mut name_upper = bool_type.fully_qualified_name()?.to_string(); name_upper.make_ascii_uppercase(); println!(\"Hello, {}\", name_upper); Ok(())\n})\n# }","breadcrumbs":"Appendix A: Migration guide » PyType::name reworked to better match Python __name__","id":"237","title":"PyType::name reworked to better match Python __name__"},"238":{"body":"Click to expand PyO3 0.21 introduces a new Bound<'py, T> smart pointer which replaces the existing \"GIL Refs\" API to interact with Python objects. For example, in PyO3 0.20 the reference &'py PyAny would be used to interact with Python objects. In PyO3 0.21 the updated type is Bound<'py, PyAny>. Making this change moves Rust ownership semantics out of PyO3's internals and into user code. This change fixes a known soundness edge case of interaction with gevent as well as improves CPU and memory performance . For a full history of discussion see https://github.com/PyO3/pyo3/issues/3382. The \"GIL Ref\" &'py PyAny and similar types such as &'py PyDict continue to be available as a deprecated API. Due to the advantages of the new API it is advised that all users make the effort to upgrade as soon as possible. In addition to the major API type overhaul, PyO3 has needed to make a few small breaking adjustments to other APIs to close correctness and soundness gaps. The recommended steps to update to PyO3 0.21 is as follows: Enable the gil-refs feature to silence deprecations related to the API change Fix all other PyO3 0.21 migration steps Disable the gil-refs feature and migrate off the deprecated APIs The following sections are laid out in this order.","breadcrumbs":"Appendix A: Migration guide » from 0.20.* to 0.21","id":"238","title":"from 0.20.* to 0.21"},"239":{"body":"Click to expand To make the transition for the PyO3 ecosystem away from the GIL Refs API as smooth as possible, in PyO3 0.21 no APIs consuming or producing GIL Refs have been altered. Instead, variants using Bound smart pointers have been introduced, for example PyTuple::new_bound which returns Bound is the replacement form of PyTuple::new. The GIL Ref APIs have been deprecated, but to make migration easier it is possible to disable these deprecation warnings by enabling the gil-refs feature. The one single exception where an existing API was changed in-place is the pyo3::intern! macro. Almost all uses of this macro did not need to update code to account it changing to return &Bound immediately, and adding an intern_bound! replacement was perceived as adding more work for users. It is recommended that users do this as a first step of updating to PyO3 0.21 so that the deprecation warnings do not get in the way of resolving the rest of the migration steps. Before: # Cargo.toml\n[dependencies]\npyo3 = \"0.20\" After: # Cargo.toml\n[dependencies]\npyo3 = { version = \"0.21\", features = [\"gil-refs\"] }","breadcrumbs":"Appendix A: Migration guide » Enable the gil-refs feature","id":"239","title":"Enable the gil-refs feature"},"24":{"body":"You can create a module hierarchy within a single extension module by using Bound<'_, PyModule>::add_submodule() . For example, you could define the modules parent_module and parent_module.child_module. use pyo3::prelude::*; #[pymodule]\nfn parent_module(m: &Bound<'_, PyModule>) -> PyResult<()> { register_child_module(m)?; Ok(())\n} fn register_child_module(parent_module: &Bound<'_, PyModule>) -> PyResult<()> { let child_module = PyModule::new_bound(parent_module.py(), \"child_module\")?; child_module.add_function(wrap_pyfunction!(func, &child_module)?)?; parent_module.add_submodule(&child_module)?; Ok(())\n} #[pyfunction]\nfn func() -> String { \"func\".to_string()\n} # Python::with_gil(|py| {\n# use pyo3::wrap_pymodule;\n# use pyo3::types::IntoPyDict;\n# let parent_module = wrap_pymodule!(parent_module)(py);\n# let ctx = [(\"parent_module\", parent_module)].into_py_dict_bound(py);\n#\n# py.run_bound(\"assert parent_module.child_module.func() == 'func'\", None, Some(&ctx)).unwrap();\n# }) Note that this does not define a package, so this won’t allow Python code to directly import submodules by using from parent_module import child_module. For more information, see #759 and #1517 . It is not necessary to add #[pymodule] on nested modules, which is only required on the top-level module.","breadcrumbs":"Using Rust from Python » Python modules » Python submodules","id":"24","title":"Python submodules"},"240":{"body":"Click to expand The PyTryFrom trait has aged poorly, its try_from method now conflicts with TryFrom::try_from in the 2021 edition prelude. A lot of its functionality was also duplicated with PyTypeInfo. To tighten up the PyO3 traits as part of the deprecation of the GIL Refs API the PyTypeInfo trait has had a simpler companion PyTypeCheck. The methods PyAny::downcast and PyAny::downcast_exact no longer use PyTryFrom as a bound, instead using PyTypeCheck and PyTypeInfo respectively. To migrate, switch all type casts to use obj.downcast() instead of try_from(obj) (and similar for downcast_exact). Before: # #![allow(deprecated)]\n# use pyo3::prelude::*;\n# use pyo3::types::{PyInt, PyList};\n# fn main() -> PyResult<()> {\nPython::with_gil(|py| { let list = PyList::new(py, 0..5); let b = ::try_from(list.get_item(0).unwrap())?; Ok(())\n})\n# } After: # use pyo3::prelude::*;\n# use pyo3::types::{PyInt, PyList};\n# fn main() -> PyResult<()> {\nPython::with_gil(|py| { // Note that PyList::new is deprecated for PyList::new_bound as part of the GIL Refs API removal, // see the section below on migration to Bound. #[allow(deprecated)] let list = PyList::new(py, 0..5); let b = list.get_item(0).unwrap().downcast::()?; Ok(())\n})\n# }","breadcrumbs":"Appendix A: Migration guide » PyTypeInfo and PyTryFrom have been adjusted","id":"240","title":"PyTypeInfo and PyTryFrom have been adjusted"},"241":{"body":"Click to expand The __next__ and __anext__ magic methods can now return any type convertible into Python objects directly just like all other #[pymethods]. The IterNextOutput used by __next__ and IterANextOutput used by __anext__ are subsequently deprecated. Most importantly, this change allows returning an awaitable from __anext__ without non-sensically wrapping it into Yield or Some. Only the return types Option and Result, E> are still handled in a special manner where Some(val) yields val and None stops iteration. Starting with an implementation of a Python iterator using IterNextOutput, e.g. #![allow(deprecated)]\nuse pyo3::prelude::*;\nuse pyo3::iter::IterNextOutput; #[pyclass]\nstruct PyClassIter { count: usize,\n} #[pymethods]\nimpl PyClassIter { fn __next__(&mut self) -> IterNextOutput { if self.count < 5 { self.count += 1; IterNextOutput::Yield(self.count) } else { IterNextOutput::Return(\"done\") } }\n} If returning \"done\" via StopIteration is not really required, this should be written as use pyo3::prelude::*; #[pyclass]\nstruct PyClassIter { count: usize,\n} #[pymethods]\nimpl PyClassIter { fn __next__(&mut self) -> Option { if self.count < 5 { self.count += 1; Some(self.count) } else { None } }\n} This form also has additional benefits: It has already worked in previous PyO3 versions, it matches the signature of Rust's Iterator trait and it allows using a fast path in CPython which completely avoids the cost of raising a StopIteration exception. Note that using Option::transpose and the Result, E> variant, this form can also be used to wrap fallible iterators. Alternatively, the implementation can also be done as it would in Python itself, i.e. by \"raising\" a StopIteration exception use pyo3::prelude::*;\nuse pyo3::exceptions::PyStopIteration; #[pyclass]\nstruct PyClassIter { count: usize,\n} #[pymethods]\nimpl PyClassIter { fn __next__(&mut self) -> PyResult { if self.count < 5 { self.count += 1; Ok(self.count) } else { Err(PyStopIteration::new_err(\"done\")) } }\n} Finally, an asynchronous iterator can directly return an awaitable without confusing wrapping use pyo3::prelude::*; #[pyclass]\nstruct PyClassAwaitable { number: usize,\n} #[pymethods]\nimpl PyClassAwaitable { fn __next__(&self) -> usize { self.number } fn __await__(slf: Py) -> Py { slf }\n} #[pyclass]\nstruct PyClassAsyncIter { number: usize,\n} #[pymethods]\nimpl PyClassAsyncIter { fn __anext__(&mut self) -> PyClassAwaitable { self.number += 1; PyClassAwaitable { number: self.number, } } fn __aiter__(slf: Py) -> Py { slf }\n}","breadcrumbs":"Appendix A: Migration guide » Iter(A)NextOutput are deprecated","id":"241","title":"Iter(A)NextOutput are deprecated"},"242":{"body":"Click to expand PyType::name has been renamed to PyType::qualname to indicate that it does indeed return the qualified name , matching the __qualname__ attribute. The newly added PyType::name yields the full name including the module name now which corresponds to __module__.__name__ on the level of attributes.","breadcrumbs":"Appendix A: Migration guide » PyType::name has been renamed to PyType::qualname","id":"242","title":"PyType::name has been renamed to PyType::qualname"},"243":{"body":"Click to expand Interactions with Python objects implemented in Rust no longer need to go though PyCell. Instead iteractions with Python object now consistently go through Bound or Py independently of whether T is native Python object or a #[pyclass] implemented in Rust. Use Bound::new or Py::new respectively to create and Bound::borrow(_mut) / Py::borrow(_mut) to borrow the Rust object.","breadcrumbs":"Appendix A: Migration guide » PyCell has been deprecated","id":"243","title":"PyCell has been deprecated"},"244":{"body":"Click to expand To minimise breakage of code using the GIL Refs API, the Bound smart pointer has been introduced by adding complements to all functions which accept or return GIL Refs. This allows code to migrate by replacing the deprecated APIs with the new ones. To identify what to migrate, temporarily switch off the gil-refs feature to see deprecation warnings on almost all uses of APIs accepting and producing GIL Refs . Over one or more PRs it should be possible to follow the deprecation hints to update code. Depending on your development environment, switching off the gil-refs feature may introduce some very targeted breakages , so you may need to fixup those first. For example, the following APIs have gained updated variants: PyList::new, PyTyple::new and similar constructors have replacements PyList::new_bound, PyTuple::new_bound etc. FromPyObject::extract has a new FromPyObject::extract_bound (see the section below) The PyTypeInfo trait has had new _bound methods added to accept / return Bound. Because the new Bound API brings ownership out of the PyO3 framework and into user code, there are a few places where user code is expected to need to adjust while switching to the new API: Code will need to add the occasional & to borrow the new smart pointer as &Bound to pass these types around (or use .clone() at the very small cost of increasing the Python reference count) Bound and Bound cannot support indexing with list[0], you should use list.get_item(0) instead. Bound::iter_borrowed is slightly more efficient than Bound::iter. The default iteration of Bound cannot return borrowed references because Rust does not (yet) have \"lending iterators\". Similarly Bound::get_borrowed_item is more efficient than Bound::get_item for the same reason. &Bound does not implement FromPyObject (although it might be possible to do this in the future once the GIL Refs API is completely removed). Use bound_any.downcast::() instead of bound_any.extract::<&Bound>(). Bound::to_str now borrows from the Bound rather than from the 'py lifetime, so code will need to store the smart pointer as a value in some cases where previously &PyString was just used as a temporary. (There are some more details relating to this in the section below .) .extract::<&str>() now borrows from the source Python object. The simplest way to update is to change to .extract::(), which retains ownership of the Python reference. See more information in the section on deactivating the gil-refs feature . To convert between &PyAny and &Bound use the as_borrowed() method: let gil_ref: &PyAny = ...;\nlet bound: &Bound = &gil_ref.as_borrowed(); To convert between Py and Bound use the bind() / into_bound() methods, and as_unbound() / unbind() to go back from Bound to Py. let obj: Py = ...;\nlet bound: &Bound<'py, PyList> = obj.bind(py);\nlet bound: Bound<'py, PyList> = obj.into_bound(py); let obj: &Py = bound.as_unbound();\nlet obj: Py = bound.unbind(); ⚠️ Warning: dangling pointer trap 💣 Because of the ownership changes, code which uses .as_ptr() to convert &PyAny and other GIL Refs to a *mut pyo3_ffi::PyObject should take care to avoid creating dangling pointers now that Bound carries ownership. For example, the following pattern with Option<&PyAny> can easily create a dangling pointer when migrating to the Bound smart pointer: let opt: Option<&PyAny> = ...;\nlet p: *mut ffi::PyObject = opt.map_or(std::ptr::null_mut(), |any| any.as_ptr()); The correct way to migrate this code is to use .as_ref() to avoid dropping the Bound in the map_or closure: let opt: Option> = ...;\nlet p: *mut ffi::PyObject = opt.as_ref().map_or(std::ptr::null_mut(), Bound::as_ptr); Migrating FromPyObject implementations FromPyObject has had a new method extract_bound which takes &Bound<'py, PyAny> as an argument instead of &PyAny. Both extract and extract_bound have been given default implementations in terms of the other, to avoid breaking code immediately on update to 0.21. All implementations of FromPyObject should be switched from extract to extract_bound. Before: impl<'py> FromPyObject<'py> for MyType { fn extract(obj: &'py PyAny) -> PyResult { /* ... */ }\n} After: impl<'py> FromPyObject<'py> for MyType { fn extract_bound(obj: &Bound<'py, PyAny>) -> PyResult { /* ... */ }\n} The expectation is that in 0.22 extract_bound will have the default implementation removed and in 0.23 extract will be removed. Cases where PyO3 cannot emit GIL Ref deprecation warnings Despite a large amount of deprecations warnings produced by PyO3 to aid with the transition from GIL Refs to the Bound API, there are a few cases where PyO3 cannot automatically warn on uses of GIL Refs. It is worth checking for these cases manually after the deprecation warnings have all been addressed: Individual implementations of the FromPyObject trait cannot be deprecated, so PyO3 cannot warn about uses of code patterns like .extract<&PyAny>() which produce a GIL Ref. GIL Refs in #[pyfunction] arguments emit a warning, but if the GIL Ref is wrapped inside another container such as Vec<&PyAny> then PyO3 cannot warn against this. The wrap_pyfunction!(function)(py) deferred argument form of the wrap_pyfunction macro taking py: Python<'py> produces a GIL Ref, and due to limitations in type inference PyO3 cannot warn against this specific case.","breadcrumbs":"Appendix A: Migration guide » Migrating from the GIL Refs API to Bound","id":"244","title":"Migrating from the GIL Refs API to Bound"},"245":{"body":"Click to expand As a final step of migration, deactivating the gil-refs feature will set up code for best performance and is intended to set up a forward-compatible API for PyO3 0.22. At this point code that needed to manage GIL Ref memory can safely remove uses of GILPool (which are constructed by calls to Python::new_pool and Python::with_pool). Deprecation warnings will highlight these cases. There is just one case of code that changes upon disabling these features: FromPyObject trait implementations for types that borrow directly from the input data cannot be implemented by PyO3 without GIL Refs (while the GIL Refs API is in the process of being removed). The main types affected are &str, Cow<'_, str>, &[u8], Cow<'_, u8>. To make PyO3's core functionality continue to work while the GIL Refs API is in the process of being removed, disabling the gil-refs feature moves the implementations of FromPyObject for &str, Cow<'_, str>, &[u8], Cow<'_, u8> to a new temporary trait FromPyObjectBound. This trait is the expected future form of FromPyObject and has an additional lifetime 'a to enable these types to borrow data from Python objects. PyO3 0.21 has introduced the PyBackedStr and PyBackedBytes types to help with this case. The easiest way to avoid lifetime challenges from extracting &str is to use these. For more complex types like Vec<&str>, is now impossible to extract directly from a Python object and Vec is the recommended upgrade path. A key thing to note here is because extracting to these types now ties them to the input lifetime, some extremely common patterns may need to be split into multiple Rust lines. For example, the following snippet of calling .extract::<&str>() directly on the result of .getattr() needs to be adjusted when deactivating the gil-refs feature. Before: # #[cfg(feature = \"gil-refs\")] {\n# use pyo3::prelude::*;\n# use pyo3::types::{PyList, PyType};\n# fn example<'py>(py: Python<'py>) -> PyResult<()> {\n#[allow(deprecated)] // GIL Ref API\nlet obj: &'py PyType = py.get_type::();\nlet name: &'py str = obj.getattr(\"__name__\")?.extract()?;\nassert_eq!(name, \"list\");\n# Ok(())\n# }\n# Python::with_gil(example).unwrap();\n# } After: # #[cfg(any(not(Py_LIMITED_API), Py_3_10))] {\n# use pyo3::prelude::*;\n# use pyo3::types::{PyList, PyType};\n# fn example<'py>(py: Python<'py>) -> PyResult<()> {\nlet obj: Bound<'py, PyType> = py.get_type_bound::();\nlet name_obj: Bound<'py, PyAny> = obj.getattr(\"__name__\")?;\n// the lifetime of the data is no longer `'py` but the much shorter\n// lifetime of the `name_obj` smart pointer above\nlet name: &'_ str = name_obj.extract()?;\nassert_eq!(name, \"list\");\n# Ok(())\n# }\n# Python::with_gil(example).unwrap();\n# } To avoid needing to worry about lifetimes at all, it is also possible to use the new PyBackedStr type, which stores a reference to the Python str without a lifetime attachment. In particular, PyBackedStr helps for abi3 builds for Python older than 3.10. Due to limitations in the abi3 CPython API for those older versions, PyO3 cannot offer a FromPyObjectBound implementation for &str on those versions. The easiest way to migrate for older abi3 builds is to replace any cases of .extract::<&str>() with .extract::(). Alternatively, use .extract::>(), .extract::() to copy the data into Rust. The following example uses the same snippet as those just above, but this time the final extracted type is PyBackedStr: # use pyo3::prelude::*;\n# use pyo3::types::{PyList, PyType};\n# fn example<'py>(py: Python<'py>) -> PyResult<()> {\nuse pyo3::pybacked::PyBackedStr;\nlet obj: Bound<'py, PyType> = py.get_type_bound::();\nlet name: PyBackedStr = obj.getattr(\"__name__\")?.extract()?;\nassert_eq!(&*name, \"list\");\n# Ok(())\n# }\n# Python::with_gil(example).unwrap();","breadcrumbs":"Appendix A: Migration guide » Deactivating the gil-refs feature","id":"245","title":"Deactivating the gil-refs feature"},"246":{"body":"","breadcrumbs":"Appendix A: Migration guide » from 0.19.* to 0.20","id":"246","title":"from 0.19.* to 0.20"},"247":{"body":"Click to expand PyO3 0.20 has increased minimum Rust version to 1.56. This enables use of newer language features and simplifies maintenance of the project.","breadcrumbs":"Appendix A: Migration guide » Drop support for older technologies","id":"247","title":"Drop support for older technologies"},"248":{"body":"Click to expand PyDict::get_item in PyO3 0.19 and older was implemented using a Python API which would suppress all exceptions and return None in those cases. This included errors in __hash__ and __eq__ implementations of the key being looked up. Newer recommendations by the Python core developers advise against using these APIs which suppress exceptions, instead allowing exceptions to bubble upwards. PyDict::get_item_with_error already implemented this recommended behavior, so that API has been renamed to PyDict::get_item. Before: use pyo3::prelude::*;\nuse pyo3::exceptions::PyTypeError;\nuse pyo3::types::{PyDict, IntoPyDict}; # fn main() {\n# let _ =\nPython::with_gil(|py| { let dict: &PyDict = [(\"a\", 1)].into_py_dict(py); // `a` is in the dictionary, with value 1 assert!(dict.get_item(\"a\").map_or(Ok(false), |x| x.eq(1))?); // `b` is not in the dictionary assert!(dict.get_item(\"b\").is_none()); // `dict` is not hashable, so this fails with a `TypeError` assert!(dict .get_item_with_error(dict) .unwrap_err() .is_instance_of::(py));\n});\n# } After: use pyo3::prelude::*;\nuse pyo3::exceptions::PyTypeError;\nuse pyo3::types::{PyDict, IntoPyDict}; # fn main() {\n# let _ =\nPython::with_gil(|py| -> PyResult<()> { let dict: &PyDict = [(\"a\", 1)].into_py_dict(py); // `a` is in the dictionary, with value 1 assert!(dict.get_item(\"a\")?.map_or(Ok(false), |x| x.eq(1))?); // `b` is not in the dictionary assert!(dict.get_item(\"b\")?.is_none()); // `dict` is not hashable, so this fails with a `TypeError` assert!(dict .get_item(dict) .unwrap_err() .is_instance_of::(py)); Ok(())\n});\n# }","breadcrumbs":"Appendix A: Migration guide » PyDict::get_item now returns a Result","id":"248","title":"PyDict::get_item now returns a Result"},"249":{"body":"Click to expand Trailing Option arguments have an automatic default of None. To avoid unwanted changes when modifying function signatures, in PyO3 0.18 it was deprecated to have a required argument after an Option argument without using #[pyo3(signature = (...))] to specify the intended defaults. In PyO3 0.20, this becomes a hard error. Before: #[pyfunction]\nfn x_or_y(x: Option, y: u64) -> u64 { x.unwrap_or(y)\n} After: # #![allow(dead_code)]\n# use pyo3::prelude::*; #[pyfunction]\n#[pyo3(signature = (x, y))] // both x and y have no defaults and are required\nfn x_or_y(x: Option, y: u64) -> u64 { x.unwrap_or(y)\n}","breadcrumbs":"Appendix A: Migration guide » Required arguments are no longer accepted after optional arguments","id":"249","title":"Required arguments are no longer accepted after optional arguments"},"25":{"body":"Another syntax based on Rust inline modules is also available to declare modules. For example: # mod declarative_module_test {\nuse pyo3::prelude::*; #[pyfunction]\nfn double(x: usize) -> usize { x * 2\n} #[pymodule]\nmod my_extension { use super::*; #[pymodule_export] use super::double; // Exports the double function as part of the module #[pyfunction] // This will be part of the module fn triple(x: usize) -> usize { x * 3 } #[pyclass] // This will be part of the module struct Unit; #[pymodule] mod submodule { // This is a submodule } #[pymodule_init] fn init(m: &Bound<'_, PyModule>) -> PyResult<()> { // Arbitrary code to run at the module initialization m.add(\"double2\", m.getattr(\"double\")?)?; Ok(()) }\n}\n# } The #[pymodule] macro automatically sets the module attribute of the #[pyclass] macros declared inside of it with its name. For nested modules, the name of the parent module is automatically added. In the following example, the Unit class will have for module my_extension.submodule because it is properly nested but the Ext class will have for module the default builtins because it not nested. You can provide the submodule argument to pymodule() for modules that are not top-level modules. # mod declarative_module_module_attr_test {\nuse pyo3::prelude::*; #[pyclass]\nstruct Ext; #[pymodule]\nmod my_extension { use super::*; #[pymodule_export] use super::Ext; #[pymodule(submodule)] mod submodule { use super::*; // This is a submodule #[pyclass] // This will be part of the module struct Unit; }\n}\n# } It is possible to customize the module value for a #[pymodule] with the #[pyo3(module = \"MY_MODULE\")] option.","breadcrumbs":"Using Rust from Python » Python modules » Declarative modules","id":"25","title":"Declarative modules"},"250":{"body":"Click to expand In PyO3 0.18 the #[args] attribute for #[pymethods], and directly specifying the function signature in #[pyfunction], was deprecated. This functionality has been removed in PyO3 0.20. Before: #[pyfunction]\n#[pyo3(a, b = \"0\", \"/\")]\nfn add(a: u64, b: u64) -> u64 { a + b\n} After: # #![allow(dead_code)]\n# use pyo3::prelude::*; #[pyfunction]\n#[pyo3(signature = (a, b=0, /))]\nfn add(a: u64, b: u64) -> u64 { a + b\n}","breadcrumbs":"Appendix A: Migration guide » Remove deprecated function forms","id":"250","title":"Remove deprecated function forms"},"251":{"body":"Click to expand The trait IntoPyPointer, which provided the into_ptr method on many types, has been removed. into_ptr is now available as an inherent method on all types that previously implemented this trait.","breadcrumbs":"Appendix A: Migration guide » IntoPyPointer trait removed","id":"251","title":"IntoPyPointer trait removed"},"252":{"body":"Click to expand The trait AsPyPointer is now unsafe trait, meaning any external implementation of it must be marked as unsafe impl, and ensure that they uphold the invariant of returning valid pointers.","breadcrumbs":"Appendix A: Migration guide » AsPyPointer now unsafe trait","id":"252","title":"AsPyPointer now unsafe trait"},"253":{"body":"","breadcrumbs":"Appendix A: Migration guide » from 0.18.* to 0.19","id":"253","title":"from 0.18.* to 0.19"},"254":{"body":"Click to expand During __traverse__ implementations for Python's Garbage Collection it is forbidden to do anything other than visit the members of the #[pyclass] being traversed. This means making Python function calls or other API calls are forbidden. Previous versions of PyO3 would allow access to Python (e.g. via Python::with_gil), which could cause the Python interpreter to crash or otherwise confuse the garbage collection algorithm. Attempts to acquire the GIL will now panic. See #3165 for more detail. # use pyo3::prelude::*; #[pyclass]\nstruct SomeClass {} impl SomeClass { fn __traverse__(&self, pyo3::class::gc::PyVisit<'_>) -> Result<(), pyo3::class::gc::PyTraverseError>` { Python::with_gil(|| { /*...*/ }) // ERROR: this will panic }\n}","breadcrumbs":"Appendix A: Migration guide » Access to Python inside __traverse__ implementations are now forbidden","id":"254","title":"Access to Python inside __traverse__ implementations are now forbidden"},"255":{"body":"Click to expand When converting from anyhow::Error or eyre::Report to PyErr, if the inner error is a \"simple\" PyErr (with no source error), then the inner error will be used directly as the PyErr instead of wrapping it in a new PyRuntimeError with the original information converted into a string. # #[cfg(feature = \"anyhow\")]\n# #[allow(dead_code)]\n# mod anyhow_only {\n# use pyo3::prelude::*;\n# use pyo3::exceptions::PyValueError;\n#[pyfunction]\nfn raise_err() -> anyhow::Result<()> { Err(PyValueError::new_err(\"original error message\").into())\n} fn main() { Python::with_gil(|py| { let rs_func = wrap_pyfunction!(raise_err, py).unwrap(); pyo3::py_run!( py, rs_func, r\" try: rs_func() except Exception as e: print(repr(e)) \" ); })\n}\n# } Before, the above code would have printed RuntimeError('ValueError: original error message'), which might be confusing. After, the same code will print ValueError: original error message, which is more straightforward. However, if the anyhow::Error or eyre::Report has a source, then the original exception will still be wrapped in a PyRuntimeError.","breadcrumbs":"Appendix A: Migration guide » Smarter anyhow::Error / eyre::Report conversion when inner error is \"simple\" PyErr","id":"255","title":"Smarter anyhow::Error / eyre::Report conversion when inner error is \"simple\" PyErr"},"256":{"body":"Click to expand While the API provided by Python::acquire_gil seems convenient, it is somewhat brittle as the design of the GIL token Python relies on proper nesting and panics if not used correctly, e.g. # #![allow(dead_code, deprecated)]\n# use pyo3::prelude::*; #[pyclass]\nstruct SomeClass {} struct ObjectAndGuard { object: Py, guard: GILGuard,\n} impl ObjectAndGuard { fn new() -> Self { let guard = Python::acquire_gil(); let object = Py::new(guard.python(), SomeClass {}).unwrap(); Self { object, guard } }\n} let first = ObjectAndGuard::new();\nlet second = ObjectAndGuard::new();\n// Panics because the guard within `second` is still alive.\ndrop(first);\ndrop(second); The replacement is Python::with_gil which is more cumbersome but enforces the proper nesting by design, e.g. # #![allow(dead_code)]\n# use pyo3::prelude::*; #[pyclass]\nstruct SomeClass {} struct Object { object: Py,\n} impl Object { fn new(py: Python<'_>) -> Self { let object = Py::new(py, SomeClass {}).unwrap(); Self { object } }\n} // It either forces us to release the GIL before aquiring it again.\nlet first = Python::with_gil(|py| Object::new(py));\nlet second = Python::with_gil(|py| Object::new(py));\ndrop(first);\ndrop(second); // Or it ensures releasing the inner lock before the outer one.\nPython::with_gil(|py| { let first = Object::new(py); let second = Python::with_gil(|py| Object::new(py)); drop(first); drop(second);\n}); Furthermore, Python::acquire_gil provides ownership of a GILGuard which can be freely stored and passed around. This is usually not helpful as it may keep the lock held for a long time thereby blocking progress in other parts of the program. Due to the generative lifetime attached to the GIL token supplied by Python::with_gil, the problem is avoided as the GIL token can only be passed down the call chain. Often, this issue can also be avoided entirely as any GIL-bound reference &'py PyAny implies access to a GIL token Python<'py> via the PyAny::py method.","breadcrumbs":"Appendix A: Migration guide » The deprecated Python::acquire_gil was removed and Python::with_gil must be used instead","id":"256","title":"The deprecated Python::acquire_gil was removed and Python::with_gil must be used instead"},"257":{"body":"","breadcrumbs":"Appendix A: Migration guide » from 0.17.* to 0.18","id":"257","title":"from 0.17.* to 0.18"},"258":{"body":"Click to expand In #[pyfunction] and #[pymethods], if a \"required\" function input such as i32 came after an Option<_> input, then the Option<_> would be implicitly treated as required. (All trailing Option<_> arguments were treated as optional with a default value of None). Starting with PyO3 0.18, this is deprecated and a future PyO3 version will require a #[pyo3(signature = (...))] option to explicitly declare the programmer's intention. Before, x in the below example would be required to be passed from Python code: # #![allow(dead_code)]\n# use pyo3::prelude::*; #[pyfunction]\nfn required_argument_after_option(x: Option, y: i32) {} After, specify the intended Python signature explicitly: # #![allow(dead_code)]\n# use pyo3::prelude::*; // If x really was intended to be required\n#[pyfunction(signature = (x, y))]\nfn required_argument_after_option_a(x: Option, y: i32) {} // If x was intended to be optional, y needs a default too\n#[pyfunction(signature = (x=None, y=0))]\nfn required_argument_after_option_b(x: Option, y: i32) {}","breadcrumbs":"Appendix A: Migration guide » Required arguments after Option<_> arguments will no longer be automatically inferred","id":"258","title":"Required arguments after Option<_> arguments will no longer be automatically inferred"},"259":{"body":"Click to expand The #[pyo3(text_signature = \"...\")] option was previously the only supported way to set the __text_signature__ attribute on generated Python functions. PyO3 is now able to automatically populate __text_signature__ for all functions automatically based on their Rust signature (or the new #[pyo3(signature = (...))] option ). These automatically-generated __text_signature__ values will currently only render ... for all default values. Many #[pyo3(text_signature = \"...\")] options can be removed from functions when updating to PyO3 0.18, however in cases with default values a manual implementation may still be preferred for now. As examples: # use pyo3::prelude::*; // The `text_signature` option here is no longer necessary, as PyO3 will automatically\n// generate exactly the same value.\n#[pyfunction(text_signature = \"(a, b, c)\")]\nfn simple_function(a: i32, b: i32, c: i32) {} // The `text_signature` still provides value here as of PyO3 0.18, because the automatically\n// generated signature would be \"(a, b=..., c=...)\".\n#[pyfunction(signature = (a, b = 1, c = 2), text_signature = \"(a, b=1, c=2)\")]\nfn function_with_defaults(a: i32, b: i32, c: i32) {} # fn main() {\n# Python::with_gil(|py| {\n# let simple = wrap_pyfunction_bound!(simple_function, py).unwrap();\n# assert_eq!(simple.getattr(\"__text_signature__\").unwrap().to_string(), \"(a, b, c)\");\n# let defaulted = wrap_pyfunction_bound!(function_with_defaults, py).unwrap();\n# assert_eq!(defaulted.getattr(\"__text_signature__\").unwrap().to_string(), \"(a, b=1, c=2)\");\n# })\n# }","breadcrumbs":"Appendix A: Migration guide » __text_signature__ is now automatically generated for #[pyfunction] and #[pymethods]","id":"259","title":"__text_signature__ is now automatically generated for #[pyfunction] and #[pymethods]"},"26":{"body":"The #[pyfunction] attribute is used to define a Python function from a Rust function. Once defined, the function needs to be added to a module using the wrap_pyfunction! macro. The following example defines a function called double in a Python module called my_extension: use pyo3::prelude::*; #[pyfunction]\nfn double(x: usize) -> usize { x * 2\n} #[pymodule]\nfn my_extension(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_function(wrap_pyfunction!(double, m)?)?; Ok(())\n} This chapter of the guide explains full usage of the #[pyfunction] attribute. In this first section, the following topics are covered: Function options #[pyo3(name = \"...\")] #[pyo3(signature = (...))] #[pyo3(text_signature = \"...\")] #[pyo3(pass_module)] Per-argument options Advanced function patterns #[pyfn] shorthand There are also additional sections on the following topics: Function Signatures","breadcrumbs":"Using Rust from Python » Python functions » Python functions","id":"26","title":"Python functions"},"260":{"body":"","breadcrumbs":"Appendix A: Migration guide » from 0.16.* to 0.17","id":"260","title":"from 0.16.* to 0.17"},"261":{"body":"Click to expand Previously the type checks for PyMapping and PySequence (implemented in PyTryFrom) used the Python C-API functions PyMapping_Check and PySequence_Check. Unfortunately these functions are not sufficient for distinguishing such types, leading to inconsistent behavior (see pyo3/pyo3#2072 ). PyO3 0.17 changes these downcast checks to explicitly test if the type is a subclass of the corresponding abstract base class collections.abc.Mapping or collections.abc.Sequence. Note this requires calling into Python, which may incur a performance penalty over the previous method. If this performance penalty is a problem, you may be able to perform your own checks and use try_from_unchecked (unsafe). Another side-effect is that a pyclass defined in Rust with PyO3 will need to be registered with the corresponding Python abstract base class for downcasting to succeed. PySequence::register and PyMapping:register have been added to make it easy to do this from Rust code. These are equivalent to calling collections.abc.Mapping.register(MappingPyClass) or collections.abc.Sequence.register(SequencePyClass) from Python. For example, for a mapping class defined in Rust: use pyo3::prelude::*;\nuse std::collections::HashMap; #[pyclass(mapping)]\nstruct Mapping { index: HashMap,\n} #[pymethods]\nimpl Mapping { #[new] fn new(elements: Option<&PyList>) -> PyResult { // ... // truncated implementation of this mapping pyclass - basically a wrapper around a HashMap\n} You must register the class with collections.abc.Mapping before the downcast will work: let m = Py::new(py, Mapping { index }).unwrap();\nassert!(m.as_ref(py).downcast::().is_err());\nPyMapping::register::(py).unwrap();\nassert!(m.as_ref(py).downcast::().is_ok()); Note that this requirement may go away in the future when a pyclass is able to inherit from the abstract base class directly (see pyo3/pyo3#991 ).","breadcrumbs":"Appendix A: Migration guide » Type checks have been changed for PyMapping and PySequence types","id":"261","title":"Type checks have been changed for PyMapping and PySequence types"},"262":{"body":"Click to expand Due to limitations in the inventory crate which the multiple-pymethods feature depends on, this feature now requires Rust 1.62. For more information see dtolnay/inventory#32 .","breadcrumbs":"Appendix A: Migration guide » The multiple-pymethods feature now requires Rust 1.62","id":"262","title":"The multiple-pymethods feature now requires Rust 1.62"},"263":{"body":"Click to expand This may cause inference errors. Before: # use pyo3::prelude::*;\n#\n# fn main() {\nPython::with_gil(|py| { // Cannot infer either `Py` or `Py` let _test = \"test\".into_py(py);\n});\n# } After, some type annotations may be necessary: # use pyo3::prelude::*;\n#\n# fn main() {\nPython::with_gil(|py| { let _test: Py = \"test\".into_py(py);\n});\n# }","breadcrumbs":"Appendix A: Migration guide » Added impl IntoPy> for &str","id":"263","title":"Added impl IntoPy> for &str"},"264":{"body":"Click to expand In preparation for removing the deprecated #[pyproto] attribute macro in a future PyO3 version, it is now gated behind an opt-in feature flag. This also gives a slight saving to compile times for code which does not use the deprecated macro.","breadcrumbs":"Appendix A: Migration guide » The pyproto feature is now disabled by default","id":"264","title":"The pyproto feature is now disabled by default"},"265":{"body":"Click to expand The PyTypeObject trait already was near-useless; almost all functionality was already on the PyTypeInfo trait, which PyTypeObject had a blanket implementation based upon. In PyO3 0.17 the final method, PyTypeObject::type_object was moved to PyTypeInfo::type_object. To migrate, update trait bounds and imports from PyTypeObject to PyTypeInfo. Before: use pyo3::Python;\nuse pyo3::type_object::PyTypeObject;\nuse pyo3::types::PyType; fn get_type_object(py: Python<'_>) -> &PyType { T::type_object(py)\n} After use pyo3::{Python, PyTypeInfo};\nuse pyo3::types::PyType; fn get_type_object(py: Python<'_>) -> &PyType { T::type_object(py)\n} # Python::with_gil(|py| { get_type_object::(py); });","breadcrumbs":"Appendix A: Migration guide » PyTypeObject trait has been deprecated","id":"265","title":"PyTypeObject trait has been deprecated"},"266":{"body":"Click to expand If this leads to errors, simply implement IntoPy. Because pyclasses already implement IntoPy, you probably don't need to worry about this.","breadcrumbs":"Appendix A: Migration guide » impl IntoPy for [T; N] now requires T: IntoPy rather than T: ToPyObject","id":"266","title":"impl IntoPy for [T; N] now requires T: IntoPy rather than T: ToPyObject"},"267":{"body":"Click to expand To make PyO3 modules sound in the presence of Python sub-interpreters, for now it has been necessary to explicitly disable the ability to initialize a #[pymodule] more than once in the same process. Attempting to do this will now raise an ImportError.","breadcrumbs":"Appendix A: Migration guide » Each #[pymodule] can now only be initialized once per process","id":"267","title":"Each #[pymodule] can now only be initialized once per process"},"268":{"body":"","breadcrumbs":"Appendix A: Migration guide » from 0.15.* to 0.16","id":"268","title":"from 0.15.* to 0.16"},"269":{"body":"Click to expand PyO3 0.16 has increased minimum Rust version to 1.48 and minimum Python version to 3.7. This enables use of newer language features (enabling some of the other additions in 0.16) and simplifies maintenance of the project.","breadcrumbs":"Appendix A: Migration guide » Drop support for older technologies","id":"269","title":"Drop support for older technologies"},"27":{"body":"The #[pyo3] attribute can be used to modify properties of the generated Python function. It can take any combination of the following options: #[pyo3(name = \"...\")] Overrides the name exposed to Python. In the following example, the Rust function no_args_py will be added to the Python module module_with_functions as the Python function no_args: use pyo3::prelude::*; #[pyfunction]\n#[pyo3(name = \"no_args\")]\nfn no_args_py() -> usize { 42\n} #[pymodule]\nfn module_with_functions(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_function(wrap_pyfunction!(no_args_py, m)?)?; Ok(())\n} # Python::with_gil(|py| {\n# let m = pyo3::wrap_pymodule!(module_with_functions)(py);\n# assert!(m.getattr(py, \"no_args\").is_ok());\n# assert!(m.getattr(py, \"no_args_py\").is_err());\n# }); #[pyo3(signature = (...))] Defines the function signature in Python. See Function Signatures . #[pyo3(text_signature = \"...\")] Overrides the PyO3-generated function signature visible in Python tooling (such as via inspect.signature ). See the corresponding topic in the Function Signatures subchapter . #[pyo3(pass_module)] Set this option to make PyO3 pass the containing module as the first argument to the function. It is then possible to use the module in the function body. The first argument must be of type &Bound<'_, PyModule>, Bound<'_, PyModule>, or Py. The following example creates a function pyfunction_with_module which returns the containing module's name (i.e. module_with_fn): use pyo3::prelude::*;\nuse pyo3::types::PyString; #[pyfunction]\n#[pyo3(pass_module)]\nfn pyfunction_with_module<'py>( module: &Bound<'py, PyModule>,\n) -> PyResult> { module.name()\n} #[pymodule]\nfn module_with_fn(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_function(wrap_pyfunction!(pyfunction_with_module, m)?)\n}","breadcrumbs":"Using Rust from Python » Python functions » Function options","id":"27","title":"Function options"},"270":{"body":"Click to expand In PyO3 0.15, the #[pymethods] attribute macro gained support for implementing \"magic methods\" such as __str__ (aka \"dunder\" methods). This implementation was not quite finalized at the time, with a few edge cases to be decided upon. The existing #[pyproto] attribute macro was left untouched, because it covered these edge cases. In PyO3 0.16, the #[pymethods] implementation has been completed and is now the preferred way to implement magic methods. To allow the PyO3 project to move forward, #[pyproto] has been deprecated (with expected removal in PyO3 0.18). Migration from #[pyproto] to #[pymethods] is straightforward; copying the existing methods directly from the #[pyproto] trait implementation is all that is needed in most cases. Before: use pyo3::prelude::*;\nuse pyo3::class::{PyObjectProtocol, PyIterProtocol};\nuse pyo3::types::PyString; #[pyclass]\nstruct MyClass {} #[pyproto]\nimpl PyObjectProtocol for MyClass { fn __str__(&self) -> &'static [u8] { b\"hello, world\" }\n} #[pyproto]\nimpl PyIterProtocol for MyClass { fn __iter__(slf: PyRef) -> PyResult<&PyAny> { PyString::new(slf.py(), \"hello, world\").iter() }\n} After use pyo3::prelude::*;\nuse pyo3::types::PyString; #[pyclass]\nstruct MyClass {} #[pymethods]\nimpl MyClass { fn __str__(&self) -> &'static [u8] { b\"hello, world\" } fn __iter__(slf: PyRef) -> PyResult<&PyAny> { PyString::new(slf.py(), \"hello, world\").iter() }\n}","breadcrumbs":"Appendix A: Migration guide » #[pyproto] has been deprecated","id":"270","title":"#[pyproto] has been deprecated"},"271":{"body":"Click to expand The Python object wrappers Py and PyAny had implementations of PartialEq so that object_a == object_b would compare the Python objects for pointer equality, which corresponds to the is operator, not the == operator in Python. This has been removed in favor of a new method: use object_a.is(object_b). This also has the advantage of not requiring the same wrapper type for object_a and object_b; you can now directly compare a Py with a &PyAny without having to convert. To check for Python object equality (the Python == operator), use the new method eq().","breadcrumbs":"Appendix A: Migration guide » Removed PartialEq for object wrappers","id":"271","title":"Removed PartialEq for object wrappers"},"272":{"body":"Click to expand In PyO3 0.15, __getitem__, __setitem__ and __delitem__ in #[pymethods] would generate only the mapping implementation for a #[pyclass]. To match the Python behavior, these methods now generate both the mapping and sequence implementations. This means that classes implementing these #[pymethods] will now also be treated as sequences, same as a Python class would be. Small differences in behavior may result: PyO3 will allow instances of these classes to be cast to PySequence as well as PyMapping. Python will provide a default implementation of __iter__ (if the class did not have one) which repeatedly calls __getitem__ with integers (starting at 0) until an IndexError is raised. To explain this in detail, consider the following Python class: class ExampleContainer: def __len__(self): return 5 def __getitem__(self, idx: int) -> int: if idx < 0 or idx > 5: raise IndexError() return idx This class implements a Python sequence . The __len__ and __getitem__ methods are also used to implement a Python mapping . In the Python C-API, these methods are not shared: the sequence __len__ and __getitem__ are defined by the sq_length and sq_item slots, and the mapping equivalents are mp_length and mp_subscript. There are similar distinctions for __setitem__ and __delitem__. Because there is no such distinction from Python, implementing these methods will fill the mapping and sequence slots simultaneously. A Python class with __len__ implemented, for example, will have both the sq_length and mp_length slots filled. The PyO3 behavior in 0.16 has been changed to be closer to this Python behavior by default.","breadcrumbs":"Appendix A: Migration guide » Container magic methods now match Python behavior","id":"272","title":"Container magic methods now match Python behavior"},"273":{"body":"Click to expand Prior to PyO3 0.16 the wrap_pymodule! and wrap_pyfunction! macros could use modules and functions whose defining fn was not reachable according Rust privacy rules. For example, the following code was legal before 0.16, but in 0.16 is rejected because the wrap_pymodule! macro cannot access the private_submodule function: mod foo { use pyo3::prelude::*; #[pymodule] fn private_submodule(_py: Python<'_>, m: &PyModule) -> PyResult<()> { Ok(()) }\n} use pyo3::prelude::*;\nuse foo::*; #[pymodule]\nfn my_module(_py: Python<'_>, m: &PyModule) -> PyResult<()> { m.add_wrapped(wrap_pymodule!(private_submodule))?; Ok(())\n} To fix it, make the private submodule visible, e.g. with pub or pub(crate). mod foo { use pyo3::prelude::*; #[pymodule] pub(crate) fn private_submodule(_py: Python<'_>, m: &PyModule) -> PyResult<()> { Ok(()) }\n} use pyo3::prelude::*;\nuse pyo3::wrap_pymodule;\nuse foo::*; #[pymodule]\nfn my_module(_py: Python<'_>, m: &PyModule) -> PyResult<()> { m.add_wrapped(wrap_pymodule!(private_submodule))?; Ok(())\n}","breadcrumbs":"Appendix A: Migration guide » wrap_pymodule! and wrap_pyfunction! now respect privacy correctly","id":"273","title":"wrap_pymodule! and wrap_pyfunction! now respect privacy correctly"},"274":{"body":"","breadcrumbs":"Appendix A: Migration guide » from 0.14.* to 0.15","id":"274","title":"from 0.14.* to 0.15"},"275":{"body":"Click to expand For all types that take sequence indices (PyList, PyTuple and PySequence), the API has been made consistent to only take usize indices, for consistency with Rust's indexing conventions. Negative indices, which were only sporadically supported even in APIs that took isize, now aren't supported anywhere. Further, the get_item methods now always return a PyResult instead of panicking on invalid indices. The Index trait has been implemented instead, and provides the same panic behavior as on Rust vectors. Note that slice indices (accepted by PySequence::get_slice and other) still inherit the Python behavior of clamping the indices to the actual length, and not panicking/returning an error on out of range indices. An additional advantage of using Rust's indexing conventions for these types is that these types can now also support Rust's indexing operators as part of a consistent API: #![allow(deprecated)]\nuse pyo3::{Python, types::PyList}; Python::with_gil(|py| { let list = PyList::new(py, &[1, 2, 3]); assert_eq!(list[0..2].to_string(), \"[1, 2]\");\n});","breadcrumbs":"Appendix A: Migration guide » Changes in sequence indexing","id":"275","title":"Changes in sequence indexing"},"276":{"body":"","breadcrumbs":"Appendix A: Migration guide » from 0.13.* to 0.14","id":"276","title":"from 0.13.* to 0.14"},"277":{"body":"Click to expand For projects embedding Python in Rust, PyO3 no longer automatically initializes a Python interpreter on the first call to Python::with_gil (or Python::acquire_gil) unless the auto-initialize feature is enabled.","breadcrumbs":"Appendix A: Migration guide » auto-initialize feature is now opt-in","id":"277","title":"auto-initialize feature is now opt-in"},"278":{"body":"Click to expand #[pymethods] have been reworked with a simpler default implementation which removes the dependency on the inventory crate. This reduces dependencies and compile times for the majority of users. The limitation of the new default implementation is that it cannot support multiple #[pymethods] blocks for the same #[pyclass]. If you need this functionality, you must enable the multiple-pymethods feature which will switch #[pymethods] to the inventory-based implementation.","breadcrumbs":"Appendix A: Migration guide » New multiple-pymethods feature","id":"278","title":"New multiple-pymethods feature"},"279":{"body":"Click to expand Some protocol (aka __dunder__) methods such as __bytes__ and __format__ have been possible to implement two ways in PyO3 for some time: via a #[pyproto] (e.g. PyObjectProtocol for the methods listed here), or by writing them directly in #[pymethods]. This is only true for a handful of the #[pyproto] methods (for technical reasons to do with the way PyO3 currently interacts with the Python C-API). In the interest of having only one way to do things, the #[pyproto] forms of these methods have been deprecated. To migrate just move the affected methods from a #[pyproto] to a #[pymethods] block. Before: use pyo3::prelude::*;\nuse pyo3::class::basic::PyObjectProtocol; #[pyclass]\nstruct MyClass {} #[pyproto]\nimpl PyObjectProtocol for MyClass { fn __bytes__(&self) -> &'static [u8] { b\"hello, world\" }\n} After: use pyo3::prelude::*; #[pyclass]\nstruct MyClass {} #[pymethods]\nimpl MyClass { fn __bytes__(&self) -> &'static [u8] { b\"hello, world\" }\n}","breadcrumbs":"Appendix A: Migration guide » Deprecated #[pyproto] methods","id":"279","title":"Deprecated #[pyproto] methods"},"28":{"body":"The #[pyo3] attribute can be used on individual arguments to modify properties of them in the generated function. It can take any combination of the following options: #[pyo3(from_py_with = \"...\")] Set this on an option to specify a custom function to convert the function argument from Python to the desired Rust type, instead of using the default FromPyObject extraction. The function signature must be fn(&Bound<'_, PyAny>) -> PyResult where T is the Rust type of the argument. The following example uses from_py_with to convert the input Python object to its length: use pyo3::prelude::*; fn get_length(obj: &Bound<'_, PyAny>) -> PyResult { let length = obj.len()?; Ok(length)\n} #[pyfunction]\nfn object_length(#[pyo3(from_py_with = \"get_length\")] argument: usize) -> usize { argument\n} # Python::with_gil(|py| {\n# let f = pyo3::wrap_pyfunction_bound!(object_length)(py).unwrap();\n# assert_eq!(f.call1((vec![1, 2, 3],)).unwrap().extract::().unwrap(), 3);\n# });","breadcrumbs":"Using Rust from Python » Python functions » Per-argument options","id":"28","title":"Per-argument options"},"280":{"body":"","breadcrumbs":"Appendix A: Migration guide » from 0.12.* to 0.13","id":"280","title":"from 0.12.* to 0.13"},"281":{"body":"Click to expand PyO3 0.13 makes use of new Rust language features stabilized between Rust 1.40 and Rust 1.45. If you are using a Rust compiler older than Rust 1.45, you will need to update your toolchain to be able to continue using PyO3.","breadcrumbs":"Appendix A: Migration guide » Minimum Rust version increased to Rust 1.45","id":"281","title":"Minimum Rust version increased to Rust 1.45"},"282":{"body":"Click to expand In PyO3 0.13 support was added for compiling against the CPython limited API. This had a number of implications for all PyO3 users, described here. The largest of these is that all types created from PyO3 are what CPython calls \"heap\" types. The specific implications of this are: If you wish to subclass one of these types from Rust you must mark it #[pyclass(subclass)], as you would if you wished to allow subclassing it from Python code. Type objects are now mutable - Python code can set attributes on them. __module__ on types without #[pyclass(module=\"mymodule\")] no longer returns builtins, it now raises AttributeError.","breadcrumbs":"Appendix A: Migration guide » Runtime changes to support the CPython limited API","id":"282","title":"Runtime changes to support the CPython limited API"},"283":{"body":"","breadcrumbs":"Appendix A: Migration guide » from 0.11.* to 0.12","id":"283","title":"from 0.11.* to 0.12"},"284":{"body":"Click to expand In PyO3 0.12 the PyErr type has been re-implemented to be significantly more compatible with the standard Rust error handling ecosystem. Specifically PyErr now implements Error + Send + Sync, which are the standard traits used for error types. While this has necessitated the removal of a number of APIs, the resulting PyErr type should now be much more easier to work with. The following sections list the changes in detail and how to migrate to the new APIs. PyErr::new and PyErr::from_type now require Send + Sync for their argument Click to expand For most uses no change will be needed. If you are trying to construct PyErr from a value that is not Send + Sync, you will need to first create the Python object and then use PyErr::from_instance. Similarly, any types which implemented PyErrArguments will now need to be Send + Sync. PyErr's contents are now private Click to expand It is no longer possible to access the fields .ptype, .pvalue and .ptraceback of a PyErr. You should instead now use the new methods PyErr::ptype, PyErr::pvalue and PyErr::ptraceback. PyErrValue and PyErr::from_value have been removed Click to expand As these were part the internals of PyErr which have been reworked, these APIs no longer exist. If you used this API, it is recommended to use PyException::new_err (see the section on Exception types ). Into> for PyErr has been removed Click to expand This implementation was redundant. Just construct the Result::Err variant directly. Before: let result: PyResult<()> = PyErr::new::(\"error message\").into(); After (also using the new reworked exception types; see the following section): # use pyo3::{PyResult, exceptions::PyTypeError};\nlet result: PyResult<()> = Err(PyTypeError::new_err(\"error message\"));","breadcrumbs":"Appendix A: Migration guide » PyErr has been reworked","id":"284","title":"PyErr has been reworked"},"285":{"body":"Click to expand Previously exception types were zero-sized marker types purely used to construct PyErr. In PyO3 0.12, these types have been replaced with full definitions and are usable in the same way as PyAny, PyDict etc. This makes it possible to interact with Python exception objects. The new types also have names starting with the \"Py\" prefix. For example, before: let err: PyErr = TypeError::py_err(\"error message\"); After: # use pyo3::{PyErr, PyResult, Python, type_object::PyTypeObject};\n# use pyo3::exceptions::{PyBaseException, PyTypeError};\n# Python::with_gil(|py| -> PyResult<()> {\nlet err: PyErr = PyTypeError::new_err(\"error message\"); // Uses Display for PyErr, new for PyO3 0.12\nassert_eq!(err.to_string(), \"TypeError: error message\"); // Now possible to interact with exception instances, new for PyO3 0.12\nlet instance: &PyBaseException = err.instance(py);\nassert_eq!( instance.getattr(\"__class__\")?, PyTypeError::type_object(py).as_ref()\n);\n# Ok(())\n# }).unwrap();","breadcrumbs":"Appendix A: Migration guide » Exception types have been reworked","id":"285","title":"Exception types have been reworked"},"286":{"body":"Click to expand To simplify the PyO3 conversion traits, the FromPy trait has been removed. Previously there were two ways to define the to-Python conversion for a type: FromPy for PyObject and IntoPy for T. Now there is only one way to define the conversion, IntoPy, so downstream crates may need to adjust accordingly. Before: # use pyo3::prelude::*;\nstruct MyPyObjectWrapper(PyObject); impl FromPy for PyObject { fn from_py(other: MyPyObjectWrapper, _py: Python<'_>) -> Self { other.0 }\n} After # use pyo3::prelude::*;\n# #[allow(dead_code)]\nstruct MyPyObjectWrapper(PyObject); impl IntoPy for MyPyObjectWrapper { fn into_py(self, _py: Python<'_>) -> PyObject { self.0 }\n} Similarly, code which was using the FromPy trait can be trivially rewritten to use IntoPy. Before: # use pyo3::prelude::*;\n# Python::with_gil(|py| {\nlet obj = PyObject::from_py(1.234, py);\n# }) After: # use pyo3::prelude::*;\n# Python::with_gil(|py| {\nlet obj: PyObject = 1.234.into_py(py);\n# })","breadcrumbs":"Appendix A: Migration guide » FromPy has been removed","id":"286","title":"FromPy has been removed"},"287":{"body":"Click to expand This should change very little from a usage perspective. If you implemented traits for both PyObject and Py, you may find you can just remove the PyObject implementation.","breadcrumbs":"Appendix A: Migration guide » PyObject is now a type alias of Py","id":"287","title":"PyObject is now a type alias of Py"},"288":{"body":"Click to expand As PyObject has been changed to be just a type alias, the only remaining implementor of AsPyRef was Py. This removed the need for a trait, so the AsPyRef::as_ref method has been moved to Py::as_ref. This should require no code changes except removing use pyo3::AsPyRef for code which did not use pyo3::prelude::*. Before: use pyo3::{AsPyRef, Py, types::PyList};\n# pyo3::Python::with_gil(|py| {\nlet list_py: Py = PyList::empty(py).into();\nlet list_ref: &PyList = list_py.as_ref(py);\n# }) After: use pyo3::{Py, types::PyList};\n# pyo3::Python::with_gil(|py| {\nlet list_py: Py = PyList::empty(py).into();\nlet list_ref: &PyList = list_py.as_ref(py);\n# })","breadcrumbs":"Appendix A: Migration guide » AsPyRef has been removed","id":"288","title":"AsPyRef has been removed"},"289":{"body":"","breadcrumbs":"Appendix A: Migration guide » from 0.10.* to 0.11","id":"289","title":"from 0.10.* to 0.11"},"29":{"body":"","breadcrumbs":"Using Rust from Python » Python functions » Advanced function patterns","id":"29","title":"Advanced function patterns"},"290":{"body":"Click to expand PyO3 now supports the stable Rust toolchain. The minimum required version is 1.39.0.","breadcrumbs":"Appendix A: Migration guide » Stable Rust","id":"290","title":"Stable Rust"},"291":{"body":"Click to expand Because #[pyclass] structs can be sent between threads by the Python interpreter, they must implement Send or declared as unsendable (by #[pyclass(unsendable)]). Note that unsendable is added in PyO3 0.11.1 and Send is always required in PyO3 0.11.0. This may \"break\" some code which previously was accepted, even though it could be unsound. There can be two fixes: If you think that your #[pyclass] actually must be Sendable, then let's implement Send. A common, safer way is using thread-safe types. E.g., Arc instead of Rc, Mutex instead of RefCell, and Box instead of Box. Before: use pyo3::prelude::*;\nuse std::rc::Rc;\nuse std::cell::RefCell; #[pyclass]\nstruct NotThreadSafe { shared_bools: Rc>>, closure: Box,\n} After: # #![allow(dead_code)]\nuse pyo3::prelude::*;\nuse std::sync::{Arc, Mutex}; #[pyclass]\nstruct ThreadSafe { shared_bools: Arc>>, closure: Box,\n} In situations where you cannot change your #[pyclass] to automatically implement Send (e.g., when it contains a raw pointer), you can use unsafe impl Send. In such cases, care should be taken to ensure the struct is actually thread safe. See the Rustonomicon for more. If you think that your #[pyclass] should not be accessed by another thread, you can use unsendable flag. A class marked with unsendable panics when accessed by another thread, making it thread-safe to expose an unsendable object to the Python interpreter. Before: use pyo3::prelude::*; #[pyclass]\nstruct Unsendable { pointers: Vec<*mut std::os::raw::c_char>,\n} After: # #![allow(dead_code)]\nuse pyo3::prelude::*; #[pyclass(unsendable)]\nstruct Unsendable { pointers: Vec<*mut std::os::raw::c_char>,\n}","breadcrumbs":"Appendix A: Migration guide » #[pyclass] structs must now be Send or unsendable","id":"291","title":"#[pyclass] structs must now be Send or unsendable"},"292":{"body":"Click to expand Previously, a few methods such as Object::get_refcnt did not take Python as an argument (to ensure that the Python GIL was held by the current thread). Technically, this was not sound. To migrate, just pass a py argument to any calls to these methods. Before: # pyo3::Python::with_gil(|py| {\npy.None().get_refcnt();\n# }) After: # pyo3::Python::with_gil(|py| {\npy.None().get_refcnt(py);\n# })","breadcrumbs":"Appendix A: Migration guide » All PyObject and Py methods now take Python as an argument","id":"292","title":"All PyObject and Py methods now take Python as an argument"},"293":{"body":"","breadcrumbs":"Appendix A: Migration guide » from 0.9.* to 0.10","id":"293","title":"from 0.9.* to 0.10"},"294":{"body":"Click to expand All methods are moved to PyAny . And since now all native types (e.g., PyList) implements Deref, all you need to do is remove ObjectProtocol from your code. Or if you use ObjectProtocol by use pyo3::prelude::*, you have to do nothing. Before: use pyo3::ObjectProtocol; # pyo3::Python::with_gil(|py| {\nlet obj = py.eval(\"lambda: 'Hi :)'\", None, None).unwrap();\nlet hi: &pyo3::types::PyString = obj.call0().unwrap().downcast().unwrap();\nassert_eq!(hi.len().unwrap(), 5);\n# }) After: # pyo3::Python::with_gil(|py| {\nlet obj = py.eval(\"lambda: 'Hi :)'\", None, None).unwrap();\nlet hi: &pyo3::types::PyString = obj.call0().unwrap().downcast().unwrap();\nassert_eq!(hi.len().unwrap(), 5);\n# })","breadcrumbs":"Appendix A: Migration guide » ObjectProtocol is removed","id":"294","title":"ObjectProtocol is removed"},"295":{"body":"Click to expand While PyO3 itself still requires specialization and nightly Rust, now you don't have to use #![feature(specialization)] in your crate.","breadcrumbs":"Appendix A: Migration guide » No #![feature(specialization)] in user code","id":"295","title":"No #![feature(specialization)] in user code"},"296":{"body":"","breadcrumbs":"Appendix A: Migration guide » from 0.8.* to 0.9","id":"296","title":"from 0.8.* to 0.9"},"297":{"body":"Click to expand PyRawObject is now removed and our syntax for constructors has changed. Before: #[pyclass]\nstruct MyClass {} #[pymethods]\nimpl MyClass { #[new] fn new(obj: &PyRawObject) { obj.init(MyClass {}) }\n} After: # use pyo3::prelude::*;\n#[pyclass]\nstruct MyClass {} #[pymethods]\nimpl MyClass { #[new] fn new() -> Self { MyClass {} }\n} Basically you can return Self or Result directly. For more, see the constructor section of this guide.","breadcrumbs":"Appendix A: Migration guide » #[new] interface","id":"297","title":"#[new] interface"},"298":{"body":"Click to expand PyO3 0.9 introduces PyCell, which is a RefCell -like object wrapper for ensuring Rust's rules regarding aliasing of references are upheld. For more detail, see the Rust Book's section on Rust's rules of references For #[pymethods] or #[pyfunction]s, your existing code should continue to work without any change. Python exceptions will automatically be raised when your functions are used in a way which breaks Rust's rules of references. Here is an example. # use pyo3::prelude::*; #[pyclass]\nstruct Names { names: Vec,\n} #[pymethods]\nimpl Names { #[new] fn new() -> Self { Names { names: vec![] } } fn merge(&mut self, other: &mut Names) { self.names.append(&mut other.names) }\n}\n# Python::with_gil(|py| {\n# let names = Py::new(py, Names::new()).unwrap();\n# pyo3::py_run!(py, names, r\"\n# try:\n# names.merge(names)\n# assert False, 'Unreachable'\n# except RuntimeError as e:\n# assert str(e) == 'Already borrowed'\n# \");\n# }) Names has a merge method, which takes &mut self and another argument of type &mut Self. Given this #[pyclass], calling names.merge(names) in Python raises a PyBorrowMutError exception, since it requires two mutable borrows of names. However, for #[pyproto] and some functions, you need to manually fix the code. Object creation In 0.8 object creation was done with PyRef::new and PyRefMut::new. In 0.9 these have both been removed. To upgrade code, please use PyCell::new instead. If you need PyRef or PyRefMut , just call .borrow() or .borrow_mut() on the newly-created PyCell. Before: # use pyo3::prelude::*;\n# #[pyclass]\n# struct MyClass {}\n# Python::with_gil(|py| {\nlet obj_ref = PyRef::new(py, MyClass {}).unwrap();\n# }) After: # use pyo3::prelude::*;\n# #[pyclass]\n# struct MyClass {}\n# Python::with_gil(|py| {\nlet obj = PyCell::new(py, MyClass {}).unwrap();\nlet obj_ref = obj.borrow();\n# }) Object extraction For PyClass types T, &T and &mut T no longer have FromPyObject implementations. Instead you should extract PyRef or PyRefMut, respectively. If T implements Clone, you can extract T itself. In addition, you can also extract &PyCell, though you rarely need it. Before: let obj: &PyAny = create_obj();\nlet obj_ref: &MyClass = obj.extract().unwrap();\nlet obj_ref_mut: &mut MyClass = obj.extract().unwrap(); After: # use pyo3::prelude::*;\n# use pyo3::types::IntoPyDict;\n# #[pyclass] #[derive(Clone)] struct MyClass {}\n# #[pymethods] impl MyClass { #[new]fn new() -> Self { MyClass {} }}\n# Python::with_gil(|py| {\n# let typeobj = py.get_type::();\n# let d = [(\"c\", typeobj)].into_py_dict(py);\n# let create_obj = || py.eval(\"c()\", None, Some(d)).unwrap();\nlet obj: &PyAny = create_obj();\nlet obj_cell: &PyCell = obj.extract().unwrap();\nlet obj_cloned: MyClass = obj.extract().unwrap(); // extracted by cloning the object\n{ let obj_ref: PyRef<'_, MyClass> = obj.extract().unwrap(); // we need to drop obj_ref before we can extract a PyRefMut due to Rust's rules of references\n}\nlet obj_ref_mut: PyRefMut<'_, MyClass> = obj.extract().unwrap();\n# }) #[pyproto] Most of the arguments to methods in #[pyproto] impls require a FromPyObject implementation. So if your protocol methods take &T or &mut T (where T: PyClass), please use PyRef or PyRefMut instead. Before: # use pyo3::prelude::*;\n# use pyo3::class::PySequenceProtocol;\n#[pyclass]\nstruct ByteSequence { elements: Vec,\n}\n#[pyproto]\nimpl PySequenceProtocol for ByteSequence { fn __concat__(&self, other: &Self) -> PyResult { let mut elements = self.elements.clone(); elements.extend_from_slice(&other.elements); Ok(Self { elements }) }\n} After: # use pyo3::prelude::*;\n# use pyo3::class::PySequenceProtocol;\n#[pyclass]\nstruct ByteSequence { elements: Vec,\n}\n#[pyproto]\nimpl PySequenceProtocol for ByteSequence { fn __concat__(&self, other: PyRef<'p, Self>) -> PyResult { let mut elements = self.elements.clone(); elements.extend_from_slice(&other.elements); Ok(Self { elements }) }\n}","breadcrumbs":"Appendix A: Migration guide » PyCell","id":"298","title":"PyCell"},"299":{"body":"PyO3 allows for easy conversion from Rust to Python for certain functions and classes (see the conversion table ). However, it is not always straightforward to convert Rust code that requires a given trait implementation as an argument. This tutorial explains how to convert a Rust function that takes a trait as argument for use in Python with classes implementing the same methods as the trait. Why is this useful?","breadcrumbs":"Appendix B: Trait bounds » Using in Python a Rust function with trait bounds","id":"299","title":"Using in Python a Rust function with trait bounds"},"3":{"body":"PyO3 can be used to generate a native Python module. The easiest way to try this out for the first time is to use maturin . maturin is a tool for building and publishing Rust-based Python packages with minimal configuration. The following steps install maturin, use it to generate and build a new Python package, and then launch Python to import and execute a function from the package. First, follow the commands below to create a new directory containing a new Python virtualenv, and install maturin into the virtualenv using Python's package manager, pip: # (replace string_sum with the desired package name)\n$ mkdir string_sum\n$ cd string_sum\n$ python -m venv .env\n$ source .env/bin/activate\n$ pip install maturin Still inside this string_sum directory, now run maturin init. This will generate the new package source. When given the choice of bindings to use, select pyo3 bindings: $ maturin init\n✔ 🤷 What kind of bindings to use? · pyo3 ✨ Done! New project created string_sum The most important files generated by this command are Cargo.toml and lib.rs, which will look roughly like the following: Cargo.toml [package]\nname = \"string_sum\"\nversion = \"0.1.0\"\nedition = \"2021\" [lib]\n# The name of the native library. This is the name which will be used in Python to import the\n# library (i.e. `import string_sum`). If you change this, you must also change the name of the\n# `#[pymodule]` in `src/lib.rs`.\nname = \"string_sum\"\n# \"cdylib\" is necessary to produce a shared library for Python to import from.\n#\n# Downstream Rust code (including code in `bin/`, `examples/`, and `tests/`) will not be able\n# to `use string_sum;` unless the \"rlib\" or \"lib\" crate type is also included, e.g.:\n# crate-type = [\"cdylib\", \"rlib\"]\ncrate-type = [\"cdylib\"] [dependencies]\npyo3 = { version = \"0.22.1\", features = [\"extension-module\"] } src/lib.rs use pyo3::prelude::*; /// Formats the sum of two numbers as string.\n#[pyfunction]\nfn sum_as_string(a: usize, b: usize) -> PyResult { Ok((a + b).to_string())\n} /// A Python module implemented in Rust. The name of this function must match\n/// the `lib.name` setting in the `Cargo.toml`, else Python will not be able to\n/// import the module.\n#[pymodule]\nfn string_sum(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_function(wrap_pyfunction!(sum_as_string, m)?)?; Ok(())\n} Finally, run maturin develop. This will build the package and install it into the Python virtualenv previously created and activated. The package is then ready to be used from python: $ maturin develop\n# lots of progress output as maturin runs the compilation...\n$ python\n>>> import string_sum\n>>> string_sum.sum_as_string(5, 20)\n'25' To make changes to the package, just edit the Rust source code and then re-run maturin develop to recompile. To run this all as a single copy-and-paste, use the bash script below (replace string_sum in the first command with the desired package name): mkdir string_sum && cd \"$_\"\npython -m venv .env\nsource .env/bin/activate\npip install maturin\nmaturin init --bindings pyo3\nmaturin develop If you want to be able to run cargo test or use this project in a Cargo workspace and are running into linker issues, there are some workarounds in the FAQ . As well as with maturin, it is possible to build using setuptools-rust or manually . Both offer more flexibility than maturin but require more configuration to get started.","breadcrumbs":"Introduction » Using Rust from Python","id":"3","title":"Using Rust from Python"},"30":{"body":"You can pass Python def'd functions and built-in functions to Rust functions PyFunction corresponds to regular Python functions while PyCFunction describes built-ins such as repr(). You can also use Bound<'_, PyAny>::is_callable to check if you have a callable object. is_callable will return true for functions (including lambdas), methods and objects with a __call__ method. You can call the object with Bound<'_, PyAny>::call with the args as first parameter and the kwargs (or None) as second parameter. There are also Bound<'_, PyAny>::call0 with no args and Bound<'_, PyAny>::call1 with only positional args.","breadcrumbs":"Using Rust from Python » Python functions » Calling Python functions in Rust","id":"30","title":"Calling Python functions in Rust"},"300":{"body":"Make your Rust code available to Python users Code complex algorithms in Rust with the help of the borrow checker","breadcrumbs":"Appendix B: Trait bounds » Pros","id":"300","title":"Pros"},"301":{"body":"Not as fast as native Rust (type conversion has to be performed and one part of the code runs in Python) You need to adapt your code to expose it","breadcrumbs":"Appendix B: Trait bounds » Cons","id":"301","title":"Cons"},"302":{"body":"Let's work with the following basic example of an implementation of a optimization solver operating on a given model. Let's say we have a function solve that operates on a model and mutates its state. The argument of the function can be any model that implements the Model trait : # #![allow(dead_code)]\npub trait Model { fn set_variables(&mut self, inputs: &Vec); fn compute(&mut self); fn get_results(&self) -> Vec;\n} pub fn solve(model: &mut T) { println!(\"Magic solver that mutates the model into a resolved state\");\n} Let's assume we have the following constraints: We cannot change that code as it runs on many Rust models. We also have many Python models that cannot be solved as this solver is not available in that language. Rewriting it in Python would be cumbersome and error-prone, as everything is already available in Rust. How could we expose this solver to Python thanks to PyO3 ?","breadcrumbs":"Appendix B: Trait bounds » Example","id":"302","title":"Example"},"303":{"body":"If a Python class implements the same three methods as the Model trait, it seems logical it could be adapted to use the solver. However, it is not possible to pass a PyObject to it as it does not implement the Rust trait (even if the Python model has the required methods). In order to implement the trait, we must write a wrapper around the calls in Rust to the Python model. The method signatures must be the same as the trait, keeping in mind that the Rust trait cannot be changed for the purpose of making the code available in Python. The Python model we want to expose is the following one, which already contains all the required methods: class Model: def set_variables(self, inputs): self.inputs = inputs def compute(self): self.results = [elt**2 - 3 for elt in self.inputs] def get_results(self): return self.results The following wrapper will call the Python model from Rust, using a struct to hold the model as a PyAny object: # #![allow(dead_code)]\nuse pyo3::prelude::*;\nuse pyo3::types::PyList; # pub trait Model {\n# fn set_variables(&mut self, inputs: &Vec);\n# fn compute(&mut self);\n# fn get_results(&self) -> Vec;\n# } struct UserModel { model: Py,\n} impl Model for UserModel { fn set_variables(&mut self, var: &Vec) { println!(\"Rust calling Python to set the variables\"); Python::with_gil(|py| { self.model .bind(py) .call_method(\"set_variables\", (PyList::new_bound(py, var),), None) .unwrap(); }) } fn get_results(&self) -> Vec { println!(\"Rust calling Python to get the results\"); Python::with_gil(|py| { self.model .bind(py) .call_method(\"get_results\", (), None) .unwrap() .extract() .unwrap() }) } fn compute(&mut self) { println!(\"Rust calling Python to perform the computation\"); Python::with_gil(|py| { self.model .bind(py) .call_method(\"compute\", (), None) .unwrap(); }) }\n} Now that this bit is implemented, let's expose the model wrapper to Python. Let's add the PyO3 annotations and add a constructor: # #![allow(dead_code)]\n# pub trait Model {\n# fn set_variables(&mut self, inputs: &Vec);\n# fn compute(&mut self);\n# fn get_results(&self) -> Vec;\n# }\n# use pyo3::prelude::*; #[pyclass]\nstruct UserModel { model: Py,\n} #[pymodule]\nfn trait_exposure(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_class::()?; Ok(())\n} #[pymethods]\nimpl UserModel { #[new] pub fn new(model: Py) -> Self { UserModel { model } }\n} Now we add the PyO3 annotations to the trait implementation: #[pymethods]\nimpl Model for UserModel { // the previous trait implementation\n} However, the previous code will not compile. The compilation error is the following one: error: #[pymethods] cannot be used on trait impl blocks That's a bummer! However, we can write a second wrapper around these functions to call them directly. This wrapper will also perform the type conversions between Python and Rust. # #![allow(dead_code)]\n# use pyo3::prelude::*;\n# use pyo3::types::PyList;\n#\n# pub trait Model {\n# fn set_variables(&mut self, inputs: &Vec);\n# fn compute(&mut self);\n# fn get_results(&self) -> Vec;\n# }\n#\n# #[pyclass]\n# struct UserModel {\n# model: Py,\n# }\n#\n# impl Model for UserModel {\n# fn set_variables(&mut self, var: &Vec) {\n# println!(\"Rust calling Python to set the variables\");\n# Python::with_gil(|py| {\n# self.model.bind(py)\n# .call_method(\"set_variables\", (PyList::new_bound(py, var),), None)\n# .unwrap();\n# })\n# }\n#\n# fn get_results(&self) -> Vec {\n# println!(\"Rust calling Python to get the results\");\n# Python::with_gil(|py| {\n# self.model\n# .bind(py)\n# .call_method(\"get_results\", (), None)\n# .unwrap()\n# .extract()\n# .unwrap()\n# })\n# }\n#\n# fn compute(&mut self) {\n# println!(\"Rust calling Python to perform the computation\");\n# Python::with_gil(|py| {\n# self.model\n# .bind(py)\n# .call_method(\"compute\", (), None)\n# .unwrap();\n# })\n#\n# }\n# } #[pymethods]\nimpl UserModel { pub fn set_variables(&mut self, var: Vec) { println!(\"Set variables from Python calling Rust\"); Model::set_variables(self, &var) } pub fn get_results(&mut self) -> Vec { println!(\"Get results from Python calling Rust\"); Model::get_results(self) } pub fn compute(&mut self) { println!(\"Compute from Python calling Rust\"); Model::compute(self) }\n} This wrapper handles the type conversion between the PyO3 requirements and the trait. In order to meet PyO3 requirements, this wrapper must: return an object of type PyResult use only values, not references in the method signatures Let's run the file python file: class Model: def set_variables(self, inputs): self.inputs = inputs def compute(self): self.results = [elt**2 - 3 for elt in self.inputs] def get_results(self): return self.results if __name__==\"__main__\": import trait_exposure myModel = Model() my_rust_model = trait_exposure.UserModel(myModel) my_rust_model.set_variables([2.0]) print(\"Print value from Python: \", myModel.inputs) my_rust_model.compute() print(\"Print value from Python through Rust: \", my_rust_model.get_results()) print(\"Print value directly from Python: \", myModel.get_results()) This outputs: Set variables from Python calling Rust\nSet variables from Rust calling Python\nPrint value from Python: [2.0]\nCompute from Python calling Rust\nCompute from Rust calling Python\nGet results from Python calling Rust\nGet results from Rust calling Python\nPrint value from Python through Rust: [1.0]\nPrint value directly from Python: [1.0] We have now successfully exposed a Rust model that implements the Model trait to Python! We will now expose the solve function, but before, let's talk about types errors.","breadcrumbs":"Appendix B: Trait bounds » Implementation of the trait bounds for the Python class","id":"303","title":"Implementation of the trait bounds for the Python class"},"304":{"body":"What happens if you have type errors when using Python and how can you improve the error messages?","breadcrumbs":"Appendix B: Trait bounds » Type errors in Python","id":"304","title":"Type errors in Python"},"305":{"body":"Let's assume in the first case that you will use in your Python file my_rust_model.set_variables(2.0) instead of my_rust_model.set_variables([2.0]). The Rust signature expects a vector, which corresponds to a list in Python. What happens if instead of a vector, we pass a single value ? At the execution of Python, we get : File \"main.py\", line 15, in my_rust_model.set_variables(2)\nTypeError It is a type error and Python points to it, so it's easy to identify and solve.","breadcrumbs":"Appendix B: Trait bounds » Wrong types in Python function arguments","id":"305","title":"Wrong types in Python function arguments"},"306":{"body":"Let's assume now that the return type of one of the methods of our Model class is wrong, for example the get_results method that is expected to return a Vec in Rust, a list in Python. class Model: def set_variables(self, inputs): self.inputs = inputs def compute(self): self.results = [elt**2 -3 for elt in self.inputs] def get_results(self): return self.results[0] #return self.results <-- this is the expected output This call results in the following panic: pyo3_runtime.PanicException: called `Result::unwrap()` on an `Err` value: PyErr { type: Py(0x10dcf79f0, PhantomData) } This error code is not helpful for a Python user that does not know anything about Rust, or someone that does not know PyO3 was used to interface the Rust code. However, as we are responsible for making the Rust code available to Python, we can do something about it. The issue is that we called unwrap anywhere we could, and therefore any panic from PyO3 will be directly forwarded to the end user. Let's modify the code performing the type conversion to give a helpful error message to the Python user: We used in our get_results method the following call that performs the type conversion: # #![allow(dead_code)]\n# use pyo3::prelude::*;\n# use pyo3::types::PyList;\n#\n# pub trait Model {\n# fn set_variables(&mut self, inputs: &Vec);\n# fn compute(&mut self);\n# fn get_results(&self) -> Vec;\n# }\n#\n# #[pyclass]\n# struct UserModel {\n# model: Py,\n# } impl Model for UserModel { fn get_results(&self) -> Vec { println!(\"Rust calling Python to get the results\"); Python::with_gil(|py| { self.model .bind(py) .call_method(\"get_results\", (), None) .unwrap() .extract() .unwrap() }) }\n# fn set_variables(&mut self, var: &Vec) {\n# println!(\"Rust calling Python to set the variables\");\n# Python::with_gil(|py| {\n# self.model.bind(py)\n# .call_method(\"set_variables\", (PyList::new_bound(py, var),), None)\n# .unwrap();\n# })\n# }\n#\n# fn compute(&mut self) {\n# println!(\"Rust calling Python to perform the computation\");\n# Python::with_gil(|py| {\n# self.model\n# .bind(py)\n# .call_method(\"compute\", (), None)\n# .unwrap();\n# })\n# }\n} Let's break it down in order to perform better error handling: # #![allow(dead_code)]\n# use pyo3::prelude::*;\n# use pyo3::types::PyList;\n#\n# pub trait Model {\n# fn set_variables(&mut self, inputs: &Vec);\n# fn compute(&mut self);\n# fn get_results(&self) -> Vec;\n# }\n#\n# #[pyclass]\n# struct UserModel {\n# model: Py,\n# } impl Model for UserModel { fn get_results(&self) -> Vec { println!(\"Get results from Rust calling Python\"); Python::with_gil(|py| { let py_result: Bound<'_, PyAny> = self .model .bind(py) .call_method(\"get_results\", (), None) .unwrap(); if py_result.get_type().name().unwrap() != \"list\" { panic!( \"Expected a list for the get_results() method signature, got {}\", py_result.get_type().name().unwrap() ); } py_result.extract() }) .unwrap() }\n# fn set_variables(&mut self, var: &Vec) {\n# println!(\"Rust calling Python to set the variables\");\n# Python::with_gil(|py| {\n# let py_model = self.model.bind(py)\n# .call_method(\"set_variables\", (PyList::new_bound(py, var),), None)\n# .unwrap();\n# })\n# }\n#\n# fn compute(&mut self) {\n# println!(\"Rust calling Python to perform the computation\");\n# Python::with_gil(|py| {\n# self.model\n# .bind(py)\n# .call_method(\"compute\", (), None)\n# .unwrap();\n# })\n# }\n} By doing so, you catch the result of the Python computation and check its type in order to be able to deliver a better error message before performing the unwrapping. Of course, it does not cover all the possible wrong outputs: the user could return a list of strings instead of a list of floats. In this case, a runtime panic would still occur due to PyO3, but with an error message much more difficult to decipher for non-rust user. It is up to the developer exposing the rust code to decide how much effort to invest into Python type error handling and improved error messages.","breadcrumbs":"Appendix B: Trait bounds » Wrong types in Python method signatures","id":"306","title":"Wrong types in Python method signatures"},"307":{"body":"Now let's expose the solve() function to make it available from Python. It is not possible to directly expose the solve function to Python, as the type conversion cannot be performed. It requires an object implementing the Model trait as input. However, the UserModel already implements this trait. Because of this, we can write a function wrapper that takes the UserModel--which has already been exposed to Python--as an argument in order to call the core function solve. It is also required to make the struct public. # #![allow(dead_code)]\nuse pyo3::prelude::*;\nuse pyo3::types::PyList; pub trait Model { fn set_variables(&mut self, var: &Vec); fn get_results(&self) -> Vec; fn compute(&mut self);\n} pub fn solve(model: &mut T) { println!(\"Magic solver that mutates the model into a resolved state\");\n} #[pyfunction]\n#[pyo3(name = \"solve\")]\npub fn solve_wrapper(model: &mut UserModel) { solve(model);\n} #[pyclass]\npub struct UserModel { model: Py,\n} #[pymodule]\nfn trait_exposure(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_class::()?; m.add_function(wrap_pyfunction!(solve_wrapper, m)?)?; Ok(())\n} #[pymethods]\nimpl UserModel { #[new] pub fn new(model: Py) -> Self { UserModel { model } } pub fn set_variables(&mut self, var: Vec) { println!(\"Set variables from Python calling Rust\"); Model::set_variables(self, &var) } pub fn get_results(&mut self) -> Vec { println!(\"Get results from Python calling Rust\"); Model::get_results(self) } pub fn compute(&mut self) { Model::compute(self) }\n} impl Model for UserModel { fn set_variables(&mut self, var: &Vec) { println!(\"Rust calling Python to set the variables\"); Python::with_gil(|py| { self.model .bind(py) .call_method(\"set_variables\", (PyList::new_bound(py, var),), None) .unwrap(); }) } fn get_results(&self) -> Vec { println!(\"Get results from Rust calling Python\"); Python::with_gil(|py| { let py_result: Bound<'_, PyAny> = self .model .bind(py) .call_method(\"get_results\", (), None) .unwrap(); if py_result.get_type().name().unwrap() != \"list\" { panic!( \"Expected a list for the get_results() method signature, got {}\", py_result.get_type().name().unwrap() ); } py_result.extract() }) .unwrap() } fn compute(&mut self) { println!(\"Rust calling Python to perform the computation\"); Python::with_gil(|py| { self.model .bind(py) .call_method(\"compute\", (), None) .unwrap(); }) }\n}","breadcrumbs":"Appendix B: Trait bounds » The final code","id":"307","title":"The final code"},"308":{"body":"PyO3 provides an easy to use interface to code native Python libraries in Rust. The accompanying Maturin allows you to build and publish them as a package. Yet, for a better user experience, Python libraries should provide typing hints and documentation for all public entities, so that IDEs can show them during development and type analyzing tools such as mypy can use them to properly verify the code. Currently the best solution for the problem is to manually maintain *.pyi files and ship them along with the package. There is a sketch of a roadmap towards completing the experimental-inspect feature which may eventually lead to automatic type annotations generated by PyO3. This needs more testing and implementation, please see issue #2454 .","breadcrumbs":"Appendix C: Python typing hints » Typing and IDE hints for your Python package","id":"308","title":"Typing and IDE hints for your Python package"},"309":{"body":"pyi files (an abbreviation for Python Interface) are called \"stub files\" in most of the documentation related to them. A very good definition of what it is can be found in old MyPy documentation : A stubs file only contains a description of the public interface of the module without any implementations. There is also extensive documentation on type stubs on the official Python typing documentation . Most Python developers probably already encountered them when trying to use their IDE's \"Go to Definition\" function on any builtin type. For example, the definitions of a few standard exceptions look like this: class BaseException(object): args: Tuple[Any, ...] __cause__: BaseException | None __context__: BaseException | None __suppress_context__: bool __traceback__: TracebackType | None def __init__(self, *args: object) -> None: ... def __str__(self) -> str: ... def __repr__(self) -> str: ... def with_traceback(self: _TBE, tb: TracebackType | None) -> _TBE: ... class SystemExit(BaseException): code: int class Exception(BaseException): ... class StopIteration(Exception): value: Any As we can see, those are not full definitions containing implementation, but just a description of the interface. It is usually all that the user of the library needs.","breadcrumbs":"Appendix C: Python typing hints » Introduction to pyi files","id":"309","title":"Introduction to pyi files"},"31":{"body":"The ways to convert a Rust function into a Python object vary depending on the function: Named functions, e.g. fn foo(): add #[pyfunction] and then use wrap_pyfunction! to get the corresponding PyCFunction . Anonymous functions (or closures), e.g. foo: fn() either: use a #[pyclass] struct which stores the function as a field and implement __call__ to call the stored function. use PyCFunction::new_closure to create an object directly from the function.","breadcrumbs":"Using Rust from Python » Python functions » Calling Rust functions in Python","id":"31","title":"Calling Rust functions in Python"},"310":{"body":"At the time of writing this documentation, the pyi files are referenced in three PEPs. PEP8 - Style Guide for Python Code - #Function Annotations (last point) recommends all third party library creators to provide stub files as the source of knowledge about the package for type checker tools. (...) it is expected that users of third party library packages may want to run type checkers over those packages. For this purpose PEP 484 recommends the use of stub files: .pyi files that are read by the type checker in preference of the corresponding .py files. (...) PEP484 - Type Hints - #Stub Files defines stub files as follows. Stub files are files containing type hints that are only for use by the type checker, not at runtime. It contains a specification for them (highly recommended reading, since it contains at least one thing that is not used in normal Python code) and also some general information about where to store the stub files. PEP561 - Distributing and Packaging Type Information describes in detail how to build packages that will enable type checking. In particular it contains information about how the stub files must be distributed in order for type checkers to use them.","breadcrumbs":"Appendix C: Python typing hints » What do the PEPs say?","id":"310","title":"What do the PEPs say?"},"311":{"body":"PEP561 recognizes three ways of distributing type information: inline - the typing is placed directly in source (py) files; separate package with stub files - the typing is placed in pyi files distributed in their own, separate package; in-package stub files - the typing is placed in pyi files distributed in the same package as source files. The first way is tricky with PyO3 since we do not have py files. When it has been investigated and necessary changes are implemented, this document will be updated. The second way is easy to do, and the whole work can be fully separated from the main library code. The example repo for the package with stub files can be found in PEP561 references section : Stub package repository The third way is described below.","breadcrumbs":"Appendix C: Python typing hints » How to do it?","id":"311","title":"How to do it?"},"312":{"body":"When source files are in the same package as stub files, they should be placed next to each other. We need a way to do that with Maturin. Also, in order to mark our package as typing-enabled we need to add an empty file named py.typed to the package. If you do not have other Python files If you do not need to add any other Python files apart from pyi to the package, Maturin provides a way to do most of the work for you. As documented in the Maturin Guide , the only thing you need to do is to create a stub file for your module named .pyi in your project root and Maturin will do the rest. my-rust-project/\n├── Cargo.toml\n├── my_project.pyi # <<< add type stubs for Rust functions in the my_project module here\n├── pyproject.toml\n└── src └── lib.rs For an example pyi file see the my_project.pyi content section. If you need other Python files If you need to add other Python files apart from pyi to the package, you can do it also, but that requires some more work. Maturin provides an easy way to add files to a package ( documentation ). You just need to create a folder with the name of your module next to the Cargo.toml file (for customization see documentation linked above). The folder structure would be: my-project\n├── Cargo.toml\n├── my_project\n│ ├── __init__.py\n│ ├── my_project.pyi\n│ ├── other_python_file.py\n│ └── py.typed\n├── pyproject.toml\n├── Readme.md\n└── src └── lib.rs Let's go a little bit more into detail regarding the files inside the package folder. __init__.py content As we now specify our own package content, we have to provide the __init__.py file, so the folder is treated as a package and we can import things from it. We can always use the same content that Maturin creates for us if we do not specify a Python source folder. For PyO3 bindings it would be: from .my_project import * That way everything that is exposed by our native module can be imported directly from the package. py.typed requirement As stated in PEP561 : Package maintainers who wish to support type checking of their code MUST add a marker file named py.typed to their package supporting typing. This marker applies recursively: if a top-level package includes it, all its sub-packages MUST support type checking as well. If we do not include that file, some IDEs might still use our pyi files to show hints, but the type checkers might not. MyPy will raise an error in this situation: error: Skipping analyzing \"my_project\": found module but no type hints or library stubs The file is just a marker file, so it should be empty. my_project.pyi content Our module stub file. This document does not aim at describing how to write them, since you can find a lot of documentation on it, starting from the already quoted PEP484 . The example can look like this: class Car: \"\"\" A class representing a car. :param body_type: the name of body type, e.g. hatchback, sedan :param horsepower: power of the engine in horsepower \"\"\" def __init__(self, body_type: str, horsepower: int) -> None: ... @classmethod def from_unique_name(cls, name: str) -> 'Car': \"\"\" Creates a Car based on unique name :param name: model name of a car to be created :return: a Car instance with default data \"\"\" def best_color(self) -> str: \"\"\" Gets the best color for the car. :return: the name of the color our great algorithm thinks is the best for this car \"\"\"","breadcrumbs":"Appendix C: Python typing hints » Including pyi files in your PyO3/Maturin build package","id":"312","title":"Including pyi files in your PyO3/Maturin build package"},"313":{"body":"All notable changes to this project will be documented in this file. For help with updating to new PyO3 versions, please see the migration guide . The format is based on Keep a Changelog and this project adheres to Semantic Versioning . To see unreleased changes, please see the CHANGELOG on the main branch guide .","breadcrumbs":"CHANGELOG » Changelog","id":"313","title":"Changelog"},"314":{"body":"","breadcrumbs":"CHANGELOG » 0.22.1 - 2024-07-06","id":"314","title":"0.22.1 - 2024-07-06"},"315":{"body":"Add #[pyo3(submodule)] option for declarative #[pymodule]s. #4301 Implement PartialEq for Bound<'py, PyBool>. #4305","breadcrumbs":"CHANGELOG » Added","id":"315","title":"Added"},"316":{"body":"Return NotImplemented instead of raising TypeError from generated equality method when comparing different types. #4287 Handle full-path #[pyo3::prelude::pymodule] and similar for #[pyclass] and #[pyfunction] in declarative modules. #4288 Fix 128-bit int regression on big-endian platforms with Python <3.13. #4291 Stop generating code that will never be covered with declarative modules. #4297 Fix invalid deprecation warning for trailing optional on #[setter] function. #4304","breadcrumbs":"CHANGELOG » Fixed","id":"316","title":"Fixed"},"317":{"body":"","breadcrumbs":"CHANGELOG » 0.22.0 - 2024-06-24","id":"317","title":"0.22.0 - 2024-06-24"},"318":{"body":"Update heck dependency to 0.5. #3966 Extend range of supported versions of chrono-tz optional dependency to include version 0.10. #4061 Update MSRV to 1.63. #4129 Add optional num-rational feature to add conversions with Python's fractions.Fraction. #4148 Support Python 3.13. #4184","breadcrumbs":"CHANGELOG » Packaging","id":"318","title":"Packaging"},"319":{"body":"Add PyWeakref, PyWeakrefReference and PyWeakrefProxy. #3835 Support #[pyclass] on enums that have tuple variants. #4072 Add support for scientific notation in Decimal conversion. #4079 Add pyo3_disable_reference_pool conditional compilation flag to avoid the overhead of the global reference pool at the cost of known limitations as explained in the performance section of the guide. #4095 Add #[pyo3(constructor = (...))] to customize the generated constructors for complex enum variants. #4158 Add PyType::module, which always matches Python __module__. #4196 Add PyType::fully_qualified_name which matches the \"fully qualified name\" defined in PEP 737 . #4196 Add PyTypeMethods::mro and PyTypeMethods::bases. #4197 Add #[pyclass(ord)] to implement ordering based on PartialOrd. #4202 Implement ToPyObject and IntoPy for PyBackedStr and PyBackedBytes. #4205 Add #[pyclass(hash)] option to implement __hash__ in terms of the Hash implementation #4206 Add #[pyclass(eq)] option to generate __eq__ based on PartialEq, and #[pyclass(eq_int)] for simple enums to implement equality based on their discriminants. #4210 Implement From> for PyClassInitializer. #4214 Add as_super methods to PyRef and PyRefMut for accesing the base class by reference. #4219 Implement PartialEq for Bound<'py, PyString>. #4245 Implement PyModuleMethods::filename on PyPy. #4249 Implement PartialEq<[u8]> for Bound<'py, PyBytes>. #4250 Add pyo3_ffi::c_str macro to create &'static CStr on Rust versions which don't have 1.77's c\"\" literals. #4255 Support bool conversion with numpy 2.0's numpy.bool type #4258 Add PyAnyMethods::{bitnot, matmul, floor_div, rem, divmod}. #4264","breadcrumbs":"CHANGELOG » Added","id":"319","title":"Added"},"32":{"body":"In order to make Rust functions callable from Python, PyO3 generates an extern \"C\" function whose exact signature depends on the Rust signature. (PyO3 chooses the optimal Python argument passing convention.) It then embeds the call to the Rust function inside this FFI-wrapper function. This wrapper handles extraction of the regular arguments and the keyword arguments from the input PyObjects. The wrap_pyfunction macro can be used to directly get a Bound given a #[pyfunction] and a Bound: wrap_pyfunction!(rust_fun, module).","breadcrumbs":"Using Rust from Python » Python functions » Accessing the FFI functions","id":"32","title":"Accessing the FFI functions"},"320":{"body":"Change the type of PySliceIndices::slicelength and the length parameter of PySlice::indices(). #3761 Deprecate implicit default for trailing optional arguments #4078 Cloneing pointers into the Python heap has been moved behind the py-clone feature, as it must panic without the GIL being held as a soundness fix. #4095 Add #[track_caller] to all Py, Bound<'py, T> and Borrowed<'a, 'py, T> methods which can panic. #4098 Change PyAnyMethods::dir to be fallible and return PyResult> (and similar for PyAny::dir). #4100 The global reference pool (to track pending reference count decrements) is now initialized lazily to avoid the overhead of taking a mutex upon function entry when the functionality is not actually used. #4178 Emit error messages when using weakref or dict when compiling for abi3 for Python older than 3.9. #4194 Change PyType::name to always match Python __name__. #4196 Remove CPython internal ffi call for complex number including: add, sub, mul, div, neg, abs, pow. Added PyAnyMethods::{abs, pos, neg} #4201 Deprecate implicit integer comparision for simple enums in favor of #[pyclass(eq_int)]. #4210 Set the module= attribute of declarative modules' child #[pymodule]s and #[pyclass]es. #4213 Set the module option for complex enum variants from the value set on the complex enum module. #4228 Respect the Python \"limited API\" when building for the abi3 feature on PyPy or GraalPy. #4237 Optimize code generated by #[pyo3(get)] on #[pyclass] fields. #4254 PyCFunction::new, PyCFunction::new_with_keywords and PyCFunction::new_closure now take &'static CStr name and doc arguments (previously was &'static str). #4255 The experimental-declarative-modules feature is now stabilized and available by default. #4257","breadcrumbs":"CHANGELOG » Changed","id":"320","title":"Changed"},"321":{"body":"Fix panic when PYO3_CROSS_LIB_DIR is set to a missing path. #4043 Fix a compile error when exporting an exception created with create_exception! living in a different Rust module using the declarative-module feature. #4086 Fix FFI definitions of PY_VECTORCALL_ARGUMENTS_OFFSET and PyVectorcall_NARGS to fix a false-positive assertion. #4104 Disable PyUnicode_DATA on PyPy: not exposed by PyPy. #4116 Correctly handle #[pyo3(from_py_with = ...)] attribute on dunder (__magic__) method arguments instead of silently ignoring it. #4117 Fix a compile error when declaring a standalone function or class method with a Python name that is a Rust keyword. #4226 Fix declarative modules discarding doc comments on the mod node. #4236 Fix __dict__ attribute missing for #[pyclass(dict)] instances when building for abi3 on Python 3.9. #4251","breadcrumbs":"CHANGELOG » Fixed","id":"321","title":"Fixed"},"322":{"body":"","breadcrumbs":"CHANGELOG » 0.21.2 - 2024-04-16","id":"322","title":"0.21.2 - 2024-04-16"},"323":{"body":"Deprecate the PySet::empty() gil-ref constructor. #4082","breadcrumbs":"CHANGELOG » Changed","id":"323","title":"Changed"},"324":{"body":"Fix compile error for async fn in #[pymethods] with a &self receiver and more than one additional argument. #4035 Improve error message for wrong receiver type in __traverse__. #4045 Fix compile error when exporting a #[pyclass] living in a different Rust module using the experimental-declarative-modules feature. #4054 Fix missing_docs lint triggering on documented #[pymodule] functions. #4067 Fix undefined symbol errors for extension modules on AIX (by linking libpython). #4073","breadcrumbs":"CHANGELOG » Fixed","id":"324","title":"Fixed"},"325":{"body":"","breadcrumbs":"CHANGELOG » 0.21.1 - 2024-04-01","id":"325","title":"0.21.1 - 2024-04-01"},"326":{"body":"Implement Send and Sync for PyBackedStr and PyBackedBytes. #4007 Implement Clone, Debug, PartialEq, Eq, PartialOrd, Ord and Hash implementation for PyBackedBytes and PyBackedStr, and Display for PyBackedStr. #4020 Add import_exception_bound! macro to import exception types without generating GIL Ref functionality for them. #4027","breadcrumbs":"CHANGELOG » Added","id":"326","title":"Added"},"327":{"body":"Emit deprecation warning for uses of GIL Refs as #[setter] function arguments. #3998 Add #[inline] hints on many Bound and Borrowed methods. #4024","breadcrumbs":"CHANGELOG » Changed","id":"327","title":"Changed"},"328":{"body":"Handle #[pyo3(from_py_with = \"\")] in #[setter] methods #3995 Allow extraction of &Bound in #[setter] methods. #3998 Fix some uncovered code blocks emitted by #[pymodule], #[pyfunction] and #[pyclass] macros. #4009 Fix typo in the panic message when a class referenced in pyo3::import_exception! does not exist. #4012 Fix compile error when using an async #[pymethod] with a receiver and additional arguments. #4015","breadcrumbs":"CHANGELOG » Fixed","id":"328","title":"Fixed"},"329":{"body":"","breadcrumbs":"CHANGELOG » 0.21.0 - 2024-03-25","id":"329","title":"0.21.0 - 2024-03-25"},"33":{"body":"There is a shorthand to #[pyfunction] and wrap_pymodule!: the function can be placed inside the module definition and annotated with #[pyfn]. To simplify PyO3, it is expected that #[pyfn] may be removed in a future release (See #694 ). An example of #[pyfn] is below: use pyo3::prelude::*; #[pymodule]\nfn my_extension(m: &Bound<'_, PyModule>) -> PyResult<()> { #[pyfn(m)] fn double(x: usize) -> usize { x * 2 } Ok(())\n} #[pyfn(m)] is just syntactic sugar for #[pyfunction], and takes all the same options documented in the rest of this chapter. The code above is expanded to the following: use pyo3::prelude::*; #[pymodule]\nfn my_extension(m: &Bound<'_, PyModule>) -> PyResult<()> { #[pyfunction] fn double(x: usize) -> usize { x * 2 } m.add_function(wrap_pyfunction!(double, m)?)?; Ok(())\n}","breadcrumbs":"Using Rust from Python » Python functions » #[pyfn] shorthand","id":"33","title":"#[pyfn] shorthand"},"330":{"body":"Add support for GraalPy (24.0 and up). #3247 Add PyMemoryView type. #3514 Allow async fn in for #[pyfunction] and #[pymethods], with the experimental-async feature. #3540 #3588 #3599 #3931 Implement PyTypeInfo for PyEllipsis, PyNone and PyNotImplemented. #3577 Support #[pyclass] on enums that have non-unit variants. #3582 Support chrono feature with abi3 feature. #3664 FromPyObject, IntoPy and ToPyObject are implemented on std::duration::Duration #3670 Add PyString::to_cow. Add Py::to_str, Py::to_cow, and Py::to_string_lossy, as ways to access Python string data safely beyond the GIL lifetime. #3677 Add Bound and Borrowed smart pointers as a new API for accessing Python objects. #3686 Add PyNativeType::as_borrowed to convert \"GIL refs\" to the new Bound smart pointer. #3692 Add FromPyObject::extract_bound method, to migrate FromPyObject implementations to the Bound API. #3706 Add gil-refs feature to allow continued use of the deprecated GIL Refs APIs. #3707 Add methods to PyAnyMethods for binary operators (add, sub, etc.) #3712 Add chrono-tz feature allowing conversion between chrono_tz::Tz and zoneinfo.ZoneInfo #3730 Add FFI definition PyType_GetModuleByDef. #3734 Conversion between std::time::SystemTime and datetime.datetime #3736 Add Py::as_any and Py::into_any. #3785 Add PyStringMethods::encode_utf8. #3801 Add PyBackedStr and PyBackedBytes, as alternatives to &str and &bytes where a Python object owns the data. #3802 #3991 Allow #[pymodule] macro on Rust mod blocks, with the experimental-declarative-modules feature. #3815 Implement ExactSizeIterator for set and frozenset iterators on abi3 feature. #3849 Add Py::drop_ref to explicitly drop a `Py`` and immediately decrease the Python reference count if the GIL is already held. #3871 Allow #[pymodule] macro on single argument functions that take &Bound<'_, PyModule>. #3905 Implement FromPyObject for Cow. #3928 Implement Default for GILOnceCell. #3971 Add PyDictMethods::into_mapping, PyListMethods::into_sequence and PyTupleMethods::into_sequence. #3982","breadcrumbs":"CHANGELOG » Added","id":"330","title":"Added"},"331":{"body":"PyDict::from_sequence now takes a single argument of type &PyAny (previously took two arguments Python and PyObject). #3532 Deprecate Py::is_ellipsis and PyAny::is_ellipsis in favour of any.is(py.Ellipsis()). #3577 Split some PyTypeInfo functionality into new traits HasPyGilRef and PyTypeCheck. #3600 Deprecate PyTryFrom and PyTryInto traits in favor of any.downcast() via the PyTypeCheck and PyTypeInfo traits. #3601 Allow async methods to accept &self/&mut self #3609 FromPyObject for set types now also accept frozenset objects as input. #3632 FromPyObject for bool now also accepts NumPy's bool_ as input. #3638 Add AsRefSource associated type to PyNativeType. #3653 Rename .is_true to .is_truthy on PyAny and Py to clarify that the test is not based on identity with or equality to the True singleton. #3657 PyType::name is now PyType::qualname whereas PyType::name efficiently accesses the full name which includes the module name. #3660 The Iter(A)NextOutput types are now deprecated and __(a)next__ can directly return anything which can be converted into Python objects, i.e. awaitables do not need to be wrapped into IterANextOutput or Option any more. Option can still be used as well and returning None will trigger the fast path for __next__, stopping iteration without having to raise a StopIteration exception. #3661 Implement FromPyObject on chrono::DateTime for all Tz, not just FixedOffset and Utc. #3663 Add lifetime parameter to PyTzInfoAccess trait. For the deprecated gil-ref API, the trait is now implemented for &'py PyTime and &'py PyDateTime instead of PyTime and PyDate. #3679 Calls to __traverse__ become no-ops for unsendable pyclasses if on the wrong thread, thereby avoiding hard aborts at the cost of potential leakage. #3689 Include PyNativeType in pyo3::prelude. #3692 Improve performance of extract:: (and other integer types) by avoiding call to __index__() converting the value to an integer for 3.10+. Gives performance improvement of around 30% for successful extraction. #3742 Relax bound of FromPyObject for Py to just T: PyTypeCheck. #3776 PySet and PyFrozenSet iterators now always iterate the equivalent of iter(set). (A \"fast path\" with no noticeable performance benefit was removed.) #3849 Move implementations of FromPyObject for &str, Cow, &[u8] and Cow<[u8]> onto a temporary trait FromPyObjectBound when gil-refs feature is deactivated. #3928 Deprecate GILPool, Python::with_pool, and Python::new_pool. #3947","breadcrumbs":"CHANGELOG » Changed","id":"331","title":"Changed"},"332":{"body":"Remove all functionality deprecated in PyO3 0.19. #3603","breadcrumbs":"CHANGELOG » Removed","id":"332","title":"Removed"},"333":{"body":"Match PyPy 7.3.14 in removing PyPy-only symbol Py_MAX_NDIMS in favour of PyBUF_MAX_NDIM. #3757 Fix segmentation fault using datetime types when an invalid datetime module is on sys.path. #3818 Fix non_local_definitions lint warning triggered by many PyO3 macros. #3901 Disable PyCode and PyCode_Type on PyPy: PyCode_Type is not exposed by PyPy. #3934","breadcrumbs":"CHANGELOG » Fixed","id":"333","title":"Fixed"},"334":{"body":"Prerelease of PyO3 0.21. See the GitHub diff for what changed between 0.21.0-beta.0 and the final release.","breadcrumbs":"CHANGELOG » 0.21.0-beta.0 - 2024-03-10","id":"334","title":"0.21.0-beta.0 - 2024-03-10"},"335":{"body":"","breadcrumbs":"CHANGELOG » 0.20.3 - 2024-02-23","id":"335","title":"0.20.3 - 2024-02-23"},"336":{"body":"Add portable-atomic dependency. #3619 Check maximum version of Python at build time and for versions not yet supported require opt-in to the abi3 stable ABI by the environment variable PYO3_USE_ABI3_FORWARD_COMPATIBILITY=1. #3821","breadcrumbs":"CHANGELOG » Packaging","id":"336","title":"Packaging"},"337":{"body":"Use portable-atomic to support platforms without 64-bit atomics. #3619 Fix compilation failure with either feature enabled without experimental-inspect enabled. #3834","breadcrumbs":"CHANGELOG » Fixed","id":"337","title":"Fixed"},"338":{"body":"","breadcrumbs":"CHANGELOG » 0.20.2 - 2024-01-04","id":"338","title":"0.20.2 - 2024-01-04"},"339":{"body":"Pin pyo3 and pyo3-ffi dependencies on pyo3-build-config to require the same patch version, i.e. pyo3 0.20.2 requires exactly pyo3-build-config 0.20.2. #3721","breadcrumbs":"CHANGELOG » Packaging","id":"339","title":"Packaging"},"34":{"body":"The #[pyfunction] attribute also accepts parameters to control how the generated Python function accepts arguments. Just like in Python, arguments can be positional-only, keyword-only, or accept either. *args lists and **kwargs dicts can also be accepted. These parameters also work for #[pymethods] which will be introduced in the Python Classes section of the guide. Like Python, by default PyO3 accepts all arguments as either positional or keyword arguments. Most arguments are required by default, except for trailing Option<_> arguments, which are implicitly given a default of None . This behaviour can be configured by the #[pyo3(signature = (...))] option which allows writing a signature in Python syntax. This section of the guide goes into detail about use of the #[pyo3(signature = (...))] option and its related option #[pyo3(text_signature = \"...\")]","breadcrumbs":"Using Rust from Python » Python functions » Function signatures » Function signatures","id":"34","title":"Function signatures"},"340":{"body":"Fix compile failure when building pyo3 0.20.0 with latest pyo3-build-config 0.20.X. #3724 Fix docs.rs build. #3722","breadcrumbs":"CHANGELOG » Fixed","id":"340","title":"Fixed"},"341":{"body":"","breadcrumbs":"CHANGELOG » 0.20.1 - 2023-12-30","id":"341","title":"0.20.1 - 2023-12-30"},"342":{"body":"Add optional either feature to add conversions for either::Either sum type. #3456 Add optional smallvec feature to add conversions for smallvec::SmallVec. #3507 Add take and into_inner methods to GILOnceCell #3556 #[classmethod] methods can now also receive Py as their first argument. #3587 #[pyfunction(pass_module)] can now also receive Py as their first argument. #3587 Add traverse method to GILProtected. #3616 Added abi3-py312 feature #3687","breadcrumbs":"CHANGELOG » Added","id":"342","title":"Added"},"343":{"body":"Fix minimum version specification for optional chrono dependency. #3512 Silenced new clippy::unnecessary_fallible_conversions warning when using a Py self receiver. #3564","breadcrumbs":"CHANGELOG » Fixed","id":"343","title":"Fixed"},"344":{"body":"","breadcrumbs":"CHANGELOG » 0.20.0 - 2023-10-11","id":"344","title":"0.20.0 - 2023-10-11"},"345":{"body":"Dual-license PyO3 under either the Apache 2.0 OR the MIT license. This makes the project GPLv2 compatible. #3108 Update MSRV to Rust 1.56. #3208 Bump indoc dependency to 2.0 and unindent dependency to 0.2. #3237 Bump syn dependency to 2.0. #3239 Drop support for debug builds of Python 3.7. #3387 Bump chrono optional dependency to require 0.4.25 or newer. #3427 Support Python 3.12. #3488","breadcrumbs":"CHANGELOG » Packaging","id":"345","title":"Packaging"},"346":{"body":"Support __lt__, __le__, __eq__, __ne__, __gt__ and __ge__ in #[pymethods]. #3203 Add FFI definition Py_GETENV. #3336 Add as_ptr and into_ptr inherent methods for Py, PyAny, PyRef, and PyRefMut. #3359 Implement DoubleEndedIterator for PyTupleIterator and PyListIterator. #3366 Add #[pyclass(rename_all = \"...\")] option: this allows renaming all getters and setters of a struct, or all variants of an enum. Available renaming rules are: \"camelCase\", \"kebab-case\", \"lowercase\", \"PascalCase\", \"SCREAMING-KEBAB-CASE\", \"SCREAMING_SNAKE_CASE\", \"snake_case\", \"UPPERCASE\". #3384 Add FFI definitions PyObject_GC_IsTracked and PyObject_GC_IsFinalized on Python 3.9 and up (PyPy 3.10 and up). #3403 Add types for None, Ellipsis, and NotImplemented. #3408 Add FFI definitions for the Py_mod_multiple_interpreters constant and its possible values. #3494 Add FFI definitions for PyInterpreterConfig struct, its constants and Py_NewInterpreterFromConfig. #3502","breadcrumbs":"CHANGELOG » Added","id":"346","title":"Added"},"347":{"body":"Change PySet::discard to return PyResult (previously returned nothing). #3281 Optimize implmentation of IntoPy for Rust tuples to Python tuples. #3321 Change PyDict::get_item to no longer suppress arbitrary exceptions (the return type is now PyResult> instead of Option<&PyAny>), and deprecate PyDict::get_item_with_error. #3330 Deprecate FFI definitions which are deprecated in Python 3.12. #3336 AsPyPointer is now an unsafe trait. #3358 Accept all os.PathLike values in implementation of FromPyObject for PathBuf. #3374 Add __builtins__ to globals in py.run() and py.eval() if they're missing. #3378 Optimize implementation of FromPyObject for BigInt and BigUint. #3379 PyIterator::from_object and PyByteArray::from now take a single argument of type &PyAny (previously took two arguments Python and AsPyPointer). #3389 Replace AsPyPointer with AsRef as a bound in the blanket implementation of From<&T> for PyObject. #3391 Replace blanket impl IntoPy for &T where T: AsPyPointer with implementations of impl IntoPy for &PyAny, &T where T: AsRef, and &Py. #3393 Preserve std::io::Error kind in implementation of From for PyErr #3396 Try to select a relevant ErrorKind in implementation of From for OSError subclass. #3397 Retrieve the original PyErr in implementation of From for PyErr if the std::io::Error has been built using a Python exception (previously would create a new exception wrapping the std::io::Error). #3402 #[pymodule] will now return the same module object on repeated import by the same Python interpreter, on Python 3.9 and up. #3446 Truncate leap-seconds and warn when converting chrono types to Python datetime types (datetime cannot represent leap-seconds). #3458 Err returned from #[pyfunction] will now have a non-None __context__ if called from inside a catch block. #3455 Deprecate undocumented #[__new__] form of #[new] attribute. #3505","breadcrumbs":"CHANGELOG » Changed","id":"347","title":"Changed"},"348":{"body":"Remove all functionality deprecated in PyO3 0.18, including #[args] attribute for #[pymethods]. #3232 Remove IntoPyPointer trait in favour of into_ptr inherent methods. #3385","breadcrumbs":"CHANGELOG » Removed","id":"348","title":"Removed"},"349":{"body":"Handle exceptions properly in PySet::discard. #3281 The PyTupleIterator type returned by PyTuple::iter is now public and hence can be named by downstream crates. #3366 Linking of PyOS_FSPath on PyPy. #3374 Fix memory leak in PyTypeBuilder::build. #3401 Disable removed FFI definitions _Py_GetAllocatedBlocks, _PyObject_GC_Malloc, and _PyObject_GC_Calloc on Python 3.11 and up. #3403 Fix ResourceWarning and crashes related to GC when running with debug builds of CPython. #3404 Some-wrapping of Option default arguments will no longer re-wrap Some(T) or expressions evaluating to None. #3461 Fix IterNextOutput::Return not returning a value on PyPy. #3471 Emit compile errors instead of ignoring macro invocations inside #[pymethods] blocks. #3491 Emit error on invalid arguments to #[new], #[classmethod], #[staticmethod], and #[classattr]. #3484 Disable PyMarshal_WriteObjectToString from PyMarshal_ReadObjectFromString with the abi3 feature. #3490 Fix FFI definitions for _PyFrameEvalFunction on Python 3.11 and up (it now receives a _PyInterpreterFrame opaque struct). #3500","breadcrumbs":"CHANGELOG » Fixed","id":"349","title":"Fixed"},"35":{"body":"For example, below is a function that accepts arbitrary keyword arguments (**kwargs in Python syntax) and returns the number that was passed: use pyo3::prelude::*;\nuse pyo3::types::PyDict; #[pyfunction]\n#[pyo3(signature = (**kwds))]\nfn num_kwds(kwds: Option<&Bound<'_, PyDict>>) -> usize { kwds.map_or(0, |dict| dict.len())\n} #[pymodule]\nfn module_with_functions(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_function(wrap_pyfunction!(num_kwds, m)?).unwrap(); Ok(())\n} Just like in Python, the following constructs can be part of the signature:: /: positional-only arguments separator, each parameter defined before / is a positional-only parameter. *: var arguments separator, each parameter defined after * is a keyword-only parameter. *args: \"args\" is var args. Type of the args parameter has to be &Bound<'_, PyTuple>. **kwargs: \"kwargs\" receives keyword arguments. The type of the kwargs parameter has to be Option<&Bound<'_, PyDict>>. arg=Value: arguments with default value. If the arg argument is defined after var arguments, it is treated as a keyword-only argument. Note that Value has to be valid rust code, PyO3 just inserts it into the generated code unmodified. Example: # use pyo3::prelude::*;\nuse pyo3::types::{PyDict, PyTuple};\n#\n# #[pyclass]\n# struct MyClass {\n# num: i32,\n# }\n#[pymethods]\nimpl MyClass { #[new] #[pyo3(signature = (num=-1))] fn new(num: i32) -> Self { MyClass { num } } #[pyo3(signature = (num=10, *py_args, name=\"Hello\", **py_kwargs))] fn method( &mut self, num: i32, py_args: &Bound<'_, PyTuple>, name: &str, py_kwargs: Option<&Bound<'_, PyDict>>, ) -> String { let num_before = self.num; self.num = num; format!( \"num={} (was previously={}), py_args={:?}, name={}, py_kwargs={:?} \", num, num_before, py_args, name, py_kwargs, ) } fn make_change(&mut self, num: i32) -> PyResult { self.num = num; Ok(format!(\"num={}\", self.num)) }\n} Arguments of type Python must not be part of the signature: # #![allow(dead_code)]\n# use pyo3::prelude::*;\n#[pyfunction]\n#[pyo3(signature = (lambda))]\npub fn simple_python_bound_function(py: Python<'_>, lambda: PyObject) -> PyResult<()> { Ok(())\n} N.B. the position of the / and * arguments (if included) control the system of handling positional and keyword arguments. In Python: import mymodule mc = mymodule.MyClass()\nprint(mc.method(44, False, \"World\", 666, x=44, y=55))\nprint(mc.method(num=-1, name=\"World\"))\nprint(mc.make_change(44, False)) Produces output: py_args=('World', 666), py_kwargs=Some({'x': 44, 'y': 55}), name=Hello, num=44\npy_args=(), py_kwargs=None, name=World, num=-1\nnum=44\nnum=-1 Note: to use keywords like struct as a function argument, use \"raw identifier\" syntax r#struct in both the signature and the function definition: # #![allow(dead_code)]\n# use pyo3::prelude::*;\n#[pyfunction(signature = (r#struct = \"foo\"))]\nfn function_with_keyword(r#struct: &str) {\n# let _ = r#struct; /* ... */\n}","breadcrumbs":"Using Rust from Python » Python functions » Function signatures » Using #[pyo3(signature = (...))]","id":"35","title":"Using #[pyo3(signature = (...))]"},"350":{"body":"","breadcrumbs":"CHANGELOG » 0.19.2 - 2023-08-01","id":"350","title":"0.19.2 - 2023-08-01"},"351":{"body":"Add FFI definitions PyState_AddModule, PyState_RemoveModule and PyState_FindModule for PyPy 3.9 and up. #3295 Add FFI definitions _PyObject_CallFunction_SizeT and _PyObject_CallMethod_SizeT. #3297 Add a \"performance\" section to the guide collecting performance-related tricks and problems. #3304 Add PyErr::Display for all Python versions, and FFI symbol PyErr_DisplayException for Python 3.12. #3334 Add FFI definition PyType_GetDict() for Python 3.12. #3339 Add PyAny::downcast_exact. #3346 Add PySlice::full() to construct a full slice (::). #3353","breadcrumbs":"CHANGELOG » Added","id":"351","title":"Added"},"352":{"body":"Update PyErr for 3.12 betas to avoid deprecated ffi methods. #3306 Update FFI definitions of object.h for Python 3.12.0b4. #3335 Update pyo3::ffi struct definitions to be compatible with 3.12.0b4. #3342 Optimize conversion of float to f64 (and PyFloat::value) on non-abi3 builds. #3345","breadcrumbs":"CHANGELOG » Changed","id":"352","title":"Changed"},"353":{"body":"Fix timezone conversion bug for FixedOffset datetimes that were being incorrectly converted to and from UTC. #3269 Fix SystemError raised in PyUnicodeDecodeError_Create on PyPy 3.10. #3297 Correct FFI definition Py_EnterRecursiveCall to return c_int (was incorrectly returning ()). #3300 Fix case where PyErr::matches and PyErr::is_instance returned results inconsistent with PyErr::get_type. #3313 Fix loss of panic message in PanicException when unwinding after the exception was \"normalized\". #3326 Fix PyErr::from_value and PyErr::into_value losing traceback on conversion. #3328 Fix reference counting of immortal objects on Python 3.12.0b4. #3335","breadcrumbs":"CHANGELOG » Fixed","id":"353","title":"Fixed"},"354":{"body":"","breadcrumbs":"CHANGELOG » 0.19.1 - 2023-07-03","id":"354","title":"0.19.1 - 2023-07-03"},"355":{"body":"Extend range of supported versions of hashbrown optional dependency to include version 0.14 #3258 Extend range of supported versions of indexmap optional dependency to include version 2. #3277 Support PyPy 3.10. #3289","breadcrumbs":"CHANGELOG » Packaging","id":"355","title":"Packaging"},"356":{"body":"Add pyo3::types::PyFrozenSetBuilder to allow building a PyFrozenSet item by item. #3156 Add support for converting to and from Python's ipaddress.IPv4Address/ipaddress.IPv6Address and std::net::IpAddr. #3197 Add support for num-bigint feature in combination with abi3. #3198 Add PyErr_GetRaisedException(), PyErr_SetRaisedException() to FFI definitions for Python 3.12 and later. #3248 Add Python::with_pool which is a safer but more limited alternative to Python::new_pool. #3263 Add PyDict::get_item_with_error on PyPy. #3270 Allow #[new] methods may to return Py in order to return existing instances. #3287","breadcrumbs":"CHANGELOG » Added","id":"356","title":"Added"},"357":{"body":"Fix conversion of classes implementing __complex__ to Complex when using abi3 or PyPy. #3185 Stop suppressing unrelated exceptions in PyAny::hasattr. #3271 Fix memory leak when creating PySet or PyFrozenSet or returning types converted into these internally, e.g. HashSet or BTreeSet. #3286","breadcrumbs":"CHANGELOG » Fixed","id":"357","title":"Fixed"},"358":{"body":"","breadcrumbs":"CHANGELOG » 0.19.0 - 2023-05-31","id":"358","title":"0.19.0 - 2023-05-31"},"359":{"body":"Correct dependency on syn to version 1.0.85 instead of the incorrect version 1.0.56. #3152","breadcrumbs":"CHANGELOG » Packaging","id":"359","title":"Packaging"},"36":{"body":"⚠️ Warning: This behaviour is being phased out 🛠️ The special casing of trailing optional arguments is deprecated. In a future pyo3 version, arguments of type Option<..> will share the same behaviour as other arguments, they are required unless a default is set using #[pyo3(signature = (...))]. This is done to better align the Python and Rust definition of such functions and make it more intuitive to rewrite them from Python in Rust. Specifically def some_fn(a: int, b: Optional[int]): ... will not automatically default b to none, but requires an explicit default if desired, where as in current pyo3 it is handled the other way around. During the migration window a #[pyo3(signature = (...))] will be required to silence the deprecation warning. After support for trailing optional arguments is fully removed, the signature attribute can be removed if all arguments should be required. As a convenience, functions without a #[pyo3(signature = (...))] option will treat trailing Option arguments as having a default of None. In the example below, PyO3 will create increment with a signature of increment(x, amount=None). #![allow(deprecated)]\nuse pyo3::prelude::*; /// Returns a copy of `x` increased by `amount`.\n///\n/// If `amount` is unspecified or `None`, equivalent to `x + 1`.\n#[pyfunction]\nfn increment(x: u64, amount: Option) -> u64 { x + amount.unwrap_or(1)\n}\n#\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| {\n# let fun = pyo3::wrap_pyfunction_bound!(increment, py)?;\n#\n# let inspect = PyModule::import_bound(py, \"inspect\")?.getattr(\"signature\")?;\n# let sig: String = inspect\n# .call1((fun,))?\n# .call_method0(\"__str__\")?\n# .extract()?;\n#\n# #[cfg(Py_3_8)] // on 3.7 the signature doesn't render b, upstream bug?\n# assert_eq!(sig, \"(x, amount=None)\");\n#\n# Ok(())\n# })\n# } To make trailing Option arguments required, but still accept None, add a #[pyo3(signature = (...))] annotation. For the example above, this would be #[pyo3(signature = (x, amount))]: # use pyo3::prelude::*;\n#[pyfunction]\n#[pyo3(signature = (x, amount))]\nfn increment(x: u64, amount: Option) -> u64 { x + amount.unwrap_or(1)\n}\n#\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| {\n# let fun = pyo3::wrap_pyfunction_bound!(increment, py)?;\n#\n# let inspect = PyModule::import_bound(py, \"inspect\")?.getattr(\"signature\")?;\n# let sig: String = inspect\n# .call1((fun,))?\n# .call_method0(\"__str__\")?\n# .extract()?;\n#\n# #[cfg(Py_3_8)] // on 3.7 the signature doesn't render b, upstream bug?\n# assert_eq!(sig, \"(x, amount)\");\n#\n# Ok(())\n# })\n# } To help avoid confusion, PyO3 requires #[pyo3(signature = (...))] when an Option argument is surrounded by arguments which aren't Option.","breadcrumbs":"Using Rust from Python » Python functions » Function signatures » Trailing optional arguments","id":"36","title":"Trailing optional arguments"},"360":{"body":"Accept text_signature option (and automatically generate signature) for #[new] in #[pymethods]. #2980 Add support for converting to and from Python's decimal.Decimal and rust_decimal::Decimal. #3016 Add #[pyo3(from_item_all)] when deriving FromPyObject to specify get_item as getter for all fields. #3120 Add pyo3::exceptions::PyBaseExceptionGroup for Python 3.11, and corresponding FFI definition PyExc_BaseExceptionGroup. #3141 Accept #[new] with #[classmethod] to create a constructor which receives a (subtype's) class/PyType as its first argument. #3157 Add PyClass::get and Py::get for GIL-indepedent access to classes with #[pyclass(frozen)]. #3158 Add PyAny::is_exact_instance and PyAny::is_exact_instance_of. #3161","breadcrumbs":"CHANGELOG » Added","id":"360","title":"Added"},"361":{"body":"PyAny::is_instance_of::(obj) is now equivalent to T::is_type_of(obj), and now returns bool instead of PyResult. #2881 Deprecate text_signature option on #[pyclass] structs. #2980 No longer wrap anyhow::Error/eyre::Report containing a basic PyErr without a chain in a PyRuntimeError. #3004 Change #[getter] and #[setter] to use a common call \"trampoline\" to slightly reduce generated code size and compile times. #3029 Improve default values for str, numbers and bool in automatically-generated text_signature. #3050 Improve default value for None in automatically-generated text_signature. #3066 Rename PySequence::list and PySequence::tuple to PySequence::to_list and PySequence::to_tuple. (The old names continue to exist as deprecated forms.) #3111 Extend the lifetime of the GIL token returned by PyRef::py and PyRefMut::py to match the underlying borrow. #3131 Safe access to the GIL, for example via Python::with_gil, is now locked inside of implementations of the __traverse__ slot. #3168","breadcrumbs":"CHANGELOG » Changed","id":"361","title":"Changed"},"362":{"body":"Remove all functionality deprecated in PyO3 0.17, most prominently Python::acquire_gil is replaced by Python::with_gil. #2981","breadcrumbs":"CHANGELOG » Removed","id":"362","title":"Removed"},"363":{"body":"Correct FFI definitions PyGetSetDef, PyMemberDef, PyStructSequence_Field and PyStructSequence_Desc to have *const c_char members for name and doc (not *mut c_char). #3036 Fix panic on fmt::Display, instead return \"\" string and report error via sys.unraisablehook() #3062 Fix a compile error of \"temporary value dropped while borrowed\" when #[pyfunction]s take references into #[pyclass]es #3142 Fix crashes caused by PyO3 applying deferred reference count updates when entering a __traverse__ implementation. #3168 Forbid running the Drop implementations of unsendable classes on other threads. #3176 Fix a compile error when #[pymethods] items come from somewhere else (for example, as a macro argument) and a custom receiver like Py is used. #3178","breadcrumbs":"CHANGELOG » Fixed","id":"363","title":"Fixed"},"364":{"body":"","breadcrumbs":"CHANGELOG » 0.18.3 - 2023-04-13","id":"364","title":"0.18.3 - 2023-04-13"},"365":{"body":"Add GILProtected to mediate concurrent access to a value using Python's global interpreter lock (GIL). #2975 Support PyASCIIObject / PyUnicode and associated methods on big-endian architectures. #3015 Add FFI definition _PyDict_Contains_KnownHash() for CPython 3.10 and up. #3088","breadcrumbs":"CHANGELOG » Added","id":"365","title":"Added"},"366":{"body":"Fix compile error for #[pymethods] and #[pyfunction] called \"output\". #3022 Fix compile error in generated code for magic methods implemented as a #[staticmethod]. #3055 Fix is_instance for PyDateTime (would incorrectly check for a PyDate). #3071 Fix upstream deprecation of PyUnicode_InternImmortal since Python 3.10. #3071","breadcrumbs":"CHANGELOG » Fixed","id":"366","title":"Fixed"},"367":{"body":"","breadcrumbs":"CHANGELOG » 0.18.2 - 2023-03-24","id":"367","title":"0.18.2 - 2023-03-24"},"368":{"body":"Disable default features of chrono to avoid depending on time v0.1.x. #2939","breadcrumbs":"CHANGELOG » Packaging","id":"368","title":"Packaging"},"369":{"body":"Implement IntoPy, ToPyObject and FromPyObject for Cow<[u8]> to efficiently handle both bytes and bytearray objects. #2899 Implement IntoPy, ToPyObject and FromPyObject for Cell. #3014 Add PyList::to_tuple(), as a convenient and efficient conversion from lists to tuples. #3042 Add PyTuple::to_list(), as a convenient and efficient conversion from tuples to lists. #3044","breadcrumbs":"CHANGELOG » Added","id":"369","title":"Added"},"37":{"body":"The function signature is exposed to Python via the __text_signature__ attribute. PyO3 automatically generates this for every #[pyfunction] and all #[pymethods] directly from the Rust function, taking into account any override done with the #[pyo3(signature = (...))] option. This automatic generation can only display the value of default arguments for strings, integers, boolean types, and None. Any other default arguments will be displayed as .... (.pyi type stub files commonly also use ... for default arguments in the same way.) In cases where the automatically-generated signature needs adjusting, it can be overridden using the #[pyo3(text_signature)] option.) The example below creates a function add which accepts two positional-only arguments a and b, where b has a default value of zero. use pyo3::prelude::*; /// This function adds two unsigned 64-bit integers.\n#[pyfunction]\n#[pyo3(signature = (a, b=0, /))]\nfn add(a: u64, b: u64) -> u64 { a + b\n}\n#\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| {\n# let fun = pyo3::wrap_pyfunction_bound!(add, py)?;\n#\n# let doc: String = fun.getattr(\"__doc__\")?.extract()?;\n# assert_eq!(doc, \"This function adds two unsigned 64-bit integers.\");\n#\n# let inspect = PyModule::import_bound(py, \"inspect\")?.getattr(\"signature\")?;\n# let sig: String = inspect\n# .call1((fun,))?\n# .call_method0(\"__str__\")?\n# .extract()?;\n#\n# #[cfg(Py_3_8)] // on 3.7 the signature doesn't render b, upstream bug?\n# assert_eq!(sig, \"(a, b=0, /)\");\n#\n# Ok(())\n# })\n# } The following IPython output demonstrates how this generated signature will be seen from Python tooling: >>> pyo3_test.add.__text_signature__\n'(a, b=..., /)'\n>>> pyo3_test.add?\nSignature: pyo3_test.add(a, b=0, /)\nDocstring: This function adds two unsigned 64-bit integers.\nType: builtin_function_or_method","breadcrumbs":"Using Rust from Python » Python functions » Function signatures » Making the function signature available to Python","id":"37","title":"Making the function signature available to Python"},"370":{"body":"Optimize PySequence conversion for list and tuple inputs. #2944 Improve exception raised when creating #[pyclass] type object fails during module import. #2947 Optimize PyMapping conversion for dict inputs. #2954 Allow create_exception! to take a dotted.module to place the exception in a submodule. #2979","breadcrumbs":"CHANGELOG » Changed","id":"370","title":"Changed"},"371":{"body":"Fix a reference counting race condition affecting PyObjects cloned in allow_threads blocks. #2952 Fix clippy::redundant_closure lint on default arguments in #[pyo3(signature = (...))] annotations. #2990 Fix non_snake_case lint on generated code in #[pyfunction] macro. #2993 Fix some FFI definitions for the upcoming PyPy 3.10 release. #3031","breadcrumbs":"CHANGELOG » Fixed","id":"371","title":"Fixed"},"372":{"body":"","breadcrumbs":"CHANGELOG » 0.18.1 - 2023-02-07","id":"372","title":"0.18.1 - 2023-02-07"},"373":{"body":"Add PyErr::write_unraisable(). #2889 Add Python::Ellipsis() and PyAny::is_ellipsis() methods. #2911 Add PyDict::update() and PyDict::update_if_missing() methods. #2912","breadcrumbs":"CHANGELOG » Added","id":"373","title":"Added"},"374":{"body":"FFI definition PyIter_Check on CPython 3.7 is now implemented as hasattr(type(obj), \"__next__\"), which works correctly on all platforms and adds support for abi3. #2914 Warn about unknown config keys in PYO3_CONFIG_FILE instead of denying. #2926","breadcrumbs":"CHANGELOG » Changed","id":"374","title":"Changed"},"375":{"body":"Send errors returned by __releasebuffer__ to sys.unraisablehook rather than causing SystemError. #2886 Fix downcast to PyIterator succeeding for Python classes which did not implement __next__. #2914 Fix segfault in __traverse__ when visiting None fields of Option. #2921 Fix #[pymethods(crate = \"...\")] option being ignored. #2923 Link against pythonXY_d.dll for debug Python builds on Windows. #2937","breadcrumbs":"CHANGELOG » Fixed","id":"375","title":"Fixed"},"376":{"body":"","breadcrumbs":"CHANGELOG » 0.18.0 - 2023-01-17","id":"376","title":"0.18.0 - 2023-01-17"},"377":{"body":"Relax indexmap optional depecency to allow >= 1.6, < 2. #2849 Relax hashbrown optional dependency to allow >= 0.9, < 0.14. #2875 Update memoffset dependency to 0.8. #2875","breadcrumbs":"CHANGELOG » Packaging","id":"377","title":"Packaging"},"378":{"body":"Add GILOnceCell::get_or_try_init for fallible GILOnceCell initialization. #2398 Add experimental feature experimental-inspect with type_input() and type_output() helpers to get the Python type of any Python-compatible object. #2490 #2882 The #[pyclass] macro can now take get_all and set_all to create getters and setters for every field. #2692 Add #[pyo3(signature = (...))] option for #[pyfunction] and #[pymethods]. #2702 pyo3-build-config: rebuild when PYO3_ENVIRONMENT_SIGNATURE environment variable value changes. #2727 Add conversions between non-zero int types in std::num and Python int. #2730 Add Py::downcast() as a companion to PyAny::downcast(), as well as downcast_unchecked() for both types. #2734 Add types for all built-in Warning classes as well as PyErr::warn_explicit. #2742 Add abi3-py311 feature. #2776 Add FFI definition _PyErr_ChainExceptions() for CPython. #2788 Add FFI definitions PyVectorcall_NARGS and PY_VECTORCALL_ARGUMENTS_OFFSET for PyPy 3.8 and up. #2811 Add PyList::get_item_unchecked for PyPy. #2827","breadcrumbs":"CHANGELOG » Added","id":"378","title":"Added"},"379":{"body":"PyO3's macros now emit a much nicer error message if function return values don't implement the required trait(s). #2664 Use a TypeError, rather than a ValueError, when refusing to treat a str as a Vec. #2685 Change PyCFunction::new_closure to take name and doc arguments. #2686 PyType::is_subclass, PyErr::is_instance and PyAny::is_instance now take &PyAny instead of &PyType arguments, so that they work with objects that pretend to be types using __subclasscheck__ and __instancecheck__. #2695 Deprecate #[args] attribute and passing \"args\" specification directly to #[pyfunction] in favor of the new #[pyo3(signature = (...))] option. #2702 Deprecate required arguments after Option arguments to #[pyfunction] and #[pymethods] without also using #[pyo3(signature)] to specify whether the arguments should be required or have defaults. #2703 Change #[pyfunction] and #[pymethods] to use a common call \"trampoline\" to slightly reduce generated code size and compile times. #2705 PyAny::cast_as() and Py::cast_as() are now deprecated in favor of PyAny::downcast() and the new Py::downcast(). #2734 Relax lifetime bounds on PyAny::downcast(). #2734 Automatically generate __text_signature__ for all Python functions created using #[pyfunction] and #[pymethods]. #2784 Accept any iterator in PySet::new and PyFrozenSet::new. #2795 Mixing #[cfg(...)] and #[pyo3(...)] attributes on #[pyclass] struct fields will now work. #2796 Re-enable PyFunction on when building for abi3 or PyPy. #2838 Improve derive(FromPyObject) to use intern! when applicable for #[pyo3(item)]. #2879","breadcrumbs":"CHANGELOG » Changed","id":"379","title":"Changed"},"38":{"body":"The #[pyo3(text_signature = \"()\")] attribute can be used to override the default generated signature. In the snippet below, the text signature attribute is used to include the default value of 0 for the argument b, instead of the automatically-generated default value of ...: use pyo3::prelude::*; /// This function adds two unsigned 64-bit integers.\n#[pyfunction]\n#[pyo3(signature = (a, b=0, /), text_signature = \"(a, b=0, /)\")]\nfn add(a: u64, b: u64) -> u64 { a + b\n}\n#\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| {\n# let fun = pyo3::wrap_pyfunction_bound!(add, py)?;\n#\n# let doc: String = fun.getattr(\"__doc__\")?.extract()?;\n# assert_eq!(doc, \"This function adds two unsigned 64-bit integers.\");\n#\n# let inspect = PyModule::import_bound(py, \"inspect\")?.getattr(\"signature\")?;\n# let sig: String = inspect\n# .call1((fun,))?\n# .call_method0(\"__str__\")?\n# .extract()?;\n# assert_eq!(sig, \"(a, b=0, /)\");\n#\n# Ok(())\n# })\n# } PyO3 will include the contents of the annotation unmodified as the __text_signature__. Below shows how IPython will now present this (see the default value of 0 for b): >>> pyo3_test.add.__text_signature__\n'(a, b=0, /)'\n>>> pyo3_test.add?\nSignature: pyo3_test.add(a, b=0, /)\nDocstring: This function adds two unsigned 64-bit integers.\nType: builtin_function_or_method If no signature is wanted at all, #[pyo3(text_signature = None)] will disable the built-in signature. The snippet below demonstrates use of this: use pyo3::prelude::*; /// This function adds two unsigned 64-bit integers.\n#[pyfunction]\n#[pyo3(signature = (a, b=0, /), text_signature = None)]\nfn add(a: u64, b: u64) -> u64 { a + b\n}\n#\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| {\n# let fun = pyo3::wrap_pyfunction_bound!(add, py)?;\n#\n# let doc: String = fun.getattr(\"__doc__\")?.extract()?;\n# assert_eq!(doc, \"This function adds two unsigned 64-bit integers.\");\n# assert!(fun.getattr(\"__text_signature__\")?.is_none());\n#\n# Ok(())\n# })\n# } Now the function's __text_signature__ will be set to None, and IPython will not display any signature in the help: >>> pyo3_test.add.__text_signature__ == None\nTrue\n>>> pyo3_test.add?\nDocstring: This function adds two unsigned 64-bit integers.\nType: builtin_function_or_method","breadcrumbs":"Using Rust from Python » Python functions » Function signatures » Overriding the generated signature","id":"38","title":"Overriding the generated signature"},"380":{"body":"Remove the deprecated pyproto feature, #[pyproto] macro, and all accompanying APIs. #2587 Remove all functionality deprecated in PyO3 0.16. #2843","breadcrumbs":"CHANGELOG » Removed","id":"380","title":"Removed"},"381":{"body":"Disable PyModule::filename on PyPy. #2715 PyCodeObject is now once again defined with fields on Python 3.7. #2726 Raise a TypeError if #[new] pymethods with no arguments receive arguments when called from Python. #2749 Use the NOARGS argument calling convention for methods that have a single py: Python argument (as a performance optimization). #2760 Fix truncation of isize values to c_long in PySlice::new. #2769 Fix soundness issue with FFI definition PyUnicodeDecodeError_Create on PyPy leading to indeterminate behavior (typically a TypeError). #2772 Allow functions taking **kwargs to accept keyword arguments which share a name with a positional-only argument (as permitted by PEP 570). #2800 Fix unresolved symbol for PyObject_Vectorcall on PyPy 3.9 and up. #2811 Fix memory leak in PyCFunction::new_closure. #2842","breadcrumbs":"CHANGELOG » Fixed","id":"381","title":"Fixed"},"382":{"body":"","breadcrumbs":"CHANGELOG » 0.17.3 - 2022-11-01","id":"382","title":"0.17.3 - 2022-11-01"},"383":{"body":"Support Python 3.11. (Previous versions of PyO3 0.17 have been tested against Python 3.11 release candidates and are expected to be compatible, this is the first version tested against Python 3.11.0.) #2708","breadcrumbs":"CHANGELOG » Packaging","id":"383","title":"Packaging"},"384":{"body":"Implemented ExactSizeIterator for PyListIterator, PyDictIterator, PySetIterator and PyFrozenSetIterator. #2676","breadcrumbs":"CHANGELOG » Added","id":"384","title":"Added"},"385":{"body":"Fix regression of impl FromPyObject for [T; N] no longer accepting types passing PySequence_Check, e.g. NumPy arrays, since version 0.17.0. This the same fix that was applied impl FromPyObject for Vec in version 0.17.1 extended to fixed-size arrays. #2675 Fix UB in FunctionDescription::extract_arguments_fastcall due to creating slices from a null pointer. #2687","breadcrumbs":"CHANGELOG » Fixed","id":"385","title":"Fixed"},"386":{"body":"","breadcrumbs":"CHANGELOG » 0.17.2 - 2022-10-04","id":"386","title":"0.17.2 - 2022-10-04"},"387":{"body":"Added optional chrono feature to convert chrono types into types in the datetime module. #2612","breadcrumbs":"CHANGELOG » Packaging","id":"387","title":"Packaging"},"388":{"body":"Add support for num-bigint feature on PyPy. #2626","breadcrumbs":"CHANGELOG » Added","id":"388","title":"Added"},"389":{"body":"Correctly implement __richcmp__ for enums, fixing __ne__ returning always returning True. #2622 Fix compile error since 0.17.0 with Option<&SomePyClass> argument with a default. #2630 Fix regression of impl FromPyObject for Vec no longer accepting types passing PySequence_Check, e.g. NumPy arrays, since 0.17.0. #2631","breadcrumbs":"CHANGELOG » Fixed","id":"389","title":"Fixed"},"39":{"body":"This chapter contains a little background of error handling in Rust and how PyO3 integrates this with Python exceptions. This covers enough detail to create a #[pyfunction] which raises Python exceptions from errors originating in Rust. There is a later section of the guide on Python exceptions which covers exception types in more detail.","breadcrumbs":"Using Rust from Python » Python functions » Error handling » Error handling","id":"39","title":"Error handling"},"390":{"body":"","breadcrumbs":"CHANGELOG » 0.17.1 - 2022-08-28","id":"390","title":"0.17.1 - 2022-08-28"},"391":{"body":"Fix visibility of PyDictItems, PyDictKeys, and PyDictValues types added in PyO3 0.17.0. Fix compile failure when using #[pyo3(from_py_with = \"...\")] attribute on an argument of type Option. #2592 Fix clippy redundant-closure lint on **kwargs arguments for #[pyfunction] and #[pymethods]. #2595","breadcrumbs":"CHANGELOG » Fixed","id":"391","title":"Fixed"},"392":{"body":"","breadcrumbs":"CHANGELOG » 0.17.0 - 2022-08-23","id":"392","title":"0.17.0 - 2022-08-23"},"393":{"body":"Update inventory dependency to 0.3 (the multiple-pymethods feature now requires Rust 1.62 for correctness). #2492","breadcrumbs":"CHANGELOG » Packaging","id":"393","title":"Packaging"},"394":{"body":"Add timezone_utc. #1588 Implement ToPyObject for [T; N]. #2313 Add PyDictKeys, PyDictValues and PyDictItems Rust types. #2358 Add append_to_inittab. #2377 Add FFI definition PyFrame_GetCode. #2406 Add PyCode and PyFrame high level objects. #2408 Add FFI definitions Py_fstring_input, sendfunc, and _PyErr_StackItem. #2423 Add PyDateTime::new_with_fold, PyTime::new_with_fold, PyTime::get_fold, and PyDateTime::get_fold for PyPy. #2428 Add #[pyclass(frozen)]. #2448 Accept #[pyo3(name)] on enum variants. #2457 Add CompareOp::matches to implement __richcmp__ as the result of a Rust std::cmp::Ordering comparison. #2460 Add PySuper type. #2486 Support PyPy on Windows with the generate-import-lib feature. #2506 Add FFI definitions Py_EnterRecursiveCall and Py_LeaveRecursiveCall. #2511 Add PyDict::get_item_with_error. #2536 Add #[pyclass(sequence)] option. #2567","breadcrumbs":"CHANGELOG » Added","id":"394","title":"Added"},"395":{"body":"Change datetime constructors taking a tzinfo to take Option<&PyTzInfo> instead of Option<&PyObject>: PyDateTime::new, PyDateTime::new_with_fold, PyTime::new, and PyTime::new_with_fold. #1588 Move PyTypeObject::type_object method to the PyTypeInfo trait, and deprecate the PyTypeObject trait. #2287 Methods of Py and PyAny now accept impl IntoPy> rather than just &str to allow use of the intern! macro. #2312 Change the deprecated pyproto feature to be opt-in instead of opt-out. #2322 Emit better error messages when #[pyfunction] return types do not implement IntoPy. #2326 Require T: IntoPy for impl IntoPy for [T; N] instead of T: ToPyObject. #2326 Deprecate the ToBorrowedObject trait. #2333 Iterators over PySet and PyDict will now panic if the underlying collection is mutated during the iteration. #2380 Iterators over PySet and PyDict will now panic if the underlying collection is mutated during the iteration. #2380 Allow #[classattr] methods to be fallible. #2385 Prevent multiple #[pymethods] with the same name for a single #[pyclass]. #2399 Fixup lib_name when using PYO3_CONFIG_FILE. #2404 Add a message to the ValueError raised by the #[derive(FromPyObject)] implementation for a tuple struct. #2414 Allow #[classattr] methods to take Python argument. #2456 Rework PyCapsule type to resolve soundness issues: #2485 PyCapsule::new and PyCapsule::new_with_destructor now take name: Option instead of &CStr. The destructor F in PyCapsule::new_with_destructor must now be Send. PyCapsule::get_context deprecated in favor of PyCapsule::context which doesn't take a py: Python<'_> argument. PyCapsule::set_context no longer takes a py: Python<'_> argument. PyCapsule::name now returns PyResult> instead of &CStr. FromPyObject::extract for Vec no longer accepts Python str inputs. #2500 Ensure each #[pymodule] is only initialized once. #2523 pyo3_build_config::add_extension_module_link_args now also emits linker arguments for wasm32-unknown-emscripten. #2538 Type checks for PySequence and PyMapping now require inputs to inherit from (or register with) collections.abc.Sequence and collections.abc.Mapping respectively. #2477 Disable PyFunction on when building for abi3 or PyPy. #2542 Deprecate Python::acquire_gil. #2549","breadcrumbs":"CHANGELOG » Changed","id":"395","title":"Changed"},"396":{"body":"Remove all functionality deprecated in PyO3 0.15. #2283 Make the Dict, WeakRef and BaseNativeType members of the PyClass private implementation details. #2572","breadcrumbs":"CHANGELOG » Removed","id":"396","title":"Removed"},"397":{"body":"Enable incorrectly disabled FFI definition PyThreadState_DeleteCurrent. #2357 Fix wrap_pymodule interactions with name resolution rules: it no longer \"sees through\" glob imports of use submodule::* when submodule::submodule is a #[pymodule]. #2363 Correct FFI definition PyEval_EvalCodeEx to take *const *mut PyObject array arguments instead of *mut *mut PyObject. #2368 Fix \"raw-ident\" structs (e.g. #[pyclass] struct r#RawName) incorrectly having r# at the start of the class name created in Python. #2395 Correct FFI definition Py_tracefunc to be unsafe extern \"C\" fn (was previously safe). #2407 Fix compile failure with #[pyo3(from_py_with = \"...\")] annotations on a field in a #[derive(FromPyObject)] struct. #2414 Fix FFI definitions _PyDateTime_BaseTime and _PyDateTime_BaseDateTime lacking leading underscores in their names. #2421 Remove FFI definition PyArena on Python 3.10 and up. #2421 Fix FFI definition PyCompilerFlags missing member cf_feature_version on Python 3.8 and up. #2423 Fix FFI definition PyAsyncMethods missing member am_send on Python 3.10 and up. #2423 Fix FFI definition PyGenObject having multiple incorrect members on various Python versions. #2423 Fix FFI definition PySyntaxErrorObject missing members end_lineno and end_offset on Python 3.10 and up. #2423 Fix FFI definition PyHeapTypeObject missing member ht_module on Python 3.9 and up. #2423 Fix FFI definition PyFrameObject having multiple incorrect members on various Python versions. #2424 #2434 Fix FFI definition PyTypeObject missing deprecated field tp_print on Python 3.8. #2428 Fix FFI definitions PyDateTime_CAPI. PyDateTime_Date, PyASCIIObject, PyBaseExceptionObject, PyListObject, and PyTypeObject on PyPy. #2428 Fix FFI definition _inittab field initfunc typo'd as initfun. #2431 Fix FFI definitions _PyDateTime_BaseTime and _PyDateTime_BaseDateTime incorrectly having fold member. #2432 Fix FFI definitions PyTypeObject. PyHeapTypeObject, and PyCFunctionObject having incorrect members on PyPy 3.9. #2433 Fix FFI definition PyGetSetDef to have *const c_char for doc member (not *mut c_char). #2439 Fix #[pyo3(from_py_with = \"...\")] being ignored for 1-element tuple structs and transparent structs. #2440 Use memoffset to avoid UB when computing PyCell layout. #2450 Fix incorrect enum names being returned by the generated repr for enums renamed by #[pyclass(name = \"...\")] #2457 Fix PyObject_CallNoArgs incorrectly being available when building for abi3 on Python 3.9. #2476 Fix several clippy warnings generated by #[pyfunction] arguments. #2503","breadcrumbs":"CHANGELOG » Fixed","id":"397","title":"Fixed"},"398":{"body":"","breadcrumbs":"CHANGELOG » 0.16.6 - 2022-08-23","id":"398","title":"0.16.6 - 2022-08-23"},"399":{"body":"Fix soundness issues with PyCapsule type with select workarounds. Users are encourage to upgrade to PyO3 0.17 at their earliest convenience which contains API breakages which fix the issues in a long-term fashion. #2522 PyCapsule::new and PyCapsule::new_with_destructor now take ownership of a copy of the name to resolve a possible use-after-free. PyCapsule::name now returns an empty CStr instead of dereferencing a null pointer if the capsule has no name. The destructor F in PyCapsule::new_with_destructor will never be called if the capsule is deleted from a thread other than the one which the capsule was created in (a warning will be emitted). Panics during drop of panic payload caught by PyO3 will now abort. #2544","breadcrumbs":"CHANGELOG » Changed","id":"399","title":"Changed"},"4":{"body":"To embed Python into a Rust binary, you need to ensure that your Python installation contains a shared library. The following steps demonstrate how to ensure this (for Ubuntu), and then give some example code which runs an embedded Python interpreter. To install the Python shared library on Ubuntu: sudo apt install python3-dev To install the Python shared library on RPM based distributions (e.g. Fedora, Red Hat, SuSE), install the python3-devel package. Start a new project with cargo new and add pyo3 to the Cargo.toml like this: [dependencies.pyo3]\nversion = \"0.22.1\"\nfeatures = [\"auto-initialize\"] Example program displaying the value of sys.version and the current user name: use pyo3::prelude::*;\nuse pyo3::types::IntoPyDict; fn main() -> PyResult<()> { Python::with_gil(|py| { let sys = py.import_bound(\"sys\")?; let version: String = sys.getattr(\"version\")?.extract()?; let locals = [(\"os\", py.import_bound(\"os\")?)].into_py_dict_bound(py); let code = \"os.getenv('USER') or os.getenv('USERNAME') or 'Unknown'\"; let user: String = py.eval_bound(code, None, Some(&locals))?.extract()?; println!(\"Hello {}, I'm Python {}\", user, version); Ok(()) })\n} The guide has a section with lots of examples about this topic.","breadcrumbs":"Introduction » Using Python from Rust","id":"4","title":"Using Python from Rust"},"40":{"body":"Rust code uses the generic Result enum to propagate errors. The error type E is chosen by the code author to describe the possible errors which can happen. PyO3 has the PyErr type which represents a Python exception. If a PyO3 API could result in a Python exception being raised, the return type of that API will be PyResult , which is an alias for the type Result. In summary: When Python exceptions are raised and caught by PyO3, the exception will be stored in the Err variant of the PyResult. Passing Python exceptions through Rust code then uses all the \"normal\" techniques such as the ? operator, with PyErr as the error type. Finally, when a PyResult crosses from Rust back to Python via PyO3, if the result is an Err variant the contained exception will be raised. (There are many great tutorials on Rust error handling and the ? operator, so this guide will not go into detail on Rust-specific topics.)","breadcrumbs":"Using Rust from Python » Python functions » Error handling » Representing Python exceptions","id":"40","title":"Representing Python exceptions"},"400":{"body":"","breadcrumbs":"CHANGELOG » 0.16.5 - 2022-05-15","id":"400","title":"0.16.5 - 2022-05-15"},"401":{"body":"Add an experimental generate-import-lib feature to support auto-generating non-abi3 python import libraries for Windows targets. #2364 Add FFI definition Py_ExitStatusException. #2374","breadcrumbs":"CHANGELOG » Added","id":"401","title":"Added"},"402":{"body":"Deprecate experimental generate-abi3-import-lib feature in favor of the new generate-import-lib feature. #2364","breadcrumbs":"CHANGELOG » Changed","id":"402","title":"Changed"},"403":{"body":"Added missing warn_default_encoding field to PyConfig on 3.10+. The previously missing field could result in incorrect behavior or crashes. #2370 Fixed order of pathconfig_warnings and program_name fields of PyConfig on 3.10+. Previously, the order of the fields was swapped and this could lead to incorrect behavior or crashes. #2370","breadcrumbs":"CHANGELOG » Fixed","id":"403","title":"Fixed"},"404":{"body":"","breadcrumbs":"CHANGELOG » 0.16.4 - 2022-04-14","id":"404","title":"0.16.4 - 2022-04-14"},"405":{"body":"Add PyTzInfoAccess trait for safe access to time zone information. #2263 Add an experimental generate-abi3-import-lib feature to auto-generate python3.dll import libraries for Windows. #2282 Add FFI definitions for PyDateTime_BaseTime and PyDateTime_BaseDateTime. #2294","breadcrumbs":"CHANGELOG » Added","id":"405","title":"Added"},"406":{"body":"Improved performance of failing calls to FromPyObject::extract which is common when functions accept multiple distinct types. #2279 Default to \"m\" ABI tag when choosing libpython link name for CPython 3.7 on Unix. #2288 Allow to compile \"abi3\" extensions without a working build host Python interpreter. #2293","breadcrumbs":"CHANGELOG » Changed","id":"406","title":"Changed"},"407":{"body":"Crates depending on PyO3 can collect code coverage via LLVM instrumentation using stable Rust. #2286 Fix segfault when calling FFI methods PyDateTime_DATE_GET_TZINFO or PyDateTime_TIME_GET_TZINFO on datetime or time without a tzinfo. #2289 Fix directory names starting with the letter n breaking serialization of the interpreter configuration on Windows since PyO3 0.16.3. #2299","breadcrumbs":"CHANGELOG » Fixed","id":"407","title":"Fixed"},"408":{"body":"","breadcrumbs":"CHANGELOG » 0.16.3 - 2022-04-05","id":"408","title":"0.16.3 - 2022-04-05"},"409":{"body":"Extend parking_lot dependency supported versions to include 0.12. #2239","breadcrumbs":"CHANGELOG » Packaging","id":"409","title":"Packaging"},"41":{"body":"As indicated in the previous section, when a PyResult containing an Err crosses from Rust to Python, PyO3 will raise the exception contained within. Accordingly, to raise an exception from a #[pyfunction], change the return type T to PyResult. When the function returns an Err it will raise a Python exception. (Other Result types can be used as long as the error E has a From conversion for PyErr, see custom Rust error types below.) This also works for functions in #[pymethods]. For example, the following check_positive function raises a ValueError when the input is negative: use pyo3::exceptions::PyValueError;\nuse pyo3::prelude::*; #[pyfunction]\nfn check_positive(x: i32) -> PyResult<()> { if x < 0 { Err(PyValueError::new_err(\"x is negative\")) } else { Ok(()) }\n}\n#\n# fn main(){\n# Python::with_gil(|py|{\n# let fun = pyo3::wrap_pyfunction_bound!(check_positive, py).unwrap();\n# fun.call1((-1,)).unwrap_err();\n# fun.call1((1,)).unwrap();\n# });\n# } All built-in Python exception types are defined in the pyo3::exceptions module. They have a new_err constructor to directly build a PyErr, as seen in the example above.","breadcrumbs":"Using Rust from Python » Python functions » Error handling » Raising an exception from a function","id":"41","title":"Raising an exception from a function"},"410":{"body":"Add methods to pyo3_build_config::InterpreterConfig to run Python scripts using the configured executable. #2092 Add as_bytes method to Py. #2235 Add FFI definitions for PyType_FromModuleAndSpec, PyType_GetModule, PyType_GetModuleState and PyModule_AddType. #2250 Add pyo3_build_config::cross_compiling_from_to as a helper to detect when PyO3 is cross-compiling. #2253 Add #[pyclass(mapping)] option to leave sequence slots empty in container implementations. #2265 Add PyString::intern to enable usage of the Python's built-in string interning. #2268 Add intern! macro which can be used to amortize the cost of creating Python strings by storing them inside a GILOnceCell. #2269 Add PYO3_CROSS_PYTHON_IMPLEMENTATION environment variable for selecting the default cross Python implementation. #2272","breadcrumbs":"CHANGELOG » Added","id":"410","title":"Added"},"411":{"body":"Allow #[pyo3(crate = \"...\", text_signature = \"...\")] options to be used directly in #[pyclass(crate = \"...\", text_signature = \"...\")]. #2234 Make PYO3_CROSS_LIB_DIR environment variable optional when cross compiling. #2241 Mark METH_FASTCALL calling convention as limited API on Python 3.10. #2250 Deprecate pyo3_build_config::cross_compiling in favor of pyo3_build_config::cross_compiling_from_to. #2253","breadcrumbs":"CHANGELOG » Changed","id":"411","title":"Changed"},"412":{"body":"Fix abi3-py310 feature: use Python 3.10 ABI when available instead of silently falling back to the 3.9 ABI. #2242 Use shared linking mode when cross compiling against a Framework bundle for macOS. #2233 Fix panic during compilation when PYO3_CROSS_LIB_DIR is set for some host/target combinations. #2232 Correct dependency version for syn to require minimal patch version 1.0.56. #2240","breadcrumbs":"CHANGELOG » Fixed","id":"412","title":"Fixed"},"413":{"body":"","breadcrumbs":"CHANGELOG » 0.16.2 - 2022-03-15","id":"413","title":"0.16.2 - 2022-03-15"},"414":{"body":"Warn when modules are imported on PyPy 3.7 versions older than PyPy 7.3.8, as they are known to have binary compatibility issues. #2217 Ensure build script of pyo3-ffi runs before that of pyo3 to fix cross compilation. #2224","breadcrumbs":"CHANGELOG » Packaging","id":"414","title":"Packaging"},"415":{"body":"","breadcrumbs":"CHANGELOG » 0.16.1 - 2022-03-05","id":"415","title":"0.16.1 - 2022-03-05"},"416":{"body":"Extend hashbrown optional dependency supported versions to include 0.12. #2197","breadcrumbs":"CHANGELOG » Packaging","id":"416","title":"Packaging"},"417":{"body":"Fix incorrect platform detection for Windows in pyo3-build-config. #2198 Fix regression from 0.16 preventing cross compiling to aarch64 macOS. #2201","breadcrumbs":"CHANGELOG » Fixed","id":"417","title":"Fixed"},"418":{"body":"","breadcrumbs":"CHANGELOG » 0.16.0 - 2022-02-27","id":"418","title":"0.16.0 - 2022-02-27"},"419":{"body":"Update MSRV to Rust 1.48. #2004 Update indoc optional dependency to 1.0. #2004 Drop support for Python 3.6, remove abi3-py36 feature. #2006 pyo3-build-config no longer enables the resolve-config feature by default. #2008 Update inventory optional dependency to 0.2. #2019 Drop paste dependency. #2081 The bindings found in pyo3::ffi are now a re-export of a separate pyo3-ffi crate. #2126 Support PyPy 3.9. #2143","breadcrumbs":"CHANGELOG » Packaging","id":"419","title":"Packaging"},"42":{"body":"PyO3 will automatically convert a Result returned by a #[pyfunction] into a PyResult as long as there is an implementation of std::from::From for PyErr. Many error types in the Rust standard library have a From conversion defined in this way. If the type E you are handling is defined in a third-party crate, see the section on foreign rust error types below for ways to work with this error. The following example makes use of the implementation of From for PyErr to raise exceptions encountered when parsing strings as integers: # use pyo3::prelude::*;\nuse std::num::ParseIntError; #[pyfunction]\nfn parse_int(x: &str) -> Result { x.parse()\n} # fn main() {\n# Python::with_gil(|py| {\n# let fun = pyo3::wrap_pyfunction_bound!(parse_int, py).unwrap();\n# let value: usize = fun.call1((\"5\",)).unwrap().extract().unwrap();\n# assert_eq!(value, 5);\n# });\n# } When passed a string which doesn't contain a floating-point number, the exception raised will look like the below: >>> parse_int(\"bar\")\nTraceback (most recent call last): File \"\", line 1, in \nValueError: invalid digit found in string As a more complete example, the following snippet defines a Rust error named CustomIOError. It then defines a From for PyErr, which returns a PyErr representing Python's OSError. Therefore, it can use this error in the result of a #[pyfunction] directly, relying on the conversion if it has to be propagated into a Python exception. use pyo3::exceptions::PyOSError;\nuse pyo3::prelude::*;\nuse std::fmt; #[derive(Debug)]\nstruct CustomIOError; impl std::error::Error for CustomIOError {} impl fmt::Display for CustomIOError { fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result { write!(f, \"Oh no!\") }\n} impl std::convert::From for PyErr { fn from(err: CustomIOError) -> PyErr { PyOSError::new_err(err.to_string()) }\n} pub struct Connection {/* ... */} fn bind(addr: String) -> Result { if &addr == \"0.0.0.0\" { Err(CustomIOError) } else { Ok(Connection{ /* ... */}) }\n} #[pyfunction]\nfn connect(s: String) -> Result<(), CustomIOError> { bind(s)?; // etc. Ok(())\n} fn main() { Python::with_gil(|py| { let fun = pyo3::wrap_pyfunction_bound!(connect, py).unwrap(); let err = fun.call1((\"0.0.0.0\",)).unwrap_err(); assert!(err.is_instance_of::(py)); });\n} If lazy construction of the Python exception instance is desired, the PyErrArguments trait can be implemented instead of From. In that case, actual exception argument creation is delayed until the PyErr is needed. A final note is that any errors E which have a From conversion can be used with the ? (\"try\") operator with them. An alternative implementation of the above parse_int which instead returns PyResult is below: use pyo3::prelude::*; fn parse_int(s: String) -> PyResult { let x = s.parse()?; Ok(x)\n}\n#\n# use pyo3::exceptions::PyValueError;\n#\n# fn main() {\n# Python::with_gil(|py| {\n# assert_eq!(parse_int(String::from(\"1\")).unwrap(), 1);\n# assert_eq!(parse_int(String::from(\"1337\")).unwrap(), 1337);\n#\n# assert!(parse_int(String::from(\"-1\"))\n# .unwrap_err()\n# .is_instance_of::(py));\n# assert!(parse_int(String::from(\"foo\"))\n# .unwrap_err()\n# .is_instance_of::(py));\n# assert!(parse_int(String::from(\"13.37\"))\n# .unwrap_err()\n# .is_instance_of::(py));\n# })\n# }","breadcrumbs":"Using Rust from Python » Python functions » Error handling » Custom Rust error types","id":"42","title":"Custom Rust error types"},"420":{"body":"Add PyCapsule type exposing the Capsule API . #1980 Add pyo3_build_config::Sysconfigdata and supporting APIs. #1996 Add Py::setattr method. #2009 Add #[pyo3(crate = \"some::path\")] option to all attribute macros (except the deprecated #[pyproto]). #2022 Enable create_exception! macro to take an optional docstring. #2027 Enable #[pyclass] for fieldless (aka C-like) enums. #2034 Add buffer magic methods __getbuffer__ and __releasebuffer__ to #[pymethods]. #2067 Add support for paths in wrap_pyfunction and wrap_pymodule. #2081 Enable wrap_pyfunction! to wrap a #[pyfunction] implemented in a different Rust module or crate. #2091 Add PyAny::contains method (in operator for PyAny). #2115 Add PyMapping::contains method (in operator for PyMapping). #2133 Add garbage collection magic magic methods __traverse__ and __clear__ to #[pymethods]. #2159 Add support for from_py_with on struct tuples and enums to override the default from-Python conversion. #2181 Add eq, ne, lt, le, gt, ge methods to PyAny that wrap rich_compare. #2175 Add Py::is and PyAny::is methods to check for object identity. #2183 Add support for the __getattribute__ magic method. #2187","breadcrumbs":"CHANGELOG » Added","id":"420","title":"Added"},"421":{"body":"PyType::is_subclass, PyErr::is_instance and PyAny::is_instance now operate run-time type object instead of a type known at compile-time. The old behavior is still available as PyType::is_subclass_of, PyErr::is_instance_of and PyAny::is_instance_of. #1985 Rename some methods on PyErr (the old names are just marked deprecated for now): #2026 pytype -> get_type pvalue -> value (and deprecate equivalent instance) ptraceback -> traceback from_instance -> from_value into_instance -> into_value PyErr::new_type now takes an optional docstring and now returns PyResult> rather than a ffi::PyTypeObject pointer. #2027 Deprecate PyType::is_instance; it is inconsistent with other is_instance methods in PyO3. Instead of typ.is_instance(obj), use obj.is_instance(typ). #2031 __getitem__, __setitem__ and __delitem__ in #[pymethods] now implement both a Python mapping and sequence by default. #2065 Improve performance and error messages for #[derive(FromPyObject)] for enums. #2068 Reduce generated LLVM code size (to improve compile times) for: internal handle_panic helper #2074 #2158 #[pyfunction] and #[pymethods] argument extraction #2075 #2085 #[pyclass] type object creation #2076 #2081 #2157 Respect Rust privacy rules for items wrapped with wrap_pyfunction and wrap_pymodule. #2081 Add modulo argument to __ipow__ magic method. #2083 Fix FFI definition for _PyCFunctionFast. #2126 PyDateTimeAPI and PyDateTime_TimeZone_UTC are now unsafe functions instead of statics. #2126 PyDateTimeAPI does not implicitly call PyDateTime_IMPORT anymore to reflect the original Python API more closely. Before the first call to PyDateTime_IMPORT a null pointer is returned. Therefore before calling any of the following FFI functions PyDateTime_IMPORT must be called to avoid undefined behavior: #2126 PyDateTime_TimeZone_UTC PyDate_Check PyDate_CheckExact PyDateTime_Check PyDateTime_CheckExact PyTime_Check PyTime_CheckExact PyDelta_Check PyDelta_CheckExact PyTZInfo_Check PyTZInfo_CheckExact PyDateTime_FromTimestamp PyDate_FromTimestamp Deprecate the gc option for pyclass (e.g. #[pyclass(gc)]). Just implement a __traverse__ #[pymethod]. #2159 The ml_meth field of PyMethodDef is now represented by the PyMethodDefPointer union. 2166 Deprecate the #[pyproto] traits. #2173","breadcrumbs":"CHANGELOG » Changed","id":"421","title":"Changed"},"422":{"body":"Remove all functionality deprecated in PyO3 0.14. #2007 Remove Default impl for PyMethodDef. #2166 Remove PartialEq impl for Py and PyAny (use the new is instead). #2183","breadcrumbs":"CHANGELOG » Removed","id":"422","title":"Removed"},"423":{"body":"Fix undefined symbol for PyObject_HasAttr on PyPy. #2025 Fix memory leak in PyErr::into_value. #2026 Fix clippy warning needless-option-as-deref in code generated by #[pyfunction] and #[pymethods]. #2040 Fix undefined behavior in PySlice::indices. #2061 Fix the wrap_pymodule! macro using the wrong name for a #[pymodule] with a #[pyo3(name = \"..\")] attribute. #2081 Fix magic methods in #[pymethods] accepting implementations with the wrong number of arguments. #2083 Fix panic in #[pyfunction] generated code when a required argument following an Option was not provided. #2093 Fixed undefined behavior caused by incorrect ExactSizeIterator implementations. #2124 Fix missing FFI definition PyCMethod_New on Python 3.9 and up. #2143 Add missing FFI definitions _PyLong_NumBits and _PyLong_AsByteArray on PyPy. #2146 Fix memory leak in implementation of AsPyPointer for Option. #2160 Fix FFI definition of _PyLong_NumBits to return size_t instead of c_int. #2161 Fix TypeError thrown when argument parsing failed missing the originating causes. 2177","breadcrumbs":"CHANGELOG » Fixed","id":"423","title":"Fixed"},"424":{"body":"","breadcrumbs":"CHANGELOG » 0.15.2 - 2022-04-14","id":"424","title":"0.15.2 - 2022-04-14"},"425":{"body":"Backport of PyPy 3.9 support from PyO3 0.16. #2262","breadcrumbs":"CHANGELOG » Packaging","id":"425","title":"Packaging"},"426":{"body":"","breadcrumbs":"CHANGELOG » 0.15.1 - 2021-11-19","id":"426","title":"0.15.1 - 2021-11-19"},"427":{"body":"Add implementations for Py::as_ref and Py::into_ref for Py, Py and Py. #1682 Add PyTraceback type to represent and format Python tracebacks. #1977","breadcrumbs":"CHANGELOG » Added","id":"427","title":"Added"},"428":{"body":"#[classattr] constants with a known magic method name (which is lowercase) no longer trigger lint warnings expecting constants to be uppercase. #1969","breadcrumbs":"CHANGELOG » Changed","id":"428","title":"Changed"},"429":{"body":"Fix creating #[classattr] by functions with the name of a known magic method. #1969 Fix use of catch_unwind in allow_threads which can cause fatal crashes. #1989 Fix build failure on PyPy when abi3 features are activated. #1991 Fix mingw platform detection. #1993 Fix panic in __get__ implementation when accessing descriptor on type object. #1997","breadcrumbs":"CHANGELOG » Fixed","id":"429","title":"Fixed"},"43":{"body":"The Rust compiler will not permit implementation of traits for types outside of the crate where the type is defined. (This is known as the \"orphan rule\".) Given a type OtherError which is defined in third-party code, there are two main strategies available to integrate it with PyO3: Create a newtype wrapper, e.g. MyOtherError. Then implement From for PyErr (or PyErrArguments), as well as From for MyOtherError. Use Rust's Result combinators such as map_err to write code freely to convert OtherError into whatever is needed. This requires boilerplate at every usage however gives unlimited flexibility. To detail the newtype strategy a little further, the key trick is to return Result from the #[pyfunction]. This means that PyO3 will make use of From for PyErr to create Python exceptions while the #[pyfunction] implementation can use ? to convert OtherError to MyOtherError automatically. The following example demonstrates this for some imaginary third-party crate some_crate with a function get_x returning Result: # mod some_crate {\n# pub struct OtherError(());\n# impl OtherError {\n# pub fn message(&self) -> &'static str { \"some error occurred\" }\n# }\n# pub fn get_x() -> Result { Ok(5) }\n# } use pyo3::prelude::*;\nuse pyo3::exceptions::PyValueError;\nuse some_crate::{OtherError, get_x}; struct MyOtherError(OtherError); impl From for PyErr { fn from(error: MyOtherError) -> Self { PyValueError::new_err(error.0.message()) }\n} impl From for MyOtherError { fn from(other: OtherError) -> Self { Self(other) }\n} #[pyfunction]\nfn wrapped_get_x() -> Result { // get_x is a function returning Result let x: i32 = get_x()?; Ok(x)\n} # fn main() {\n# Python::with_gil(|py| {\n# let fun = pyo3::wrap_pyfunction_bound!(wrapped_get_x, py).unwrap();\n# let value: usize = fun.call0().unwrap().extract().unwrap();\n# assert_eq!(value, 5);\n# });\n# }","breadcrumbs":"Using Rust from Python » Python functions » Error handling » Foreign Rust error types","id":"43","title":"Foreign Rust error types"},"430":{"body":"","breadcrumbs":"CHANGELOG » 0.15.0 - 2021-11-03","id":"430","title":"0.15.0 - 2021-11-03"},"431":{"body":"pyo3's Cargo.toml now advertises links = \"python\" to inform Cargo that it links against libpython . #1819 Added optional anyhow feature to convert anyhow::Error into PyErr. #1822 Support Python 3.10. #1889 Added optional eyre feature to convert eyre::Report into PyErr. #1893 Support PyPy 3.8. #1948","breadcrumbs":"CHANGELOG » Packaging","id":"431","title":"Packaging"},"432":{"body":"Add PyList::get_item_unchecked and PyTuple::get_item_unchecked to get items without bounds checks. #1733 Support #[doc = include_str!(...)] attributes on Rust 1.54 and up. #1746 Add PyAny::py as a convenience for PyNativeType::py. #1751 Add implementation of std::ops::Index for PyList, PyTuple and PySequence. #1825 Add range indexing implementations of std::ops::Index for PyList, PyTuple and PySequence. #1829 Add PyMapping type to represent the Python mapping protocol. #1844 Add commonly-used sequence methods to PyList and PyTuple. #1849 Add as_sequence methods to PyList and PyTuple. #1860 Add support for magic methods in #[pymethods], intended as a replacement for #[pyproto]. #1864 Add abi3-py310 feature. #1889 Add PyCFunction::new_closure to create a Python function from a Rust closure. #1901 Add support for positional-only arguments in #[pyfunction]. #1925 Add PyErr::take to attempt to fetch a Python exception if present. #1957","breadcrumbs":"CHANGELOG » Added","id":"432","title":"Added"},"433":{"body":"PyList, PyTuple and PySequence's APIs now accepts only usize indices instead of isize. #1733 , #1802 , #1803 PyList::get_item and PyTuple::get_item now return PyResult<&PyAny> instead of panicking. #1733 PySequence::in_place_repeat and PySequence::in_place_concat now return PyResult<&PySequence> instead of PyResult<()>, which is needed in case of immutable sequences such as tuples. #1803 PySequence::get_slice now returns PyResult<&PySequence> instead of PyResult<&PyAny>. #1829 Deprecate PyTuple::split_from. #1804 Deprecate PyTuple::slice, new method PyTuple::get_slice added with usize indices. #1828 Deprecate FFI definitions PyParser_SimpleParseStringFlags, PyParser_SimpleParseStringFlagsFilename, PyParser_SimpleParseFileFlags when building for Python 3.9. #1830 Mark FFI definitions removed in Python 3.10 PyParser_ASTFromString, PyParser_ASTFromStringObject, PyParser_ASTFromFile, PyParser_ASTFromFileObject, PyParser_SimpleParseStringFlags, PyParser_SimpleParseStringFlagsFilename, PyParser_SimpleParseFileFlags, PyParser_SimpleParseString, PyParser_SimpleParseFile, Py_SymtableString, and Py_SymtableStringObject. #1830 #[pymethods] now handles magic methods similarly to #[pyproto]. In the future, #[pyproto] may be deprecated. #1864 Deprecate FFI definitions PySys_AddWarnOption, PySys_AddWarnOptionUnicode and PySys_HasWarnOptions. #1887 Deprecate #[call] attribute in favor of using fn __call__. #1929 Fix missing FFI definition _PyImport_FindExtensionObject on Python 3.10. #1942 Change PyErr::fetch to panic in debug mode if no exception is present. #1957","breadcrumbs":"CHANGELOG » Changed","id":"433","title":"Changed"},"434":{"body":"Fix building with a conda environment on Windows. #1873 Fix panic on Python 3.6 when calling Python::with_gil with Python initialized but threading not initialized. #1874 Fix incorrect linking to version-specific DLL instead of python3.dll when cross-compiling to Windows with abi3. #1880 Fix FFI definition for PyTuple_ClearFreeList incorrectly being present for Python 3.9 and up. #1887 Fix panic in generated #[derive(FromPyObject)] for enums. #1888 Fix cross-compiling to Python 3.7 builds with the \"m\" abi flag. #1908 Fix __mod__ magic method fallback to __rmod__. #1934 . Fix missing FFI definition _PyImport_FindExtensionObject on Python 3.10. #1942","breadcrumbs":"CHANGELOG » Fixed","id":"434","title":"Fixed"},"435":{"body":"","breadcrumbs":"CHANGELOG » 0.14.5 - 2021-09-05","id":"435","title":"0.14.5 - 2021-09-05"},"436":{"body":"Make pyo3_build_config::InterpreterConfig and subfields public. #1848 Add resolve-config feature to the pyo3-build-config to control whether its build script does anything. #1856","breadcrumbs":"CHANGELOG » Added","id":"436","title":"Added"},"437":{"body":"Fix 0.14.4 compile regression on s390x-unknown-linux-gnu target. #1850","breadcrumbs":"CHANGELOG » Fixed","id":"437","title":"Fixed"},"438":{"body":"","breadcrumbs":"CHANGELOG » 0.14.4 - 2021-08-29","id":"438","title":"0.14.4 - 2021-08-29"},"439":{"body":"Mark PyString::data as unsafe and disable it and some supporting PyUnicode FFI APIs (which depend on a C bitfield) on big-endian targets. #1834","breadcrumbs":"CHANGELOG » Changed","id":"439","title":"Changed"},"44":{"body":"PyO3 exposes a group of attributes powered by Rust's proc macro system for defining Python classes as Rust structs. The main attribute is #[pyclass], which is placed upon a Rust struct or enum to generate a Python type for it. They will usually also have one #[pymethods]-annotated impl block for the struct, which is used to define Python methods and constants for the generated Python type. (If the multiple-pymethods feature is enabled, each #[pyclass] is allowed to have multiple #[pymethods] blocks.) #[pymethods] may also have implementations for Python magic methods such as __str__. This chapter will discuss the functionality and configuration these attributes offer. Below is a list of links to the relevant section of this chapter for each: #[pyclass] #[pyo3(get, set)] #[pymethods] #[new] #[getter] #[setter] #[staticmethod] #[classmethod] #[classattr] #[args] Magic methods and slots Classes as function arguments","breadcrumbs":"Using Rust from Python » Python classes » Python classes","id":"44","title":"Python classes"},"440":{"body":"","breadcrumbs":"CHANGELOG » 0.14.3 - 2021-08-22","id":"440","title":"0.14.3 - 2021-08-22"},"441":{"body":"Add PyString::data to access the raw bytes stored in a Python string. #1794","breadcrumbs":"CHANGELOG » Added","id":"441","title":"Added"},"442":{"body":"Raise AttributeError to avoid panic when calling del on a #[setter] defined class property. #1779 Restrict FFI definitions PyGILState_Check and Py_tracefunc to the unlimited API. #1787 Add missing _type field to PyStatus struct definition. #1791 Reduce lower bound num-complex optional dependency to support interop with rust-numpy and ndarray when building with the MSRV of 1.41 #1799 Fix memory leak in Python::run_code. #1806 Fix memory leak in PyModule::from_code. #1810 Remove use of pyo3:: in pyo3::types::datetime which broke builds using -Z avoid-dev-deps #1811","breadcrumbs":"CHANGELOG » Fixed","id":"442","title":"Fixed"},"443":{"body":"","breadcrumbs":"CHANGELOG » 0.14.2 - 2021-08-09","id":"443","title":"0.14.2 - 2021-08-09"},"444":{"body":"Add indexmap feature to add ToPyObject, IntoPy and FromPyObject implementations for indexmap::IndexMap. #1728 Add pyo3_build_config::add_extension_module_link_args to use in build scripts to set linker arguments (for macOS). #1755 Add Python::with_gil_unchecked unsafe variation of Python::with_gil to allow obtaining a Python in scenarios where Python::with_gil would fail. #1769","breadcrumbs":"CHANGELOG » Added","id":"444","title":"Added"},"445":{"body":"PyErr::new no longer acquires the Python GIL internally. #1724 Reverted PyO3 0.14.0's use of cargo:rustc-cdylib-link-arg in its build script, as Cargo unintentionally allowed crates to pass linker args to downstream crates in this way. Projects supporting macOS may need to restore .cargo/config.toml files. #1755","breadcrumbs":"CHANGELOG » Changed","id":"445","title":"Changed"},"446":{"body":"Fix regression in 0.14.0 rejecting usage of #[doc(hidden)] on structs and functions annotated with PyO3 macros. #1722 Fix regression in 0.14.0 leading to incorrect code coverage being computed for #[pyfunction]s. #1726 Fix incorrect FFI definition of Py_Buffer on PyPy. #1737 Fix incorrect calculation of dictoffset on 32-bit Windows. #1475 Fix regression in 0.13.2 leading to linking to incorrect Python library on Windows \"gnu\" targets. #1759 Fix compiler warning: deny trailing semicolons in expression macro. #1762 Fix incorrect FFI definition of Py_DecodeLocale. The 2nd argument is now *mut Py_ssize_t instead of Py_ssize_t. #1766","breadcrumbs":"CHANGELOG » Fixed","id":"446","title":"Fixed"},"447":{"body":"","breadcrumbs":"CHANGELOG » 0.14.1 - 2021-07-04","id":"447","title":"0.14.1 - 2021-07-04"},"448":{"body":"Implement IntoPy for &PathBuf and &OsString. #1712","breadcrumbs":"CHANGELOG » Added","id":"448","title":"Added"},"449":{"body":"Fix crashes on PyPy due to incorrect definitions of PyList_SET_ITEM. #1713","breadcrumbs":"CHANGELOG » Fixed","id":"449","title":"Fixed"},"45":{"body":"To define a custom Python class, add the #[pyclass] attribute to a Rust struct or enum. # #![allow(dead_code)]\nuse pyo3::prelude::*; #[pyclass]\nstruct MyClass { inner: i32,\n} // A \"tuple\" struct\n#[pyclass]\nstruct Number(i32); // PyO3 supports unit-only enums (which contain only unit variants)\n// These simple enums behave similarly to Python's enumerations (enum.Enum)\n#[pyclass(eq, eq_int)]\n#[derive(PartialEq)]\nenum MyEnum { Variant, OtherVariant = 30, // PyO3 supports custom discriminants.\n} // PyO3 supports custom discriminants in unit-only enums\n#[pyclass(eq, eq_int)]\n#[derive(PartialEq)]\nenum HttpResponse { Ok = 200, NotFound = 404, Teapot = 418, // ...\n} // PyO3 also supports enums with Struct and Tuple variants\n// These complex enums have sligtly different behavior from the simple enums above\n// They are meant to work with instance checks and match statement patterns\n// The variants can be mixed and matched\n// Struct variants have named fields while tuple enums generate generic names for fields in order _0, _1, _2, ...\n// Apart from this both types are functionally identical\n#[pyclass]\nenum Shape { Circle { radius: f64 }, Rectangle { width: f64, height: f64 }, RegularPolygon(u32, f64), Nothing(),\n} The above example generates implementations for PyTypeInfo and PyClass for MyClass, Number, MyEnum, HttpResponse, and Shape. To see these generated implementations, refer to the implementation details at the end of this chapter.","breadcrumbs":"Using Rust from Python » Python classes » Defining a new class","id":"45","title":"Defining a new class"},"450":{"body":"","breadcrumbs":"CHANGELOG » 0.14.0 - 2021-07-03","id":"450","title":"0.14.0 - 2021-07-03"},"451":{"body":"Update num-bigint optional dependency to 0.4. #1481 Update num-complex optional dependency to 0.4. #1482 Extend hashbrown optional dependency supported versions to include 0.11. #1496 Support PyPy 3.7. #1538","breadcrumbs":"CHANGELOG » Packaging","id":"451","title":"Packaging"},"452":{"body":"Extend conversions for [T; N] to all N using const generics (on Rust 1.51 and up). #1128 Add conversions between OsStr/ OsString and Python strings. #1379 Add conversions between Path/ PathBuf and Python strings (and pathlib.Path objects). #1379 #1654 Add a new set of #[pyo3(...)] attributes to control various PyO3 macro functionality: #[pyo3(from_py_with = \"...\")] function arguments and struct fields to override the default from-Python conversion. #1411 #[pyo3(name = \"...\")] for setting Python names. #1567 #[pyo3(text_signature = \"...\")] for setting text signature. #1658 Add FFI definition PyCFunction_CheckExact for Python 3.9 and later. #1425 Add FFI definition Py_IS_TYPE. #1429 Add FFI definition _Py_InitializeMain. #1473 Add FFI definitions from cpython/import.h. #1475 Add tuple and unit struct support for #[pyclass] macro. #1504 Add FFI definition PyDateTime_TimeZone_UTC. #1572 Add support for #[pyclass(extends=Exception)]. #1591 Add PyErr::cause and PyErr::set_cause. #1679 Add FFI definitions from cpython/pystate.h. #1687 Add wrap_pyfunction! macro to pyo3::prelude. #1695","breadcrumbs":"CHANGELOG » Added","id":"452","title":"Added"},"453":{"body":"Allow only one #[pymethods] block per #[pyclass] by default, to remove the dependency on inventory. Add a multiple-pymethods feature to opt-in the original behavior and dependency on inventory. #1457 Change PyTimeAccess::get_fold to return a bool instead of a u8. #1397 Deprecate FFI definition PyCFunction_Call for Python 3.9 and up. #1425 Deprecate FFI definition PyModule_GetFilename. #1425 The auto-initialize feature is no longer enabled by default. #1443 Change PyCFunction::new and PyCFunction::new_with_keywords to take &'static str arguments rather than implicitly copying (and leaking) them. #1450 Deprecate PyModule::call, PyModule::call0, PyModule::call1 and PyModule::get. #1492 Add length information to PyBufferErrors raised from PyBuffer::copy_to_slice and PyBuffer::copy_from_slice. #1534 Automatically set -undefined and dynamic_lookup linker arguments on macOS with the extension-module feature. #1539 Deprecate #[pyproto] methods which are easier to implement as #[pymethods]: #1560 PyBasicProtocol::__bytes__ and PyBasicProtocol::__format__ PyContextProtocol::__enter__ and PyContextProtocol::__exit__ PyDescrProtocol::__delete__ and PyDescrProtocol::__set_name__ PyMappingProtocol::__reversed__ PyNumberProtocol::__complex__ and PyNumberProtocol::__round__ PyAsyncProtocol::__aenter__ and PyAsyncProtocol::__aexit__ Deprecate several attributes in favor of the new #[pyo3(...)] options: #[name = \"...\"], replaced by #[pyo3(name = \"...\")] #1567 #[pyfn(m, \"name\")], replaced by #[pyfn(m)] #[pyo3(name = \"...\")]. #1610 #[pymodule(name)], replaced by #[pymodule] #[pyo3(name = \"...\")] #1650 #[text_signature = \"...\"], replaced by #[pyo3(text_signature = \"...\")]. #1658 Reduce LLVM line counts to improve compilation times. #1604 No longer call PyEval_InitThreads in #[pymodule] init code. #1630 Use METH_FASTCALL argument passing convention, when possible, to improve #[pyfunction] and method performance. #1619 , #1660 Filter sysconfigdata candidates by architecture when cross-compiling. #1626","breadcrumbs":"CHANGELOG » Changed","id":"453","title":"Changed"},"454":{"body":"Remove deprecated exception names BaseException etc. #1426 Remove deprecated methods Python::is_instance, Python::is_subclass, Python::release, Python::xdecref, and Py::from_owned_ptr_or_panic. #1426 Remove many FFI definitions which never existed in the Python C-API: (previously deprecated) PyGetSetDef_INIT, PyGetSetDef_DICT, PyCoro_Check, PyCoroWrapper_Check, and PyAsyncGen_Check #1426 PyMethodDef_INIT #1426 PyTypeObject_INIT #1429 PyObject_Check, PySuper_Check, and FreeFunc #1438 PyModuleDef_INIT #1630 Remove pyclass implementation details from PyTypeInfo: Type, DESCRIPTION, and FLAGS #1456 BaseType, BaseLayout, Layout, Initializer #1596 Remove PYO3_CROSS_INCLUDE_DIR environment variable and the associated C header parsing functionality. #1521 Remove raw_pycfunction! macro. #1619 Remove PyClassAlloc trait. #1657 Remove PyList::get_parked_item. #1664","breadcrumbs":"CHANGELOG » Removed","id":"454","title":"Removed"},"455":{"body":"Remove FFI definition PyCFunction_ClearFreeList for Python 3.9 and later. #1425 PYO3_CROSS_LIB_DIR environment variable no long required when compiling for x86-64 Python from macOS arm64 and reverse. #1428 Fix FFI definition _PyEval_RequestCodeExtraIndex, which took an argument of the wrong type. #1429 Fix FFI definition PyIndex_Check missing with the abi3 feature. #1436 Fix incorrect TypeError raised when keyword-only argument passed along with a positional argument in *args. #1440 Fix inability to use a named lifetime for &PyTuple of *args in #[pyfunction]. #1440 Fix use of Python argument for #[pymethods] inside macro expansions. #1505 No longer include __doc__ in __all__ generated for #[pymodule]. #1509 Always use cross-compiling configuration if any of the PYO3_CROSS family of environment variables are set. #1514 Support EnvironmentError, IOError, and WindowsError on PyPy. #1533 Fix unnecessary rebuilds when cycling between cargo check and cargo clippy in a Python virtualenv. #1557 Fix segfault when dereferencing ffi::PyDateTimeAPI without the GIL. #1563 Fix memory leak in FromPyObject implementations for u128 and i128. #1638 Fix #[pyclass(extends=PyDict)] leaking the dict contents on drop. #1657 Fix segfault when calling PyList::get_item with negative indices. #1668 Fix FFI definitions of PyEval_SetProfile/PyEval_SetTrace to take Option parameters. #1692 Fix ToPyObject impl for HashSet to accept non-default hashers. #1702","breadcrumbs":"CHANGELOG » Fixed","id":"455","title":"Fixed"},"456":{"body":"","breadcrumbs":"CHANGELOG » 0.13.2 - 2021-02-12","id":"456","title":"0.13.2 - 2021-02-12"},"457":{"body":"Lower minimum supported Rust version to 1.41. #1421","breadcrumbs":"CHANGELOG » Packaging","id":"457","title":"Packaging"},"458":{"body":"Add unsafe API with_embedded_python_interpreter to initialize a Python interpreter, execute a closure, and finalize the interpreter. #1355 Add serde feature which provides implementations of Serialize and Deserialize for Py. #1366 Add FFI definition _PyCFunctionFastWithKeywords on Python 3.7 and up. #1384 Add PyDateTime::new_with_fold method. #1398 Add size_hint impls for {PyDict,PyList,PySet,PyTuple}Iterators. #1699","breadcrumbs":"CHANGELOG » Added","id":"458","title":"Added"},"459":{"body":"prepare_freethreaded_python will no longer register an atexit handler to call Py_Finalize. This resolves a number of issues with incompatible C extensions causing crashes at finalization. #1355 Mark PyLayout::py_init, PyClassDict::clear_dict, and opt_to_pyobj safe, as they do not perform any unsafe operations. #1404","breadcrumbs":"CHANGELOG » Changed","id":"459","title":"Changed"},"46":{"body":"To integrate Rust types with Python, PyO3 needs to place some restrictions on the types which can be annotated with #[pyclass]. In particular, they must have no lifetime parameters, no generic parameters, and must implement Send. The reason for each of these is explained below. No lifetime parameters Rust lifetimes are used by the Rust compiler to reason about a program's memory safety. They are a compile-time only concept; there is no way to access Rust lifetimes at runtime from a dynamic language like Python. As soon as Rust data is exposed to Python, there is no guarantee that the Rust compiler can make on how long the data will live. Python is a reference-counted language and those references can be held for an arbitrarily long time which is untraceable by the Rust compiler. The only possible way to express this correctly is to require that any #[pyclass] does not borrow data for any lifetime shorter than the 'static lifetime, i.e. the #[pyclass] cannot have any lifetime parameters. When you need to share ownership of data between Python and Rust, instead of using borrowed references with lifetimes consider using reference-counted smart pointers such as Arc or Py . No generic parameters A Rust struct Foo with a generic parameter T generates new compiled implementations each time it is used with a different concrete type for T. These new implementations are generated by the compiler at each usage site. This is incompatible with wrapping Foo in Python, where there needs to be a single compiled implementation of Foo which is integrated with the Python interpreter. Currently, the best alternative is to write a macro which expands to a new #[pyclass] for each instantiation you want: # #![allow(dead_code)]\nuse pyo3::prelude::*; struct GenericClass { data: T,\n} macro_rules! create_interface { ($name: ident, $type: ident) => { #[pyclass] pub struct $name { inner: GenericClass<$type>, } #[pymethods] impl $name { #[new] pub fn new(data: $type) -> Self { Self { inner: GenericClass { data: data }, } } } };\n} create_interface!(IntClass, i64);\ncreate_interface!(FloatClass, String); Must be Send Because Python objects are freely shared between threads by the Python interpreter, there is no guarantee which thread will eventually drop the object. Therefore all types annotated with #[pyclass] must implement Send (unless annotated with #[pyclass(unsendable)] ).","breadcrumbs":"Using Rust from Python » Python classes » Restrictions","id":"46","title":"Restrictions"},"460":{"body":"Fix support for using r#raw_idents as argument names in pyfunctions. #1383 Fix typo in FFI definition for PyFunction_GetCode (was incorrectly PyFunction_Code). #1387 Fix FFI definitions PyMarshal_WriteObjectToString and PyMarshal_ReadObjectFromString as available in limited API. #1387 Fix FFI definitions PyListObject and those from funcobject.h as requiring non-limited API. #1387 Fix unqualified Result usage in pyobject_native_type_base. #1402 Fix build on systems where the default Python encoding is not UTF-8. #1405 Fix build on mingw / MSYS2. #1423","breadcrumbs":"CHANGELOG » Fixed","id":"460","title":"Fixed"},"461":{"body":"","breadcrumbs":"CHANGELOG » 0.13.1 - 2021-01-10","id":"461","title":"0.13.1 - 2021-01-10"},"462":{"body":"Add support for #[pyclass(dict)] and #[pyclass(weakref)] with the abi3 feature on Python 3.9 and up. #1342 Add FFI definitions PyOS_BeforeFork, PyOS_AfterFork_Parent, PyOS_AfterFork_Child for Python 3.7 and up. #1348 Add an auto-initialize feature to control whether PyO3 should automatically initialize an embedded Python interpreter. For compatibility this feature is enabled by default in PyO3 0.13.1, but is planned to become opt-in from PyO3 0.14.0. #1347 Add support for cross-compiling to Windows without needing PYO3_CROSS_INCLUDE_DIR. #1350","breadcrumbs":"CHANGELOG » Added","id":"462","title":"Added"},"463":{"body":"Deprecate FFI definitions PyEval_CallObjectWithKeywords, PyEval_CallObject, PyEval_CallFunction, PyEval_CallMethod when building for Python 3.9. #1338 Deprecate FFI definitions PyGetSetDef_DICT and PyGetSetDef_INIT which have never been in the Python API. #1341 Deprecate FFI definitions PyGen_NeedsFinalizing, PyImport_Cleanup (removed in 3.9), and PyOS_InitInterrupts (3.10). #1348 Deprecate FFI definition PyOS_AfterFork for Python 3.7 and up. #1348 Deprecate FFI definitions PyCoro_Check, PyAsyncGen_Check, and PyCoroWrapper_Check, which have never been in the Python API (for the first two, it is possible to use PyCoro_CheckExact and PyAsyncGen_CheckExact instead; these are the actual functions provided by the Python API). #1348 Deprecate FFI definitions for PyUnicode_FromUnicode, PyUnicode_AsUnicode and PyUnicode_AsUnicodeAndSize, which will be removed from 3.12 and up due to PEP 623 . #1370","breadcrumbs":"CHANGELOG » Deprecated","id":"463","title":"Deprecated"},"464":{"body":"Remove FFI definition PyFrame_ClearFreeList when building for Python 3.9. #1341 Remove FFI definition _PyDict_Contains when building for Python 3.10. #1341 Remove FFI definitions PyGen_NeedsFinalizing and PyImport_Cleanup (for 3.9 and up), and PyOS_InitInterrupts (3.10). #1348","breadcrumbs":"CHANGELOG » Removed","id":"464","title":"Removed"},"465":{"body":"Stop including Py_TRACE_REFS config setting automatically if Py_DEBUG is set on Python 3.8 and up. #1334 Remove #[deny(warnings)] attribute (and instead refuse warnings only in CI). #1340 Fix deprecation warning for missing __module__ with #[pyclass]. #1343 Correct return type of PyFrozenSet::empty to &PyFrozenSet (was incorrectly &PySet). #1351 Fix missing Py_INCREF on heap type objects on Python versions before 3.8. #1365","breadcrumbs":"CHANGELOG » Fixed","id":"465","title":"Fixed"},"466":{"body":"","breadcrumbs":"CHANGELOG » 0.13.0 - 2020-12-22","id":"466","title":"0.13.0 - 2020-12-22"},"467":{"body":"Drop support for Python 3.5 (as it is now end-of-life). #1250 Bump minimum supported Rust version to 1.45. #1272 Bump indoc dependency to 1.0. #1272 Bump paste dependency to 1.0. #1272 Rename internal crates pyo3cls and pyo3-derive-backend to pyo3-macros and pyo3-macros-backend respectively. #1317","breadcrumbs":"CHANGELOG » Packaging","id":"467","title":"Packaging"},"468":{"body":"Add support for building for CPython limited API. Opting-in to the limited API enables a single extension wheel built with PyO3 to be installable on multiple Python versions. This required a few minor changes to runtime behavior of of PyO3 #[pyclass] types. See the migration guide for full details. #1152 Add feature flags abi3-py36, abi3-py37, abi3-py38 etc. to set the minimum Python version when using the limited API. #1263 Add argument names to TypeError messages generated by pymethod wrappers. #1212 Add FFI definitions for PEP 587 \"Python Initialization Configuration\". #1247 Add FFI definitions for PyEval_SetProfile and PyEval_SetTrace. #1255 Add FFI definitions for context.h functions (PyContext_New, etc). #1259 Add PyAny::is_instance method. #1276 Add support for conversion between char and PyString. #1282 Add FFI definitions for PyBuffer_SizeFromFormat, PyObject_LengthHint, PyObject_CallNoArgs, PyObject_CallOneArg, PyObject_CallMethodNoArgs, PyObject_CallMethodOneArg, PyObject_VectorcallDict, and PyObject_VectorcallMethod. #1287 Add conversions between u128/i128 and PyLong for PyPy. #1310 Add Python::version and Python::version_info to get the running interpreter version. #1322 Add conversions for tuples of length 10, 11, and 12. #1454","breadcrumbs":"CHANGELOG » Added","id":"468","title":"Added"},"469":{"body":"Change return type of PyType::name from Cow to PyResult<&str>. #1152 #[pyclass(subclass)] is now required for subclassing from Rust (was previously just required for subclassing from Python). #1152 Change PyIterator to be consistent with other native types: it is now used as &PyIterator instead of PyIterator<'a>. #1176 Change formatting of PyDowncastError messages to be closer to Python's builtin error messages. #1212 Change Debug and Display impls for PyException to be consistent with PyAny. #1275 Change Debug impl of PyErr to output more helpful information (acquiring the GIL if necessary). #1275 Rename PyTypeInfo::is_instance and PyTypeInfo::is_exact_instance to PyTypeInfo::is_type_of and PyTypeInfo::is_exact_type_of. #1278 Optimize PyAny::call0, Py::call0 and PyAny::call_method0 and Py::call_method0 on Python 3.9 and up. #1287 Require double-quotes for pyclass name argument e.g #[pyclass(name = \"MyClass\")]. #1303","breadcrumbs":"CHANGELOG » Changed","id":"469","title":"Changed"},"47":{"body":"By default, it is not possible to create an instance of a custom class from Python code. To declare a constructor, you need to define a method and annotate it with the #[new] attribute. Only Python's __new__ method can be specified, __init__ is not available. # #![allow(dead_code)]\n# use pyo3::prelude::*;\n# #[pyclass]\n# struct Number(i32);\n#\n#[pymethods]\nimpl Number { #[new] fn new(value: i32) -> Self { Number(value) }\n} Alternatively, if your new method may fail you can return PyResult. # #![allow(dead_code)]\n# use pyo3::prelude::*;\n# use pyo3::exceptions::PyValueError;\n# #[pyclass]\n# struct Nonzero(i32);\n#\n#[pymethods]\nimpl Nonzero { #[new] fn py_new(value: i32) -> PyResult { if value == 0 { Err(PyValueError::new_err(\"cannot be zero\")) } else { Ok(Nonzero(value)) } }\n} If you want to return an existing object (for example, because your new method caches the values it returns), new can return pyo3::Py. As you can see, the Rust method name is not important here; this way you can still, use new() for a Rust-level constructor. If no method marked with #[new] is declared, object instances can only be created from Rust, but not from Python. For arguments, see the Method arguments section below.","breadcrumbs":"Using Rust from Python » Python classes » Constructor","id":"47","title":"Constructor"},"470":{"body":"Deprecate Python::is_instance, Python::is_subclass, Python::release, and Python::xdecref. #1292","breadcrumbs":"CHANGELOG » Deprecated","id":"470","title":"Deprecated"},"471":{"body":"Remove deprecated ffi definitions PyUnicode_AsUnicodeCopy, PyUnicode_GetMax, _Py_CheckRecursionLimit, PyObject_AsCharBuffer, PyObject_AsReadBuffer, PyObject_CheckReadBuffer and PyObject_AsWriteBuffer, which will be removed in Python 3.10. #1217 Remove unused python3 feature. #1235","breadcrumbs":"CHANGELOG » Removed","id":"471","title":"Removed"},"472":{"body":"Fix missing field in PyCodeObject struct (co_posonlyargcount) - caused invalid access to other fields in Python >3.7. #1260 Fix building for x86_64-unknown-linux-musl target from x86_64-unknown-linux-gnu host. #1267 Fix #[text_signature] interacting badly with rust r#raw_identifiers. #1286 Fix FFI definitions for PyObject_Vectorcall and PyVectorcall_Call. #1287 Fix building with Anaconda python inside a virtualenv. #1290 Fix definition of opaque FFI types. #1312 Fix using custom error type in pyclass #[new] methods. #1319","breadcrumbs":"CHANGELOG » Fixed","id":"472","title":"Fixed"},"473":{"body":"","breadcrumbs":"CHANGELOG » 0.12.4 - 2020-11-28","id":"473","title":"0.12.4 - 2020-11-28"},"474":{"body":"Fix reference count bug in implementation of From> for PyObject, a regression introduced in PyO3 0.12. #1297","breadcrumbs":"CHANGELOG » Fixed","id":"474","title":"Fixed"},"475":{"body":"","breadcrumbs":"CHANGELOG » 0.12.3 - 2020-10-12","id":"475","title":"0.12.3 - 2020-10-12"},"476":{"body":"Fix support for Rust versions 1.39 to 1.44, broken by an incorrect internal update to paste 1.0 which was done in PyO3 0.12.2. #1234","breadcrumbs":"CHANGELOG » Fixed","id":"476","title":"Fixed"},"477":{"body":"","breadcrumbs":"CHANGELOG » 0.12.2 - 2020-10-12","id":"477","title":"0.12.2 - 2020-10-12"},"478":{"body":"Add support for keyword-only arguments without default values in #[pyfunction]. #1209 Add Python::check_signals as a safe a wrapper for PyErr_CheckSignals. #1214","breadcrumbs":"CHANGELOG » Added","id":"478","title":"Added"},"479":{"body":"Fix invalid document for protocol methods. #1169 Hide docs of PyO3 private implementation details in pyo3::class::methods. #1169 Fix unnecessary rebuild on PATH changes when the python interpreter is provided by PYO3_PYTHON. #1231","breadcrumbs":"CHANGELOG » Fixed","id":"479","title":"Fixed"},"48":{"body":"The next step is to create the module initializer and add our class to it: # #![allow(dead_code)]\n# use pyo3::prelude::*;\n# #[pyclass]\n# struct Number(i32);\n#\n#[pymodule]\nfn my_module(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_class::()?; Ok(())\n}","breadcrumbs":"Using Rust from Python » Python classes » Adding the class to a module","id":"48","title":"Adding the class to a module"},"480":{"body":"","breadcrumbs":"CHANGELOG » 0.12.1 - 2020-09-16","id":"480","title":"0.12.1 - 2020-09-16"},"481":{"body":"Fix building for a 32-bit Python on 64-bit Windows with a 64-bit Rust toolchain. #1179 Fix building on platforms where c_char is u8. #1182","breadcrumbs":"CHANGELOG » Fixed","id":"481","title":"Fixed"},"482":{"body":"","breadcrumbs":"CHANGELOG » 0.12.0 - 2020-09-12","id":"482","title":"0.12.0 - 2020-09-12"},"483":{"body":"Add FFI definitions Py_FinalizeEx, PyOS_getsig, and PyOS_setsig. #1021 Add PyString::to_str for accessing PyString as &str. #1023 Add Python::with_gil for executing a closure with the Python GIL. #1037 Add type information to failures in PyAny::downcast. #1050 Implement Debug for PyIterator. #1051 Add PyBytes::new_with and PyByteArray::new_with for initialising bytes and bytearray objects using a closure. #1074 Add #[derive(FromPyObject)] macro for enums and structs. #1065 Add Py::as_ref and Py::into_ref for converting Py to &T. #1098 Add ability to return Result types other than PyResult from #[pyfunction], #[pymethod] and #[pyproto] functions. #1106 . Implement ToPyObject, IntoPy, and FromPyObject for hashbrown 's HashMap and HashSet types (requires the hashbrown feature). #1114 Add #[pyfunction(pass_module)] and #[pyfn(pass_module)] to pass the module object as the first function argument. #1143 Add PyModule::add_function and PyModule::add_submodule as typed alternatives to PyModule::add_wrapped. #1143 Add native PyCFunction and PyFunction types. #1163","breadcrumbs":"CHANGELOG » Added","id":"483","title":"Added"},"484":{"body":"Rework exception types: #1024 #1115 Rename exception types from e.g. RuntimeError to PyRuntimeError. The old names continue to exist but are deprecated. Exception objects are now accessible as &T or Py, just like other Python-native types. Rename PyException::py_err to PyException::new_err. Rename PyUnicodeDecodeErr::new_err to PyUnicodeDecodeErr::new. Remove PyStopIteration::stop_iteration. Require T: Send for the return value T of Python::allow_threads. #1036 Rename PYTHON_SYS_EXECUTABLE to PYO3_PYTHON. The old name will continue to work (undocumented) but will be removed in a future release. #1039 Remove unsafe from signature of PyType::as_type_ptr. #1047 Change return type of PyIterator::from_object to PyResult (was Result). #1051 IntoPy is no longer implied by FromPy. #1063 Change PyObject to be a type alias for Py. #1063 Rework PyErr to be compatible with the std::error::Error trait: #1067 #1115 Implement Display, Error, Send and Sync for PyErr and PyErrArguments. Add PyErr::instance for accessing PyErr as &PyBaseException. PyErr's fields are now an implementation detail. The equivalent values can be accessed with PyErr::ptype, PyErr::pvalue and PyErr::ptraceback. Change receiver of PyErr::print and PyErr::print_and_set_sys_last_vars to &self (was self). Remove PyErrValue, PyErr::from_value, PyErr::into_normalized, and PyErr::normalize. Remove PyException::into. Remove Into> for PyErr and PyException. Change methods generated by #[pyproto] to return NotImplemented if Python should try a reversed operation. # 1072 Change argument to PyModule::add to impl IntoPy (was impl ToPyObject). # 1124","breadcrumbs":"CHANGELOG » Changed","id":"484","title":"Changed"},"485":{"body":"Remove many exception and PyErr APIs; see the \"changed\" section above. #1024 #1067 #1115 Remove PyString::to_string (use new PyString::to_str). #1023 Remove PyString::as_bytes. #1023 Remove Python::register_any. #1023 Remove GILGuard::acquire from the public API. Use Python::acquire_gil or Python::with_gil. #1036 Remove the FromPy trait. #1063 Remove the AsPyRef trait. #1098","breadcrumbs":"CHANGELOG » Removed","id":"485","title":"Removed"},"486":{"body":"Correct FFI definitions Py_SetProgramName and Py_SetPythonHome to take *const arguments (was *mut). #1021 Fix FromPyObject for num_bigint::BigInt for Python objects with an __index__ method. #1027 Correct FFI definition _PyLong_AsByteArray to take *mut c_uchar argument (was *const c_uchar). #1029 Fix segfault with #[pyclass(dict, unsendable)]. #1058 #1059 Fix using &Self as an argument type for functions in a #[pymethods] block. #1071 Fix best-effort build against PyPy 3.6. #1092 Fix many cases of lifetime elision in #[pyproto] implementations. #1093 Fix detection of Python build configuration when cross-compiling. #1095 Always link against libpython on android with the extension-module feature. #1095 Fix the + operator not trying __radd__ when both __add__ and __radd__ are defined in PyNumberProtocol (and similar for all other reversible operators). #1107 Fix building with Anaconda python. #1175","breadcrumbs":"CHANGELOG » Fixed","id":"486","title":"Fixed"},"487":{"body":"","breadcrumbs":"CHANGELOG » 0.11.1 - 2020-06-30","id":"487","title":"0.11.1 - 2020-06-30"},"488":{"body":"#[pyclass(unsendable)]. #1009","breadcrumbs":"CHANGELOG » Added","id":"488","title":"Added"},"489":{"body":"Update parking_lot dependency to 0.11. #1010","breadcrumbs":"CHANGELOG » Changed","id":"489","title":"Changed"},"49":{"body":"Often is useful to turn a #[pyclass] type T into a Python object and access it from Rust code. The [Py] and [Bound<'py, T>] smart pointers are the ways to represent a Python object in PyO3's API. More detail can be found about them in the Python objects section of the guide. Most Python objects do not offer exclusive (&mut) access (see the section on Python's memory model ). However, Rust structs wrapped as Python objects (called pyclass types) often do need &mut access. Due to the GIL, PyO3 can guarantee exclusive access to them. The Rust borrow checker cannot reason about &mut references once an object's ownership has been passed to the Python interpreter. This means that borrow checking is done at runtime using with a scheme very similar to std::cell::RefCell. This is known as interior mutability . Users who are familiar with RefCell can use Py and Bound<'py, T> just like RefCell. For users who are not very familiar with RefCell, here is a reminder of Rust's rules of borrowing: At any given time, you can have either (but not both of) one mutable reference or any number of immutable references. References can never outlast the data they refer to. Py and Bound<'py, T>, like RefCell, ensure these borrowing rules by tracking references at runtime. # use pyo3::prelude::*;\n#[pyclass]\nstruct MyClass { #[pyo3(get)] num: i32,\n}\nPython::with_gil(|py| { let obj = Bound::new(py, MyClass { num: 3 }).unwrap(); { let obj_ref = obj.borrow(); // Get PyRef assert_eq!(obj_ref.num, 3); // You cannot get PyRefMut unless all PyRefs are dropped assert!(obj.try_borrow_mut().is_err()); } { let mut obj_mut = obj.borrow_mut(); // Get PyRefMut obj_mut.num = 5; // You cannot get any other refs until the PyRefMut is dropped assert!(obj.try_borrow().is_err()); assert!(obj.try_borrow_mut().is_err()); } // You can convert `Bound` to a Python object pyo3::py_run!(py, obj, \"assert obj.num == 5\");\n}); A Bound<'py, T> is restricted to the GIL lifetime 'py. To make the object longer lived (for example, to store it in a struct on the Rust side), use Py. Py needs a Python<'_> token to allow access: # use pyo3::prelude::*;\n#[pyclass]\nstruct MyClass { num: i32,\n} fn return_myclass() -> Py { Python::with_gil(|py| Py::new(py, MyClass { num: 1 }).unwrap())\n} let obj = return_myclass(); Python::with_gil(move |py| { let bound = obj.bind(py); // Py::bind returns &Bound<'py, MyClass> let obj_ref = bound.borrow(); // Get PyRef assert_eq!(obj_ref.num, 1);\n});","breadcrumbs":"Using Rust from Python » Python classes » Bound and interior mutability","id":"49","title":"Bound and interior mutability"},"490":{"body":"","breadcrumbs":"CHANGELOG » 0.11.0 - 2020-06-28","id":"490","title":"0.11.0 - 2020-06-28"},"491":{"body":"Support stable versions of Rust (>=1.39). #969 Add FFI definition PyObject_AsFileDescriptor. #938 Add PyByteArray::data, PyByteArray::as_bytes, and PyByteArray::as_bytes_mut. #967 Add GILOnceCell to use in situations where lazy_static or once_cell can deadlock. #975 Add Py::borrow, Py::borrow_mut, Py::try_borrow, and Py::try_borrow_mut for accessing #[pyclass] values. #976 Add IterNextOutput and IterANextOutput for returning from __next__ / __anext__. #997","breadcrumbs":"CHANGELOG » Added","id":"491","title":"Added"},"492":{"body":"Simplify internals of #[pyo3(get)] attribute. (Remove the hidden API GetPropertyValue.) #934 Call Py_Finalize at exit to flush buffers, etc. #943 Add type parameter to PyBuffer. # 951 Require Send bound for #[pyclass]. #966 Add Python argument to most methods on PyObject and Py to ensure GIL safety. #970 Change signature of PyTypeObject::type_object - now takes Python argument and returns &PyType. #970 Change return type of PyTuple::slice and PyTuple::split_from from Py to &PyTuple. #970 Change return type of PyTuple::as_slice to &[&PyAny]. #971 Rename PyTypeInfo::type_object to type_object_raw, and add Python argument. #975 Update num-complex optional dependendency from 0.2 to 0.3. #977 Update num-bigint optional dependendency from 0.2 to 0.3. #978 #[pyproto] is re-implemented without specialization. #961 PyClassAlloc::alloc is renamed to PyClassAlloc::new. #990 #[pyproto] methods can now have return value T or PyResult (previously only PyResult was supported). #996 #[pyproto] methods can now skip annotating the return type if it is (). #998","breadcrumbs":"CHANGELOG » Changed","id":"492","title":"Changed"},"493":{"body":"Remove ManagedPyRef (unused, and needs specialization) #930","breadcrumbs":"CHANGELOG » Removed","id":"493","title":"Removed"},"494":{"body":"Fix passing explicit None to Option argument #[pyfunction] with a default value. #936 Fix PyClass.__new__'s not respecting subclasses when inherited by a Python class. #990 Fix returning Option from #[pyproto] methods. #996 Fix accepting PyRef and PyRefMut to #[getter] and #[setter] methods. #999","breadcrumbs":"CHANGELOG » Fixed","id":"494","title":"Fixed"},"495":{"body":"","breadcrumbs":"CHANGELOG » 0.10.1 - 2020-05-14","id":"495","title":"0.10.1 - 2020-05-14"},"496":{"body":"Fix deadlock in Python::acquire_gil after dropping a PyObject or Py. #924","breadcrumbs":"CHANGELOG » Fixed","id":"496","title":"Fixed"},"497":{"body":"","breadcrumbs":"CHANGELOG » 0.10.0 - 2020-05-13","id":"497","title":"0.10.0 - 2020-05-13"},"498":{"body":"Add FFI definition _PyDict_NewPresized. #849 Implement IntoPy for HashSet and BTreeSet. #864 Add PyAny::dir method. #886 Gate macros behind a macros feature (enabled by default). #897 Add ability to define class attributes using #[classattr] on functions in #[pymethods]. #905 Implement Clone for PyObject and Py. #908 Implement Deref for all builtin types. (PyList, PyTuple, PyDict etc.) #911 Implement Deref for PyCell. #911 Add #[classattr] support for associated constants in #[pymethods]. #914","breadcrumbs":"CHANGELOG » Added","id":"498","title":"Added"},"499":{"body":"Panics will now be raised as a Python PanicException. #797 Change PyObject and Py reference counts to decrement immediately upon drop when the GIL is held. #851 Allow PyIterProtocol methods to use either PyRef or PyRefMut as the receiver type. #856 Change the implementation of FromPyObject for Py to apply to a wider range of T, including all T: PyClass. #880 Move all methods from the ObjectProtocol trait to the PyAny struct. #911 Remove need for #![feature(specialization)] in crates depending on PyO3. #917","breadcrumbs":"CHANGELOG » Changed","id":"499","title":"Changed"},"5":{"body":"maturin Build and publish crates with pyo3, rust-cpython or cffi bindings as well as rust binaries as python packages setuptools-rust Setuptools plugin for Rust support . pyo3-built Simple macro to expose metadata obtained with the built crate as a PyDict rust-numpy Rust binding of NumPy C-API dict-derive Derive FromPyObject to automatically transform Python dicts into Rust structs pyo3-log Bridge from Rust to Python logging pythonize Serde serializer for converting Rust objects to JSON-compatible Python objects pyo3-asyncio Utilities for working with Python's Asyncio library and async functions rustimport Directly import Rust files or crates from Python, without manual compilation step. Provides pyo3 integration by default and generates pyo3 binding code automatically. pyo3-arrow Lightweight Apache Arrow integration for pyo3.","breadcrumbs":"Introduction » Tools and libraries","id":"5","title":"Tools and libraries"},"50":{"body":"As detailed above, runtime borrow checking is currently enabled by default. But a class can opt of out it by declaring itself frozen. It can still use interior mutability via standard Rust types like RefCell or Mutex, but it is not bound to the implementation provided by PyO3 and can choose the most appropriate strategy on field-by-field basis. Classes which are frozen and also Sync, e.g. they do use Mutex but not RefCell, can be accessed without needing the Python GIL via the Bound::get and Py::get methods: use std::sync::atomic::{AtomicUsize, Ordering};\n# use pyo3::prelude::*; #[pyclass(frozen)]\nstruct FrozenCounter { value: AtomicUsize,\n} let py_counter: Py = Python::with_gil(|py| { let counter = FrozenCounter { value: AtomicUsize::new(0), }; Py::new(py, counter).unwrap()\n}); py_counter.get().value.fetch_add(1, Ordering::Relaxed); Python::with_gil(move |_py| drop(py_counter)); Frozen classes are likely to become the default thereby guiding the PyO3 ecosystem towards a more deliberate application of interior mutability. Eventually, this should enable further optimizations of PyO3's internals and avoid downstream code paying the cost of interior mutability when it is not actually required.","breadcrumbs":"Using Rust from Python » Python classes » frozen classes: Opting out of interior mutability","id":"50","title":"frozen classes: Opting out of interior mutability"},"500":{"body":"Remove PyMethodsProtocol trait. #889 Remove num-traits dependency. #895 Remove ObjectProtocol trait. #911 Remove PyAny::None. Users should use Python::None instead. #911 Remove all *ProtocolImpl traits. #917","breadcrumbs":"CHANGELOG » Removed","id":"500","title":"Removed"},"501":{"body":"Fix support for __radd__ and other __r*__ methods as implementations for Python mathematical operators. #839 Fix panics during garbage collection when traversing objects that were already mutably borrowed. #855 Prevent &'static references to Python objects as arguments to #[pyfunction] and #[pymethods]. #869 Fix lifetime safety bug with AsPyRef::as_ref. #876 Fix #[pyo3(get)] attribute on Py fields. #880 Fix segmentation faults caused by functions such as PyList::get_item returning borrowed objects when it was not safe to do so. #890 Fix segmentation faults caused by nested Python::acquire_gil calls creating dangling references. #893 Fix segmentatation faults when a panic occurs during a call to Python::allow_threads. #912","breadcrumbs":"CHANGELOG » Fixed","id":"501","title":"Fixed"},"502":{"body":"","breadcrumbs":"CHANGELOG » 0.9.2 - 2020-04-09","id":"502","title":"0.9.2 - 2020-04-09"},"503":{"body":"FromPyObject implementations for HashSet and BTreeSet. #842","breadcrumbs":"CHANGELOG » Added","id":"503","title":"Added"},"504":{"body":"Correctly detect 32bit architecture. #830","breadcrumbs":"CHANGELOG » Fixed","id":"504","title":"Fixed"},"505":{"body":"","breadcrumbs":"CHANGELOG » 0.9.1 - 2020-03-23","id":"505","title":"0.9.1 - 2020-03-23"},"506":{"body":"Error messages for #[pyclass]. #826 FromPyObject implementation for PySequence. #827","breadcrumbs":"CHANGELOG » Fixed","id":"506","title":"Fixed"},"507":{"body":"","breadcrumbs":"CHANGELOG » 0.9.0 - 2020-03-19","id":"507","title":"0.9.0 - 2020-03-19"},"508":{"body":"PyCell, which has RefCell-like features. #770 PyClass, PyLayout, PyClassInitializer. #683 Implemented IntoIterator for PySet and PyFrozenSet. #716 FromPyObject is now automatically implemented for T: Clone pyclasses. #730 #[pyo3(get)] and #[pyo3(set)] will now use the Rust doc-comment from the field for the Python property. #755 #[setter] functions may now take an argument of Pyo3::Python. #760 PyTypeInfo::BaseLayout and PyClass::BaseNativeType. #770 PyDowncastImpl. #770 Implement FromPyObject and IntoPy traits for arrays (up to 32). #778 migration.md and types.md in the guide. #795 , # 802 ffi::{_PyBytes_Resize, _PyDict_Next, _PyDict_Contains, _PyDict_GetDictPtr}. # 820","breadcrumbs":"CHANGELOG » Added","id":"508","title":"Added"},"509":{"body":"#[new] does not take PyRawObject and can return Self. #683 The blanket implementations for FromPyObject for &T and &mut T are no longer specializable. Implement PyTryFrom for your type to control the behavior of FromPyObject::extract for your types. #713 The implementation for IntoPy for T where U: FromPy is no longer specializable. Control the behavior of this via the implementation of FromPy. #713 Use parking_lot::Mutex instead of spin::Mutex. #734 Bumped minimum Rust version to 1.42.0-nightly 2020-01-21. #761 PyRef and PyRefMut are renewed for PyCell. #770 Some new FFI functions for Python 3.8. #784 PyAny is now on the top level module and prelude. #816","breadcrumbs":"CHANGELOG » Changed","id":"509","title":"Changed"},"51":{"body":"#[pyclass] can be used with the following parameters: Parameter Description constructor This is currently only allowed on variants of complex enums . It allows customization of the generated class constructor for each variant. It uses the same syntax and supports the same options as the signature attribute of functions and methods. crate = \"some::path\" Path to import the pyo3 crate, if it's not accessible at ::pyo3. dict Gives instances of this class an empty __dict__ to store custom attributes. eq Implements __eq__ using the PartialEq implementation of the underlying Rust datatype. eq_int Implements __eq__ using __int__ for simple enums. extends = BaseType Use a custom baseclass. Defaults to PyAny freelist = N Implements a free list of size N. This can improve performance for types that are often created and deleted in quick succession. Profile your code to see whether freelist is right for you. frozen Declares that your pyclass is immutable. It removes the borrow checker overhead when retrieving a shared reference to the Rust struct, but disables the ability to get a mutable reference. get_all Generates getters for all fields of the pyclass. hash Implements __hash__ using the Hash implementation of the underlying Rust datatype. mapping Inform PyO3 that this class is a Mapping , and so leave its implementation of sequence C-API slots empty. module = \"module_name\" Python code will see the class as being defined in this module. Defaults to builtins. name = \"python_name\" Sets the name that Python sees this class as. Defaults to the name of the Rust struct. ord Implements __lt__, __gt__, __le__, & __ge__ using the PartialOrd implementation of the underlying Rust datatype. Requires eq rename_all = \"renaming_rule\" Applies renaming rules to every getters and setters of a struct, or every variants of an enum. Possible values are: \"camelCase\", \"kebab-case\", \"lowercase\", \"PascalCase\", \"SCREAMING-KEBAB-CASE\", \"SCREAMING_SNAKE_CASE\", \"snake_case\", \"UPPERCASE\". sequence Inform PyO3 that this class is a Sequence , and so leave its C-API mapping length slot empty. set_all Generates setters for all fields of the pyclass. subclass Allows other Python classes and #[pyclass] to inherit from this class. Enums cannot be subclassed. text_signature = \"(arg1, arg2, ...)\" Sets the text signature for the Python class' __new__ method. unsendable Required if your struct is not Send . Rather than using unsendable, consider implementing your struct in a threadsafe way by e.g. substituting Rc with Arc . By using unsendable, your class will panic when accessed by another thread. Also note the Python's GC is multi-threaded and while unsendable classes will not be traversed on foreign threads to avoid UB, this can lead to memory leaks. weakref Allows this class to be weakly referenceable . All of these parameters can either be passed directly on the #[pyclass(...)] annotation, or as one or more accompanying #[pyo3(...)] annotations, e.g.: // Argument supplied directly to the `#[pyclass]` annotation.\n#[pyclass(name = \"SomeName\", subclass)]\nstruct MyClass {} // Argument supplied as a separate annotation.\n#[pyclass]\n#[pyo3(name = \"SomeName\", subclass)]\nstruct MyClass {} These parameters are covered in various sections of this guide.","breadcrumbs":"Using Rust from Python » Python classes » Customizing the class","id":"51","title":"Customizing the class"},"510":{"body":"PyRawObject. #683 PyNoArgsFunction. #741 initialize_type. To set the module name for a #[pyclass], use the module argument to the macro. # 751 AsPyRef::as_mut/with/with_mut/into_py/into_mut_py. #770 PyTryFrom::try_from_mut/try_from_mut_exact/try_from_mut_unchecked. #770 Python::mut_from_owned_ptr/mut_from_borrowed_ptr. #770 ObjectProtocol::get_base/get_mut_base. #770","breadcrumbs":"CHANGELOG » Removed","id":"510","title":"Removed"},"511":{"body":"Fixed unsoundness of subclassing. #683 . Clear error indicator when the exception is handled on the Rust side. #719 Usage of raw identifiers with #[pyo3(set)]. #745 Usage of PyObject with #[pyo3(get)]. #760 #[pymethods] used in conjunction with #[cfg]. # 769 \"*\" in a #[pyfunction()] argument list incorrectly accepting any number of positional arguments (use args = \"*\" when this behavior is desired). # 792 PyModule::dict. # 809 Fix the case where DESCRIPTION is not null-terminated. # 822","breadcrumbs":"CHANGELOG » Fixed","id":"511","title":"Fixed"},"512":{"body":"","breadcrumbs":"CHANGELOG » 0.8.5 - 2020-01-05","id":"512","title":"0.8.5 - 2020-01-05"},"513":{"body":"Implemented FromPyObject for HashMap and BTreeMap Support for #[name = \"foo\"] attribute for #[pyfunction] and in #[pymethods]. #692","breadcrumbs":"CHANGELOG » Added","id":"513","title":"Added"},"514":{"body":"","breadcrumbs":"CHANGELOG » 0.8.4 - 2019-12-14","id":"514","title":"0.8.4 - 2019-12-14"},"515":{"body":"Support for #[text_signature] attribute. #675","breadcrumbs":"CHANGELOG » Added","id":"515","title":"Added"},"516":{"body":"","breadcrumbs":"CHANGELOG » 0.8.3 - 2019-11-23","id":"516","title":"0.8.3 - 2019-11-23"},"517":{"body":"#[init] is removed. #658","breadcrumbs":"CHANGELOG » Removed","id":"517","title":"Removed"},"518":{"body":"Now all &Py~ types have !Send bound. #655 Fix a compile error raised by the stabilization of ! type. #672 .","breadcrumbs":"CHANGELOG » Fixed","id":"518","title":"Fixed"},"519":{"body":"","breadcrumbs":"CHANGELOG » 0.8.2 - 2019-10-27","id":"519","title":"0.8.2 - 2019-10-27"},"52":{"body":"Generally, #[new] methods have to return T: Into> or PyResult where T: Into>. For constructors that may fail, you should wrap the return type in a PyResult as well. Consult the table below to determine which type your constructor should return: Cannot fail May fail No inheritance T PyResult Inheritance(T Inherits U) (T, U) PyResult<(T, U)> Inheritance(General Case) PyClassInitializer PyResult>","breadcrumbs":"Using Rust from Python » Python classes » Return type","id":"52","title":"Return type"},"520":{"body":"FFI compatibility for PEP 590 Vectorcall. #641","breadcrumbs":"CHANGELOG » Added","id":"520","title":"Added"},"521":{"body":"Fix PySequenceProtocol::set_item. #624 Fix a corner case of BigInt::FromPyObject. #630 Fix index errors in parameter conversion. #631 Fix handling of invalid utf-8 sequences in PyString::as_bytes. #639 and PyString::to_string_lossy #642 . Remove __contains__ and __iter__ from PyMappingProtocol. #644 Fix proc-macro definition of PySetAttrProtocol. #645","breadcrumbs":"CHANGELOG » Fixed","id":"521","title":"Fixed"},"522":{"body":"","breadcrumbs":"CHANGELOG » 0.8.1 - 2019-10-08","id":"522","title":"0.8.1 - 2019-10-08"},"523":{"body":"Conversion between num-bigint and Python int. #608","breadcrumbs":"CHANGELOG » Added","id":"523","title":"Added"},"524":{"body":"Make sure the right Python interpreter is used in OSX builds. #604 Patch specialization being broken by Rust 1.40. #614 Fix a segfault around PyErr. #597","breadcrumbs":"CHANGELOG » Fixed","id":"524","title":"Fixed"},"525":{"body":"","breadcrumbs":"CHANGELOG » 0.8.0 - 2019-09-16","id":"525","title":"0.8.0 - 2019-09-16"},"526":{"body":"module argument to pyclass macro. #499 py_run! macro #512 Use existing fields and methods before calling custom getattr . #505 PyBytes can now be indexed just like Vec Implement IntoPy for PyRef and PyRefMut.","breadcrumbs":"CHANGELOG » Added","id":"526","title":"Added"},"527":{"body":"Implementing the Using the gc parameter for pyclass (e.g. #[pyclass(gc)]) without implementing the class::PyGCProtocol trait is now a compile-time error. Failing to implement this trait could lead to segfaults. #532 PyByteArray::data has been replaced with PyDataArray::to_vec because returning a &[u8] is unsound. (See this comment for a great write-up for why that was unsound) Replace mashup with paste. GILPool gained a Python marker to prevent it from being misused to release Python objects without the GIL held.","breadcrumbs":"CHANGELOG » Changed","id":"527","title":"Changed"},"528":{"body":"IntoPyObject was replaced with IntoPy #[pyclass(subclass)] is hidden a unsound-subclass feature because it's causing segmentation faults.","breadcrumbs":"CHANGELOG » Removed","id":"528","title":"Removed"},"529":{"body":"More readable error message for generics in pyclass #503","breadcrumbs":"CHANGELOG » Fixed","id":"529","title":"Fixed"},"53":{"body":"By default, object, i.e. PyAny is used as the base class. To override this default, use the extends parameter for pyclass with the full path to the base class. Currently, only classes defined in Rust and builtins provided by PyO3 can be inherited from; inheriting from other classes defined in Python is not yet supported ( #991 ). For convenience, (T, U) implements Into> where U is the base class of T. But for a more deeply nested inheritance, you have to return PyClassInitializer explicitly. To get a parent class from a child, use PyRef instead of &self for methods, or PyRefMut instead of &mut self. Then you can access a parent class by self_.as_super() as &PyRef, or by self_.into_super() as PyRef (and similar for the PyRefMut case). For convenience, self_.as_ref() can also be used to get &Self::BaseClass directly; however, this approach does not let you access base clases higher in the inheritance hierarchy, for which you would need to chain multiple as_super or into_super calls. # use pyo3::prelude::*; #[pyclass(subclass)]\nstruct BaseClass { val1: usize,\n} #[pymethods]\nimpl BaseClass { #[new] fn new() -> Self { BaseClass { val1: 10 } } pub fn method1(&self) -> PyResult { Ok(self.val1) }\n} #[pyclass(extends=BaseClass, subclass)]\nstruct SubClass { val2: usize,\n} #[pymethods]\nimpl SubClass { #[new] fn new() -> (Self, BaseClass) { (SubClass { val2: 15 }, BaseClass::new()) } fn method2(self_: PyRef<'_, Self>) -> PyResult { let super_ = self_.as_super(); // Get &PyRef super_.method1().map(|x| x * self_.val2) }\n} #[pyclass(extends=SubClass)]\nstruct SubSubClass { val3: usize,\n} #[pymethods]\nimpl SubSubClass { #[new] fn new() -> PyClassInitializer { PyClassInitializer::from(SubClass::new()).add_subclass(SubSubClass { val3: 20 }) } fn method3(self_: PyRef<'_, Self>) -> PyResult { let base = self_.as_super().as_super(); // Get &PyRef<'_, BaseClass> base.method1().map(|x| x * self_.val3) } fn method4(self_: PyRef<'_, Self>) -> PyResult { let v = self_.val3; let super_ = self_.into_super(); // Get PyRef<'_, SubClass> SubClass::method2(super_).map(|x| x * v) } fn get_values(self_: PyRef<'_, Self>) -> (usize, usize, usize) { let val1 = self_.as_super().as_super().val1; let val2 = self_.as_super().val2; (val1, val2, self_.val3) } fn double_values(mut self_: PyRefMut<'_, Self>) { self_.as_super().as_super().val1 *= 2; self_.as_super().val2 *= 2; self_.val3 *= 2; } #[staticmethod] fn factory_method(py: Python<'_>, val: usize) -> PyResult { let base = PyClassInitializer::from(BaseClass::new()); let sub = base.add_subclass(SubClass { val2: val }); if val % 2 == 0 { Ok(Py::new(py, sub)?.to_object(py)) } else { let sub_sub = sub.add_subclass(SubSubClass { val3: val }); Ok(Py::new(py, sub_sub)?.to_object(py)) } }\n}\n# Python::with_gil(|py| {\n# let subsub = pyo3::Py::new(py, SubSubClass::new()).unwrap();\n# pyo3::py_run!(py, subsub, \"assert subsub.method1() == 10\");\n# pyo3::py_run!(py, subsub, \"assert subsub.method2() == 150\");\n# pyo3::py_run!(py, subsub, \"assert subsub.method3() == 200\");\n# pyo3::py_run!(py, subsub, \"assert subsub.method4() == 3000\");\n# pyo3::py_run!(py, subsub, \"assert subsub.get_values() == (10, 15, 20)\");\n# pyo3::py_run!(py, subsub, \"assert subsub.double_values() == None\");\n# pyo3::py_run!(py, subsub, \"assert subsub.get_values() == (20, 30, 40)\");\n# let subsub = SubSubClass::factory_method(py, 2).unwrap();\n# let subsubsub = SubSubClass::factory_method(py, 3).unwrap();\n# let cls = py.get_type_bound::();\n# pyo3::py_run!(py, subsub cls, \"assert not isinstance(subsub, cls)\");\n# pyo3::py_run!(py, subsubsub cls, \"assert isinstance(subsubsub, cls)\");\n# }); You can inherit native types such as PyDict, if they implement PySizedLayout . This is not supported when building for the Python limited API (aka the abi3 feature of PyO3). To convert between the Rust type and its native base class, you can take slf as a Python object. To access the Rust fields use slf.borrow() or slf.borrow_mut(), and to access the base class use slf.downcast::(). # #[cfg(not(Py_LIMITED_API))] {\n# use pyo3::prelude::*;\nuse pyo3::types::PyDict;\nuse std::collections::HashMap; #[pyclass(extends=PyDict)]\n#[derive(Default)]\nstruct DictWithCounter { counter: HashMap,\n} #[pymethods]\nimpl DictWithCounter { #[new] fn new() -> Self { Self::default() } fn set(slf: &Bound<'_, Self>, key: String, value: Bound<'_, PyAny>) -> PyResult<()> { slf.borrow_mut().counter.entry(key.clone()).or_insert(0); let dict = slf.downcast::()?; dict.set_item(key, value) }\n}\n# Python::with_gil(|py| {\n# let cnt = pyo3::Py::new(py, DictWithCounter::new()).unwrap();\n# pyo3::py_run!(py, cnt, \"cnt.set('abc', 10); assert cnt['abc'] == 10\")\n# });\n# } If SubClass does not provide a base class initialization, the compilation fails. # use pyo3::prelude::*; #[pyclass]\nstruct BaseClass { val1: usize,\n} #[pyclass(extends=BaseClass)]\nstruct SubClass { val2: usize,\n} #[pymethods]\nimpl SubClass { #[new] fn new() -> Self { SubClass { val2: 15 } }\n} The __new__ constructor of a native base class is called implicitly when creating a new instance from Python. Be sure to accept arguments in the #[new] method that you want the base class to get, even if they are not used in that fn: # #[allow(dead_code)]\n# #[cfg(not(Py_LIMITED_API))] {\n# use pyo3::prelude::*;\nuse pyo3::types::PyDict; #[pyclass(extends=PyDict)]\nstruct MyDict { private: i32,\n} #[pymethods]\nimpl MyDict { #[new] #[pyo3(signature = (*args, **kwargs))] fn new(args: &Bound<'_, PyAny>, kwargs: Option<&Bound<'_, PyAny>>) -> Self { Self { private: 0 } } // some custom methods that use `private` here...\n}\n# Python::with_gil(|py| {\n# let cls = py.get_type_bound::();\n# pyo3::py_run!(py, cls, \"cls(a=1, b=2)\")\n# });\n# } Here, the args and kwargs allow creating instances of the subclass passing initial items, such as MyDict(item_sequence) or MyDict(a=1, b=2).","breadcrumbs":"Using Rust from Python » Python classes » Inheritance","id":"53","title":"Inheritance"},"530":{"body":"","breadcrumbs":"CHANGELOG » 0.7.0 - 2019-05-26","id":"530","title":"0.7.0 - 2019-05-26"},"531":{"body":"PyPy support by omerbenamram in #393 Have PyModule generate an index of its members (__all__ list). Allow slf: PyRef for pyclass(#419) Allow to use lifetime specifiers in pymethods Add marshal module. #460","breadcrumbs":"CHANGELOG » Added","id":"531","title":"Added"},"532":{"body":"Python::run returns PyResult<()> instead of PyResult<&PyAny>. Methods decorated with #[getter] and #[setter] can now omit wrapping the result type in PyResult if they don't raise exceptions.","breadcrumbs":"CHANGELOG » Changed","id":"532","title":"Changed"},"533":{"body":"type_object::PyTypeObject has been marked unsafe because breaking the contract type_object::PyTypeObject::init_type can lead to UB. Fixed automatic derive of PySequenceProtocol implementation in #423 . Capitalization & better wording to README.md. Docstrings of properties is now properly set using the doc of the #[getter] method. Fixed issues with pymethods crashing on doc comments containing double quotes. PySet::new and PyFrozenSet::new now return PyResult<&Py[Frozen]Set>; exceptions are raised if the items are not hashable. Fixed building using venv on Windows. PyTuple::new now returns &PyTuple instead of Py. Fixed several issues with argument parsing; notable, the *args and **kwargs tuple/dict now doesn't contain arguments that are otherwise assigned to parameters.","breadcrumbs":"CHANGELOG » Fixed","id":"533","title":"Fixed"},"534":{"body":"","breadcrumbs":"CHANGELOG » 0.6.0 - 2019-03-28","id":"534","title":"0.6.0 - 2019-03-28"},"535":{"body":"Currently, #341 causes cargo test to fail with weird linking errors when the extension-module feature is activated. For now you can work around this by making the extension-module feature optional and running the tests with cargo test --no-default-features: [dependencies.pyo3]\nversion = \"0.6.0\" [features]\nextension-module = [\"pyo3/extension-module\"]\ndefault = [\"extension-module\"]","breadcrumbs":"CHANGELOG » Regressions","id":"535","title":"Regressions"},"536":{"body":"Added a wrap_pymodule! macro similar to the existing wrap_pyfunction! macro. Only available on python 3 Added support for cross compiling (e.g. to arm v7) by mtp401 in #327 . See the \"Cross Compiling\" section in the \"Building and Distribution\" chapter of the guide for more details. The PyRef and PyRefMut types, which allow to differentiate between an instance of a rust struct on the rust heap and an instance that is embedded inside a python object. By kngwyu in #335 Added FromPy and IntoPy which are equivalent to From and Into except that they require a gil token. Added ManagedPyRef, which should eventually replace ToBorrowedObject.","breadcrumbs":"CHANGELOG » Added","id":"536","title":"Added"},"537":{"body":"Renamed PyObjectRef to PyAny in #388 Renamed add_function to add_wrapped as it now also supports modules. Renamed #[pymodinit] to #[pymodule] py.init(|| value) becomes Py::new(value) py.init_ref(|| value) becomes PyRef::new(value) py.init_mut(|| value) becomes PyRefMut::new(value). PyRawObject::init is now infallible, e.g. it returns () instead of PyResult<()>. Renamed py_exception! to create_exception! and refactored the error macros. Renamed wrap_function! to wrap_pyfunction! Renamed #[prop(get, set)] to #[pyo3(get, set)] #[pyfunction] now supports the same arguments as #[pyfn()] Some macros now emit proper spanned errors instead of panics. Migrated to the 2018 edition crate::types::exceptions moved to crate::exceptions Replace IntoPyTuple with IntoPy>. IntoPyPointer and ToPyPointer moved into the crate root. class::CompareOp moved into class::basic::CompareOp PyTypeObject is now a direct subtrait PyTypeCreate, removing the old cyclical implementation in #350 Add PyList::{sort, reverse} by chr1sj0nes in #357 and #358 Renamed the typeob module to type_object","breadcrumbs":"CHANGELOG » Changed","id":"537","title":"Changed"},"538":{"body":"PyToken was removed due to unsoundness (See #94 ). Removed the unnecessary type parameter from PyObjectAlloc NoArgs. Just use an empty tuple PyObjectWithGIL. PyNativeType is sufficient now that PyToken is removed.","breadcrumbs":"CHANGELOG » Removed","id":"538","title":"Removed"},"539":{"body":"A soudness hole where every instances of a #[pyclass] struct was considered to be part of a python object, even though you can create instances that are not part of the python heap. This was fixed through PyRef and PyRefMut. Fix kwargs support in #328 . Add full support for __dict__ in #403 .","breadcrumbs":"CHANGELOG » Fixed","id":"539","title":"Fixed"},"54":{"body":"PyO3 supports two ways to add properties to your #[pyclass]: For simple struct fields with no side effects, a #[pyo3(get, set)] attribute can be added directly to the field definition in the #[pyclass]. For properties which require computation you can define #[getter] and #[setter] functions in the #[pymethods] block. We'll cover each of these in the following sections.","breadcrumbs":"Using Rust from Python » Python classes » Object properties","id":"54","title":"Object properties"},"540":{"body":"","breadcrumbs":"CHANGELOG » 0.5.3 - 2019-01-04","id":"540","title":"0.5.3 - 2019-01-04"},"541":{"body":"Fix memory leak in ArrayList by kngwyu #316","breadcrumbs":"CHANGELOG » Fixed","id":"541","title":"Fixed"},"542":{"body":"","breadcrumbs":"CHANGELOG » 0.5.2 - 2018-11-25","id":"542","title":"0.5.2 - 2018-11-25"},"543":{"body":"Fix undeterministic segfaults when creating many objects by kngwyu in #281","breadcrumbs":"CHANGELOG » Fixed","id":"543","title":"Fixed"},"544":{"body":"Yanked","breadcrumbs":"CHANGELOG » 0.5.1 - 2018-11-24","id":"544","title":"0.5.1 - 2018-11-24"},"545":{"body":"","breadcrumbs":"CHANGELOG » 0.5.0 - 2018-11-11","id":"545","title":"0.5.0 - 2018-11-11"},"546":{"body":"#[pyclass] objects can now be returned from rust functions PyComplex by kngwyu in #226 PyDict::from_sequence, equivalent to dict([(key, val), ...]) Bindings for the datetime standard library types: PyDate, PyTime, PyDateTime, PyTzInfo, PyDelta with associated ffi types, by pganssle #200 . PyString, PyUnicode, and PyBytes now have an as_bytes method that returns &[u8]. PyObjectProtocol::get_type_ptr by ijl in #242","breadcrumbs":"CHANGELOG » Added","id":"546","title":"Added"},"547":{"body":"Removes the types from the root module and the prelude. They now live in pyo3::types instead. All exceptions are constructed with py_err instead of new, as they return PyErr and not Self. as_mut and friends take and &mut self instead of &self ObjectProtocol::call now takes an Option<&PyDict> for the kwargs instead of an IntoPyDictPointer. IntoPyDictPointer was replace by IntoPyDict which doesn't convert PyDict itself anymore and returns a PyDict instead of *mut PyObject. PyTuple::new now takes an IntoIterator instead of a slice Updated to syn 0.15 Splitted PyTypeObject into PyTypeObject without the create method and PyTypeCreate with requires PyObjectAlloc + PyTypeInfo + Sized. Ran cargo edition --fix which prefixed path with crate:: for rust 2018 Renamed async to pyasync as async will be a keyword in the 2018 edition. Starting to use NonNull<*mut PyObject> for Py and PyObject by ijl #260","breadcrumbs":"CHANGELOG » Changed","id":"547","title":"Changed"},"548":{"body":"Removed most entries from the prelude. The new prelude is small and clear. Slowly removing specialization uses PyString, PyUnicode, and PyBytes no longer have a data method (replaced by as_bytes) and PyStringData has been removed. The pyobject_extract macro","breadcrumbs":"CHANGELOG » Removed","id":"548","title":"Removed"},"549":{"body":"Added an explanation that the GIL can temporarily be released even while holding a GILGuard. Lots of clippy errors Fix segfault on calling an unknown method on a PyObject Work around a bug in the rust compiler by kngwyu #252 Fixed a segfault with subclassing pyo3 create classes and using __class__ by kngwyu #263","breadcrumbs":"CHANGELOG » Fixed","id":"549","title":"Fixed"},"55":{"body":"For simple cases where a member variable is just read and written with no side effects, you can declare getters and setters in your #[pyclass] field definition using the pyo3 attribute, like in the example below: # use pyo3::prelude::*;\n#[pyclass]\nstruct MyClass { #[pyo3(get, set)] num: i32,\n} The above would make the num field available for reading and writing as a self.num Python property. To expose the property with a different name to the field, specify this alongside the rest of the options, e.g. #[pyo3(get, set, name = \"custom_name\")]. Properties can be readonly or writeonly by using just #[pyo3(get)] or #[pyo3(set)] respectively. To use these annotations, your field type must implement some conversion traits: For get the field type must implement both IntoPy and Clone. For set the field type must implement FromPyObject. For example, implementations of those traits are provided for the Cell type, if the inner type also implements the trait. This means you can use #[pyo3(get, set)] on fields wrapped in a Cell.","breadcrumbs":"Using Rust from Python » Python classes » Object properties using #[pyo3(get, set)]","id":"55","title":"Object properties using #[pyo3(get, set)]"},"550":{"body":"","breadcrumbs":"CHANGELOG » 0.4.1 - 2018-08-20","id":"550","title":"0.4.1 - 2018-08-20"},"551":{"body":"PyTryFrom's error is always to PyDowncastError","breadcrumbs":"CHANGELOG » Changed","id":"551","title":"Changed"},"552":{"body":"Fixed compilation on nightly since use_extern_macros was stabilized","breadcrumbs":"CHANGELOG » Fixed","id":"552","title":"Fixed"},"553":{"body":"The pyobject_downcast macro","breadcrumbs":"CHANGELOG » Removed","id":"553","title":"Removed"},"554":{"body":"","breadcrumbs":"CHANGELOG » 0.4.0 - 2018-07-30","id":"554","title":"0.4.0 - 2018-07-30"},"555":{"body":"Merged both examples into one Rustfmt all the things :heavy_check_mark: Switched to Keep a Changelog","breadcrumbs":"CHANGELOG » Changed","id":"555","title":"Changed"},"556":{"body":"Conversions from tuples to PyDict due to rust-lang/rust#52050","breadcrumbs":"CHANGELOG » Removed","id":"556","title":"Removed"},"557":{"body":"","breadcrumbs":"CHANGELOG » 0.3.2 - 2018-07-22","id":"557","title":"0.3.2 - 2018-07-22"},"558":{"body":"Replaced concat_idents with mashup","breadcrumbs":"CHANGELOG » Changed","id":"558","title":"Changed"},"559":{"body":"","breadcrumbs":"CHANGELOG » 0.3.1 - 2018-07-18","id":"559","title":"0.3.1 - 2018-07-18"},"56":{"body":"For cases which don't satisfy the #[pyo3(get, set)] trait requirements, or need side effects, descriptor methods can be defined in a #[pymethods] impl block. This is done using the #[getter] and #[setter] attributes, like in the example below: # use pyo3::prelude::*;\n#[pyclass]\nstruct MyClass { num: i32,\n} #[pymethods]\nimpl MyClass { #[getter] fn num(&self) -> PyResult { Ok(self.num) }\n} A getter or setter's function name is used as the property name by default. There are several ways how to override the name. If a function name starts with get_ or set_ for getter or setter respectively, the descriptor name becomes the function name with this prefix removed. This is also useful in case of Rust keywords like type ( raw identifiers can be used since Rust 2018). # use pyo3::prelude::*;\n# #[pyclass]\n# struct MyClass {\n# num: i32,\n# }\n#[pymethods]\nimpl MyClass { #[getter] fn get_num(&self) -> PyResult { Ok(self.num) } #[setter] fn set_num(&mut self, value: i32) -> PyResult<()> { self.num = value; Ok(()) }\n} In this case, a property num is defined and available from Python code as self.num. Both the #[getter] and #[setter] attributes accept one parameter. If this parameter is specified, it is used as the property name, i.e. # use pyo3::prelude::*;\n# #[pyclass]\n# struct MyClass {\n# num: i32,\n# }\n#[pymethods]\nimpl MyClass { #[getter(number)] fn num(&self) -> PyResult { Ok(self.num) } #[setter(number)] fn set_num(&mut self, value: i32) -> PyResult<()> { self.num = value; Ok(()) }\n} In this case, the property number is defined and available from Python code as self.number. Attributes defined by #[setter] or #[pyo3(set)] will always raise AttributeError on del operations. Support for defining custom del behavior is tracked in #1778 .","breadcrumbs":"Using Rust from Python » Python classes » Object properties using #[getter] and #[setter]","id":"56","title":"Object properties using #[getter] and #[setter]"},"560":{"body":"Fixed scoping bug in pyobject_native_type that would break rust-numpy","breadcrumbs":"CHANGELOG » Fixed","id":"560","title":"Fixed"},"561":{"body":"","breadcrumbs":"CHANGELOG » 0.3.0 - 2018-07-18","id":"561","title":"0.3.0 - 2018-07-18"},"562":{"body":"A few internal macros became part of the public api ( #155 , #186 ) Always clone in getters. This allows using the get-annotation on all Clone-Types","breadcrumbs":"CHANGELOG » Added","id":"562","title":"Added"},"563":{"body":"Upgraded to syn 0.14 which means much better error messages :tada: 128 bit integer support by kngwyu ( #137 ) proc_macro has been stabilized on nightly ( rust-lang/rust#52081 ). This means that we can remove the proc_macro feature, but now we need the use_extern_macros from the 2018 edition instead. All proc macro are now prefixed with py and live in the prelude. This means you can use #[pyclass], #[pymethods], #[pyproto], #[pyfunction] and #[pymodinit] directly, at least after a use pyo3::prelude::*. They were also moved into a module called proc_macro. You shouldn't use #[pyo3::proc_macro::pyclass] or other longer paths in attributes because proc_macro_path_invoc isn't going to be stabilized soon. Renamed the base option in the pyclass macro to extends. #[pymodinit] uses the function name as module name, unless the name is overrriden with #[pymodinit(name)] The guide is now properly versioned.","breadcrumbs":"CHANGELOG » Changed","id":"563","title":"Changed"},"564":{"body":"","breadcrumbs":"CHANGELOG » 0.2.7 - 2018-05-18","id":"564","title":"0.2.7 - 2018-05-18"},"565":{"body":"Fix nightly breakage with proc_macro_path","breadcrumbs":"CHANGELOG » Fixed","id":"565","title":"Fixed"},"566":{"body":"","breadcrumbs":"CHANGELOG » 0.2.6 - 2018-04-03","id":"566","title":"0.2.6 - 2018-04-03"},"567":{"body":"Fix compatibility with TryFrom trait #137","breadcrumbs":"CHANGELOG » Fixed","id":"567","title":"Fixed"},"568":{"body":"","breadcrumbs":"CHANGELOG » 0.2.5 - 2018-02-21","id":"568","title":"0.2.5 - 2018-02-21"},"569":{"body":"CPython 3.7 support","breadcrumbs":"CHANGELOG » Added","id":"569","title":"Added"},"57":{"body":"To define a Python compatible method, an impl block for your struct has to be annotated with the #[pymethods] attribute. PyO3 generates Python compatible wrappers for all functions in this block with some variations, like descriptors, class method static methods, etc. Since Rust allows any number of impl blocks, you can easily split methods between those accessible to Python (and Rust) and those accessible only to Rust. However to have multiple #[pymethods]-annotated impl blocks for the same struct you must enable the multiple-pymethods feature of PyO3. # use pyo3::prelude::*;\n# #[pyclass]\n# struct MyClass {\n# num: i32,\n# }\n#[pymethods]\nimpl MyClass { fn method1(&self) -> PyResult { Ok(10) } fn set_method(&mut self, value: i32) -> PyResult<()> { self.num = value; Ok(()) }\n} Calls to these methods are protected by the GIL, so both &self and &mut self can be used. The return type must be PyResult or T for some T that implements IntoPy; the latter is allowed if the method cannot raise Python exceptions. A Python parameter can be specified as part of method signature, in this case the py argument gets injected by the method wrapper, e.g. # use pyo3::prelude::*;\n# #[pyclass]\n# struct MyClass {\n# #[allow(dead_code)]\n# num: i32,\n# }\n#[pymethods]\nimpl MyClass { fn method2(&self, py: Python<'_>) -> PyResult { Ok(10) }\n} From the Python perspective, the method2 in this example does not accept any arguments.","breadcrumbs":"Using Rust from Python » Python classes » Instance methods","id":"57","title":"Instance methods"},"570":{"body":"Embedded CPython 3.7b1 crashes on initialization #110 Generated extension functions are weakly typed #108 call_method* crashes when the method does not exist #113 Allow importing exceptions from nested modules #116","breadcrumbs":"CHANGELOG » Fixed","id":"570","title":"Fixed"},"571":{"body":"","breadcrumbs":"CHANGELOG » 0.2.4 - 2018-01-19","id":"571","title":"0.2.4 - 2018-01-19"},"572":{"body":"Allow to get mutable ref from PyObject #106 Drop RefFromPyObject trait Add Python::register_any method","breadcrumbs":"CHANGELOG » Added","id":"572","title":"Added"},"573":{"body":"Fix impl FromPyObject for Py Mark method that work with raw pointers as unsafe #95","breadcrumbs":"CHANGELOG » Fixed","id":"573","title":"Fixed"},"574":{"body":"","breadcrumbs":"CHANGELOG » 0.2.3 - 11-27-2017","id":"574","title":"0.2.3 - 11-27-2017"},"575":{"body":"Rustup to 1.23.0-nightly 2017-11-07","breadcrumbs":"CHANGELOG » Changed","id":"575","title":"Changed"},"576":{"body":"Proper c_char usage #93","breadcrumbs":"CHANGELOG » Fixed","id":"576","title":"Fixed"},"577":{"body":"Remove use of now unneeded 'AsciiExt' trait","breadcrumbs":"CHANGELOG » Removed","id":"577","title":"Removed"},"578":{"body":"","breadcrumbs":"CHANGELOG » 0.2.2 - 09-26-2017","id":"578","title":"0.2.2 - 09-26-2017"},"579":{"body":"Rustup to 1.22.0-nightly 2017-09-30","breadcrumbs":"CHANGELOG » Changed","id":"579","title":"Changed"},"58":{"body":"To create a class method for a custom class, the method needs to be annotated with the #[classmethod] attribute. This is the equivalent of the Python decorator @classmethod. # use pyo3::prelude::*;\n# use pyo3::types::PyType;\n# #[pyclass]\n# struct MyClass {\n# #[allow(dead_code)]\n# num: i32,\n# }\n#[pymethods]\nimpl MyClass { #[classmethod] fn cls_method(cls: &Bound<'_, PyType>) -> PyResult { Ok(10) }\n} Declares a class method callable from Python. The first parameter is the type object of the class on which the method is called. This may be the type object of a derived class. The first parameter implicitly has type &Bound<'_, PyType>. For details on parameter-list, see the documentation of Method arguments section. The return type must be PyResult or T for some T that implements IntoPy.","breadcrumbs":"Using Rust from Python » Python classes » Class methods","id":"58","title":"Class methods"},"580":{"body":"","breadcrumbs":"CHANGELOG » 0.2.1 - 09-26-2017","id":"580","title":"0.2.1 - 09-26-2017"},"581":{"body":"Fix rustc const_fn nightly breakage","breadcrumbs":"CHANGELOG » Fixed","id":"581","title":"Fixed"},"582":{"body":"","breadcrumbs":"CHANGELOG » 0.2.0 - 08-12-2017","id":"582","title":"0.2.0 - 08-12-2017"},"583":{"body":"Added inheritance support #15 Added weakref support #56 Added subclass support #64 Added self.__dict__ supoort #68 Added pyo3::prelude module #70 Better Iterator support for PyTuple, PyList, PyDict #75 Introduce IntoPyDictPointer similar to IntoPyTuple #69","breadcrumbs":"CHANGELOG » Added","id":"583","title":"Added"},"584":{"body":"Allow to add gc support without implementing PyGCProtocol #57 Refactor PyErr implementation. Drop py parameter from constructor.","breadcrumbs":"CHANGELOG » Changed","id":"584","title":"Changed"},"585":{"body":"","breadcrumbs":"CHANGELOG » 0.1.0 - 07-23-2017","id":"585","title":"0.1.0 - 07-23-2017"},"586":{"body":"Initial release","breadcrumbs":"CHANGELOG » Added","id":"586","title":"Added"},"587":{"body":"Thank you for your interest in contributing to PyO3! All are welcome - please consider reading our Code of Conduct to keep our community positive and inclusive. If you are searching for ideas how to contribute, proceed to the \"Getting started contributing\" section. If you have found a specific issue to contribute to and need information about the development process, you may find the section \"Writing pull requests\" helpful. If you want to become familiar with the codebase, see Architecture.md .","breadcrumbs":"Contributing » Contributing","id":"587","title":"Contributing"},"588":{"body":"Please join in with any part of PyO3 which interests you. We use GitHub issues to record all bugs and ideas. Feel free to request an issue to be assigned to you if you want to work on it. You can browse the API of the non-public parts of PyO3 here . The following sections also contain specific ideas on where to start contributing to PyO3.","breadcrumbs":"Contributing » Getting started contributing","id":"588","title":"Getting started contributing"},"589":{"body":"To work and develop PyO3, you need Python & Rust installed on your system. We encourage the use of rustup to be able to select and choose specific toolchains based on the project. Pyenv is also highly recommended for being able to choose a specific Python version. virtualenv can also be used with or without Pyenv to use specific installed Python versions. nox is used to automate many of our CI tasks.","breadcrumbs":"Contributing » Setting up a development environment","id":"589","title":"Setting up a development environment"},"59":{"body":"To create a constructor which takes a positional class argument, you can combine the #[classmethod] and #[new] modifiers: # #![allow(dead_code)]\n# use pyo3::prelude::*;\n# use pyo3::types::PyType;\n# #[pyclass]\n# struct BaseClass(PyObject);\n#\n#[pymethods]\nimpl BaseClass { #[new] #[classmethod] fn py_new(cls: &Bound<'_, PyType>) -> PyResult { // Get an abstract attribute (presumably) declared on a subclass of this class. let subclass_attr: Bound<'_, PyAny> = cls.getattr(\"a_class_attr\")?; Ok(Self(subclass_attr.unbind())) }\n}","breadcrumbs":"Using Rust from Python » Python classes » Constructors which accept a class argument","id":"59","title":"Constructors which accept a class argument"},"590":{"body":"The PyO3 Discord server is very active with users who are new to PyO3, and often completely new to Rust. Helping them debug is a great way to get experience with the PyO3 codebase. Helping others often reveals bugs, documentation weaknesses, and missing APIs. It's a good idea to open GitHub issues for these immediately so the resolution can be designed and implemented!","breadcrumbs":"Contributing » Help users identify bugs","id":"590","title":"Help users identify bugs"},"591":{"body":"Issues where the solution is clear and work is not in progress use the needs-implementer label. Don't be afraid if the solution is not clear to you! The core PyO3 contributors will be happy to mentor you through any questions you have to help you write the solution.","breadcrumbs":"Contributing » Implement issues ready for development","id":"591","title":"Implement issues ready for development"},"592":{"body":"PyO3 has a user guide (using mdbook) as well as the usual Rust API docs. The aim is for both of these to be detailed, easy to understand, and up-to-date. Pull requests are always welcome to fix typos, change wording, add examples, etc. There are some specific areas of focus where help is currently needed for the documentation: Issues requesting documentation improvements are tracked with the documentation label. Not all APIs had docs or examples when they were made. The goal is to have documentation on all PyO3 APIs ( #306 ). If you see an API lacking a doc, please write one and open a PR! To build the docs (including all features), install nox and then run nox -s docs -- open Doctests We use lots of code blocks in our docs. Run cargo test --doc when making changes to check that the doctests still work, or cargo test to run all the tests including doctests. See https://doc.rust-lang.org/rustdoc/documentation-tests.html for a guide on doctests. Building the guide You can preview the user guide by building it locally with mdbook. First, install mdbook and nox . Then, run nox -s build-guide -- --open To check all links in the guide are valid, also install lychee and use the check-guide session instead: nox -s check-guide","breadcrumbs":"Contributing » Help write great docs","id":"592","title":"Help write great docs"},"593":{"body":"Issues which don't yet have a clear solution use the needs-design label. If any of these issues interest you, please join in with the conversation on the issue! All opinions are valued, and if you're interested in going further with e.g. draft PRs to experiment with API designs, even better!","breadcrumbs":"Contributing » Help design the next PyO3","id":"593","title":"Help design the next PyO3"},"594":{"body":"Everybody is welcome to submit comments on open PRs. Please help ensure new PyO3 APIs are safe, performant, tidy, and easy to use!","breadcrumbs":"Contributing » Review pull requests","id":"594","title":"Review pull requests"},"595":{"body":"Here are a few things to note when you are writing PRs.","breadcrumbs":"Contributing » Writing pull requests","id":"595","title":"Writing pull requests"},"596":{"body":"The PyO3 repo uses GitHub Actions. PRs are blocked from merging if CI is not successful. Formatting, linting and tests are checked for all Rust and Python code. In addition, all warnings in Rust code are disallowed (using RUSTFLAGS=\"-D warnings\"). Tests run with all supported Python versions with the latest stable Rust compiler, as well as for Python 3.9 with the minimum supported Rust version. If you are adding a new feature, you should add it to the full feature in our Cargo.toml * so that it is tested in CI. You can run these tests yourself with nox. Use nox -l to list the full set of subcommands you can run. Linting Python code nox -s ruff Linting Rust code nox -s rustfmt Semver checks cargo semver-checks check-release Clippy nox -s clippy-all Tests cargo test --features full Check all conditional compilation nox -s check-feature-powerset UI Tests PyO3 uses trybuild to develop UI tests to capture error messages from the Rust compiler for some of the macro functionality. Because there are several feature combinations for these UI tests, when updating them all (e.g. for a new Rust compiler version) it may be helpful to use the update-ui-tests nox session: nox -s update-ui-tests","breadcrumbs":"Contributing » Continuous Integration","id":"596","title":"Continuous Integration"},"597":{"body":"We use towncrier to generate a CHANGELOG for each release. To include your changes in the release notes, you should create one (or more) news items in the newsfragments directory. Valid news items should be saved as ..md where is the pull request number and is one of the following: packaging - for dependency changes and Python / Rust version compatibility changes added - for new features changed - for features which already existed but have been altered or deprecated removed - for features which have been removed fixed - for \"changed\" features which were classed as a bugfix Docs-only PRs do not need news items; start your PR title with docs: to skip the check.","breadcrumbs":"Contributing » Documenting changes","id":"597","title":"Documenting changes"},"598":{"body":"Generic code PyO3 has a lot of generic APIs to increase usability. These can come at the cost of generic code bloat. Where reasonable, try to implement a concrete sub-portion of generic functions. There are two forms of this: If the concrete sub-portion doesn't benefit from re-use by other functions, name it inner and keep it as a local to the function. If the concrete sub-portion is re-used by other functions, preferably name it _foo and place it directly below foo in the source code (where foo is the original generic function). FFI calls PyO3 makes a lot of FFI calls to Python's C API using raw pointers. Where possible try to avoid using pointers-to-temporaries in expressions: // dangerous\npyo3::ffi::Something(name.to_object(py).as_ptr()); // because the following refactoring is a use-after-free error:\nlet name = name.to_object(py).as_ptr();\npyo3::ffi::Something(name) Instead, prefer to bind the safe owned PyObject wrapper before passing to ffi functions: let name: PyObject = name.to_object(py);\npyo3::ffi::Something(name.as_ptr())\n// name will automatically be freed when it falls out of scope","breadcrumbs":"Contributing » Style guide","id":"598","title":"Style guide"},"599":{"body":"PyO3 aims to keep sufficient compatibility to make packaging Python extensions built with PyO3 feasible on most common package managers. To keep package maintainers' lives simpler, PyO3 will commit, wherever possible, to only adjust minimum supported Rust and Python versions at the same time. This bump will only come in an 0.x release, roughly once per year, after the oldest supported Python version reaches its end-of-life. (Check https://endoflife.date/python for a clear timetable on these.) Below are guidelines on what compatibility all PRs are expected to deliver for each language.","breadcrumbs":"Contributing » Python and Rust version support policy","id":"599","title":"Python and Rust version support policy"},"6":{"body":"autopy A simple, cross-platform GUI automation library for Python and Rust. Contains an example of building wheels on TravisCI and appveyor using cibuildwheel ballista-python A Python library that binds to Apache Arrow distributed query engine Ballista. bed-reader Read and write the PLINK BED format, simply and efficiently. Shows Rayon/ndarray::parallel (including capturing errors, controlling thread num), Python types to Rust generics, Github Actions cryptography Python cryptography library with some functionality in Rust. css-inline CSS inlining for Python implemented in Rust. datafusion-python A Python library that binds to Apache Arrow in-memory query engine DataFusion. deltalake-python Native Delta Lake Python binding based on delta-rs with Pandas integration. fastbloom A fast bloom filter | counting bloom filter implemented by Rust for Rust and Python! fastuuid Python bindings to Rust's UUID library. feos Lightning fast thermodynamic modeling in Rust with fully developed Python interface. forust A lightweight gradient boosted decision tree library written in Rust. greptimedb Support Python scripting in the database haem A Python library for working on Bioinformatics problems. html-py-ever Using html5ever through kuchiki to speed up html parsing and css-selecting. hyperjson A hyper-fast Python module for reading/writing JSON data using Rust's serde-json. inline-python Inline Python code directly in your Rust code. johnnycanencrypt OpenPGP library with Yubikey support. jsonschema-rs Fast JSON Schema validation library. mocpy Astronomical Python library offering data structures for describing any arbitrary coverage regions on the unit sphere. opendal A data access layer that allows users to easily and efficiently retrieve data from various storage services in a unified way. orjson Fast Python JSON library. ormsgpack Fast Python msgpack library. point-process High level API for pointprocesses as a Python library. polaroid Hyper Fast and safe image manipulation library for Python written in Rust. polars Fast multi-threaded DataFrame library in Rust | Python | Node.js. pydantic-core Core validation logic for pydantic written in Rust. pyheck Fast case conversion library, built by wrapping heck . Quite easy to follow as there's not much code. pyre Fast Python HTTP server written in Rust. pyreqwest_impersonate The fastest python HTTP client that can impersonate web browsers by mimicking their headers and TLS/JA3/JA4/HTTP2 fingerprints. ril-py A performant and high-level image processing library for Python written in Rust. river Online machine learning in python, the computationally heavy statistics algorithms are implemented in Rust. rust-python-coverage Example PyO3 project with automated test coverage for Rust and Python. tiktoken A fast BPE tokeniser for use with OpenAI's models. tokenizers Python bindings to the Hugging Face tokenizers (NLP) written in Rust. tzfpy A fast package to convert longitude/latitude to timezone name. utiles Fast Python web-map tile utilities wasmer-python Python library to run WebAssembly binaries.","breadcrumbs":"Introduction » Examples","id":"6","title":"Examples"},"60":{"body":"To create a static method for a custom class, the method needs to be annotated with the #[staticmethod] attribute. The return type must be T or PyResult for some T that implements IntoPy. # use pyo3::prelude::*;\n# #[pyclass]\n# struct MyClass {\n# #[allow(dead_code)]\n# num: i32,\n# }\n#[pymethods]\nimpl MyClass { #[staticmethod] fn static_method(param1: i32, param2: &str) -> PyResult { Ok(10) }\n}","breadcrumbs":"Using Rust from Python » Python classes » Static methods","id":"60","title":"Static methods"},"600":{"body":"PyO3 supports all officially supported Python versions, as well as the latest PyPy3 release. All of these versions are tested in CI.","breadcrumbs":"Contributing » Python","id":"600","title":"Python"},"601":{"body":"PyO3 aims to make use of up-to-date Rust language features to keep the implementation as efficient as possible. The minimum Rust version supported will be decided when the release which bumps Python and Rust versions is made. At the time, the minimum Rust version will be set no higher than the lowest Rust version shipped in the current Debian, RHEL and Alpine Linux distributions. CI tests both the most recent stable Rust version and the minimum supported Rust version. Because of Rust's stability guarantees this is sufficient to confirm support for all Rust versions in between.","breadcrumbs":"Contributing » Rust","id":"601","title":"Rust"},"602":{"body":"PyO3 has two sets of benchmarks for evaluating some aspects of its performance. The benchmark suite is currently very small - please open PRs with new benchmarks if you're interested in helping to expand it! First, there are Rust-based benchmarks located in the pyo3-benches subdirectory. You can run these benchmarks with: nox -s bench Second, there is a Python-based benchmark contained in the pytests subdirectory. You can read more about it here .","breadcrumbs":"Contributing » Benchmarking","id":"602","title":"Benchmarking"},"603":{"body":"You can view what code is and isn't covered by PyO3's tests. We aim to have 100% coverage - please check coverage and add tests if you notice a lack of coverage! First, ensure the llvm-cov cargo plugin is installed. You may need to run the plugin through cargo once before using it with nox. cargo install cargo-llvm-cov\ncargo llvm-cov Then, generate an lcov.info file with nox -s coverage -- lcov You can install an IDE plugin to view the coverage. For example, if you use VSCode: Add the coverage-gutters plugin. Add these settings to VSCode's settings.json: { \"coverage-gutters.coverageFileNames\": [ \"lcov.info\", \"cov.xml\", \"coverage.xml\", ], \"coverage-gutters.showLineCoverage\": true\n} You should now be able to see green highlights for code that is tested, and red highlights for code that is not tested.","breadcrumbs":"Contributing » Code coverage","id":"603","title":"Code coverage"},"604":{"body":"At the moment there is no official organisation that accepts sponsorship on PyO3's behalf. If you're seeking to provide significant funding to the PyO3 ecosystem, please reach out to us on GitHub or Discord and we can discuss. In the meanwhile, some of our maintainers have personal GitHub sponsorship pages and would be grateful for your support: davidhewitt messense","breadcrumbs":"Contributing » Sponsor this project","id":"604","title":"Sponsor this project"},"61":{"body":"To create a class attribute (also called class variable ), a method without any arguments can be annotated with the #[classattr] attribute. # use pyo3::prelude::*;\n# #[pyclass]\n# struct MyClass {}\n#[pymethods]\nimpl MyClass { #[classattr] fn my_attribute() -> String { \"hello\".to_string() }\n} Python::with_gil(|py| { let my_class = py.get_type_bound::(); pyo3::py_run!(py, my_class, \"assert my_class.my_attribute == 'hello'\")\n}); Note: if the method has a Result return type and returns an Err, PyO3 will panic during class creation. If the class attribute is defined with const code only, one can also annotate associated constants: # use pyo3::prelude::*;\n# #[pyclass]\n# struct MyClass {}\n#[pymethods]\nimpl MyClass { #[classattr] const MY_CONST_ATTRIBUTE: &'static str = \"foobar\";\n}","breadcrumbs":"Using Rust from Python » Python classes » Class attributes","id":"61","title":"Class attributes"},"62":{"body":"Free functions defined using #[pyfunction] interact with classes through the same mechanisms as the self parameters of instance methods, i.e. they can take GIL-bound references, GIL-bound reference wrappers or GIL-indepedent references: # #![allow(dead_code)]\n# use pyo3::prelude::*;\n#[pyclass]\nstruct MyClass { my_field: i32,\n} // Take a reference when the underlying `Bound` is irrelevant.\n#[pyfunction]\nfn increment_field(my_class: &mut MyClass) { my_class.my_field += 1;\n} // Take a reference wrapper when borrowing should be automatic,\n// but interaction with the underlying `Bound` is desired.\n#[pyfunction]\nfn print_field(my_class: PyRef<'_, MyClass>) { println!(\"{}\", my_class.my_field);\n} // Take a reference to the underlying Bound\n// when borrowing needs to be managed manually.\n#[pyfunction]\nfn increment_then_print_field(my_class: &Bound<'_, MyClass>) { my_class.borrow_mut().my_field += 1; println!(\"{}\", my_class.borrow().my_field);\n} // Take a GIL-indepedent reference when you want to store the reference elsewhere.\n#[pyfunction]\nfn print_refcnt(my_class: Py, py: Python<'_>) { println!(\"{}\", my_class.get_refcnt(py));\n} Classes can also be passed by value if they can be cloned, i.e. they automatically implement FromPyObject if they implement Clone, e.g. via #[derive(Clone)]: # #![allow(dead_code)]\n# use pyo3::prelude::*;\n#[pyclass]\n#[derive(Clone)]\nstruct MyClass { my_field: Box,\n} #[pyfunction]\nfn dissamble_clone(my_class: MyClass) { let MyClass { mut my_field } = my_class; *my_field += 1;\n} Note that #[derive(FromPyObject)] on a class is usually not useful as it tries to construct a new Rust value by filling in the fields by looking up attributes of any given Python value.","breadcrumbs":"Using Rust from Python » Python classes » Classes as function arguments","id":"62","title":"Classes as function arguments"},"63":{"body":"Similar to #[pyfunction], the #[pyo3(signature = (...))] attribute can be used to specify the way that #[pymethods] accept arguments. Consult the documentation for function signatures to see the parameters this attribute accepts. The following example defines a class MyClass with a method method. This method has a signature that sets default values for num and name, and indicates that py_args should collect all extra positional arguments and py_kwargs all extra keyword arguments: # use pyo3::prelude::*;\nuse pyo3::types::{PyDict, PyTuple};\n#\n# #[pyclass]\n# struct MyClass {\n# num: i32,\n# }\n#[pymethods]\nimpl MyClass { #[new] #[pyo3(signature = (num=-1))] fn new(num: i32) -> Self { MyClass { num } } #[pyo3(signature = (num=10, *py_args, name=\"Hello\", **py_kwargs))] fn method( &mut self, num: i32, py_args: &Bound<'_, PyTuple>, name: &str, py_kwargs: Option<&Bound<'_, PyDict>>, ) -> String { let num_before = self.num; self.num = num; format!( \"num={} (was previously={}), py_args={:?}, name={}, py_kwargs={:?} \", num, num_before, py_args, name, py_kwargs, ) }\n} In Python, this might be used like: >>> import mymodule\n>>> mc = mymodule.MyClass()\n>>> print(mc.method(44, False, \"World\", 666, x=44, y=55))\npy_args=('World', 666), py_kwargs=Some({'x': 44, 'y': 55}), name=Hello, num=44, num_before=-1\n>>> print(mc.method(num=-1, name=\"World\"))\npy_args=(), py_kwargs=None, name=World, num=-1, num_before=44 The #[pyo3(text_signature = \"...\") option for #[pyfunction] also works for #[pymethods]. # #![allow(dead_code)]\nuse pyo3::prelude::*;\nuse pyo3::types::PyType; #[pyclass]\nstruct MyClass {} #[pymethods]\nimpl MyClass { #[new] #[pyo3(text_signature = \"(c, d)\")] fn new(c: i32, d: &str) -> Self { Self {} } // the self argument should be written $self #[pyo3(text_signature = \"($self, e, f)\")] fn my_method(&self, e: i32, f: i32) -> i32 { e + f } // similarly for classmethod arguments, use $cls #[classmethod] #[pyo3(text_signature = \"($cls, e, f)\")] fn my_class_method(cls: &Bound<'_, PyType>, e: i32, f: i32) -> i32 { e + f } #[staticmethod] #[pyo3(text_signature = \"(e, f)\")] fn my_static_method(e: i32, f: i32) -> i32 { e + f }\n}\n#\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| {\n# let inspect = PyModule::import_bound(py, \"inspect\")?.getattr(\"signature\")?;\n# let module = PyModule::new_bound(py, \"my_module\")?;\n# module.add_class::()?;\n# let class = module.getattr(\"MyClass\")?;\n#\n# if cfg!(not(Py_LIMITED_API)) || py.version_info() >= (3, 10) {\n# let doc: String = class.getattr(\"__doc__\")?.extract()?;\n# assert_eq!(doc, \"\");\n#\n# let sig: String = inspect\n# .call1((&class,))?\n# .call_method0(\"__str__\")?\n# .extract()?;\n# assert_eq!(sig, \"(c, d)\");\n# } else {\n# let doc: String = class.getattr(\"__doc__\")?.extract()?;\n# assert_eq!(doc, \"\");\n#\n# inspect.call1((&class,)).expect_err(\"`text_signature` on classes is not compatible with compilation in `abi3` mode until Python 3.10 or greater\");\n# }\n#\n# {\n# let method = class.getattr(\"my_method\")?;\n#\n# assert!(method.getattr(\"__doc__\")?.is_none());\n#\n# let sig: String = inspect\n# .call1((method,))?\n# .call_method0(\"__str__\")?\n# .extract()?;\n# assert_eq!(sig, \"(self, /, e, f)\");\n# }\n#\n# {\n# let method = class.getattr(\"my_class_method\")?;\n#\n# assert!(method.getattr(\"__doc__\")?.is_none());\n#\n# let sig: String = inspect\n# .call1((method,))?\n# .call_method0(\"__str__\")?\n# .extract()?;\n# assert_eq!(sig, \"(e, f)\"); // inspect.signature skips the $cls arg\n# }\n#\n# {\n# let method = class.getattr(\"my_static_method\")?;\n#\n# assert!(method.getattr(\"__doc__\")?.is_none());\n#\n# let sig: String = inspect\n# .call1((method,))?\n# .call_method0(\"__str__\")?\n# .extract()?;\n# assert_eq!(sig, \"(e, f)\");\n# }\n#\n# Ok(())\n# })\n# } Note that text_signature on #[new] is not compatible with compilation in abi3 mode until Python 3.10 or greater.","breadcrumbs":"Using Rust from Python » Python classes » Method arguments","id":"63","title":"Method arguments"},"64":{"body":"PyO3 supports writing instance methods using the normal method receivers for shared &self and unique &mut self references. This interacts with lifetime elision insofar as the lifetime of a such a receiver is assigned to all elided output lifetime parameters. This is a good default for general Rust code where return values are more likely to borrow from the receiver than from the other arguments, if they contain any lifetimes at all. However, when returning bound references Bound<'py, T> in PyO3-based code, the GIL lifetime 'py should usually be derived from a GIL token py: Python<'py> passed as an argument instead of the receiver. Specifically, signatures like fn frobnicate(&self, py: Python) -> Bound; will not work as they are inferred as fn frobnicate<'a, 'py>(&'a self, py: Python<'py>) -> Bound<'a, Foo>; instead of the intended fn frobnicate<'a, 'py>(&'a self, py: Python<'py>) -> Bound<'py, Foo>; and should usually be written as fn frobnicate<'py>(&self, py: Python<'py>) -> Bound<'py, Foo>; The same problem does not exist for #[pyfunction]s as the special case for receiver lifetimes does not apply and indeed a signature like fn frobnicate(bar: &Bar, py: Python) -> Bound; will yield compiler error E0106 \"missing lifetime specifier\" .","breadcrumbs":"Using Rust from Python » Python classes » Method receivers and lifetime elision","id":"64","title":"Method receivers and lifetime elision"},"65":{"body":"Enum support in PyO3 comes in two flavors, depending on what kind of variants the enum has: simple and complex.","breadcrumbs":"Using Rust from Python » Python classes » #[pyclass] enums","id":"65","title":"#[pyclass] enums"},"66":{"body":"A simple enum (a.k.a. C-like enum) has only unit variants. PyO3 adds a class attribute for each variant, so you can access them in Python without defining #[new]. PyO3 also provides default implementations of __richcmp__ and __int__, so they can be compared using ==: # use pyo3::prelude::*;\n#[pyclass(eq, eq_int)]\n#[derive(PartialEq)]\nenum MyEnum { Variant, OtherVariant,\n} Python::with_gil(|py| { let x = Py::new(py, MyEnum::Variant).unwrap(); let y = Py::new(py, MyEnum::OtherVariant).unwrap(); let cls = py.get_type_bound::(); pyo3::py_run!(py, x y cls, r#\" assert x == cls.Variant assert y == cls.OtherVariant assert x != y \"#)\n}) You can also convert your simple enums into int: # use pyo3::prelude::*;\n#[pyclass(eq, eq_int)]\n#[derive(PartialEq)]\nenum MyEnum { Variant, OtherVariant = 10,\n} Python::with_gil(|py| { let cls = py.get_type_bound::(); let x = MyEnum::Variant as i32; // The exact value is assigned by the compiler. pyo3::py_run!(py, cls x, r#\" assert int(cls.Variant) == x assert int(cls.OtherVariant) == 10 \"#)\n}) PyO3 also provides __repr__ for enums: # use pyo3::prelude::*;\n#[pyclass(eq, eq_int)]\n#[derive(PartialEq)]\nenum MyEnum{ Variant, OtherVariant,\n} Python::with_gil(|py| { let cls = py.get_type_bound::(); let x = Py::new(py, MyEnum::Variant).unwrap(); pyo3::py_run!(py, cls x, r#\" assert repr(x) == 'MyEnum.Variant' assert repr(cls.OtherVariant) == 'MyEnum.OtherVariant' \"#)\n}) All methods defined by PyO3 can be overridden. For example here's how you override __repr__: # use pyo3::prelude::*;\n#[pyclass(eq, eq_int)]\n#[derive(PartialEq)]\nenum MyEnum { Answer = 42,\n} #[pymethods]\nimpl MyEnum { fn __repr__(&self) -> &'static str { \"42\" }\n} Python::with_gil(|py| { let cls = py.get_type_bound::(); pyo3::py_run!(py, cls, \"assert repr(cls.Answer) == '42'\")\n}) Enums and their variants can also be renamed using #[pyo3(name)]. # use pyo3::prelude::*;\n#[pyclass(eq, eq_int, name = \"RenamedEnum\")]\n#[derive(PartialEq)]\nenum MyEnum { #[pyo3(name = \"UPPERCASE\")] Variant,\n} Python::with_gil(|py| { let x = Py::new(py, MyEnum::Variant).unwrap(); let cls = py.get_type_bound::(); pyo3::py_run!(py, x cls, r#\" assert repr(x) == 'RenamedEnum.UPPERCASE' assert x == cls.UPPERCASE \"#)\n}) Ordering of enum variants is optionally added using #[pyo3(ord)]. Note: Implementation of the PartialOrd trait is required when passing the ord argument. If not implemented, a compile time error is raised. # use pyo3::prelude::*;\n#[pyclass(eq, ord)]\n#[derive(PartialEq, PartialOrd)]\nenum MyEnum{ A, B, C,\n} Python::with_gil(|py| { let cls = py.get_type_bound::(); let a = Py::new(py, MyEnum::A).unwrap(); let b = Py::new(py, MyEnum::B).unwrap(); let c = Py::new(py, MyEnum::C).unwrap(); pyo3::py_run!(py, cls a b c, r#\" assert (a < b) == True assert (c <= b) == False assert (c > a) == True \"#)\n}) You may not use enums as a base class or let enums inherit from other classes. # use pyo3::prelude::*;\n#[pyclass(subclass)]\nenum BadBase { Var1,\n} # use pyo3::prelude::*; #[pyclass(subclass)]\nstruct Base; #[pyclass(extends=Base)]\nenum BadSubclass { Var1,\n} #[pyclass] enums are currently not interoperable with IntEnum in Python.","breadcrumbs":"Using Rust from Python » Python classes » Simple enums","id":"66","title":"Simple enums"},"67":{"body":"An enum is complex if it has any non-unit (struct or tuple) variants. PyO3 supports only struct and tuple variants in a complex enum. Unit variants aren't supported at present (the recommendation is to use an empty tuple enum instead). PyO3 adds a class attribute for each variant, which may be used to construct values and in match patterns. PyO3 also provides getter methods for all fields of each variant. # use pyo3::prelude::*;\n#[pyclass]\nenum Shape { Circle { radius: f64 }, Rectangle { width: f64, height: f64 }, RegularPolygon(u32, f64), Nothing { },\n} # #[cfg(Py_3_10)]\nPython::with_gil(|py| { let circle = Shape::Circle { radius: 10.0 }.into_py(py); let square = Shape::RegularPolygon(4, 10.0).into_py(py); let cls = py.get_type_bound::(); pyo3::py_run!(py, circle square cls, r#\" assert isinstance(circle, cls) assert isinstance(circle, cls.Circle) assert circle.radius == 10.0 assert isinstance(square, cls) assert isinstance(square, cls.RegularPolygon) assert square[0] == 4 # Gets _0 field assert square[1] == 10.0 # Gets _1 field def count_vertices(cls, shape): match shape: case cls.Circle(): return 0 case cls.Rectangle(): return 4 case cls.RegularPolygon(n): return n case cls.Nothing(): return 0 assert count_vertices(cls, circle) == 0 assert count_vertices(cls, square) == 4 \"#)\n}) WARNING: Py::new and .into_py are currently inconsistent. Note how the constructed value is not an instance of the specific variant. For this reason, constructing values is only recommended using .into_py. # use pyo3::prelude::*;\n#[pyclass]\nenum MyEnum { Variant { i: i32 },\n} Python::with_gil(|py| { let x = Py::new(py, MyEnum::Variant { i: 42 }).unwrap(); let cls = py.get_type_bound::(); pyo3::py_run!(py, x cls, r#\" assert isinstance(x, cls) assert not isinstance(x, cls.Variant) \"#)\n}) The constructor of each generated class can be customized using the #[pyo3(constructor = (...))] attribute. This uses the same syntax as the #[pyo3(signature = (...))] attribute on function and methods and supports the same options. To apply this attribute simply place it on top of a variant in a #[pyclass] complex enum as shown below: # use pyo3::prelude::*;\n#[pyclass]\nenum Shape { #[pyo3(constructor = (radius=1.0))] Circle { radius: f64 }, #[pyo3(constructor = (*, width, height))] Rectangle { width: f64, height: f64 }, #[pyo3(constructor = (side_count, radius=1.0))] RegularPolygon { side_count: u32, radius: f64 }, Nothing { },\n} # #[cfg(Py_3_10)]\nPython::with_gil(|py| { let cls = py.get_type_bound::(); pyo3::py_run!(py, cls, r#\" circle = cls.Circle() assert isinstance(circle, cls) assert isinstance(circle, cls.Circle) assert circle.radius == 1.0 square = cls.Rectangle(width = 1, height = 1) assert isinstance(square, cls) assert isinstance(square, cls.Rectangle) assert square.width == 1 assert square.height == 1 hexagon = cls.RegularPolygon(6) assert isinstance(hexagon, cls) assert isinstance(hexagon, cls.RegularPolygon) assert hexagon.side_count == 6 assert hexagon.radius == 1 \"#)\n})","breadcrumbs":"Using Rust from Python » Python classes » Complex enums","id":"67","title":"Complex enums"},"68":{"body":"The #[pyclass] macros rely on a lot of conditional code generation: each #[pyclass] can optionally have a #[pymethods] block. To support this flexibility the #[pyclass] macro expands to a blob of boilerplate code which sets up the structure for \"dtolnay specialization\" . This implementation pattern enables the Rust compiler to use #[pymethods] implementations when they are present, and fall back to default (empty) definitions when they are not. This simple technique works for the case when there is zero or one implementations. To support multiple #[pymethods] for a #[pyclass] (in the multiple-pymethods feature), a registry mechanism provided by the inventory crate is used instead. This collects impls at library load time, but isn't supported on all platforms. See inventory: how it works for more details. The #[pyclass] macro expands to roughly the code seen below. The PyClassImplCollector is the type used internally by PyO3 for dtolnay specialization: # #[cfg(not(feature = \"multiple-pymethods\"))] {\n# use pyo3::prelude::*;\n// Note: the implementation differs slightly with the `multiple-pymethods` feature enabled.\nstruct MyClass { # #[allow(dead_code)] num: i32,\n} impl pyo3::types::DerefToPyAny for MyClass {} # #[allow(deprecated)]\n# #[cfg(feature = \"gil-refs\")]\nunsafe impl pyo3::type_object::HasPyGilRef for MyClass { type AsRefTarget = pyo3::PyCell;\n}\nunsafe impl pyo3::type_object::PyTypeInfo for MyClass { const NAME: &'static str = \"MyClass\"; const MODULE: ::std::option::Option<&'static str> = ::std::option::Option::None; #[inline] fn type_object_raw(py: pyo3::Python<'_>) -> *mut pyo3::ffi::PyTypeObject { ::lazy_type_object() .get_or_init(py) .as_type_ptr() }\n} impl pyo3::PyClass for MyClass { type Frozen = pyo3::pyclass::boolean_struct::False;\n} impl<'a, 'py> pyo3::impl_::extract_argument::PyFunctionArgument<'a, 'py> for &'a MyClass\n{ type Holder = ::std::option::Option>; #[inline] fn extract(obj: &'a pyo3::Bound<'py, PyAny>, holder: &'a mut Self::Holder) -> pyo3::PyResult { pyo3::impl_::extract_argument::extract_pyclass_ref(obj, holder) }\n} impl<'a, 'py> pyo3::impl_::extract_argument::PyFunctionArgument<'a, 'py> for &'a mut MyClass\n{ type Holder = ::std::option::Option>; #[inline] fn extract(obj: &'a pyo3::Bound<'py, PyAny>, holder: &'a mut Self::Holder) -> pyo3::PyResult { pyo3::impl_::extract_argument::extract_pyclass_ref_mut(obj, holder) }\n} impl pyo3::IntoPy for MyClass { fn into_py(self, py: pyo3::Python<'_>) -> pyo3::PyObject { pyo3::IntoPy::into_py(pyo3::Py::new(py, self).unwrap(), py) }\n} impl pyo3::impl_::pyclass::PyClassImpl for MyClass { const IS_BASETYPE: bool = false; const IS_SUBCLASS: bool = false; const IS_MAPPING: bool = false; const IS_SEQUENCE: bool = false; type BaseType = PyAny; type ThreadChecker = pyo3::impl_::pyclass::SendablePyClass; type PyClassMutability = <::PyClassMutability as pyo3::impl_::pycell::PyClassMutability>::MutableChild; type Dict = pyo3::impl_::pyclass::PyClassDummySlot; type WeakRef = pyo3::impl_::pyclass::PyClassDummySlot; type BaseNativeType = pyo3::PyAny; fn items_iter() -> pyo3::impl_::pyclass::PyClassItemsIter { use pyo3::impl_::pyclass::*; let collector = PyClassImplCollector::::new(); static INTRINSIC_ITEMS: PyClassItems = PyClassItems { slots: &[], methods: &[] }; PyClassItemsIter::new(&INTRINSIC_ITEMS, collector.py_methods()) } fn lazy_type_object() -> &'static pyo3::impl_::pyclass::LazyTypeObject { use pyo3::impl_::pyclass::LazyTypeObject; static TYPE_OBJECT: LazyTypeObject = LazyTypeObject::new(); &TYPE_OBJECT } fn doc(py: Python<'_>) -> pyo3::PyResult<&'static ::std::ffi::CStr> { use pyo3::impl_::pyclass::*; static DOC: pyo3::sync::GILOnceCell<::std::borrow::Cow<'static, ::std::ffi::CStr>> = pyo3::sync::GILOnceCell::new(); DOC.get_or_try_init(py, || { let collector = PyClassImplCollector::::new(); build_pyclass_doc(::NAME, pyo3::ffi::c_str!(\"\"), collector.new_text_signature()) }).map(::std::ops::Deref::deref) }\n} # Python::with_gil(|py| {\n# let cls = py.get_type_bound::();\n# pyo3::py_run!(py, cls, \"assert cls.__name__ == 'MyClass'\")\n# });\n# }","breadcrumbs":"Using Rust from Python » Python classes » Implementation details","id":"68","title":"Implementation details"},"69":{"body":"Python's object model defines several protocols for different object behavior, such as the sequence, mapping, and number protocols. Python classes support these protocols by implementing \"magic\" methods, such as __str__ or __repr__. Because of the double-underscores surrounding their name, these are also known as \"dunder\" methods. PyO3 makes it possible for every magic method to be implemented in #[pymethods] just as they would be done in a regular Python class, with a few notable differences: __new__ and __init__ are replaced by the #[new] attribute . __del__ is not yet supported, but may be in the future. __buffer__ and __release_buffer__ are currently not supported and instead PyO3 supports __getbuffer__ and __releasebuffer__ methods (these predate PEP 688 ), again this may change in the future. PyO3 adds __traverse__ and __clear__ methods for controlling garbage collection. The Python C-API which PyO3 is implemented upon requires many magic methods to have a specific function signature in C and be placed into special \"slots\" on the class type object. This limits the allowed argument and return types for these methods. They are listed in detail in the section below. If a magic method is not on the list above (for example __init_subclass__), then it should just work in PyO3. If this is not the case, please file a bug report.","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Class customizations","id":"69","title":"Class customizations"},"7":{"body":"(Video) Extending Python with Rust using PyO3 - Dec 16, 2023 A Week of PyO3 + rust-numpy (How to Speed Up Your Data Pipeline X Times) - Jun 6, 2023 (Podcast) PyO3 with David Hewitt - May 19, 2023 Making Python 100x faster with less than 100 lines of Rust - Mar 28, 2023 How Pydantic V2 leverages Rust's Superpowers - Feb 4, 2023 How we extended the River stats module with Rust using PyO3 - Dec 23, 2022 Nine Rules for Writing Python Extensions in Rust - Dec 31, 2021 Calling Rust from Python using PyO3 - Nov 18, 2021 davidhewitt's 2021 talk at Rust Manchester meetup - Aug 19, 2021 Incrementally porting a small Python project to Rust - Apr 29, 2021 Vortexa - Integrating Rust into Python - Apr 12, 2021 Writing and publishing a Python module in Rust - Aug 2, 2020","breadcrumbs":"Introduction » Articles and other media","id":"7","title":"Articles and other media"},"70":{"body":"If a function name in #[pymethods] is a magic method which is known to need special handling, it will be automatically placed into the correct slot in the Python type object. The function name is taken from the usual rules for naming #[pymethods]: the #[pyo3(name = \"...\")] attribute is used if present, otherwise the Rust function name is used. The magic methods handled by PyO3 are very similar to the standard Python ones on this page - in particular they are the subset which have slots as defined here . When PyO3 handles a magic method, a couple of changes apply compared to other #[pymethods]: The Rust function signature is restricted to match the magic method. The #[pyo3(signature = (...)] and #[pyo3(text_signature = \"...\")] attributes are not allowed. The following sections list all magic methods for which PyO3 implements the necessary special handling. The given signatures should be interpreted as follows: All methods take a receiver as first argument, shown as . It can be &self, &mut self or a Bound reference like self_: PyRef<'_, Self> and self_: PyRefMut<'_, Self>, as described here . An optional Python<'py> argument is always allowed as the first argument. Return values can be optionally wrapped in PyResult. object means that any type is allowed that can be extracted from a Python object (if argument) or converted to a Python object (if return value). Other types must match what's given, e.g. pyo3::basic::CompareOp for __richcmp__'s second argument. For the comparison and arithmetic methods, extraction errors are not propagated as exceptions, but lead to a return of NotImplemented. For some magic methods, the return values are not restricted by PyO3, but checked by the Python interpreter. For example, __str__ needs to return a string object. This is indicated by object (Python type).","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Magic Methods handled by PyO3","id":"70","title":"Magic Methods handled by PyO3"},"71":{"body":"__str__() -> object (str) __repr__() -> object (str) __hash__() -> isize Objects that compare equal must have the same hash value. Any type up to 64 bits may be returned instead of isize, PyO3 will convert to an isize automatically (wrapping unsigned types like u64 and usize). Disabling Python's default hash\nBy default, all `#[pyclass]` types have a default hash implementation from Python. Types which should not be hashable can override this by setting `__hash__` to `None`. This is the same mechanism as for a pure-Python class. This is done like so: # use pyo3::prelude::*;\n#\n#[pyclass]\nstruct NotHashable {} #[pymethods]\nimpl NotHashable { #[classattr] const __hash__: Option = None;\n} __lt__(, object) -> object __le__(, object) -> object __eq__(, object) -> object __ne__(, object) -> object __gt__(, object) -> object __ge__(, object) -> object The implementations of Python's \"rich comparison\" operators <, <=, ==, !=, > and >= respectively. Note that implementing any of these methods will cause Python not to generate a default __hash__ implementation, so consider also implementing __hash__. Return type\nThe return type will normally be `bool` or `PyResult`, however any Python object can be returned. __richcmp__(, object, pyo3::basic::CompareOp) -> object Implements Python comparison operations (==, !=, <, <=, >, and >=) in a single method. The CompareOp argument indicates the comparison operation being performed. You can use CompareOp::matches to adapt a Rust std::cmp::Ordering result to the requested comparison. This method cannot be implemented in combination with any of __lt__, __le__, __eq__, __ne__, __gt__, or __ge__. Note that implementing __richcmp__ will cause Python not to generate a default __hash__ implementation, so consider implementing __hash__ when implementing __richcmp__. Return type\nThe return type will normally be `PyResult`, but any Python object can be returned. If you want to leave some operations unimplemented, you can return py.NotImplemented() for some of the operations: use pyo3::class::basic::CompareOp; # use pyo3::prelude::*;\n#\n# #[pyclass]\n# struct Number(i32);\n#\n#[pymethods]\nimpl Number { fn __richcmp__(&self, other: &Self, op: CompareOp, py: Python<'_>) -> PyObject { match op { CompareOp::Eq => (self.0 == other.0).into_py(py), CompareOp::Ne => (self.0 != other.0).into_py(py), _ => py.NotImplemented(), } }\n} If the second argument object is not of the type specified in the signature, the generated code will automatically return NotImplemented. __getattr__(, object) -> object __getattribute__(, object) -> object Differences between `__getattr__` and `__getattribute__`\nAs in Python, `__getattr__` is only called if the attribute is not found\nby normal attribute lookup. `__getattribute__`, on the other hand, is\ncalled for *every* attribute access. If it wants to access existing\nattributes on `self`, it needs to be very careful not to introduce\ninfinite recursion, and use `baseclass.__getattribute__()`. __setattr__(, value: object) -> () __delattr__(, object) -> () Overrides attribute access. __bool__() -> bool Determines the \"truthyness\" of an object. __call__(, ...) -> object - here, any argument list can be defined as for normal pymethods","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Basic object customization","id":"71","title":"Basic object customization"},"72":{"body":"Iterators can be defined using these methods: __iter__() -> object __next__() -> Option or IterNextOutput ( see details ) Returning None from __next__ indicates that that there are no further items. Example: use pyo3::prelude::*; #[pyclass]\nstruct MyIterator { iter: Box + Send>,\n} #[pymethods]\nimpl MyIterator { fn __iter__(slf: PyRef<'_, Self>) -> PyRef<'_, Self> { slf } fn __next__(mut slf: PyRefMut<'_, Self>) -> Option { slf.iter.next() }\n} In many cases you'll have a distinction between the type being iterated over (i.e. the iterable ) and the iterator it provides. In this case, the iterable only needs to implement __iter__() while the iterator must implement both __iter__() and __next__(). For example: # use pyo3::prelude::*; #[pyclass]\nstruct Iter { inner: std::vec::IntoIter,\n} #[pymethods]\nimpl Iter { fn __iter__(slf: PyRef<'_, Self>) -> PyRef<'_, Self> { slf } fn __next__(mut slf: PyRefMut<'_, Self>) -> Option { slf.inner.next() }\n} #[pyclass]\nstruct Container { iter: Vec,\n} #[pymethods]\nimpl Container { fn __iter__(slf: PyRef<'_, Self>) -> PyResult> { let iter = Iter { inner: slf.iter.clone().into_iter(), }; Py::new(slf.py(), iter) }\n} # Python::with_gil(|py| {\n# let container = Container { iter: vec![1, 2, 3, 4] };\n# let inst = pyo3::Py::new(py, container).unwrap();\n# pyo3::py_run!(py, inst, \"assert list(inst) == [1, 2, 3, 4]\");\n# pyo3::py_run!(py, inst, \"assert list(iter(iter(inst))) == [1, 2, 3, 4]\");\n# }); For more details on Python's iteration protocols, check out the \"Iterator Types\" section of the library documentation . Returning a value from iteration This guide has so far shown how to use Option to implement yielding values during iteration. In Python a generator can also return a value. To express this in Rust, PyO3 provides the IterNextOutput enum to both Yield values and Return a final value - see its docs for further details and an example.","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Iterable objects","id":"72","title":"Iterable objects"},"73":{"body":"__await__() -> object __aiter__() -> object __anext__() -> Option or IterANextOutput","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Awaitable objects","id":"73","title":"Awaitable objects"},"74":{"body":"The magic methods in this section can be used to implement Python container types. They are two main categories of container in Python: \"mappings\" such as dict, with arbitrary keys, and \"sequences\" such as list and tuple, with integer keys. The Python C-API which PyO3 is built upon has separate \"slots\" for sequences and mappings. When writing a class in pure Python, there is no such distinction in the implementation - a __getitem__ implementation will fill the slots for both the mapping and sequence forms, for example. By default PyO3 reproduces the Python behaviour of filling both mapping and sequence slots. This makes sense for the \"simple\" case which matches Python, and also for sequences, where the mapping slot is used anyway to implement slice indexing. Mapping types usually will not want the sequence slots filled. Having them filled will lead to outcomes which may be unwanted, such as: The mapping type will successfully cast to PySequence . This may lead to consumers of the type handling it incorrectly. Python provides a default implementation of __iter__ for sequences, which calls __getitem__ with consecutive positive integers starting from 0 until an IndexError is returned. Unless the mapping only contains consecutive positive integer keys, this __iter__ implementation will likely not be the intended behavior. Use the #[pyclass(mapping)] annotation to instruct PyO3 to only fill the mapping slots, leaving the sequence ones empty. This will apply to __getitem__, __setitem__, and __delitem__. Use the #[pyclass(sequence)] annotation to instruct PyO3 to fill the sq_length slot instead of the mp_length slot for __len__. This will help libraries such as numpy recognise the class as a sequence, however will also cause CPython to automatically add the sequence length to any negative indices before passing them to __getitem__. (__getitem__, __setitem__ and __delitem__ mapping slots are still used for sequences, for slice operations.) __len__() -> usize Implements the built-in function len(). __contains__(, object) -> bool Implements membership test operators. Should return true if item is in self, false otherwise. For objects that don’t define __contains__(), the membership test simply traverses the sequence until it finds a match. Disabling Python's default contains By default, all #[pyclass] types with an __iter__ method support a default implementation of the in operator. Types which do not want this can override this by setting __contains__ to None. This is the same mechanism as for a pure-Python class. This is done like so: # use pyo3::prelude::*;\n#\n#[pyclass]\nstruct NoContains {} #[pymethods]\nimpl NoContains { #[classattr] const __contains__: Option = None;\n} __getitem__(, object) -> object Implements retrieval of the self[a] element. Note: Negative integer indexes are not handled specially by PyO3. However, for classes with #[pyclass(sequence)], when a negative index is accessed via PySequence::get_item, the underlying C API already adjusts the index to be positive. __setitem__(, object, object) -> () Implements assignment to the self[a] element. Should only be implemented if elements can be replaced. Same behavior regarding negative indices as for __getitem__. __delitem__(, object) -> () Implements deletion of the self[a] element. Should only be implemented if elements can be deleted. Same behavior regarding negative indices as for __getitem__. fn __concat__(&self, other: impl FromPyObject) -> PyResult Concatenates two sequences. Used by the + operator, after trying the numeric addition via the __add__ and __radd__ methods. fn __repeat__(&self, count: isize) -> PyResult Repeats the sequence count times. Used by the * operator, after trying the numeric multiplication via the __mul__ and __rmul__ methods. fn __inplace_concat__(&self, other: impl FromPyObject) -> PyResult Concatenates two sequences. Used by the += operator, after trying the numeric addition via the __iadd__ method. fn __inplace_repeat__(&self, count: isize) -> PyResult Concatenates two sequences. Used by the *= operator, after trying the numeric multiplication via the __imul__ method.","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Mapping & Sequence types","id":"74","title":"Mapping & Sequence types"},"75":{"body":"__get__(, object, object) -> object __set__(, object, object) -> () __delete__(, object) -> ()","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Descriptors","id":"75","title":"Descriptors"},"76":{"body":"Binary arithmetic operations (+, -, *, @, /, //, %, divmod(), pow() and **, <<, >>, &, ^, and |) and their reflected versions: (If the object is not of the type specified in the signature, the generated code will automatically return NotImplemented.) __add__(, object) -> object __radd__(, object) -> object __sub__(, object) -> object __rsub__(, object) -> object __mul__(, object) -> object __rmul__(, object) -> object __matmul__(, object) -> object __rmatmul__(, object) -> object __floordiv__(, object) -> object __rfloordiv__(, object) -> object __truediv__(, object) -> object __rtruediv__(, object) -> object __divmod__(, object) -> object __rdivmod__(, object) -> object __mod__(, object) -> object __rmod__(, object) -> object __lshift__(, object) -> object __rlshift__(, object) -> object __rshift__(, object) -> object __rrshift__(, object) -> object __and__(, object) -> object __rand__(, object) -> object __xor__(, object) -> object __rxor__(, object) -> object __or__(, object) -> object __ror__(, object) -> object __pow__(, object, object) -> object __rpow__(, object, object) -> object In-place assignment operations (+=, -=, *=, @=, /=, //=, %=, **=, <<=, >>=, &=, ^=, |=): __iadd__(, object) -> () __isub__(, object) -> () __imul__(, object) -> () __imatmul__(, object) -> () __itruediv__(, object) -> () __ifloordiv__(, object) -> () __imod__(, object) -> () __ipow__(, object, object) -> () __ilshift__(, object) -> () __irshift__(, object) -> () __iand__(, object) -> () __ixor__(, object) -> () __ior__(, object) -> () Unary operations (-, +, abs() and ~): __pos__() -> object __neg__() -> object __abs__() -> object __invert__() -> object Coercions: __index__() -> object (int) __int__() -> object (int) __float__() -> object (float)","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Numeric types","id":"76","title":"Numeric types"},"77":{"body":"__getbuffer__(, *mut ffi::Py_buffer, flags) -> () __releasebuffer__(, *mut ffi::Py_buffer) -> () Errors returned from __releasebuffer__ will be sent to sys.unraiseablehook. It is strongly advised to never return an error from __releasebuffer__, and if it really is necessary, to make best effort to perform any required freeing operations before returning. __releasebuffer__ will not be called a second time; anything not freed will be leaked.","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Buffer objects","id":"77","title":"Buffer objects"},"78":{"body":"If your type owns references to other Python objects, you will need to integrate with Python's garbage collector so that the GC is aware of those references. To do this, implement the two methods __traverse__ and __clear__. These correspond to the slots tp_traverse and tp_clear in the Python C API. __traverse__ must call visit.call() for each reference to another Python object. __clear__ must clear out any mutable references to other Python objects (thus breaking reference cycles). Immutable references do not have to be cleared, as every cycle must contain at least one mutable reference. __traverse__(, pyo3::class::gc::PyVisit<'_>) -> Result<(), pyo3::class::gc::PyTraverseError> __clear__() -> () Example: use pyo3::prelude::*;\nuse pyo3::PyTraverseError;\nuse pyo3::gc::PyVisit; #[pyclass]\nstruct ClassWithGCSupport { obj: Option,\n} #[pymethods]\nimpl ClassWithGCSupport { fn __traverse__(&self, visit: PyVisit<'_>) -> Result<(), PyTraverseError> { if let Some(obj) = &self.obj { visit.call(obj)? } Ok(()) } fn __clear__(&mut self) { // Clear reference, this decrements ref counter. self.obj = None; }\n} Usually, an implementation of __traverse__ should do nothing but calls to visit.call. Most importantly, safe access to the GIL is prohibited inside implementations of __traverse__, i.e. Python::with_gil will panic. Note: these methods are part of the C API, PyPy does not necessarily honor them. If you are building for PyPy you should measure memory consumption to make sure you do not have runaway memory growth. See this issue on the PyPy bug tracker .","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Garbage Collector Integration","id":"78","title":"Garbage Collector Integration"},"79":{"body":"Recall the Number class from the previous chapter: # #![allow(dead_code)]\nuse pyo3::prelude::*; #[pyclass]\nstruct Number(i32); #[pymethods]\nimpl Number { #[new] fn new(value: i32) -> Self { Self(value) }\n} #[pymodule]\nfn my_module(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_class::()?; Ok(())\n} At this point Python code can import the module, access the class and create class instances - but nothing else. from my_module import Number n = Number(5)\nprint(n) ","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Basic object customization » Basic object customization","id":"79","title":"Basic object customization"},"8":{"body":"Everyone is welcomed to contribute to PyO3! There are many ways to support the project, such as: help PyO3 users with issues on GitHub and Discord improve documentation write features and bugfixes publish blogs and examples of how to use PyO3 Our contributing notes and architecture guide have more resources if you wish to volunteer time for PyO3 and are searching where to start. If you don't have time to contribute yourself but still wish to support the project's future success, some of our maintainers have GitHub sponsorship pages: davidhewitt messense","breadcrumbs":"Introduction » Contributing","id":"8","title":"Contributing"},"80":{"body":"It can't even print an user-readable representation of itself! We can fix that by defining the __repr__ and __str__ methods inside a #[pymethods] block. We do this by accessing the value contained inside Number. # use pyo3::prelude::*;\n#\n# #[pyclass]\n# struct Number(i32);\n#\n#[pymethods]\nimpl Number { // For `__repr__` we want to return a string that Python code could use to recreate // the `Number`, like `Number(5)` for example. fn __repr__(&self) -> String { // We use the `format!` macro to create a string. Its first argument is a // format string, followed by any number of parameters which replace the // `{}`'s in the format string. // // 👇 Tuple field access in Rust uses a dot format!(\"Number({})\", self.0) } // `__str__` is generally used to create an \"informal\" representation, so we // just forward to `i32`'s `ToString` trait implementation to print a bare number. fn __str__(&self) -> String { self.0.to_string() }\n} Accessing the class name In the __repr__, we used a hard-coded class name. This is sometimes not ideal, because if the class is subclassed in Python, we would like the repr to reflect the subclass name. This is typically done in Python code by accessing self.__class__.__name__. In order to be able to access the Python type information and the Rust struct, we need to use a Bound as the self argument. # use pyo3::prelude::*;\n# use pyo3::types::PyString;\n#\n# #[pyclass]\n# struct Number(i32);\n#\n#[pymethods]\nimpl Number { fn __repr__(slf: &Bound<'_, Self>) -> PyResult { // This is the equivalent of `self.__class__.__name__` in Python. let class_name: Bound<'_, PyString> = slf.get_type().qualname()?; // To access fields of the Rust struct, we need to borrow the `PyCell`. Ok(format!(\"{}({})\", class_name, slf.borrow().0)) }\n}","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Basic object customization » String representations","id":"80","title":"String representations"},"81":{"body":"Let's also implement hashing. We'll just hash the i32. For that we need a Hasher . The one provided by std is DefaultHasher , which uses the SipHash algorithm. use std::collections::hash_map::DefaultHasher; // Required to call the `.hash` and `.finish` methods, which are defined on traits.\nuse std::hash::{Hash, Hasher}; # use pyo3::prelude::*;\n#\n# #[pyclass]\n# struct Number(i32);\n#\n#[pymethods]\nimpl Number { fn __hash__(&self) -> u64 { let mut hasher = DefaultHasher::new(); self.0.hash(&mut hasher); hasher.finish() }\n} To implement __hash__ using the Rust Hash trait implementation, the hash option can be used. This option is only available for frozen classes to prevent accidental hash changes from mutating the object. If you need an __hash__ implementation for a mutable class, use the manual method from above. This option also requires eq: According to the Python docs \"If a class does not define an __eq__() method it should not define a __hash__() operation either\" # use pyo3::prelude::*;\n#\n#[pyclass(frozen, eq, hash)]\n#[derive(PartialEq, Hash)]\nstruct Number(i32); Note : When implementing __hash__ and comparisons, it is important that the following property holds: k1 == k2 -> hash(k1) == hash(k2) In other words, if two keys are equal, their hashes must also be equal. In addition you must take care that your classes' hash doesn't change during its lifetime. In this tutorial we do that by not letting Python code change our Number class. In other words, it is immutable. By default, all #[pyclass] types have a default hash implementation from Python. Types which should not be hashable can override this by setting __hash__ to None. This is the same mechanism as for a pure-Python class. This is done like so: # use pyo3::prelude::*;\n#[pyclass]\nstruct NotHashable {} #[pymethods]\nimpl NotHashable { #[classattr] const __hash__: Option> = None;\n}","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Basic object customization » Hashing","id":"81","title":"Hashing"},"82":{"body":"PyO3 supports the usual magic comparison methods available in Python such as __eq__, __lt__ and so on. It is also possible to support all six operations at once with __richcmp__. This method will be called with a value of CompareOp depending on the operation. use pyo3::class::basic::CompareOp; # use pyo3::prelude::*;\n#\n# #[pyclass]\n# struct Number(i32);\n#\n#[pymethods]\nimpl Number { fn __richcmp__(&self, other: &Self, op: CompareOp) -> PyResult { match op { CompareOp::Lt => Ok(self.0 < other.0), CompareOp::Le => Ok(self.0 <= other.0), CompareOp::Eq => Ok(self.0 == other.0), CompareOp::Ne => Ok(self.0 != other.0), CompareOp::Gt => Ok(self.0 > other.0), CompareOp::Ge => Ok(self.0 >= other.0), } }\n} If you obtain the result by comparing two Rust values, as in this example, you can take a shortcut using CompareOp::matches: use pyo3::class::basic::CompareOp; # use pyo3::prelude::*;\n#\n# #[pyclass]\n# struct Number(i32);\n#\n#[pymethods]\nimpl Number { fn __richcmp__(&self, other: &Self, op: CompareOp) -> bool { op.matches(self.0.cmp(&other.0)) }\n} It checks that the std::cmp::Ordering obtained from Rust's Ord matches the given CompareOp. Alternatively, you can implement just equality using __eq__: # use pyo3::prelude::*;\n#\n# #[pyclass]\n# struct Number(i32);\n#\n#[pymethods]\nimpl Number { fn __eq__(&self, other: &Self) -> bool { self.0 == other.0 }\n} # fn main() -> PyResult<()> {\n# Python::with_gil(|py| {\n# let x = &Bound::new(py, Number(4))?;\n# let y = &Bound::new(py, Number(4))?;\n# assert!(x.eq(y)?);\n# assert!(!x.ne(y)?);\n# Ok(())\n# })\n# } To implement __eq__ using the Rust PartialEq trait implementation, the eq option can be used. # use pyo3::prelude::*;\n#\n#[pyclass(eq)]\n#[derive(PartialEq)]\nstruct Number(i32); To implement __lt__, __le__, __gt__, & __ge__ using the Rust PartialOrd trait implementation, the ord option can be used. Note: Requires eq. # use pyo3::prelude::*;\n#\n#[pyclass(eq, ord)]\n#[derive(PartialEq, PartialOrd)]\nstruct Number(i32);","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Basic object customization » Comparisons","id":"82","title":"Comparisons"},"83":{"body":"We'll consider Number to be True if it is nonzero: # use pyo3::prelude::*;\n#\n# #[pyclass]\n# struct Number(i32);\n#\n#[pymethods]\nimpl Number { fn __bool__(&self) -> bool { self.0 != 0 }\n}","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Basic object customization » Truthyness","id":"83","title":"Truthyness"},"84":{"body":"use std::collections::hash_map::DefaultHasher;\nuse std::hash::{Hash, Hasher}; use pyo3::prelude::*;\nuse pyo3::class::basic::CompareOp;\nuse pyo3::types::PyString; #[pyclass]\nstruct Number(i32); #[pymethods]\nimpl Number { #[new] fn new(value: i32) -> Self { Self(value) } fn __repr__(slf: &Bound<'_, Self>) -> PyResult { let class_name: Bound<'_, PyString> = slf.get_type().qualname()?; Ok(format!(\"{}({})\", class_name, slf.borrow().0)) } fn __str__(&self) -> String { self.0.to_string() } fn __hash__(&self) -> u64 { let mut hasher = DefaultHasher::new(); self.0.hash(&mut hasher); hasher.finish() } fn __richcmp__(&self, other: &Self, op: CompareOp) -> PyResult { match op { CompareOp::Lt => Ok(self.0 < other.0), CompareOp::Le => Ok(self.0 <= other.0), CompareOp::Eq => Ok(self.0 == other.0), CompareOp::Ne => Ok(self.0 != other.0), CompareOp::Gt => Ok(self.0 > other.0), CompareOp::Ge => Ok(self.0 >= other.0), } } fn __bool__(&self) -> bool { self.0 != 0 }\n} #[pymodule]\nfn my_module(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_class::()?; Ok(())\n}","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Basic object customization » Final code","id":"84","title":"Final code"},"85":{"body":"At this point we have a Number class that we can't actually do any math on! Before proceeding, we should think about how we want to handle overflows. There are three obvious solutions: We can have infinite precision just like Python's int. However that would be quite boring - we'd be reinventing the wheel. We can raise exceptions whenever Number overflows, but that makes the API painful to use. We can wrap around the boundary of i32. This is the approach we'll take here. To do that we'll just forward to i32's wrapping_* methods.","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Emulating numeric types » Emulating numeric types","id":"85","title":"Emulating numeric types"},"86":{"body":"Let's address the first overflow, in Number's constructor: from my_module import Number n = Number(1 << 1337) Traceback (most recent call last): File \"example.py\", line 3, in n = Number(1 << 1337)\nOverflowError: Python int too large to convert to C long Instead of relying on the default FromPyObject extraction to parse arguments, we can specify our own extraction function, using the #[pyo3(from_py_with = \"...\")] attribute. Unfortunately PyO3 doesn't provide a way to wrap Python integers out of the box, but we can do a Python call to mask it and cast it to an i32. # #![allow(dead_code)]\nuse pyo3::prelude::*; fn wrap(obj: &Bound<'_, PyAny>) -> PyResult { let val = obj.call_method1(\"__and__\", (0xFFFFFFFF_u32,))?; let val: u32 = val.extract()?; // 👇 This intentionally overflows! Ok(val as i32)\n} We also add documentation, via /// comments, which are visible to Python users. # #![allow(dead_code)]\nuse pyo3::prelude::*; fn wrap(obj: &Bound<'_, PyAny>) -> PyResult { let val = obj.call_method1(\"__and__\", (0xFFFFFFFF_u32,))?; let val: u32 = val.extract()?; Ok(val as i32)\n} /// Did you ever hear the tragedy of Darth Signed The Overfloweth? I thought not.\n/// It's not a story C would tell you. It's a Rust legend.\n#[pyclass(module = \"my_module\")]\nstruct Number(i32); #[pymethods]\nimpl Number { #[new] fn new(#[pyo3(from_py_with = \"wrap\")] value: i32) -> Self { Self(value) }\n} With that out of the way, let's implement some operators: use pyo3::exceptions::{PyZeroDivisionError, PyValueError}; # use pyo3::prelude::*;\n#\n# #[pyclass]\n# struct Number(i32);\n#\n#[pymethods]\nimpl Number { fn __add__(&self, other: &Self) -> Self { Self(self.0.wrapping_add(other.0)) } fn __sub__(&self, other: &Self) -> Self { Self(self.0.wrapping_sub(other.0)) } fn __mul__(&self, other: &Self) -> Self { Self(self.0.wrapping_mul(other.0)) } fn __truediv__(&self, other: &Self) -> PyResult { match self.0.checked_div(other.0) { Some(i) => Ok(Self(i)), None => Err(PyZeroDivisionError::new_err(\"division by zero\")), } } fn __floordiv__(&self, other: &Self) -> PyResult { match self.0.checked_div(other.0) { Some(i) => Ok(Self(i)), None => Err(PyZeroDivisionError::new_err(\"division by zero\")), } } fn __rshift__(&self, other: &Self) -> PyResult { match other.0.try_into() { Ok(rhs) => Ok(Self(self.0.wrapping_shr(rhs))), Err(_) => Err(PyValueError::new_err(\"negative shift count\")), } } fn __lshift__(&self, other: &Self) -> PyResult { match other.0.try_into() { Ok(rhs) => Ok(Self(self.0.wrapping_shl(rhs))), Err(_) => Err(PyValueError::new_err(\"negative shift count\")), } }\n}","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Emulating numeric types » Fixing our constructor","id":"86","title":"Fixing our constructor"},"87":{"body":"# use pyo3::prelude::*;\n#\n# #[pyclass]\n# struct Number(i32);\n#\n#[pymethods]\nimpl Number { fn __pos__(slf: PyRef<'_, Self>) -> PyRef<'_, Self> { slf } fn __neg__(&self) -> Self { Self(-self.0) } fn __abs__(&self) -> Self { Self(self.0.abs()) } fn __invert__(&self) -> Self { Self(!self.0) }\n}","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Emulating numeric types » Unary arithmetic operations","id":"87","title":"Unary arithmetic operations"},"88":{"body":"# use pyo3::prelude::*;\n#\n# #[pyclass]\n# struct Number(i32);\n#\nuse pyo3::types::PyComplex; #[pymethods]\nimpl Number { fn __int__(&self) -> i32 { self.0 } fn __float__(&self) -> f64 { self.0 as f64 } fn __complex__<'py>(&self, py: Python<'py>) -> Bound<'py, PyComplex> { PyComplex::from_doubles_bound(py, self.0 as f64, 0.0) }\n} We do not implement the in-place operations like __iadd__ because we do not wish to mutate Number. Similarly we're not interested in supporting operations with different types, so we do not implement the reflected operations like __radd__ either. Now Python can use our Number class: from my_module import Number def hash_djb2(s: str): ''' A version of Daniel J. Bernstein's djb2 string hashing algorithm Like many hashing algorithms, it relies on integer wrapping. ''' n = Number(0) five = Number(5) for x in s: n = Number(ord(x)) + ((n << five) - n) return n assert hash_djb2('l50_50') == Number(-1152549421)","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Emulating numeric types » Support for the complex(), int() and float() built-in functions.","id":"88","title":"Support for the complex(), int() and float() built-in functions."},"89":{"body":"use std::collections::hash_map::DefaultHasher;\nuse std::hash::{Hash, Hasher}; use pyo3::exceptions::{PyValueError, PyZeroDivisionError};\nuse pyo3::prelude::*;\nuse pyo3::class::basic::CompareOp;\nuse pyo3::types::{PyComplex, PyString}; fn wrap(obj: &Bound<'_, PyAny>) -> PyResult { let val = obj.call_method1(\"__and__\", (0xFFFFFFFF_u32,))?; let val: u32 = val.extract()?; Ok(val as i32)\n}\n/// Did you ever hear the tragedy of Darth Signed The Overfloweth? I thought not.\n/// It's not a story C would tell you. It's a Rust legend.\n#[pyclass(module = \"my_module\")]\nstruct Number(i32); #[pymethods]\nimpl Number { #[new] fn new(#[pyo3(from_py_with = \"wrap\")] value: i32) -> Self { Self(value) } fn __repr__(slf: &Bound<'_, Self>) -> PyResult { // Get the class name dynamically in case `Number` is subclassed let class_name: Bound<'_, PyString> = slf.get_type().qualname()?; Ok(format!(\"{}({})\", class_name, slf.borrow().0)) } fn __str__(&self) -> String { self.0.to_string() } fn __hash__(&self) -> u64 { let mut hasher = DefaultHasher::new(); self.0.hash(&mut hasher); hasher.finish() } fn __richcmp__(&self, other: &Self, op: CompareOp) -> PyResult { match op { CompareOp::Lt => Ok(self.0 < other.0), CompareOp::Le => Ok(self.0 <= other.0), CompareOp::Eq => Ok(self.0 == other.0), CompareOp::Ne => Ok(self.0 != other.0), CompareOp::Gt => Ok(self.0 > other.0), CompareOp::Ge => Ok(self.0 >= other.0), } } fn __bool__(&self) -> bool { self.0 != 0 } fn __add__(&self, other: &Self) -> Self { Self(self.0.wrapping_add(other.0)) } fn __sub__(&self, other: &Self) -> Self { Self(self.0.wrapping_sub(other.0)) } fn __mul__(&self, other: &Self) -> Self { Self(self.0.wrapping_mul(other.0)) } fn __truediv__(&self, other: &Self) -> PyResult { match self.0.checked_div(other.0) { Some(i) => Ok(Self(i)), None => Err(PyZeroDivisionError::new_err(\"division by zero\")), } } fn __floordiv__(&self, other: &Self) -> PyResult { match self.0.checked_div(other.0) { Some(i) => Ok(Self(i)), None => Err(PyZeroDivisionError::new_err(\"division by zero\")), } } fn __rshift__(&self, other: &Self) -> PyResult { match other.0.try_into() { Ok(rhs) => Ok(Self(self.0.wrapping_shr(rhs))), Err(_) => Err(PyValueError::new_err(\"negative shift count\")), } } fn __lshift__(&self, other: &Self) -> PyResult { match other.0.try_into() { Ok(rhs) => Ok(Self(self.0.wrapping_shl(rhs))), Err(_) => Err(PyValueError::new_err(\"negative shift count\")), } } fn __xor__(&self, other: &Self) -> Self { Self(self.0 ^ other.0) } fn __or__(&self, other: &Self) -> Self { Self(self.0 | other.0) } fn __and__(&self, other: &Self) -> Self { Self(self.0 & other.0) } fn __int__(&self) -> i32 { self.0 } fn __float__(&self) -> f64 { self.0 as f64 } fn __complex__<'py>(&self, py: Python<'py>) -> Bound<'py, PyComplex> { PyComplex::from_doubles_bound(py, self.0 as f64, 0.0) }\n} #[pymodule]\nfn my_module(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_class::()?; Ok(())\n}\n# const SCRIPT: &'static str = r#\"\n# def hash_djb2(s: str):\n# n = Number(0)\n# five = Number(5)\n#\n# for x in s:\n# n = Number(ord(x)) + ((n << five) - n)\n# return n\n#\n# assert hash_djb2('l50_50') == Number(-1152549421)\n# assert hash_djb2('logo') == Number(3327403)\n# assert hash_djb2('horizon') == Number(1097468315)\n#\n#\n# assert Number(2) + Number(2) == Number(4)\n# assert Number(2) + Number(2) != Number(5)\n#\n# assert Number(13) - Number(7) == Number(6)\n# assert Number(13) - Number(-7) == Number(20)\n#\n# assert Number(13) / Number(7) == Number(1)\n# assert Number(13) // Number(7) == Number(1)\n#\n# assert Number(13) * Number(7) == Number(13*7)\n#\n# assert Number(13) > Number(7)\n# assert Number(13) < Number(20)\n# assert Number(13) == Number(13)\n# assert Number(13) >= Number(7)\n# assert Number(13) <= Number(20)\n# assert Number(13) == Number(13)\n#\n#\n# assert (True if Number(1) else False)\n# assert (False if Number(0) else True)\n#\n#\n# assert int(Number(13)) == 13\n# assert float(Number(13)) == 13\n# assert Number.__doc__ == \"Did you ever hear the tragedy of Darth Signed The Overfloweth? I thought not.\\nIt's not a story C would tell you. It's a Rust legend.\"\n# assert Number(12345234523452) == Number(1498514748)\n# try:\n# import inspect\n# assert inspect.signature(Number).__str__() == '(value)'\n# except ValueError:\n# # Not supported with `abi3` before Python 3.10\n# pass\n# assert Number(1337).__str__() == '1337'\n# assert Number(1337).__repr__() == 'Number(1337)'\n\"#; #\n# use pyo3::PyTypeInfo;\n#\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| -> PyResult<()> {\n# let globals = PyModule::import_bound(py, \"__main__\")?.dict();\n# globals.set_item(\"Number\", Number::type_object_bound(py))?;\n#\n# py.run_bound(SCRIPT, Some(&globals), None)?;\n# Ok(())\n# })\n# }","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Emulating numeric types » Final code","id":"89","title":"Final code"},"9":{"body":"PyO3 is licensed under the Apache-2.0 license or the MIT license , at your option. Python is licensed under the Python License . Unless you explicitly state otherwise, any contribution intentionally submitted for inclusion in PyO3 by you, as defined in the Apache License, shall be dual-licensed as above, without any additional terms or conditions.","breadcrumbs":"Introduction » License","id":"9","title":"License"},"90":{"body":"At the beginning of this chapter we said that PyO3 doesn't provide a way to wrap Python integers out of the box but that's a half truth. There's not a PyO3 API for it, but there's a Python C API function that does: unsigned long PyLong_AsUnsignedLongMask(PyObject *obj) We can call this function from Rust by using pyo3::ffi::PyLong_AsUnsignedLongMask . This is an unsafe function, which means we have to use an unsafe block to call it and take responsibility for upholding the contracts of this function. Let's review those contracts: The GIL must be held. If it's not, calling this function causes a data race. The pointer must be valid, i.e. it must be properly aligned and point to a valid Python object. Let's create that helper function. The signature has to be fn(&Bound<'_, PyAny>) -> PyResult. &Bound<'_, PyAny> represents a checked borrowed reference, so the pointer derived from it is valid (and not null). Whenever we have borrowed references to Python objects in scope, it is guaranteed that the GIL is held. This reference is also where we can get a Python token to use in our call to PyErr::take . # #![allow(dead_code)]\nuse std::os::raw::c_ulong;\nuse pyo3::prelude::*;\nuse pyo3::ffi; fn wrap(obj: &Bound<'_, PyAny>) -> Result { let py: Python<'_> = obj.py(); unsafe { let ptr = obj.as_ptr(); let ret: c_ulong = ffi::PyLong_AsUnsignedLongMask(ptr); if ret == c_ulong::MAX { if let Some(err) = PyErr::take(py) { return Err(err); } } Ok(ret as i32) }\n}","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Emulating numeric types » Appendix: Writing some unsafe code","id":"90","title":"Appendix: Writing some unsafe code"},"91":{"body":"Classes can be callable if they have a #[pymethod] named __call__. This allows instances of a class to behave similar to functions. This method's signature must look like __call__(, ...) -> object - here, any argument list can be defined as for normal pymethods","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Emulating callable objects » Emulating callable objects","id":"91","title":"Emulating callable objects"},"92":{"body":"The following pyclass is a basic decorator - its constructor takes a Python object as argument and calls that object when called. An equivalent Python implementation is linked at the end. An example crate containing this pyclass can be found here use pyo3::prelude::*;\nuse pyo3::types::{PyDict, PyTuple};\nuse std::cell::Cell; /// A function decorator that keeps track how often it is called.\n///\n/// It otherwise doesn't do anything special.\n#[pyclass(name = \"Counter\")]\npub struct PyCounter { // Keeps track of how many calls have gone through. // // See the discussion at the end for why `Cell` is used. count: Cell, // This is the actual function being wrapped. wraps: Py,\n} #[pymethods]\nimpl PyCounter { // Note that we don't validate whether `wraps` is actually callable. // // While we could use `PyAny::is_callable` for that, it has some flaws: // 1. It doesn't guarantee the object can actually be called successfully // 2. We still need to handle any exceptions that the function might raise #[new] fn __new__(wraps: Py) -> Self { PyCounter { count: Cell::new(0), wraps, } } #[getter] fn count(&self) -> u64 { self.count.get() } #[pyo3(signature = (*args, **kwargs))] fn __call__( &self, py: Python<'_>, args: &Bound<'_, PyTuple>, kwargs: Option<&Bound<'_, PyDict>>, ) -> PyResult> { let old_count = self.count.get(); let new_count = old_count + 1; self.count.set(new_count); let name = self.wraps.getattr(py, \"__name__\")?; println!(\"{} has been called {} time(s).\", name, new_count); // After doing something, we finally forward the call to the wrapped function let ret = self.wraps.call_bound(py, args, kwargs)?; // We could do something with the return value of // the function before returning it Ok(ret) }\n} #[pymodule]\npub fn decorator(module: &Bound<'_, PyModule>) -> PyResult<()> { module.add_class::()?; Ok(())\n} Python code: from decorator import Counter @Counter\ndef say_hello(): print(\"hello\") say_hello()\nsay_hello()\nsay_hello()\nsay_hello() assert say_hello.count == 4 Output: say_hello has been called 1 time(s).\nhello\nsay_hello has been called 2 time(s).\nhello\nsay_hello has been called 3 time(s).\nhello\nsay_hello has been called 4 time(s).\nhello","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Emulating callable objects » Example: Implementing a call counter","id":"92","title":"Example: Implementing a call counter"},"93":{"body":"A Python implementation of this looks similar to the Rust version: class Counter: def __init__(self, wraps): self.count = 0 self.wraps = wraps def __call__(self, *args, **kwargs): self.count += 1 print(f\"{self.wraps.__name__} has been called {self.count} time(s)\") self.wraps(*args, **kwargs) Note that it can also be implemented as a higher order function: def Counter(wraps): count = 0 def call(*args, **kwargs): nonlocal count count += 1 print(f\"{wraps.__name__} has been called {count} time(s)\") return wraps(*args, **kwargs) return call","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Emulating callable objects » Pure Python implementation","id":"93","title":"Pure Python implementation"},"94":{"body":"A previous implementation used a normal u64, which meant it required a &mut self receiver to update the count: #[pyo3(signature = (*args, **kwargs))]\nfn __call__( &mut self, py: Python<'_>, args: &Bound<'_, PyTuple>, kwargs: Option<&Bound<'_, PyDict>>,\n) -> PyResult> { self.count += 1; let name = self.wraps.getattr(py, \"__name__\")?; println!(\"{} has been called {} time(s).\", name, self.count); // After doing something, we finally forward the call to the wrapped function let ret = self.wraps.call(py, args, kwargs)?; // We could do something with the return value of // the function before returning it Ok(ret)\n} The problem with this is that the &mut self receiver means PyO3 has to borrow it exclusively, and hold this borrow across theself.wraps.call(py, args, kwargs) call. This call returns control to the user's Python code which is free to call arbitrary things, including the decorated function. If that happens PyO3 is unable to create a second unique borrow and will be forced to raise an exception. As a result, something innocent like this will raise an exception: @Counter\ndef say_hello(): if say_hello.count < 2: print(f\"hello from decorator\") say_hello()\n# RuntimeError: Already borrowed The implementation in this chapter fixes that by never borrowing exclusively; all the methods take &self as receivers, of which multiple may exist simultaneously. This requires a shared counter and the easiest way to do that is to use Cell , so that's what is used here. This shows the dangers of running arbitrary Python code - note that \"running arbitrary Python code\" can be far more subtle than the example above: Python's asynchronous executor may park the current thread in the middle of Python code, even in Python code that you control, and let other Python code run. Dropping arbitrary Python objects may invoke destructors defined in Python (__del__ methods). Calling Python's C-api (most PyO3 apis call C-api functions internally) may raise exceptions, which may allow Python code in signal handlers to run. This is especially important if you are writing unsafe code; Python code must never be able to cause undefined behavior. You must ensure that your Rust code is in a consistent state before doing any of the above things.","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Emulating callable objects » What is the Cell for?","id":"94","title":"What is the Cell for?"},"95":{"body":"This chapter of the guide documents some ways to interact with Python code from Rust. Below is an introduction to the 'py lifetime and some general remarks about how PyO3's API reasons about Python code. The subchapters also cover the following topics: Python object types available in PyO3's API How to work with Python exceptions How to call Python functions How to execute existing Python code","breadcrumbs":"Calling Python from Rust » Calling Python in Rust code","id":"95","title":"Calling Python in Rust code"},"96":{"body":"To safely interact with the Python interpreter a Rust thread must have a corresponding Python thread state and hold the Global Interpreter Lock (GIL) . PyO3 has a Python<'py> token that is used to prove that these conditions are met. Its lifetime 'py is a central part of PyO3's API. The Python<'py> token serves three purposes: It provides global APIs for the Python interpreter, such as [py.eval_bound()][eval] and [py.import_bound()][import]. It can be passed to functions that require a proof of holding the GIL, such as [Py::clone_ref][clone_ref]. Its lifetime 'py is used to bind many of PyO3's types to the Python interpreter, such as [Bound<'py, T>][Bound]. PyO3's types that are bound to the 'py lifetime, for example Bound<'py, T>, all contain a Python<'py> token. This means they have full access to the Python interpreter and offer a complete API for interacting with Python objects. Consult PyO3's API documentation to learn how to acquire one of these tokens.","breadcrumbs":"Calling Python from Rust » The 'py lifetime","id":"96","title":"The 'py lifetime"},"97":{"body":"Concurrent programming in Python is aided by the Global Interpreter Lock (GIL), which ensures that only one Python thread can use the Python interpreter and its API at the same time. This allows it to be used to synchronize code. See the pyo3::sync module for synchronization tools PyO3 offers that are based on the GIL's guarantees. Non-Python operations (system calls and native Rust code) can unlock the GIL. See the section on parallelism for how to do that using PyO3's API.","breadcrumbs":"Calling Python from Rust » The Global Interpreter Lock","id":"97","title":"The Global Interpreter Lock"},"98":{"body":"Python's memory model differs from Rust's memory model in two key ways: There is no concept of ownership; all Python objects are shared and usually implemented via reference counting There is no concept of exclusive (&mut) references; any reference can mutate a Python object PyO3's API reflects this by providing smart pointer types, Py, Bound<'py, T>, and (the very rarely used) Borrowed<'a, 'py, T>. These smart pointers all use Python reference counting. See the subchapter on types for more detail on these types. Because of the lack of exclusive &mut references, PyO3's APIs for Python objects, for example [PyListMethods::append], use shared references. This is safe because Python objects have internal mechanisms to prevent data races (as of time of writing, the Python GIL).","breadcrumbs":"Calling Python from Rust » Python's memory model","id":"98","title":"Python's memory model"},"99":{"body":"PyO3 offers two main sets of types to interact with Python objects. This section of the guide expands into detail about these types and how to choose which to use. The first set of types are the smart pointers which all Python objects are wrapped in. These are Py, Bound<'py, T>, and Borrowed<'a, 'py, T>. The first section below expands on each of these in detail and why there are three of them. The second set of types are types which fill in the generic parameter T of the smart pointers. The most common is PyAny, which represents any Python object (similar to Python's typing.Any). There are also concrete types for many Python built-in types, such as PyList, PyDict, and PyTuple. User defined #[pyclass] types also fit this category. The second section below expands on how to use these types. Before PyO3 0.21, PyO3's main API to interact with Python objects was a deprecated API known as the \"GIL Refs\" API, containing reference types such as &PyAny, &PyList, and &PyCell for user-defined #[pyclass] types. The third section below details this deprecated API.","breadcrumbs":"Calling Python from Rust » Python object types » Python object types","id":"99","title":"Python object 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to the PyO3 user guide! This book is a companion to PyO3's API docs . It contains examples and documentation to explain all of PyO3's use cases in detail. The rough order of material in this user guide is as follows: Getting started Wrapping Rust code for use from Python How to use Python code from Rust Remaining topics which go into advanced concepts in detail Please choose from the chapters on the left to jump to individual topics, or continue below to start with PyO3's README. ⚠️ Warning: API update in progress 🛠️ PyO3 0.21 has introduced a significant new API, termed the \"Bound\" API after the new smart pointer Bound. While most of this guide has been updated to the new API, it is possible some stray references to the older \"GIL Refs\" API such as &PyAny remain.","breadcrumbs":"Introduction » The PyO3 user guide","id":"0","title":"The PyO3 user guide"},"1":{"body":"actions status benchmark codecov crates.io minimum rustc 1.63 discord server contributing notes Rust bindings for Python , including tools for creating native Python extension modules. Running and interacting with Python code from a Rust binary is also supported. User Guide: stable | main API Documentation: stable | main","breadcrumbs":"Introduction » PyO3","id":"1","title":"PyO3"},"10":{"body":"To get started using PyO3 you will need three things: a Rust toolchain, a Python environment, and a way to build. We'll cover each of these below. If you'd like to chat to the PyO3 maintainers and other PyO3 users, consider joining the PyO3 Discord server . We're keen to hear about your experience getting started, so we can make PyO3 as accessible as possible for everyone!","breadcrumbs":"Getting started » Installation","id":"10","title":"Installation"},"100":{"body":"PyO3's API offers three generic smart pointers: Py, Bound<'py, T> and Borrowed<'a, 'py, T>. For each of these the type parameter T will be filled by a concrete Python type . For example, a Python list object can be represented by Py, Bound<'py, PyList>, and Borrowed<'a, 'py, PyList>. These smart pointers behave differently due to their lifetime parameters. Py has no lifetime parameters, Bound<'py, T> has the 'py lifetime as a parameter, and Borrowed<'a, 'py, T> has the 'py lifetime plus an additional lifetime 'a to denote the lifetime it is borrowing data for. (You can read more about these lifetimes in the subsections below). Python objects are reference counted, like std::sync::Arc . A major reason for these smart pointers is to bring Python's reference counting to a Rust API. The recommendation of when to use each of these smart pointers is as follows: Use Bound<'py, T> for as much as possible, as it offers the most efficient and complete API. Use Py mostly just for storage inside Rust structs which do not want to or can't add a lifetime parameter for Bound<'py, T>. Borrowed<'a, 'py, T> is almost never used. It is occasionally present at the boundary between Rust and the Python interpreter, for example when borrowing data from Python tuples (which is safe because they are immutable). The sections below also explain these smart pointers in a little more detail.","breadcrumbs":"Calling Python from Rust » Python object types » PyO3's smart pointers","id":"100","title":"PyO3's smart pointers"},"101":{"body":"Py is the foundational smart pointer in PyO3's API. The type parameter T denotes the type of the Python object. Very frequently this is PyAny, meaning any Python object. This is so common that Py has a type alias PyObject. Because Py is not bound to the 'py lifetime , it is the type to use when storing a Python object inside a Rust struct or enum which do not want to have a lifetime parameter. In particular, #[pyclass] types are not permitted to have a lifetime, so Py is the correct type to store Python objects inside them. The lack of binding to the 'py lifetime also carries drawbacks: Almost all methods on Py require a Python<'py> token as the first argument Other functionality, such as Drop , needs to check at runtime for attachment to the Python GIL, at a small performance cost Because of the drawbacks Bound<'py, T> is preferred for many of PyO3's APIs. In particular, Bound<'py, T> is the better for function arguments. To convert a Py into a Bound<'py, T>, the Py::bind and Py::into_bound methods are available. Bound<'py, T> can be converted back into Py using Bound::unbind .","breadcrumbs":"Calling Python from Rust » Python object types » Py (and PyObject)","id":"101","title":"Py (and PyObject)"},"102":{"body":"Bound<'py, T> is the counterpart to Py which is also bound to the 'py lifetime. It can be thought of as equivalent to the Rust tuple (Python<'py>, Py). By having the binding to the 'py lifetime, Bound<'py, T> can offer the complete PyO3 API at maximum efficiency. This means that in almost all cases where Py is not necessary for lifetime reasons, Bound<'py, T> should be used. Bound<'py, T> engages in Python reference counting. This means that Bound<'py, T> owns a Python object. Rust code which just wants to borrow a Python object should use a shared reference &Bound<'py, T>. Just like std::sync::Arc, using .clone() and drop() will cheaply increment and decrement the reference count of the object (just in this case, the reference counting is implemented by the Python interpreter itself). To give an example of how Bound<'py, T> is PyO3's primary API type, consider the following Python code: def example(): x = list() # create a Python list x.append(1) # append the integer 1 to it y = x # create a second reference to the list del x # delete the original reference Using PyO3's API, and in particular Bound<'py, PyList>, this code translates into the following Rust code: use pyo3::prelude::*;\nuse pyo3::types::PyList; fn example<'py>(py: Python<'py>) -> PyResult<()> { let x: Bound<'py, PyList> = PyList::empty_bound(py); x.append(1)?; let y: Bound<'py, PyList> = x.clone(); // y is a new reference to the same list drop(x); // release the original reference x Ok(())\n}\n# Python::with_gil(example).unwrap(); Or, without the type annotations: use pyo3::prelude::*;\nuse pyo3::types::PyList; fn example(py: Python<'_>) -> PyResult<()> { let x = PyList::empty_bound(py); x.append(1)?; let y = x.clone(); drop(x); Ok(())\n}\n# Python::with_gil(example).unwrap(); Function argument lifetimes Because the 'py lifetime often appears in many function arguments as part of the Bound<'py, T> smart pointer, the Rust compiler will often require annotations of input and output lifetimes. This occurs when the function output has at least one lifetime, and there is more than one lifetime present on the inputs. To demonstrate, consider this function which takes accepts Python objects and applies the Python + operation to them: # use pyo3::prelude::*;\nfn add(left: &'_ Bound<'_, PyAny>, right: &'_ Bound<'_, PyAny>) -> PyResult> { left.add(right)\n} Because the Python + operation might raise an exception, this function returns PyResult>. It doesn't need ownership of the inputs, so it takes &Bound<'_, PyAny> shared references. To demonstrate the point, all lifetimes have used the wildcard '_ to allow the Rust compiler to attempt to infer them. Because there are four input lifetimes (two lifetimes of the shared references, and two 'py lifetimes unnamed inside the Bound<'_, PyAny> pointers), the compiler cannot reason about which must be connected to the output. The correct way to solve this is to add the 'py lifetime as a parameter for the function, and name all the 'py lifetimes inside the Bound<'py, PyAny> smart pointers. For the shared references, it's also fine to reduce &'_ to just &. The working end result is below: # use pyo3::prelude::*;\nfn add<'py>( left: &Bound<'py, PyAny>, right: &Bound<'py, PyAny>,\n) -> PyResult> { left.add(right)\n}\n# Python::with_gil(|py| {\n# let s = pyo3::types::PyString::new_bound(py, \"s\");\n# assert!(add(&s, &s).unwrap().eq(\"ss\").unwrap());\n# }) If naming the 'py lifetime adds unwanted complexity to the function signature, it is also acceptable to return PyObject (aka Py), which has no lifetime. The cost is instead paid by a slight increase in implementation complexity, as seen by the introduction of a call to Bound::unbind : # use pyo3::prelude::*;\nfn add(left: &Bound<'_, PyAny>, right: &Bound<'_, PyAny>) -> PyResult { let output: Bound<'_, PyAny> = left.add(right)?; Ok(output.unbind())\n}\n# Python::with_gil(|py| {\n# let s = pyo3::types::PyString::new_bound(py, \"s\");\n# assert!(add(&s, &s).unwrap().bind(py).eq(\"ss\").unwrap());\n# })","breadcrumbs":"Calling Python from Rust » Python object types » Bound<'py, T>","id":"102","title":"Bound<'py, T>"},"103":{"body":"Borrowed<'a, 'py, T> is an advanced type used just occasionally at the edge of interaction with the Python interpreter. It can be thought of as analogous to the shared reference &'a Bound<'py, T>. The difference is that Borrowed<'a, 'py, T> is just a smart pointer rather than a reference-to-a-smart-pointer, which is a helpful reduction in indirection in specific interactions with the Python interpreter. Borrowed<'a, 'py, T> dereferences to Bound<'py, T>, so all methods on Bound<'py, T> are available on Borrowed<'a, 'py, T>. An example where Borrowed<'a, 'py, T> is used is in PyTupleMethods::get_borrowed_item : use pyo3::prelude::*;\nuse pyo3::types::PyTuple; # fn example<'py>(py: Python<'py>) -> PyResult<()> {\n// Create a new tuple with the elements (0, 1, 2)\nlet t = PyTuple::new_bound(py, [0, 1, 2]);\nfor i in 0..=2 { let entry: Borrowed<'_, 'py, PyAny> = t.get_borrowed_item(i)?; // `PyAnyMethods::extract` is available on `Borrowed` // via the dereference to `Bound` let value: usize = entry.extract()?; assert_eq!(i, value);\n}\n# Ok(())\n# }\n# Python::with_gil(example).unwrap();","breadcrumbs":"Calling Python from Rust » Python object types » Borrowed<'a, 'py, T>","id":"103","title":"Borrowed<'a, 'py, T>"},"104":{"body":"To convert between Py and Bound<'py, T> use the bind() / into_bound() methods. Use the as_unbound() / unbind() methods to go back from Bound<'py, T> to Py. let obj: Py = ...;\nlet bound: &Bound<'py, PyAny> = obj.bind(py);\nlet bound: Bound<'py, PyAny> = obj.into_bound(py); let obj: &Py = bound.as_unbound();\nlet obj: Py = bound.unbind(); To convert between Bound<'py, T> and Borrowed<'a, 'py, T> use the as_borrowed() method. Borrowed<'a, 'py, T> has a deref coercion to Bound<'py, T>. Use the to_owned() method to increment the Python reference count and to create a new Bound<'py, T> from the Borrowed<'a, 'py, T>. let bound: Bound<'py, PyAny> = ...;\nlet borrowed: Borrowed<'_, 'py, PyAny> = bound.as_borrowed(); // deref coercion\nlet bound: &Bound<'py, PyAny> = &borrowed; // create a new Bound by increase the Python reference count\nlet bound: Bound<'py, PyAny> = borrowed.to_owned(); To convert between Py and Borrowed<'a, 'py, T> use the bind_borrowed() method. Use either as_unbound() or .to_owned().unbind() to go back to Py from Borrowed<'a, 'py, T>, via Bound<'py, T>. let obj: Py = ...;\nlet borrowed: Borrowed<'_, 'py, PyAny> = bound.as_borrowed(); // via deref coercion to Bound and then using Bound::as_unbound\nlet obj: &Py = borrowed.as_unbound(); // via a new Bound by increasing the Python reference count, and unbind it\nlet obj: Py = borrowed.to_owned().unbind().","breadcrumbs":"Calling Python from Rust » Python object types » Casting between smart pointer types","id":"104","title":"Casting between smart pointer types"},"105":{"body":"In all of Py, Bound<'py, T>, and Borrowed<'a, 'py, T>, the type parameter T denotes the type of the Python object referred to by the smart pointer. This parameter T can be filled by: PyAny , which represents any Python object, Native Python types such as PyList, PyTuple, and PyDict, and #[pyclass] types defined from Rust The following subsections covers some further detail about how to work with these types: the APIs that are available for these concrete types, how to cast Bound<'py, T> to a specific concrete type, and how to get Rust data out of a Bound<'py, T>.","breadcrumbs":"Calling Python from Rust » Python object types » Concrete Python types","id":"105","title":"Concrete Python types"},"106":{"body":"Each concrete Python type such as PyAny, PyTuple and PyDict exposes its API on the corresponding bound smart pointer Bound<'py, PyAny>, Bound<'py, PyTuple> and Bound<'py, PyDict>. Each type's API is exposed as a trait: PyAnyMethods , PyTupleMethods , PyDictMethods , and so on for all concrete types. Using traits rather than associated methods on the Bound smart pointer is done for a couple of reasons: Clarity of documentation: each trait gets its own documentation page in the PyO3 API docs. If all methods were on the Bound smart pointer directly, the vast majority of PyO3's API would be on a single, extremely long, documentation page. Consistency: downstream code implementing Rust APIs for existing Python types can also follow this pattern of using a trait. Downstream code would not be allowed to add new associated methods directly on the Bound type. Future design: it is hoped that a future Rust with arbitrary self types will remove the need for these traits in favour of placing the methods directly on PyAny, PyTuple, PyDict, and so on. These traits are all included in the pyo3::prelude module, so with the glob import use pyo3::prelude::* the full PyO3 API is made available to downstream code. The following function accesses the first item in the input Python list, using the .get_item() method from the PyListMethods trait: use pyo3::prelude::*;\nuse pyo3::types::PyList; fn get_first_item<'py>(list: &Bound<'py, PyList>) -> PyResult> { list.get_item(0)\n}\n# Python::with_gil(|py| {\n# let l = PyList::new_bound(py, [\"hello world\"]);\n# assert!(get_first_item(&l).unwrap().eq(\"hello world\").unwrap());\n# })","breadcrumbs":"Calling Python from Rust » Python object types » Using APIs for concrete Python types","id":"106","title":"Using APIs for concrete Python types"},"107":{"body":"To cast Bound<'py, T> smart pointers to some other type, use the .downcast() family of functions. This converts &Bound<'py, T> to a different &Bound<'py, U>, without transferring ownership. There is also .downcast_into() to convert Bound<'py, T> to Bound<'py, U> with transfer of ownership. These methods are available for all types T which implement the PyTypeCheck trait. Casting to Bound<'py, PyAny> can be done with .as_any() or .into_any(). For example, the following snippet shows how to cast Bound<'py, PyAny> to Bound<'py, PyTuple>: # use pyo3::prelude::*;\n# use pyo3::types::PyTuple;\n# fn example<'py>(py: Python<'py>) -> PyResult<()> {\n// create a new Python `tuple`, and use `.into_any()` to erase the type\nlet obj: Bound<'py, PyAny> = PyTuple::empty_bound(py).into_any(); // use `.downcast()` to cast to `PyTuple` without transferring ownership\nlet _: &Bound<'py, PyTuple> = obj.downcast()?; // use `.downcast_into()` to cast to `PyTuple` with transfer of ownership\nlet _: Bound<'py, PyTuple> = obj.downcast_into()?;\n# Ok(())\n# }\n# Python::with_gil(example).unwrap() Custom #[pyclass] types implement PyTypeCheck , so .downcast() also works for these types. The snippet below is the same as the snippet above casting instead to a custom type MyClass: use pyo3::prelude::*; #[pyclass]\nstruct MyClass {} # fn example<'py>(py: Python<'py>) -> PyResult<()> {\n// create a new Python `tuple`, and use `.into_any()` to erase the type\nlet obj: Bound<'py, PyAny> = Bound::new(py, MyClass {})?.into_any(); // use `.downcast()` to cast to `MyClass` without transferring ownership\nlet _: &Bound<'py, MyClass> = obj.downcast()?; // use `.downcast_into()` to cast to `MyClass` with transfer of ownership\nlet _: Bound<'py, MyClass> = obj.downcast_into()?;\n# Ok(())\n# }\n# Python::with_gil(example).unwrap()","breadcrumbs":"Calling Python from Rust » Python object types » Casting between Python object types","id":"107","title":"Casting between Python object types"},"108":{"body":"To extract Rust data from Python objects, use .extract() instead of .downcast(). This method is available for all types which implement the [FromPyObject] trait. For example, the following snippet extracts a Rust tuple of integers from a Python tuple: # use pyo3::prelude::*;\n# use pyo3::types::PyTuple;\n# fn example<'py>(py: Python<'py>) -> PyResult<()> {\n// create a new Python `tuple`, and use `.into_any()` to erase the type\nlet obj: Bound<'py, PyAny> = PyTuple::new_bound(py, [1, 2, 3]).into_any(); // extracting the Python `tuple` to a rust `(i32, i32, i32)` tuple\nlet (x, y, z) = obj.extract::<(i32, i32, i32)>()?;\nassert_eq!((x, y, z), (1, 2, 3));\n# Ok(())\n# }\n# Python::with_gil(example).unwrap() To avoid copying data, #[pyclass] types can directly reference Rust data stored within the Python objects without needing to .extract(). See the corresponding documentation in the class section of the guide for more detail.","breadcrumbs":"Calling Python from Rust » Python object types » Extracting Rust data from Python objects","id":"108","title":"Extracting Rust data from Python objects"},"109":{"body":"The GIL Refs API was PyO3's primary API prior to PyO3 0.21. The main difference was that instead of the Bound<'py, PyAny> smart pointer, the \"GIL Reference\" &'py PyAny was used. (This was similar for other Python types.) As of PyO3 0.21, the GIL Refs API is deprecated. See the migration guide for details on how to upgrade. The following sections note some historical detail about the GIL Refs API.","breadcrumbs":"Calling Python from Rust » Python object types » The GIL Refs API","id":"109","title":"The GIL Refs API"},"11":{"body":"First, make sure you have Rust installed on your system. If you haven't already done so, try following the instructions here . PyO3 runs on both the stable and nightly versions so you can choose whichever one fits you best. The minimum required Rust version is 1.63. If you can run rustc --version and the version is new enough you're good to go!","breadcrumbs":"Getting started » Rust","id":"11","title":"Rust"},"110":{"body":"Represented: a Python object of unspecified type. In the GIL Refs API, this was only accessed as the GIL Ref &'py PyAny. Used: &'py PyAny was used to refer to some Python object when the GIL lifetime was available for the whole duration access was needed. For example, intermediate values and arguments to pyfunctions or pymethods implemented in Rust where any type is allowed. Conversions: For a &PyAny object reference any where the underlying object is a Python-native type such as a list: # #![allow(unused_imports)]\n# use pyo3::prelude::*;\n# use pyo3::types::PyList;\n# #[cfg(feature = \"gil-refs\")]\n# Python::with_gil(|py| -> PyResult<()> {\n#[allow(deprecated)] // PyList::empty is part of the deprecated \"GIL Refs\" API.\nlet obj: &PyAny = PyList::empty(py); // To &PyList with PyAny::downcast\nlet _: &PyList = obj.downcast()?; // To Py (aka PyObject) with .into()\nlet _: Py = obj.into(); // To Py with PyAny::extract\nlet _: Py = obj.extract()?;\n# Ok(())\n# }).unwrap(); For a &PyAny object reference any where the underlying object is a #[pyclass]: # #![allow(unused_imports)]\n# use pyo3::prelude::*;\n# #[pyclass] #[derive(Clone)] struct MyClass { }\n# #[cfg(feature = \"gil-refs\")]\n# Python::with_gil(|py| -> PyResult<()> {\n#[allow(deprecated)] // into_ref is part of the deprecated GIL Refs API\nlet obj: &PyAny = Py::new(py, MyClass {})?.into_ref(py); // To &PyCell with PyAny::downcast\n#[allow(deprecated)] // &PyCell is part of the deprecated GIL Refs API\nlet _: &PyCell = obj.downcast()?; // To Py (aka PyObject) with .into()\nlet _: Py = obj.into(); // To Py with PyAny::extract\nlet _: Py = obj.extract()?; // To MyClass with PyAny::extract, if MyClass: Clone\nlet _: MyClass = obj.extract()?; // To PyRef<'_, MyClass> or PyRefMut<'_, MyClass> with PyAny::extract\nlet _: PyRef<'_, MyClass> = obj.extract()?;\nlet _: PyRefMut<'_, MyClass> = obj.extract()?;\n# Ok(())\n# }).unwrap();","breadcrumbs":"Calling Python from Rust » Python object types » PyAny","id":"110","title":"PyAny"},"111":{"body":"Represented: a native Python object of known type. In the GIL Refs API, they were only accessed as the GIL Refs &'py PyTuple, &'py PyDict. Used: &'py PyTuple and similar were used to operate with native Python types while holding the GIL. Like PyAny, this is the most convenient form to use for function arguments and intermediate values. These GIL Refs implement Deref, so they all expose the same methods which can be found on PyAny. To see all Python types exposed by PyO3 consult the pyo3::types module. Conversions: # #![allow(unused_imports)]\n# use pyo3::prelude::*;\n# use pyo3::types::PyList;\n# #[cfg(feature = \"gil-refs\")]\n# Python::with_gil(|py| -> PyResult<()> {\n#[allow(deprecated)] // PyList::empty is part of the deprecated \"GIL Refs\" API.\nlet list = PyList::empty(py); // Use methods from PyAny on all Python types with Deref implementation\nlet _ = list.repr()?; // To &PyAny automatically with Deref implementation\nlet _: &PyAny = list; // To &PyAny explicitly with .as_ref()\n#[allow(deprecated)] // as_ref is part of the deprecated \"GIL Refs\" API.\nlet _: &PyAny = list.as_ref(); // To Py with .into() or Py::from()\nlet _: Py = list.into(); // To PyObject with .into() or .to_object(py)\nlet _: PyObject = list.into();\n# Ok(())\n# }).unwrap();","breadcrumbs":"Calling Python from Rust » Python object types » PyTuple, PyDict, and many more","id":"111","title":"PyTuple, PyDict, and many more"},"112":{"body":"Represented: a GIL-independent reference to a Python object. This can be a Python native type (like PyTuple), or a pyclass type implemented in Rust. The most commonly-used variant, Py, is also known as PyObject. Used: Whenever you want to carry around references to a Python object without caring about a GIL lifetime. For example, storing Python object references in a Rust struct that outlives the Python-Rust FFI boundary, or returning objects from functions implemented in Rust back to Python. Can be cloned using Python reference counts with .clone().","breadcrumbs":"Calling Python from Rust » Python object types » Py and PyObject","id":"112","title":"Py and PyObject"},"113":{"body":"Represented: a reference to a Rust object (instance of PyClass) wrapped in a Python object. The cell part is an analog to stdlib's RefCell to allow access to &mut references. Used: for accessing pure-Rust API of the instance (members and functions taking &SomeType or &mut SomeType) while maintaining the aliasing rules of Rust references. Like PyO3's Python native types, the GIL Ref &PyCell implements Deref, so it also exposed all of the methods on PyAny. Conversions: PyCell was used to access &T and &mut T via PyRef and PyRefMut respectively. #![allow(unused_imports)]\n# use pyo3::prelude::*;\n# #[pyclass] struct MyClass { }\n# #[cfg(feature = \"gil-refs\")]\n# Python::with_gil(|py| -> PyResult<()> {\n#[allow(deprecated)] // &PyCell is part of the deprecated GIL Refs API\nlet cell: &PyCell = PyCell::new(py, MyClass {})?; // To PyRef with .borrow() or .try_borrow()\nlet py_ref: PyRef<'_, MyClass> = cell.try_borrow()?;\nlet _: &MyClass = &*py_ref;\n# drop(py_ref); // To PyRefMut with .borrow_mut() or .try_borrow_mut()\nlet mut py_ref_mut: PyRefMut<'_, MyClass> = cell.try_borrow_mut()?;\nlet _: &mut MyClass = &mut *py_ref_mut;\n# Ok(())\n# }).unwrap(); PyCell was also accessed like a Python-native type. #![allow(unused_imports)]\n# use pyo3::prelude::*;\n# #[pyclass] struct MyClass { }\n# #[cfg(feature = \"gil-refs\")]\n# Python::with_gil(|py| -> PyResult<()> {\n#[allow(deprecated)] // &PyCell is part of the deprecate GIL Refs API\nlet cell: &PyCell = PyCell::new(py, MyClass {})?; // Use methods from PyAny on PyCell with Deref implementation\nlet _ = cell.repr()?; // To &PyAny automatically with Deref implementation\nlet _: &PyAny = cell; // To &PyAny explicitly with .as_ref()\n#[allow(deprecated)] // as_ref is part of the deprecated \"GIL Refs\" API.\nlet _: &PyAny = cell.as_ref();\n# Ok(())\n# }).unwrap();","breadcrumbs":"Calling Python from Rust » Python object types » PyCell","id":"113","title":"PyCell"},"114":{"body":"","breadcrumbs":"Calling Python from Rust » Python exceptions » Python exceptions","id":"114","title":"Python exceptions"},"115":{"body":"Use the create_exception! macro: use pyo3::create_exception; create_exception!(module, MyError, pyo3::exceptions::PyException); module is the name of the containing module. MyError is the name of the new exception type. For example: use pyo3::prelude::*;\nuse pyo3::create_exception;\nuse pyo3::types::IntoPyDict;\nuse pyo3::exceptions::PyException; create_exception!(mymodule, CustomError, PyException); Python::with_gil(|py| { let ctx = [(\"CustomError\", py.get_type_bound::())].into_py_dict_bound(py); pyo3::py_run!( py, *ctx, \"assert str(CustomError) == \\\"\\\"\" ); pyo3::py_run!(py, *ctx, \"assert CustomError('oops').args == ('oops',)\");\n}); When using PyO3 to create an extension module, you can add the new exception to the module like this, so that it is importable from Python: use pyo3::prelude::*;\nuse pyo3::exceptions::PyException; pyo3::create_exception!(mymodule, CustomError, PyException); #[pymodule]\nfn mymodule(py: Python<'_>, m: &Bound<'_, PyModule>) -> PyResult<()> { // ... other elements added to module ... m.add(\"CustomError\", py.get_type_bound::())?; Ok(())\n}","breadcrumbs":"Calling Python from Rust » Python exceptions » Defining a new exception","id":"115","title":"Defining a new exception"},"116":{"body":"As described in the function error handling chapter, to raise an exception from a #[pyfunction] or #[pymethods], return an Err(PyErr). PyO3 will automatically raise this exception for you when returning the result to Python. You can also manually write and fetch errors in the Python interpreter's global state: use pyo3::{Python, PyErr};\nuse pyo3::exceptions::PyTypeError; Python::with_gil(|py| { PyTypeError::new_err(\"Error\").restore(py); assert!(PyErr::occurred(py)); drop(PyErr::fetch(py));\n});","breadcrumbs":"Calling Python from Rust » Python exceptions » Raising an exception","id":"116","title":"Raising an exception"},"117":{"body":"Python has an isinstance method to check an object's type. In PyO3 every object has the PyAny::is_instance and PyAny::is_instance_of methods which do the same thing. use pyo3::prelude::*;\nuse pyo3::types::{PyBool, PyList}; Python::with_gil(|py| { assert!(PyBool::new_bound(py, true).is_instance_of::()); let list = PyList::new_bound(py, &[1, 2, 3, 4]); assert!(!list.is_instance_of::()); assert!(list.is_instance_of::());\n}); To check the type of an exception, you can similarly do: # use pyo3::exceptions::PyTypeError;\n# use pyo3::prelude::*;\n# Python::with_gil(|py| {\n# let err = PyTypeError::new_err(());\nerr.is_instance_of::(py);\n# });","breadcrumbs":"Calling Python from Rust » Python exceptions » Checking exception types","id":"117","title":"Checking exception types"},"118":{"body":"It is possible to use an exception defined in Python code as a native Rust type. The import_exception! macro allows importing a specific exception class and defines a Rust type for that exception. #![allow(dead_code)]\nuse pyo3::prelude::*; mod io { pyo3::import_exception!(io, UnsupportedOperation);\n} fn tell(file: &Bound<'_, PyAny>) -> PyResult { match file.call_method0(\"tell\") { Err(_) => Err(io::UnsupportedOperation::new_err(\"not supported: tell\")), Ok(x) => x.extract::(), }\n} pyo3::exceptions defines exceptions for several standard library modules.","breadcrumbs":"Calling Python from Rust » Python exceptions » Using exceptions defined in Python code","id":"118","title":"Using exceptions defined in Python code"},"119":{"body":"The Bound<'py, T> smart pointer (such as Bound<'py, PyAny>, Bound<'py, PyList>, or Bound<'py, MyClass>) can be used to call Python functions. PyO3 offers two APIs to make function calls: call - call any callable Python object. call_method - call a method on the Python object. Both of these APIs take args and kwargs arguments (for positional and keyword arguments respectively). There are variants for less complex calls: call1 and call_method1 to call only with positional args. call0 and call_method0 to call with no arguments. For convenience the Py smart pointer also exposes these same six API methods, but needs a Python token as an additional first argument to prove the GIL is held. The example below calls a Python function behind a PyObject (aka Py) reference: use pyo3::prelude::*;\nuse pyo3::types::PyTuple; fn main() -> PyResult<()> { let arg1 = \"arg1\"; let arg2 = \"arg2\"; let arg3 = \"arg3\"; Python::with_gil(|py| { let fun: Py = PyModule::from_code_bound( py, \"def example(*args, **kwargs): if args != (): print('called with args', args) if kwargs != {}: print('called with kwargs', kwargs) if args == () and kwargs == {}: print('called with no arguments')\", \"\", \"\", )? .getattr(\"example\")? .into(); // call object without any arguments fun.call0(py)?; // pass object with Rust tuple of positional arguments let args = (arg1, arg2, arg3); fun.call1(py, args)?; // call object with Python tuple of positional arguments let args = PyTuple::new_bound(py, &[arg1, arg2, arg3]); fun.call1(py, args)?; Ok(()) })\n}","breadcrumbs":"Calling Python from Rust » Calling Python functions » Calling Python functions","id":"119","title":"Calling Python functions"},"12":{"body":"To use PyO3, you need at least Python 3.7. While you can simply use the default Python interpreter on your system, it is recommended to use a virtual environment.","breadcrumbs":"Getting started » Python","id":"12","title":"Python"},"120":{"body":"For the call and call_method APIs, kwargs are Option<&Bound<'py, PyDict>>, so can either be None or Some(&dict). You can use the IntoPyDict trait to convert other dict-like containers, e.g. HashMap or BTreeMap, as well as tuples with up to 10 elements and Vecs where each element is a two-element tuple. use pyo3::prelude::*;\nuse pyo3::types::IntoPyDict;\nuse std::collections::HashMap; fn main() -> PyResult<()> { let key1 = \"key1\"; let val1 = 1; let key2 = \"key2\"; let val2 = 2; Python::with_gil(|py| { let fun: Py = PyModule::from_code_bound( py, \"def example(*args, **kwargs): if args != (): print('called with args', args) if kwargs != {}: print('called with kwargs', kwargs) if args == () and kwargs == {}: print('called with no arguments')\", \"\", \"\", )? .getattr(\"example\")? .into(); // call object with PyDict let kwargs = [(key1, val1)].into_py_dict_bound(py); fun.call_bound(py, (), Some(&kwargs))?; // pass arguments as Vec let kwargs = vec![(key1, val1), (key2, val2)]; fun.call_bound(py, (), Some(&kwargs.into_py_dict_bound(py)))?; // pass arguments as HashMap let mut kwargs = HashMap::<&str, i32>::new(); kwargs.insert(key1, 1); fun.call_bound(py, (), Some(&kwargs.into_py_dict_bound(py)))?; Ok(()) })\n} During PyO3's migration from \"GIL Refs\" to the Bound smart pointer , Py::call is temporarily named Py::call_bound (and call_method is temporarily call_method_bound). (This temporary naming is only the case for the Py smart pointer. The methods on the &PyAny GIL Ref such as call have not been given replacements, and the methods on the Bound smart pointer such as Bound::call already use follow the newest API conventions.)","breadcrumbs":"Calling Python from Rust » Calling Python functions » Creating keyword arguments","id":"120","title":"Creating keyword arguments"},"121":{"body":"If you already have some existing Python code that you need to execute from Rust, the following FAQs can help you select the right PyO3 functionality for your situation:","breadcrumbs":"Calling Python from Rust » Executing existing Python code » Executing existing Python code","id":"121","title":"Executing existing Python code"},"122":{"body":"PyModule::import_bound can be used to get handle to a Python module from Rust. You can use this to import and use any Python module available in your environment. use pyo3::prelude::*; fn main() -> PyResult<()> { Python::with_gil(|py| { let builtins = PyModule::import_bound(py, \"builtins\")?; let total: i32 = builtins .getattr(\"sum\")? .call1((vec![1, 2, 3],))? .extract()?; assert_eq!(total, 6); Ok(()) })\n}","breadcrumbs":"Calling Python from Rust » Executing existing Python code » Want to access Python APIs? Then use PyModule::import_bound.","id":"122","title":"Want to access Python APIs? Then use PyModule::import_bound."},"123":{"body":"Python::eval_bound is a method to execute a Python expression and return the evaluated value as a Bound<'py, PyAny> object. use pyo3::prelude::*; # fn main() -> Result<(), ()> {\nPython::with_gil(|py| { let result = py .eval_bound(\"[i * 10 for i in range(5)]\", None, None) .map_err(|e| { e.print_and_set_sys_last_vars(py); })?; let res: Vec = result.extract().unwrap(); assert_eq!(res, vec![0, 10, 20, 30, 40]); Ok(())\n})\n# }","breadcrumbs":"Calling Python from Rust » Executing existing Python code » Want to run just an expression? Then use eval_bound.","id":"123","title":"Want to run just an expression? Then use eval_bound."},"124":{"body":"[Python::run_bound] is a method to execute one or more Python statements . This method returns nothing (like any Python statement), but you can get access to manipulated objects via the locals dict. You can also use the py_run! macro, which is a shorthand for [Python::run_bound]. Since py_run! panics on exceptions, we recommend you use this macro only for quickly testing your Python extensions. use pyo3::prelude::*;\nuse pyo3::py_run; # fn main() {\n#[pyclass]\nstruct UserData { id: u32, name: String,\n} #[pymethods]\nimpl UserData { fn as_tuple(&self) -> (u32, String) { (self.id, self.name.clone()) } fn __repr__(&self) -> PyResult { Ok(format!(\"User {}(id: {})\", self.name, self.id)) }\n} Python::with_gil(|py| { let userdata = UserData { id: 34, name: \"Yu\".to_string(), }; let userdata = Py::new(py, userdata).unwrap(); let userdata_as_tuple = (34, \"Yu\"); py_run!(py, userdata userdata_as_tuple, r#\"\nassert repr(userdata) == \"User Yu(id: 34)\"\nassert userdata.as_tuple() == userdata_as_tuple \"#);\n})\n# }","breadcrumbs":"Calling Python from Rust » Executing existing Python code » Want to run statements? Then use run_bound.","id":"124","title":"Want to run statements? Then use run_bound."},"125":{"body":"PyModule::from_code_bound can be used to generate a Python module which can then be used just as if it was imported with PyModule::import. Warning : This will compile and execute code. Never pass untrusted code to this function! use pyo3::{prelude::*, types::IntoPyDict}; # fn main() -> PyResult<()> {\nPython::with_gil(|py| { let activators = PyModule::from_code_bound( py, r#\"\ndef relu(x): \"\"\"see https://en.wikipedia.org/wiki/Rectifier_(neural_networks)\"\"\" return max(0.0, x) def leaky_relu(x, slope=0.01): return x if x >= 0 else x * slope \"#, \"activators.py\", \"activators\", )?; let relu_result: f64 = activators.getattr(\"relu\")?.call1((-1.0,))?.extract()?; assert_eq!(relu_result, 0.0); let kwargs = [(\"slope\", 0.2)].into_py_dict_bound(py); let lrelu_result: f64 = activators .getattr(\"leaky_relu\")? .call((-1.0,), Some(&kwargs))? .extract()?; assert_eq!(lrelu_result, -0.2);\n# Ok(())\n})\n# }","breadcrumbs":"Calling Python from Rust » Executing existing Python code » You have a Python file or code snippet? Then use PyModule::from_code_bound.","id":"125","title":"You have a Python file or code snippet? Then use PyModule::from_code_bound."},"126":{"body":"Python maintains the sys.modules dict as a cache of all imported modules. An import in Python will first attempt to lookup the module from this dict, and if not present will use various strategies to attempt to locate and load the module. The append_to_inittab macro can be used to add additional #[pymodule] modules to an embedded Python interpreter. The macro must be invoked before initializing Python. As an example, the below adds the module foo to the embedded interpreter: use pyo3::prelude::*; #[pyfunction]\nfn add_one(x: i64) -> i64 { x + 1\n} #[pymodule]\nfn foo(foo_module: &Bound<'_, PyModule>) -> PyResult<()> { foo_module.add_function(wrap_pyfunction!(add_one, foo_module)?)?; Ok(())\n} fn main() -> PyResult<()> { pyo3::append_to_inittab!(foo); Python::with_gil(|py| Python::run_bound(py, \"import foo; foo.add_one(6)\", None, None))\n} If append_to_inittab cannot be used due to constraints in the program, an alternative is to create a module using PyModule::new_bound and insert it manually into sys.modules: use pyo3::prelude::*;\nuse pyo3::types::PyDict; #[pyfunction]\npub fn add_one(x: i64) -> i64 { x + 1\n} fn main() -> PyResult<()> { Python::with_gil(|py| { // Create new module let foo_module = PyModule::new_bound(py, \"foo\")?; foo_module.add_function(wrap_pyfunction!(add_one, &foo_module)?)?; // Import and get sys.modules let sys = PyModule::import_bound(py, \"sys\")?; let py_modules: Bound<'_, PyDict> = sys.getattr(\"modules\")?.downcast_into()?; // Insert foo into sys.modules py_modules.set_item(\"foo\", foo_module)?; // Now we can import + run our python code Python::run_bound(py, \"import foo; foo.add_one(6)\", None, None) })\n}","breadcrumbs":"Calling Python from Rust » Executing existing Python code » Want to embed Python in Rust with additional modules?","id":"126","title":"Want to embed Python in Rust with additional modules?"},"127":{"body":"You can include a file at compile time by using std::include_str macro. Or you can load a file at runtime by using std::fs::read_to_string function. Many Python files can be included and loaded as modules. If one file depends on another you must preserve correct order while declaring PyModule. Example directory structure: .\n├── Cargo.lock\n├── Cargo.toml\n├── python_app\n│ ├── app.py\n│ └── utils\n│ └── foo.py\n└── src └── main.rs python_app/app.py: from utils.foo import bar def run(): return bar() python_app/utils/foo.py: def bar(): return \"baz\" The example below shows: how to include content of app.py and utils/foo.py into your rust binary how to call function run() (declared in app.py) that needs function imported from utils/foo.py src/main.rs: use pyo3::prelude::*; fn main() -> PyResult<()> { let py_foo = include_str!(concat!( env!(\"CARGO_MANIFEST_DIR\"), \"/python_app/utils/foo.py\" )); let py_app = include_str!(concat!(env!(\"CARGO_MANIFEST_DIR\"), \"/python_app/app.py\")); let from_python = Python::with_gil(|py| -> PyResult> { PyModule::from_code_bound(py, py_foo, \"utils.foo\", \"utils.foo\")?; let app: Py = PyModule::from_code_bound(py, py_app, \"\", \"\")? .getattr(\"run\")? .into(); app.call0(py) }); println!(\"py: {}\", from_python?); Ok(())\n} The example below shows: how to load content of app.py at runtime so that it sees its dependencies automatically how to call function run() (declared in app.py) that needs function imported from utils/foo.py It is recommended to use absolute paths because then your binary can be run from anywhere as long as your app.py is in the expected directory (in this example that directory is /usr/share/python_app). src/main.rs: use pyo3::prelude::*;\nuse pyo3::types::PyList;\nuse std::fs;\nuse std::path::Path; fn main() -> PyResult<()> { let path = Path::new(\"/usr/share/python_app\"); let py_app = fs::read_to_string(path.join(\"app.py\"))?; let from_python = Python::with_gil(|py| -> PyResult> { let syspath = py .import_bound(\"sys\")? .getattr(\"path\")? .downcast_into::()?; syspath.insert(0, &path)?; let app: Py = PyModule::from_code_bound(py, &py_app, \"\", \"\")? .getattr(\"run\")? .into(); app.call0(py) }); println!(\"py: {}\", from_python?); Ok(())\n}","breadcrumbs":"Calling Python from Rust » Executing existing Python code » Include multiple Python files","id":"127","title":"Include multiple Python files"},"128":{"body":"Use context managers by directly invoking __enter__ and __exit__. use pyo3::prelude::*; fn main() { Python::with_gil(|py| { let custom_manager = PyModule::from_code_bound( py, r#\"\nclass House(object): def __init__(self, address): self.address = address def __enter__(self): print(f\"Welcome to {self.address}!\") def __exit__(self, type, value, traceback): if type: print(f\"Sorry you had {type} trouble at {self.address}\") else: print(f\"Thank you for visiting {self.address}, come again soon!\") \"#, \"house.py\", \"house\", ) .unwrap(); let house_class = custom_manager.getattr(\"House\").unwrap(); let house = house_class.call1((\"123 Main Street\",)).unwrap(); house.call_method0(\"__enter__\").unwrap(); let result = py.eval_bound(\"undefined_variable + 1\", None, None); // If the eval threw an exception we'll pass it through to the context manager. // Otherwise, __exit__ is called with empty arguments (Python \"None\"). match result { Ok(_) => { let none = py.None(); house .call_method1(\"__exit__\", (&none, &none, &none)) .unwrap(); } Err(e) => { house .call_method1( \"__exit__\", ( e.get_type_bound(py), e.value_bound(py), e.traceback_bound(py), ), ) .unwrap(); } } })\n}","breadcrumbs":"Calling Python from Rust » Executing existing Python code » Need to use a context manager from Rust?","id":"128","title":"Need to use a context manager from Rust?"},"129":{"body":"The best way to handle system signals when running Rust code is to periodically call Python::check_signals to handle any signals captured by Python's signal handler. See also the FAQ entry . Alternatively, set Python's signal module to take the default action for a signal: use pyo3::prelude::*; # fn main() -> PyResult<()> {\nPython::with_gil(|py| -> PyResult<()> { let signal = py.import_bound(\"signal\")?; // Set SIGINT to have the default action signal .getattr(\"signal\")? .call1((signal.getattr(\"SIGINT\")?, signal.getattr(\"SIG_DFL\")?))?; Ok(())\n})\n# }","breadcrumbs":"Calling Python from Rust » Executing existing Python code » Handling system signals/interrupts (Ctrl-C)","id":"129","title":"Handling system signals/interrupts (Ctrl-C)"},"13":{"body":"While you can use any virtualenv manager you like, we recommend the use of pyenv in particular if you want to develop or test for multiple different Python versions, so that is what the examples in this book will use. The installation instructions for pyenv can be found here . (Note: To get the pyenv activate and pyenv virtualenv commands, you will also need to install the pyenv-virtualenv plugin. The pyenv installer will install both together.) It can be useful to keep the sources used when installing using pyenv so that future debugging can see the original source files. This can be done by passing the --keep flag as part of the pyenv install command. For example: pyenv install 3.12 --keep","breadcrumbs":"Getting started » Virtualenvs","id":"13","title":"Virtualenvs"},"130":{"body":"In this portion of the guide we'll talk about the mapping of Python types to Rust types offered by PyO3, as well as the traits available to perform conversions between them.","breadcrumbs":"Type conversions » Type conversions","id":"130","title":"Type conversions"},"131":{"body":"When writing functions callable from Python (such as a #[pyfunction] or in a #[pymethods] block), the trait FromPyObject is required for function arguments, and IntoPy is required for function return values. Consult the tables in the following section to find the Rust types provided by PyO3 which implement these traits.","breadcrumbs":"Type conversions » Mapping of Rust types to Python types » Mapping of Rust types to Python types","id":"131","title":"Mapping of Rust types to Python types"},"132":{"body":"When accepting a function argument, it is possible to either use Rust library types or PyO3's Python-native types. (See the next section for discussion on when to use each.) The table below contains the Python type and the corresponding function argument types that will accept them: Python Rust Rust (Python-native) object - PyAny str String, Cow, &str, char, OsString, PathBuf, Path PyString, PyUnicode bytes Vec, &[u8], Cow<[u8]> PyBytes bool bool PyBool int i8, u8, i16, u16, i32, u32, i64, u64, i128, u128, isize, usize, num_bigint::BigInt [1] , num_bigint::BigUint [1] PyLong float f32, f64 PyFloat complex num_complex::Complex [2] PyComplex fractions.Fraction num_rational::Ratio [3] - list[T] Vec PyList dict[K, V] HashMap, BTreeMap, hashbrown::HashMap [4] , indexmap::IndexMap [5] PyDict tuple[T, U] (T, U), Vec PyTuple set[T] HashSet, BTreeSet, hashbrown::HashSet [4] PySet frozenset[T] HashSet, BTreeSet, hashbrown::HashSet [4] PyFrozenSet bytearray Vec, Cow<[u8]> PyByteArray slice - PySlice type - PyType module - PyModule collections.abc.Buffer - PyBuffer datetime.datetime SystemTime, chrono::DateTime [6] , chrono::NaiveDateTime [6] PyDateTime datetime.date chrono::NaiveDate [6] PyDate datetime.time chrono::NaiveTime [6] PyTime datetime.tzinfo chrono::FixedOffset [6] , chrono::Utc [6] , chrono_tz::TimeZone [7] PyTzInfo datetime.timedelta Duration, chrono::Duration [6] PyDelta decimal.Decimal rust_decimal::Decimal [8] - ipaddress.IPv4Address std::net::IpAddr, std::net::IpV4Addr - ipaddress.IPv6Address std::net::IpAddr, std::net::IpV6Addr - os.PathLike PathBuf, Path PyString, PyUnicode pathlib.Path PathBuf, Path PyString, PyUnicode typing.Optional[T] Option - typing.Sequence[T] Vec PySequence typing.Mapping[K, V] HashMap, BTreeMap, hashbrown::HashMap [4] , indexmap::IndexMap [5] &PyMapping typing.Iterator[Any] - PyIterator typing.Union[...] See #[derive(FromPyObject)] - It is also worth remembering the following special types: What Description Python<'py> A GIL token, used to pass to PyO3 constructors to prove ownership of the GIL. Bound<'py, T> A Python object connected to the GIL lifetime. This provides access to most of PyO3's APIs. Py A Python object isolated from the GIL lifetime. This can be sent to other threads. PyObject An alias for Py PyRef A #[pyclass] borrowed immutably. PyRefMut A #[pyclass] borrowed mutably. For more detail on accepting #[pyclass] values as function arguments, see the section of this guide on Python Classes . Using Rust library types vs Python-native types Using Rust library types as function arguments will incur a conversion cost compared to using the Python-native types. Using the Python-native types is almost zero-cost (they just require a type check similar to the Python builtin function isinstance()). However, once that conversion cost has been paid, the Rust standard library types offer a number of benefits: You can write functionality in native-speed Rust code (free of Python's runtime costs). You get better interoperability with the rest of the Rust ecosystem. You can use Python::allow_threads to release the Python GIL and let other Python threads make progress while your Rust code is executing. You also benefit from stricter type checking. For example you can specify Vec, which will only accept a Python list containing integers. The Python-native equivalent, &PyList, would accept a Python list containing Python objects of any type. For most PyO3 usage the conversion cost is worth paying to get these benefits. As always, if you're not sure it's worth it in your case, benchmark it!","breadcrumbs":"Type conversions » Mapping of Rust types to Python types » Argument Types","id":"132","title":"Argument Types"},"133":{"body":"When returning values from functions callable from Python, PyO3's smart pointers (Py, Bound<'py, T>, and Borrowed<'a, 'py, T>) can be used with zero cost. Because Bound<'py, T> and Borrowed<'a, 'py, T> have lifetime parameters, the Rust compiler may ask for lifetime annotations to be added to your function. See the section of the guide dedicated to this . If your function is fallible, it should return PyResult or Result where E implements From for PyErr. This will raise a Python exception if the Err variant is returned. Finally, the following Rust types are also able to convert to Python as return values: Rust type Resulting Python Type String str &str str bool bool Any integer type (i32, u32, usize, etc) int f32, f64 float Option Optional[T] (T, U) Tuple[T, U] Vec List[T] Cow<[u8]> bytes HashMap Dict[K, V] BTreeMap Dict[K, V] HashSet Set[T] BTreeSet Set[T] Py T Bound T PyRef T PyRefMut T Requires the num-bigint optional feature. Requires the num-complex optional feature. Requires the hashbrown optional feature. Requires the indexmap optional feature. Requires the chrono optional feature. Requires the chrono-tz optional feature. Requires the rust_decimal optional feature. Requires the num-rational optional feature.","breadcrumbs":"Type conversions » Mapping of Rust types to Python types » Returning Rust values to Python","id":"133","title":"Returning Rust values to Python"},"134":{"body":"PyO3 provides some handy traits to convert between Python types and Rust types.","breadcrumbs":"Type conversions » Conversion traits » Conversion traits","id":"134","title":"Conversion traits"},"135":{"body":"The easiest way to convert a Python object to a Rust value is using .extract(). It returns a PyResult with a type error if the conversion fails, so usually you will use something like # use pyo3::prelude::*;\n# use pyo3::types::PyList;\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| {\n# let list = PyList::new_bound(py, b\"foo\");\nlet v: Vec = list.extract()?;\n# assert_eq!(&v, &[102, 111, 111]);\n# Ok(())\n# })\n# } This method is available for many Python object types, and can produce a wide variety of Rust types, which you can check out in the implementor list of FromPyObject . FromPyObject is also implemented for your own Rust types wrapped as Python objects (see the chapter about classes ). There, in order to both be able to operate on mutable references and satisfy Rust's rules of non-aliasing mutable references, you have to extract the PyO3 reference wrappers PyRef and PyRefMut . They work like the reference wrappers of std::cell::RefCell and ensure (at runtime) that Rust borrows are allowed. Deriving FromPyObject FromPyObject can be automatically derived for many kinds of structs and enums if the member types themselves implement FromPyObject. This even includes members with a generic type T: FromPyObject. Derivation for empty enums, enum variants and structs is not supported. Deriving FromPyObject for structs The derivation generates code that will attempt to access the attribute my_string on the Python object, i.e. obj.getattr(\"my_string\"), and call extract() on the attribute. use pyo3::prelude::*; #[derive(FromPyObject)]\nstruct RustyStruct { my_string: String,\n}\n#\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| -> PyResult<()> {\n# let module = PyModule::from_code_bound(\n# py,\n# \"class Foo:\n# def __init__(self):\n# self.my_string = 'test'\",\n# \"\",\n# \"\",\n# )?;\n#\n# let class = module.getattr(\"Foo\")?;\n# let instance = class.call0()?;\n# let rustystruct: RustyStruct = instance.extract()?;\n# assert_eq!(rustystruct.my_string, \"test\");\n# Ok(())\n# })\n# } By setting the #[pyo3(item)] attribute on the field, PyO3 will attempt to extract the value by calling the get_item method on the Python object. use pyo3::prelude::*; #[derive(FromPyObject)]\nstruct RustyStruct { #[pyo3(item)] my_string: String,\n}\n#\n# use pyo3::types::PyDict;\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| -> PyResult<()> {\n# let dict = PyDict::new_bound(py);\n# dict.set_item(\"my_string\", \"test\")?;\n#\n# let rustystruct: RustyStruct = dict.extract()?;\n# assert_eq!(rustystruct.my_string, \"test\");\n# Ok(())\n# })\n# } The argument passed to getattr and get_item can also be configured: use pyo3::prelude::*; #[derive(FromPyObject)]\nstruct RustyStruct { #[pyo3(item(\"key\"))] string_in_mapping: String, #[pyo3(attribute(\"name\"))] string_attr: String,\n}\n#\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| -> PyResult<()> {\n# let module = PyModule::from_code_bound(\n# py,\n# \"class Foo(dict):\n# def __init__(self):\n# self.name = 'test'\n# self['key'] = 'test2'\",\n# \"\",\n# \"\",\n# )?;\n#\n# let class = module.getattr(\"Foo\")?;\n# let instance = class.call0()?;\n# let rustystruct: RustyStruct = instance.extract()?;\n# assert_eq!(rustystruct.string_attr, \"test\");\n# assert_eq!(rustystruct.string_in_mapping, \"test2\");\n#\n# Ok(())\n# })\n# } This tries to extract string_attr from the attribute name and string_in_mapping from a mapping with the key \"key\". The arguments for attribute are restricted to non-empty string literals while item can take any valid literal that implements ToBorrowedObject. You can use #[pyo3(from_item_all)] on a struct to extract every field with get_item method. In this case, you can't use #[pyo3(attribute)] or barely use #[pyo3(item)] on any field. However, using #[pyo3(item(\"key\"))] to specify the key for a field is still allowed. use pyo3::prelude::*; #[derive(FromPyObject)]\n#[pyo3(from_item_all)]\nstruct RustyStruct { foo: String, bar: String, #[pyo3(item(\"foobar\"))] baz: String,\n}\n#\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| -> PyResult<()> {\n# let py_dict = py.eval_bound(\"{'foo': 'foo', 'bar': 'bar', 'foobar': 'foobar'}\", None, None)?;\n# let rustystruct: RustyStruct = py_dict.extract()?;\n# assert_eq!(rustystruct.foo, \"foo\");\n# assert_eq!(rustystruct.bar, \"bar\");\n# assert_eq!(rustystruct.baz, \"foobar\");\n#\n# Ok(())\n# })\n# } Deriving FromPyObject for tuple structs Tuple structs are also supported but do not allow customizing the extraction. The input is always assumed to be a Python tuple with the same length as the Rust type, the nth field is extracted from the nth item in the Python tuple. use pyo3::prelude::*; #[derive(FromPyObject)]\nstruct RustyTuple(String, String); # use pyo3::types::PyTuple;\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| -> PyResult<()> {\n# let tuple = PyTuple::new_bound(py, vec![\"test\", \"test2\"]);\n#\n# let rustytuple: RustyTuple = tuple.extract()?;\n# assert_eq!(rustytuple.0, \"test\");\n# assert_eq!(rustytuple.1, \"test2\");\n#\n# Ok(())\n# })\n# } Tuple structs with a single field are treated as wrapper types which are described in the following section. To override this behaviour and ensure that the input is in fact a tuple, specify the struct as use pyo3::prelude::*; #[derive(FromPyObject)]\nstruct RustyTuple((String,)); # use pyo3::types::PyTuple;\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| -> PyResult<()> {\n# let tuple = PyTuple::new_bound(py, vec![\"test\"]);\n#\n# let rustytuple: RustyTuple = tuple.extract()?;\n# assert_eq!((rustytuple.0).0, \"test\");\n#\n# Ok(())\n# })\n# } Deriving FromPyObject for wrapper types The pyo3(transparent) attribute can be used on structs with exactly one field. This results in extracting directly from the input object, i.e. obj.extract(), rather than trying to access an item or attribute. This behaviour is enabled per default for newtype structs and tuple-variants with a single field. use pyo3::prelude::*; #[derive(FromPyObject)]\nstruct RustyTransparentTupleStruct(String); #[derive(FromPyObject)]\n#[pyo3(transparent)]\nstruct RustyTransparentStruct { inner: String,\n} # use pyo3::types::PyString;\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| -> PyResult<()> {\n# let s = PyString::new_bound(py, \"test\");\n#\n# let tup: RustyTransparentTupleStruct = s.extract()?;\n# assert_eq!(tup.0, \"test\");\n#\n# let stru: RustyTransparentStruct = s.extract()?;\n# assert_eq!(stru.inner, \"test\");\n#\n# Ok(())\n# })\n# } Deriving FromPyObject for enums The FromPyObject derivation for enums generates code that tries to extract the variants in the order of the fields. As soon as a variant can be extracted successfully, that variant is returned. This makes it possible to extract Python union types like str | int. The same customizations and restrictions described for struct derivations apply to enum variants, i.e. a tuple variant assumes that the input is a Python tuple, and a struct variant defaults to extracting fields as attributes but can be configured in the same manner. The transparent attribute can be applied to single-field-variants. use pyo3::prelude::*; #[derive(FromPyObject)]\n# #[derive(Debug)]\nenum RustyEnum<'py> { Int(usize), // input is a positive int String(String), // input is a string IntTuple(usize, usize), // input is a 2-tuple with positive ints StringIntTuple(String, usize), // input is a 2-tuple with String and int Coordinates3d { // needs to be in front of 2d x: usize, y: usize, z: usize, }, Coordinates2d { // only gets checked if the input did not have `z` #[pyo3(attribute(\"x\"))] a: usize, #[pyo3(attribute(\"y\"))] b: usize, }, #[pyo3(transparent)] CatchAll(Bound<'py, PyAny>), // This extraction never fails\n}\n#\n# use pyo3::types::{PyBytes, PyString};\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| -> PyResult<()> {\n# {\n# let thing = 42_u8.to_object(py);\n# let rust_thing: RustyEnum<'_> = thing.extract(py)?;\n#\n# assert_eq!(\n# 42,\n# match rust_thing {\n# RustyEnum::Int(i) => i,\n# other => unreachable!(\"Error extracting: {:?}\", other),\n# }\n# );\n# }\n# {\n# let thing = PyString::new_bound(py, \"text\");\n# let rust_thing: RustyEnum<'_> = thing.extract()?;\n#\n# assert_eq!(\n# \"text\",\n# match rust_thing {\n# RustyEnum::String(i) => i,\n# other => unreachable!(\"Error extracting: {:?}\", other),\n# }\n# );\n# }\n# {\n# let thing = (32_u8, 73_u8).to_object(py);\n# let rust_thing: RustyEnum<'_> = thing.extract(py)?;\n#\n# assert_eq!(\n# (32, 73),\n# match rust_thing {\n# RustyEnum::IntTuple(i, j) => (i, j),\n# other => unreachable!(\"Error extracting: {:?}\", other),\n# }\n# );\n# }\n# {\n# let thing = (\"foo\", 73_u8).to_object(py);\n# let rust_thing: RustyEnum<'_> = thing.extract(py)?;\n#\n# assert_eq!(\n# (String::from(\"foo\"), 73),\n# match rust_thing {\n# RustyEnum::StringIntTuple(i, j) => (i, j),\n# other => unreachable!(\"Error extracting: {:?}\", other),\n# }\n# );\n# }\n# {\n# let module = PyModule::from_code_bound(\n# py,\n# \"class Foo(dict):\n# def __init__(self):\n# self.x = 0\n# self.y = 1\n# self.z = 2\",\n# \"\",\n# \"\",\n# )?;\n#\n# let class = module.getattr(\"Foo\")?;\n# let instance = class.call0()?;\n# let rust_thing: RustyEnum<'_> = instance.extract()?;\n#\n# assert_eq!(\n# (0, 1, 2),\n# match rust_thing {\n# RustyEnum::Coordinates3d { x, y, z } => (x, y, z),\n# other => unreachable!(\"Error extracting: {:?}\", other),\n# }\n# );\n# }\n#\n# {\n# let module = PyModule::from_code_bound(\n# py,\n# \"class Foo(dict):\n# def __init__(self):\n# self.x = 3\n# self.y = 4\",\n# \"\",\n# \"\",\n# )?;\n#\n# let class = module.getattr(\"Foo\")?;\n# let instance = class.call0()?;\n# let rust_thing: RustyEnum<'_> = instance.extract()?;\n#\n# assert_eq!(\n# (3, 4),\n# match rust_thing {\n# RustyEnum::Coordinates2d { a, b } => (a, b),\n# other => unreachable!(\"Error extracting: {:?}\", other),\n# }\n# );\n# }\n#\n# {\n# let thing = PyBytes::new_bound(py, b\"text\");\n# let rust_thing: RustyEnum<'_> = thing.extract()?;\n#\n# assert_eq!(\n# b\"text\",\n# match rust_thing {\n# RustyEnum::CatchAll(ref i) => i.downcast::()?.as_bytes(),\n# other => unreachable!(\"Error extracting: {:?}\", other),\n# }\n# );\n# }\n# Ok(())\n# })\n# } If none of the enum variants match, a PyTypeError containing the names of the tested variants is returned. The names reported in the error message can be customized through the #[pyo3(annotation = \"name\")] attribute, e.g. to use conventional Python type names: use pyo3::prelude::*; #[derive(FromPyObject)]\n# #[derive(Debug)]\nenum RustyEnum { #[pyo3(transparent, annotation = \"str\")] String(String), #[pyo3(transparent, annotation = \"int\")] Int(isize),\n}\n#\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| -> PyResult<()> {\n# {\n# let thing = 42_u8.to_object(py);\n# let rust_thing: RustyEnum = thing.extract(py)?;\n#\n# assert_eq!(\n# 42,\n# match rust_thing {\n# RustyEnum::Int(i) => i,\n# other => unreachable!(\"Error extracting: {:?}\", other),\n# }\n# );\n# }\n#\n# {\n# let thing = \"foo\".to_object(py);\n# let rust_thing: RustyEnum = thing.extract(py)?;\n#\n# assert_eq!(\n# \"foo\",\n# match rust_thing {\n# RustyEnum::String(i) => i,\n# other => unreachable!(\"Error extracting: {:?}\", other),\n# }\n# );\n# }\n#\n# {\n# let thing = b\"foo\".to_object(py);\n# let error = thing.extract::(py).unwrap_err();\n# assert!(error.is_instance_of::(py));\n# }\n#\n# Ok(())\n# })\n# } If the input is neither a string nor an integer, the error message will be: \"'' cannot be converted to 'str | int'\". #[derive(FromPyObject)] Container Attributes pyo3(transparent) extract the field directly from the object as obj.extract() instead of get_item() or getattr() Newtype structs and tuple-variants are treated as transparent per default. only supported for single-field structs and enum variants pyo3(annotation = \"name\") changes the name of the failed variant in the generated error message in case of failure. e.g. pyo3(\"int\") reports the variant's type as int. only supported for enum variants #[derive(FromPyObject)] Field Attributes pyo3(attribute), pyo3(attribute(\"name\")) retrieve the field from an attribute, possibly with a custom name specified as an argument argument must be a string-literal. pyo3(item), pyo3(item(\"key\")) retrieve the field from a mapping, possibly with the custom key specified as an argument. can be any literal that implements ToBorrowedObject pyo3(from_py_with = \"...\") apply a custom function to convert the field from Python the desired Rust type. the argument must be the name of the function as a string. the function signature must be fn(&Bound) -> PyResult where T is the Rust type of the argument.","breadcrumbs":"Type conversions » Conversion traits » .extract() and the FromPyObject trait","id":"135","title":".extract() and the FromPyObject trait"},"136":{"body":"This trait defines the to-python conversion for a Rust type. It is usually implemented as IntoPy, which is the trait needed for returning a value from #[pyfunction] and #[pymethods]. All types in PyO3 implement this trait, as does a #[pyclass] which doesn't use extends. Occasionally you may choose to implement this for custom types which are mapped to Python types without having a unique python type. use pyo3::prelude::*;\n# #[allow(dead_code)]\nstruct MyPyObjectWrapper(PyObject); impl IntoPy for MyPyObjectWrapper { fn into_py(self, py: Python<'_>) -> PyObject { self.0 }\n}","breadcrumbs":"Type conversions » Conversion traits » IntoPy","id":"136","title":"IntoPy"},"137":{"body":"ToPyObject is a conversion trait that allows various objects to be converted into PyObject . IntoPy serves the same purpose, except that it consumes self.","breadcrumbs":"Type conversions » Conversion traits » The ToPyObject trait","id":"137","title":"The ToPyObject trait"},"138":{"body":"This feature is still in active development. See the related issue . #[pyfunction] and #[pymethods] attributes also support async fn. # #![allow(dead_code)]\n# #[cfg(feature = \"experimental-async\")] {\nuse std::{thread, time::Duration};\nuse futures::channel::oneshot;\nuse pyo3::prelude::*; #[pyfunction]\n#[pyo3(signature=(seconds, result=None))]\nasync fn sleep(seconds: f64, result: Option) -> Option { let (tx, rx) = oneshot::channel(); thread::spawn(move || { thread::sleep(Duration::from_secs_f64(seconds)); tx.send(()).unwrap(); }); rx.await.unwrap(); result\n}\n# } Python awaitables instantiated with this method can only be awaited in asyncio context. Other Python async runtime may be supported in the future.","breadcrumbs":"Using async and await » Using async and await","id":"138","title":"Using async and await"},"139":{"body":"Resulting future of an async fn decorated by #[pyfunction] must be Send + 'static to be embedded in a Python object. As a consequence, async fn parameters and return types must also be Send + 'static, so it is not possible to have a signature like async fn does_not_compile<'py>(arg: Bound<'py, PyAny>) -> Bound<'py, PyAny>. However, there is an exception for method receivers, so async methods can accept &self/&mut self. Note that this means that the class instance is borrowed for as long as the returned future is not completed, even across yield points and while waiting for I/O operations to complete. Hence, other methods cannot obtain exclusive borrows while the future is still being polled. This is the same as how async methods in Rust generally work but it is more problematic for Rust code interfacing with Python code due to pervasive shared mutability. This strongly suggests to prefer shared borrows &self over exclusive ones &mut self to avoid racy borrow check failures at runtime.","breadcrumbs":"Using async and await » Send + 'static constraint","id":"139","title":"Send + 'static constraint"},"14":{"body":"There are a number of build and Python package management systems such as setuptools-rust or manually . We recommend the use of maturin, which you can install here . It is developed to work with PyO3 and provides the most \"batteries included\" experience, especially if you are aiming to publish to PyPI. maturin is just a Python package, so you can add it in the same way you already install Python packages. System Python: pip install maturin --user pipx: pipx install maturin pyenv: pyenv activate pyo3\npip install maturin poetry: poetry add -G dev maturin After installation, you can run maturin --version to check that you have correctly installed it.","breadcrumbs":"Getting started » Building","id":"14","title":"Building"},"140":{"body":"Even if it is not possible to pass a py: Python<'py> parameter to async fn, the GIL is still held during the execution of the future – it's also the case for regular fn without Python<'py>/Bound<'py, PyAny> parameter, yet the GIL is held. It is still possible to get a Python marker using Python::with_gil ; because with_gil is reentrant and optimized, the cost will be negligible.","breadcrumbs":"Using async and await » Implicit GIL holding","id":"140","title":"Implicit GIL holding"},"141":{"body":"There is currently no simple way to release the GIL when awaiting a future, but solutions are currently in development . Here is the advised workaround for now: use std::{ future::Future, pin::{Pin, pin}, task::{Context, Poll},\n};\nuse pyo3::prelude::*; struct AllowThreads(F); impl Future for AllowThreads\nwhere F: Future + Unpin + Send, F::Output: Send,\n{ type Output = F::Output; fn poll(mut self: Pin<&mut Self>, cx: &mut Context<'_>) -> Poll { let waker = cx.waker(); Python::with_gil(|gil| { gil.allow_threads(|| pin!(&mut self.0).poll(&mut Context::from_waker(waker))) }) }\n}","breadcrumbs":"Using async and await » Release the GIL across .await","id":"141","title":"Release the GIL across .await"},"142":{"body":"Cancellation on the Python side can be caught using CancelHandle type, by annotating a function parameter with #[pyo3(cancel_handle)]. # #![allow(dead_code)]\n# #[cfg(feature = \"experimental-async\")] {\nuse futures::FutureExt;\nuse pyo3::prelude::*;\nuse pyo3::coroutine::CancelHandle; #[pyfunction]\nasync fn cancellable(#[pyo3(cancel_handle)] mut cancel: CancelHandle) { futures::select! { /* _ = ... => println!(\"done\"), */ _ = cancel.cancelled().fuse() => println!(\"cancelled\"), }\n}\n# }","breadcrumbs":"Using async and await » Cancellation","id":"142","title":"Cancellation"},"143":{"body":"To make a Rust future awaitable in Python, PyO3 defines a Coroutine type, which implements the Python coroutine protocol . Each coroutine.send call is translated to a Future::poll call. If a CancelHandle parameter is declared, the exception passed to coroutine.throw call is stored in it and can be retrieved with CancelHandle::cancelled ; otherwise, it cancels the Rust future, and the exception is reraised; The type does not yet have a public constructor until the design is finalized.","breadcrumbs":"Using async and await » The Coroutine type","id":"143","title":"The Coroutine type"},"144":{"body":"CPython has the infamous Global Interpreter Lock , which prevents several threads from executing Python bytecode in parallel. This makes threading in Python a bad fit for CPU-bound tasks and often forces developers to accept the overhead of multiprocessing. In PyO3 parallelism can be easily achieved in Rust-only code. Let's take a look at our word-count example, where we have a search function that utilizes the rayon crate to count words in parallel. # #![allow(dead_code)]\nuse pyo3::prelude::*; // These traits let us use `par_lines` and `map`.\nuse rayon::str::ParallelString;\nuse rayon::iter::ParallelIterator; /// Count the occurrences of needle in line, case insensitive\nfn count_line(line: &str, needle: &str) -> usize { let mut total = 0; for word in line.split(' ') { if word == needle { total += 1; } } total\n} #[pyfunction]\nfn search(contents: &str, needle: &str) -> usize { contents .par_lines() .map(|line| count_line(line, needle)) .sum()\n} But let's assume you have a long running Rust function which you would like to execute several times in parallel. For the sake of example let's take a sequential version of the word count: # #![allow(dead_code)]\n# fn count_line(line: &str, needle: &str) -> usize {\n# let mut total = 0;\n# for word in line.split(' ') {\n# if word == needle {\n# total += 1;\n# }\n# }\n# total\n# }\n#\nfn search_sequential(contents: &str, needle: &str) -> usize { contents.lines().map(|line| count_line(line, needle)).sum()\n} To enable parallel execution of this function, the Python::allow_threads method can be used to temporarily release the GIL, thus allowing other Python threads to run. We then have a function exposed to the Python runtime which calls search_sequential inside a closure passed to Python::allow_threads to enable true parallelism: # #![allow(dead_code)]\n# use pyo3::prelude::*;\n#\n# fn count_line(line: &str, needle: &str) -> usize {\n# let mut total = 0;\n# for word in line.split(' ') {\n# if word == needle {\n# total += 1;\n# }\n# }\n# total\n# }\n#\n# fn search_sequential(contents: &str, needle: &str) -> usize {\n# contents.lines().map(|line| count_line(line, needle)).sum()\n# }\n#[pyfunction]\nfn search_sequential_allow_threads(py: Python<'_>, contents: &str, needle: &str) -> usize { py.allow_threads(|| search_sequential(contents, needle))\n} Now Python threads can use more than one CPU core, resolving the limitation which usually makes multi-threading in Python only good for IO-bound tasks: from concurrent.futures import ThreadPoolExecutor\nfrom word_count import search_sequential_allow_threads executor = ThreadPoolExecutor(max_workers=2) future_1 = executor.submit( word_count.search_sequential_allow_threads, contents, needle\n)\nfuture_2 = executor.submit( word_count.search_sequential_allow_threads, contents, needle\n)\nresult_1 = future_1.result()\nresult_2 = future_2.result()","breadcrumbs":"Parallelism » Parallelism","id":"144","title":"Parallelism"},"145":{"body":"Let's benchmark the word-count example to verify that we really did unlock parallelism with PyO3. We are using pytest-benchmark to benchmark four word count functions: Pure Python version Rust parallel version Rust sequential version Rust sequential version executed twice with two Python threads The benchmark script can be found here , and we can run nox in the word-count folder to benchmark these functions. While the results of the benchmark of course depend on your machine, the relative results should be similar to this (mid 2020): -------------------------------------------------------------------------------------------------- benchmark: 4 tests -------------------------------------------------------------------------------------------------\nName (time in ms) Min Max Mean StdDev Median IQR Outliers OPS Rounds Iterations\n-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\ntest_word_count_rust_parallel 1.7315 (1.0) 4.6495 (1.0) 1.9972 (1.0) 0.4299 (1.0) 1.8142 (1.0) 0.2049 (1.0) 40;46 500.6943 (1.0) 375 1\ntest_word_count_rust_sequential 7.3348 (4.24) 10.3556 (2.23) 8.0035 (4.01) 0.7785 (1.81) 7.5597 (4.17) 0.8641 (4.22) 26;5 124.9457 (0.25) 121 1\ntest_word_count_rust_sequential_twice_with_threads 7.9839 (4.61) 10.3065 (2.22) 8.4511 (4.23) 0.4709 (1.10) 8.2457 (4.55) 0.3927 (1.92) 17;17 118.3274 (0.24) 114 1\ntest_word_count_python_sequential 27.3985 (15.82) 45.4527 (9.78) 28.9604 (14.50) 4.1449 (9.64) 27.5781 (15.20) 0.4638 (2.26) 3;5 34.5299 (0.07) 35 1\n----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- You can see that the Python threaded version is not much slower than the Rust sequential version, which means compared to an execution on a single CPU core the speed has doubled.","breadcrumbs":"Parallelism » Benchmark","id":"145","title":"Benchmark"},"146":{"body":"","breadcrumbs":"Debugging » Debugging","id":"146","title":"Debugging"},"147":{"body":"PyO3's attributes (#[pyclass], #[pymodule], etc.) are procedural macros , which means that they rewrite the source of the annotated item. You can view the generated source with the following command, which also expands a few other things: cargo rustc --profile=check -- -Z unstable-options --pretty=expanded > expanded.rs; rustfmt expanded.rs (You might need to install rustfmt if you don't already have it.) You can also debug classic !-macros by adding -Z trace-macros: cargo rustc --profile=check -- -Z unstable-options --pretty=expanded -Z trace-macros > expanded.rs; rustfmt expanded.rs Note that those commands require using the nightly build of rust and may occasionally have bugs. See cargo expand for a more elaborate and stable version of those commands.","breadcrumbs":"Debugging » Macros","id":"147","title":"Macros"},"148":{"body":"Valgrind is a tool to detect memory management bugs such as memory leaks. You first need to install a debug build of Python, otherwise Valgrind won't produce usable results. In Ubuntu there's e.g. a python3-dbg package. Activate an environment with the debug interpreter and recompile. If you're on Linux, use ldd with the name of your binary and check that you're linking e.g. libpython3.7d.so.1.0 instead of libpython3.7.so.1.0. Download the suppressions file for CPython . Run Valgrind with valgrind --suppressions=valgrind-python.supp ./my-command --with-options","breadcrumbs":"Debugging » Running with Valgrind","id":"148","title":"Running with Valgrind"},"149":{"body":"The best start to investigate a crash such as an segmentation fault is a backtrace. You can set RUST_BACKTRACE=1 as an environment variable to get the stack trace on a panic!. Alternatively you can use a debugger such as gdb to explore the issue. Rust provides a wrapper, rust-gdb, which has pretty-printers for inspecting Rust variables. Since PyO3 uses cdylib for Python shared objects, it does not receive the pretty-print debug hooks in rust-gdb ( rust-lang/rust#96365 ). The mentioned issue contains a workaround for enabling pretty-printers in this case. Link against a debug build of python as described in the previous chapter Run rust-gdb Set a breakpoint (b) on rust_panic if you are investigating a panic! Enter r to run After the crash occurred, enter bt or bt full to print the stacktrace Often it is helpful to run a small piece of Python code to exercise a section of Rust. rust-gdb --args python -c \"import my_package; my_package.sum_to_string(1, 2)\"","breadcrumbs":"Debugging » Getting a stacktrace","id":"149","title":"Getting a stacktrace"},"15":{"body":"First you should create the folder and virtual environment that are going to contain your new project. Here we will use the recommended pyenv: mkdir pyo3-example\ncd pyo3-example\npyenv virtualenv pyo3\npyenv local pyo3 After this, you should install your build manager. In this example, we will use maturin. After you've activated your virtualenv, add maturin to it: pip install maturin Now you can initialize the new project: maturin init If maturin is already installed, you can create a new project using that directly as well: maturin new -b pyo3 pyo3-example\ncd pyo3-example\npyenv virtualenv pyo3\npyenv local pyo3","breadcrumbs":"Getting started » Starting a new project","id":"15","title":"Starting a new project"},"150":{"body":"PyO3 provides a number of Cargo features to customize functionality. This chapter of the guide provides detail on each of them. By default, only the macros feature is enabled.","breadcrumbs":"Features reference » Features reference","id":"150","title":"Features reference"},"151":{"body":"","breadcrumbs":"Features reference » Features for extension module authors","id":"151","title":"Features for extension module authors"},"152":{"body":"This feature is required when building a Python extension module using PyO3. It tells PyO3's build script to skip linking against libpython.so on Unix platforms, where this must not be done. See the building and distribution section for further detail.","breadcrumbs":"Features reference » extension-module","id":"152","title":"extension-module"},"153":{"body":"This feature is used when building Python extension modules to create wheels which are compatible with multiple Python versions. It restricts PyO3's API to a subset of the full Python API which is guaranteed by PEP 384 to be forwards-compatible with future Python versions. See the building and distribution section for further detail.","breadcrumbs":"Features reference » abi3","id":"153","title":"abi3"},"154":{"body":"(abi3-py37, abi3-py38, abi3-py39, abi3-py310 and abi3-py311) These features are extensions of the abi3 feature to specify the exact minimum Python version which the multiple-version-wheel will support. See the building and distribution section for further detail.","breadcrumbs":"Features reference » The abi3-pyXY features","id":"154","title":"The abi3-pyXY features"},"155":{"body":"This experimental feature is used to generate import libraries for Python DLL for MinGW-w64 and MSVC (cross-)compile targets. Enabling it allows to (cross-)compile extension modules to any Windows targets without having to install the Windows Python distribution files for the target. See the building and distribution section for further detail.","breadcrumbs":"Features reference » generate-import-lib","id":"155","title":"generate-import-lib"},"156":{"body":"","breadcrumbs":"Features reference » Features for embedding Python in Rust","id":"156","title":"Features for embedding Python in Rust"},"157":{"body":"This feature changes Python::with_gil to automatically initialize a Python interpreter (by calling prepare_freethreaded_python ) if needed. If you do not enable this feature, you should call pyo3::prepare_freethreaded_python() before attempting to call any other Python APIs.","breadcrumbs":"Features reference » auto-initialize","id":"157","title":"auto-initialize"},"158":{"body":"","breadcrumbs":"Features reference » Advanced Features","id":"158","title":"Advanced Features"},"159":{"body":"This feature adds support for async fn in #[pyfunction] and #[pymethods]. The feature has some unfinished refinements and performance improvements. To help finish this off, see issue #1632 and its associated draft PRs.","breadcrumbs":"Features reference » experimental-async","id":"159","title":"experimental-async"},"16":{"body":"Sadly, maturin cannot currently be run in existing projects, so if you want to use Python in an existing project you basically have two options: Create a new project as above and move your existing code into that project Manually edit your project configuration as necessary If you opt for the second option, here are the things you need to pay attention to:","breadcrumbs":"Getting started » Adding to an existing project","id":"16","title":"Adding to an existing project"},"160":{"body":"This feature adds the pyo3::inspect module, as well as IntoPy::type_output and FromPyObject::type_input APIs to produce Python type \"annotations\" for Rust types. This is a first step towards adding first-class support for generating type annotations automatically in PyO3, however work is needed to finish this off. All feedback and offers of help welcome on issue #2454 .","breadcrumbs":"Features reference » experimental-inspect","id":"160","title":"experimental-inspect"},"161":{"body":"This feature is a backwards-compatibility feature to allow continued use of the \"GIL Refs\" APIs deprecated in PyO3 0.21. These APIs have performance drawbacks and soundness edge cases which the newer Bound smart pointer and accompanying APIs resolve. This feature and the APIs it enables is expected to be removed in a future PyO3 version.","breadcrumbs":"Features reference » gil-refs","id":"161","title":"gil-refs"},"162":{"body":"This feature was introduced to ease migration. It was found that delayed reference counts cannot be made sound and hence Cloning an instance of Py must panic without the GIL being held. To avoid migrations introducing new panics without warning, the Clone implementation itself is now gated behind this feature.","breadcrumbs":"Features reference » py-clone","id":"162","title":"py-clone"},"163":{"body":"This is a performance-oriented conditional compilation flag, e.g. set via $RUSTFLAGS , which disabled the global reference pool and the assocaited overhead for the crossing the Python-Rust boundary. However, if enabled, Dropping an instance of Py without the GIL being held will abort the process.","breadcrumbs":"Features reference » pyo3_disable_reference_pool","id":"163","title":"pyo3_disable_reference_pool"},"164":{"body":"This feature enables a dependency on the pyo3-macros crate, which provides the procedural macros portion of PyO3's API: #[pymodule] #[pyfunction] #[pyclass] #[pymethods] #[derive(FromPyObject)] It also provides the py_run! macro. These macros require a number of dependencies which may not be needed by users who just need PyO3 for Python FFI. Disabling this feature enables faster builds for those users, as these dependencies will not be built if this feature is disabled. This feature is enabled by default. To disable it, set default-features = false for the pyo3 entry in your Cargo.toml.","breadcrumbs":"Features reference » macros","id":"164","title":"macros"},"165":{"body":"This feature enables each #[pyclass] to have more than one #[pymethods] block. Most users should only need a single #[pymethods] per #[pyclass]. In addition, not all platforms (e.g. Wasm) are supported by inventory, which is used in the implementation of the feature. For this reason this feature is not enabled by default, meaning fewer dependencies and faster compilation for the majority of users. See the #[pyclass] implementation details for more information.","breadcrumbs":"Features reference » multiple-pymethods","id":"165","title":"multiple-pymethods"},"166":{"body":"The nightly feature needs the nightly Rust compiler. This allows PyO3 to use the auto_traits and negative_impls features to fix the Python::allow_threads function.","breadcrumbs":"Features reference » nightly","id":"166","title":"nightly"},"167":{"body":"The resolve-config feature of the pyo3-build-config crate controls whether that crate's build script automatically resolves a Python interpreter / build configuration. This feature is primarily useful when building PyO3 itself. By default this feature is not enabled, meaning you can freely use pyo3-build-config as a standalone library to read or write PyO3 build configuration files or resolve metadata about a Python interpreter.","breadcrumbs":"Features reference » resolve-config","id":"167","title":"resolve-config"},"168":{"body":"These features enable conversions between Python types and types from other Rust crates, enabling easy access to the rest of the Rust ecosystem.","breadcrumbs":"Features reference » Optional Dependencies","id":"168","title":"Optional Dependencies"},"169":{"body":"Adds a dependency on anyhow . Enables a conversion from anyhow ’s Error type to PyErr , for easy error handling.","breadcrumbs":"Features reference » anyhow","id":"169","title":"anyhow"},"17":{"body":"Make sure that the Rust crate you want to be able to access from Python is compiled into a library. You can have a binary output as well, but the code you want to access from Python has to be in the library part. Also, make sure that the crate type is cdylib and add PyO3 as a dependency as so: # If you already have [package] information in `Cargo.toml`, you can ignore\n# this section!\n[package]\n# `name` here is name of the package.\nname = \"pyo3_start\"\n# these are good defaults:\nversion = \"0.1.0\"\nedition = \"2021\" [lib]\n# The name of the native library. This is the name which will be used in Python to import the\n# library (i.e. `import string_sum`). If you change this, you must also change the name of the\n# `#[pymodule]` in `src/lib.rs`.\nname = \"pyo3_example\" # \"cdylib\" is necessary to produce a shared library for Python to import from.\ncrate-type = [\"cdylib\"] [dependencies]\npyo3 = { version = \"0.22.1\", features = [\"extension-module\"] }","breadcrumbs":"Getting started » Cargo.toml","id":"17","title":"Cargo.toml"},"170":{"body":"Adds a dependency on chrono . Enables a conversion from chrono 's types to python: TimeDelta -> PyDelta FixedOffset -> PyDelta Utc -> PyTzInfo NaiveDate -> PyDate NaiveTime -> PyTime DateTime -> PyDateTime","breadcrumbs":"Features reference » chrono","id":"170","title":"chrono"},"171":{"body":"Adds a dependency on chrono-tz . Enables conversion from and to Tz . It requires at least Python 3.9.","breadcrumbs":"Features reference » chrono-tz","id":"171","title":"chrono-tz"},"172":{"body":"Adds a dependency on either . Enables a conversions into either ’s Either type.","breadcrumbs":"Features reference » either","id":"172","title":"either"},"173":{"body":"Adds a dependency on eyre . Enables a conversion from eyre ’s Report type to PyErr , for easy error handling.","breadcrumbs":"Features reference » eyre","id":"173","title":"eyre"},"174":{"body":"Adds a dependency on hashbrown and enables conversions into its HashMap and HashSet types.","breadcrumbs":"Features reference » hashbrown","id":"174","title":"hashbrown"},"175":{"body":"Adds a dependency on indexmap and enables conversions into its IndexMap type.","breadcrumbs":"Features reference » indexmap","id":"175","title":"indexmap"},"176":{"body":"Adds a dependency on num-bigint and enables conversions into its BigInt and BigUint types.","breadcrumbs":"Features reference » num-bigint","id":"176","title":"num-bigint"},"177":{"body":"Adds a dependency on num-complex and enables conversions into its Complex type.","breadcrumbs":"Features reference » num-complex","id":"177","title":"num-complex"},"178":{"body":"Adds a dependency on num-rational and enables conversions into its Ratio type.","breadcrumbs":"Features reference » num-rational","id":"178","title":"num-rational"},"179":{"body":"Adds a dependency on rust_decimal and enables conversions into its Decimal type.","breadcrumbs":"Features reference » rust_decimal","id":"179","title":"rust_decimal"},"18":{"body":"You should also create a pyproject.toml with the following contents: [build-system]\nrequires = [\"maturin>=1,<2\"]\nbuild-backend = \"maturin\" [project]\nname = \"pyo3_example\"\nrequires-python = \">=3.7\"\nclassifiers = [ \"Programming Language :: Rust\", \"Programming Language :: Python :: Implementation :: CPython\", \"Programming Language :: Python :: Implementation :: PyPy\",\n]","breadcrumbs":"Getting started » pyproject.toml","id":"18","title":"pyproject.toml"},"180":{"body":"Enables (de)serialization of Py objects via serde . This allows to use #[derive(Serialize, Deserialize) on structs that hold references to #[pyclass] instances # #[cfg(feature = \"serde\")]\n# #[allow(dead_code)]\n# mod serde_only {\n# use pyo3::prelude::*;\n# use serde::{Deserialize, Serialize}; #[pyclass]\n#[derive(Serialize, Deserialize)]\nstruct Permission { name: String,\n} #[pyclass]\n#[derive(Serialize, Deserialize)]\nstruct User { username: String, permissions: Vec>,\n}\n# }","breadcrumbs":"Features reference » serde","id":"180","title":"serde"},"181":{"body":"Adds a dependency on smallvec and enables conversions into its SmallVec type.","breadcrumbs":"Features reference » smallvec","id":"181","title":"smallvec"},"182":{"body":"⚠️ Warning: API update in progress 🛠️ PyO3 0.21 has introduced a significant new API, termed the \"Bound\" API after the new smart pointer Bound. This section on memory management is heavily weighted towards the now-deprecated \"GIL Refs\" API, which suffered from the drawbacks detailed here as well as CPU overheads. See the smart pointer types for description on the new, simplified, memory model of the Bound API, which is built as a thin wrapper on Python reference counting. Rust and Python have very different notions of memory management. Rust has a strict memory model with concepts of ownership, borrowing, and lifetimes, where memory is freed at predictable points in program execution. Python has a looser memory model in which variables are reference-counted with shared, mutable state by default. A global interpreter lock (GIL) is needed to prevent race conditions, and a garbage collector is needed to break reference cycles. Memory in Python is freed eventually by the garbage collector, but not usually in a predictable way. PyO3 bridges the Rust and Python memory models with two different strategies for accessing memory allocated on Python's heap from inside Rust. These are GIL Refs such as &'py PyAny, and GIL-independent Py smart pointers.","breadcrumbs":"Memory management » Memory management","id":"182","title":"Memory management"},"183":{"body":"PyO3's GIL Refs such as &'py PyAny make PyO3 more ergonomic to use by ensuring that their lifetime can never be longer than the duration the Python GIL is held. This means that most of PyO3's API can assume the GIL is held. (If PyO3 could not assume this, every PyO3 API would need to take a Python GIL token to prove that the GIL is held.) This allows us to write very simple and easy-to-understand programs like this: # #![allow(unused_imports)]\n# use pyo3::prelude::*;\n# use pyo3::types::PyString;\n# fn main() -> PyResult<()> {\n# #[cfg(feature = \"gil-refs\")]\nPython::with_gil(|py| -> PyResult<()> { #[allow(deprecated)] // py.eval() is part of the GIL Refs API let hello = py .eval(\"\\\"Hello World!\\\"\", None, None)? .downcast::()?; println!(\"Python says: {}\", hello); Ok(())\n})?;\n# Ok(())\n# } Internally, calling Python::with_gil() creates a GILPool which owns the memory pointed to by the reference. In the example above, the lifetime of the reference hello is bound to the GILPool. When the with_gil() closure ends the GILPool is also dropped and the Python reference counts of the variables it owns are decreased, releasing them to the Python garbage collector. Most of the time we don't have to think about this, but consider the following: # #![allow(unused_imports)]\n# use pyo3::prelude::*;\n# use pyo3::types::PyString;\n# fn main() -> PyResult<()> {\n# #[cfg(feature = \"gil-refs\")]\nPython::with_gil(|py| -> PyResult<()> { for _ in 0..10 { #[allow(deprecated)] // py.eval() is part of the GIL Refs API let hello = py .eval(\"\\\"Hello World!\\\"\", None, None)? .downcast::()?; println!(\"Python says: {}\", hello); } // There are 10 copies of `hello` on Python's heap here. Ok(())\n})?;\n# Ok(())\n# } We might assume that the hello variable's memory is freed at the end of each loop iteration, but in fact we create 10 copies of hello on Python's heap. This may seem surprising at first, but it is completely consistent with Rust's memory model. The hello variable is dropped at the end of each loop, but it is only a reference to the memory owned by the GILPool, and its lifetime is bound to the GILPool, not the for loop. The GILPool isn't dropped until the end of the with_gil() closure, at which point the 10 copies of hello are finally released to the Python garbage collector. ⚠️ Warning: GILPool is no longer the preferred way to manage memory with PyO3 🛠️ PyO3 0.21 has introduced a new API known as the Bound API, which doesn't have the same surprising results. Instead, each Bound smart pointer releases the Python reference immediately on drop. See the smart pointer types for more details. In general we don't want unbounded memory growth during loops! One workaround is to acquire and release the GIL with each iteration of the loop. # #![allow(unused_imports)]\n# use pyo3::prelude::*;\n# use pyo3::types::PyString;\n# fn main() -> PyResult<()> {\n# #[cfg(feature = \"gil-refs\")]\nfor _ in 0..10 { Python::with_gil(|py| -> PyResult<()> { #[allow(deprecated)] // py.eval() is part of the GIL Refs API let hello = py .eval(\"\\\"Hello World!\\\"\", None, None)? .downcast::()?; println!(\"Python says: {}\", hello); Ok(()) })?; // only one copy of `hello` at a time\n}\n# Ok(())\n# } It might not be practical or performant to acquire and release the GIL so many times. Another workaround is to work with the GILPool object directly, but this is unsafe. # #![allow(unused_imports)]\n# use pyo3::prelude::*;\n# use pyo3::types::PyString;\n# fn main() -> PyResult<()> {\n# #[cfg(feature = \"gil-refs\")]\nPython::with_gil(|py| -> PyResult<()> { for _ in 0..10 { #[allow(deprecated)] // `new_pool` is not needed in code not using the GIL Refs API let pool = unsafe { py.new_pool() }; let py = pool.python(); #[allow(deprecated)] // py.eval() is part of the GIL Refs API let hello = py .eval(\"\\\"Hello World!\\\"\", None, None)? .downcast::()?; println!(\"Python says: {}\", hello); } Ok(())\n})?;\n# Ok(())\n# } The unsafe method Python::new_pool allows you to create a nested GILPool from which you can retrieve a new py: Python GIL token. Variables created with this new GIL token are bound to the nested GILPool and will be released when the nested GILPool is dropped. Here, the nested GILPool is dropped at the end of each loop iteration, before the with_gil() closure ends. When doing this, you must be very careful to ensure that once the GILPool is dropped you do not retain access to any owned references created after the GILPool was created. Read the documentation for Python::new_pool() for more information on safety. This memory management can also be applicable when writing extension modules. #[pyfunction] and #[pymethods] will create a GILPool which lasts the entire function call, releasing objects when the function returns. Most functions only create a few objects, meaning this doesn't have a significant impact. Occasionally functions with long complex loops may need to use Python::new_pool as shown above. ⚠️ Warning: GILPool is no longer the preferred way to manage memory with PyO3 🛠️ PyO3 0.21 has introduced a new API known as the Bound API, which doesn't have the same surprising results. Instead, each Bound smart pointer releases the Python reference immediately on drop. See the smart pointer types for more details.","breadcrumbs":"Memory management » GIL-bound memory","id":"183","title":"GIL-bound memory"},"184":{"body":"Sometimes we need a reference to memory on Python's heap that can outlive the GIL. Python's Py is analogous to Arc, but for variables whose memory is allocated on Python's heap. Cloning a Py increases its internal reference count just like cloning Arc. The smart pointer can outlive the \"GIL is held\" period in which it was created. It isn't magic, though. We need to reacquire the GIL to access the memory pointed to by the Py. What happens to the memory when the last Py is dropped and its reference count reaches zero? It depends whether or not we are holding the GIL. # #![allow(unused_imports)]\n# use pyo3::prelude::*;\n# use pyo3::types::PyString;\n# fn main() -> PyResult<()> {\n# #[cfg(feature = \"gil-refs\")]\nPython::with_gil(|py| -> PyResult<()> { #[allow(deprecated)] // py.eval() is part of the GIL Refs API let hello: Py = py.eval(\"\\\"Hello World!\\\"\", None, None)?.extract()?; #[allow(deprecated)] // as_ref is part of the GIL Refs API { println!(\"Python says: {}\", hello.as_ref(py)); } Ok(())\n})?;\n# Ok(())\n# } At the end of the Python::with_gil() closure hello is dropped, and then the GIL is dropped. Since hello is dropped while the GIL is still held by the current thread, its memory is released to the Python garbage collector immediately. This example wasn't very interesting. We could have just used a GIL-bound &PyString reference. What happens when the last Py is dropped while we are not holding the GIL? # #![allow(unused_imports, dead_code)]\n# #[cfg(not(pyo3_disable_reference_pool))] {\n# use pyo3::prelude::*;\n# use pyo3::types::PyString;\n# fn main() -> PyResult<()> {\n# #[cfg(feature = \"gil-refs\")]\n# {\nlet hello: Py = Python::with_gil(|py| { #[allow(deprecated)] // py.eval() is part of the GIL Refs API py.eval(\"\\\"Hello World!\\\"\", None, None)?.extract()\n})?;\n// Do some stuff...\n// Now sometime later in the program we want to access `hello`.\nPython::with_gil(|py| { #[allow(deprecated)] // as_ref is part of the deprecated \"GIL Refs\" API. let hello = hello.as_ref(py); println!(\"Python says: {}\", hello);\n});\n// Now we're done with `hello`.\ndrop(hello); // Memory *not* released here.\n// Sometime later we need the GIL again for something...\nPython::with_gil(|py| // Memory for `hello` is released here.\n# ()\n);\n# }\n# Ok(())\n# }\n# } When hello is dropped nothing happens to the pointed-to memory on Python's heap because nothing can happen if we're not holding the GIL. Fortunately, the memory isn't leaked. If the pyo3_disable_reference_pool conditional compilation flag is not enabled, PyO3 keeps track of the memory internally and will release it the next time we acquire the GIL. We can avoid the delay in releasing memory if we are careful to drop the Py while the GIL is held. # #![allow(unused_imports)]\n# use pyo3::prelude::*;\n# use pyo3::types::PyString;\n# fn main() -> PyResult<()> {\n# #[cfg(feature = \"gil-refs\")]\n# {\n#[allow(deprecated)] // py.eval() is part of the GIL Refs API\nlet hello: Py = Python::with_gil(|py| py.eval(\"\\\"Hello World!\\\"\", None, None)?.extract())?;\n// Do some stuff...\n// Now sometime later in the program:\nPython::with_gil(|py| { #[allow(deprecated)] // as_ref is part of the GIL Refs API { println!(\"Python says: {}\", hello.as_ref(py)); } drop(hello); // Memory released here.\n});\n# }\n# Ok(())\n# } We could also have used Py::into_ref(), which consumes self, instead of Py::as_ref(). But note that in addition to being slower than as_ref(), into_ref() binds the memory to the lifetime of the GILPool, which means that rather than being released immediately, the memory will not be released until the GIL is dropped. # #![allow(unused_imports)]\n# use pyo3::prelude::*;\n# use pyo3::types::PyString;\n# fn main() -> PyResult<()> {\n# #[cfg(feature = \"gil-refs\")]\n# {\n#[allow(deprecated)] // py.eval() is part of the GIL Refs API\nlet hello: Py = Python::with_gil(|py| py.eval(\"\\\"Hello World!\\\"\", None, None)?.extract())?;\n// Do some stuff...\n// Now sometime later in the program:\nPython::with_gil(|py| { #[allow(deprecated)] // into_ref is part of the GIL Refs API { println!(\"Python says: {}\", hello.into_ref(py)); } // Memory not released yet. // Do more stuff... // Memory released here at end of `with_gil()` closure.\n});\n# }\n# Ok(())\n# }","breadcrumbs":"Memory management » GIL-independent memory","id":"184","title":"GIL-independent memory"},"185":{"body":"To achieve the best possible performance, it is useful to be aware of several tricks and sharp edges concerning PyO3's API.","breadcrumbs":"Performance » Performance","id":"185","title":"Performance"},"186":{"body":"Pythonic API implemented using PyO3 are often polymorphic, i.e. they will accept &Bound<'_, PyAny> and try to turn this into multiple more concrete types to which the requested operation is applied. This often leads to chains of calls to extract, e.g. # #![allow(dead_code)]\n# use pyo3::prelude::*;\n# use pyo3::{exceptions::PyTypeError, types::PyList}; fn frobnicate_list<'py>(list: &Bound<'_, PyList>) -> PyResult> { todo!()\n} fn frobnicate_vec<'py>(vec: Vec>) -> PyResult> { todo!()\n} #[pyfunction]\nfn frobnicate<'py>(value: &Bound<'py, PyAny>) -> PyResult> { if let Ok(list) = value.extract::>() { frobnicate_list(&list) } else if let Ok(vec) = value.extract::>>() { frobnicate_vec(vec) } else { Err(PyTypeError::new_err(\"Cannot frobnicate that type.\")) }\n} This suboptimal as the FromPyObject trait requires extract to have a Result return type. For native types like PyList, it faster to use downcast (which extract calls internally) when the error value is ignored. This avoids the costly conversion of a PyDowncastError to a PyErr required to fulfil the FromPyObject contract, i.e. # #![allow(dead_code)]\n# use pyo3::prelude::*;\n# use pyo3::{exceptions::PyTypeError, types::PyList};\n# fn frobnicate_list<'py>(list: &Bound<'_, PyList>) -> PyResult> { todo!() }\n# fn frobnicate_vec<'py>(vec: Vec>) -> PyResult> { todo!() }\n#\n#[pyfunction]\nfn frobnicate<'py>(value: &Bound<'py, PyAny>) -> PyResult> { // Use `downcast` instead of `extract` as turning `PyDowncastError` into `PyErr` is quite costly. if let Ok(list) = value.downcast::() { frobnicate_list(list) } else if let Ok(vec) = value.extract::>>() { frobnicate_vec(vec) } else { Err(PyTypeError::new_err(\"Cannot frobnicate that type.\")) }\n}","breadcrumbs":"Performance » extract versus downcast","id":"186","title":"extract versus downcast"},"187":{"body":"Calling Python::with_gil is effectively a no-op when the GIL is already held, but checking that this is the case still has a cost. If an existing GIL token can not be accessed, for example when implementing a pre-existing trait, but a GIL-bound reference is available, this cost can be avoided by exploiting that access to GIL-bound reference gives zero-cost access to a GIL token via Bound::py. For example, instead of writing # #![allow(dead_code)]\n# use pyo3::prelude::*;\n# use pyo3::types::PyList; struct Foo(Py); struct FooBound<'py>(Bound<'py, PyList>); impl PartialEq for FooBound<'_> { fn eq(&self, other: &Foo) -> bool { Python::with_gil(|py| { let len = other.0.bind(py).len(); self.0.len() == len }) }\n} use the more efficient # #![allow(dead_code)]\n# use pyo3::prelude::*;\n# use pyo3::types::PyList;\n# struct Foo(Py);\n# struct FooBound<'py>(Bound<'py, PyList>);\n#\nimpl PartialEq for FooBound<'_> { fn eq(&self, other: &Foo) -> bool { // Access to `&Bound<'py, PyAny>` implies access to `Python<'py>`. let py = self.0.py(); let len = other.0.bind(py).len(); self.0.len() == len }\n}","breadcrumbs":"Performance » Access to Bound implies access to GIL token","id":"187","title":"Access to Bound implies access to GIL token"},"188":{"body":"PyO3 uses global mutable state to keep track of deferred reference count updates implied by impl Drop for Py being called without the GIL being held. The necessary synchronization to obtain and apply these reference count updates when PyO3-based code next acquires the GIL is somewhat expensive and can become a significant part of the cost of crossing the Python-Rust boundary. This functionality can be avoided by setting the pyo3_disable_reference_pool conditional compilation flag. This removes the global reference pool and the associated costs completely. However, it does not remove the Drop implementation for Py which is necessary to interoperate with existing Rust code written without PyO3-based code in mind. To stay compatible with the wider Rust ecosystem in these cases, we keep the implementation but abort when Drop is called without the GIL being held. If pyo3_leak_on_drop_without_reference_pool is additionally enabled, objects dropped without the GIL being held will be leaked instead which is always sound but might have determinal effects like resource exhaustion in the long term. This limitation is important to keep in mind when this setting is used, especially when embedding Python code into a Rust application as it is quite easy to accidentally drop a Py (or types containing it like PyErr, PyBackedStr or PyBackedBytes) returned from Python::with_gil without making sure to re-acquire the GIL beforehand. For example, the following code # use pyo3::prelude::*;\n# use pyo3::types::PyList;\nlet numbers: Py = Python::with_gil(|py| PyList::empty_bound(py).unbind()); Python::with_gil(|py| { numbers.bind(py).append(23).unwrap();\n}); Python::with_gil(|py| { numbers.bind(py).append(42).unwrap();\n}); will abort if the list not explicitly disposed via # use pyo3::prelude::*;\n# use pyo3::types::PyList;\nlet numbers: Py = Python::with_gil(|py| PyList::empty_bound(py).unbind()); Python::with_gil(|py| { numbers.bind(py).append(23).unwrap();\n}); Python::with_gil(|py| { numbers.bind(py).append(42).unwrap();\n}); Python::with_gil(move |py| { drop(numbers);\n});","breadcrumbs":"Performance » Disable the global reference pool","id":"188","title":"Disable the global reference pool"},"189":{"body":"","breadcrumbs":"Advanced topics » Advanced topics","id":"189","title":"Advanced topics"},"19":{"body":"After this you can setup Rust code to be available in Python as below; for example, you can place this code in src/lib.rs: use pyo3::prelude::*; /// Formats the sum of two numbers as string.\n#[pyfunction]\nfn sum_as_string(a: usize, b: usize) -> PyResult { Ok((a + b).to_string())\n} /// A Python module implemented in Rust. The name of this function must match\n/// the `lib.name` setting in the `Cargo.toml`, else Python will not be able to\n/// import the module.\n#[pymodule]\nfn pyo3_example(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_function(wrap_pyfunction!(sum_as_string, m)?)?; Ok(())\n} Now you can run maturin develop to prepare the Python package, after which you can use it like so: $ maturin develop\n# lots of progress output as maturin runs the compilation...\n$ python\n>>> import pyo3_example\n>>> pyo3_example.sum_as_string(5, 20)\n'25' For more instructions on how to use Python code from Rust, see the Python from Rust page.","breadcrumbs":"Getting started » Running code","id":"19","title":"Running code"},"190":{"body":"PyO3 exposes much of Python's C API through the ffi module. The C API is naturally unsafe and requires you to manage reference counts, errors and specific invariants yourself. Please refer to the C API Reference Manual and The Rustonomicon before using any function from that API.","breadcrumbs":"Advanced topics » FFI","id":"190","title":"FFI"},"191":{"body":"This chapter of the guide goes into detail on how to build and distribute projects using PyO3. The way to achieve this is very different depending on whether the project is a Python module implemented in Rust, or a Rust binary embedding Python. For both types of project there are also common problems such as the Python version to build for and the linker arguments to use. The material in this chapter is intended for users who have already read the PyO3 README . It covers in turn the choices that can be made for Python modules and for Rust binaries. There is also a section at the end about cross-compiling projects using PyO3. There is an additional sub-chapter dedicated to supporting multiple Python versions .","breadcrumbs":"Building and distribution » Building and distribution","id":"191","title":"Building and distribution"},"192":{"body":"PyO3 uses a build script (backed by the pyo3-build-config crate) to determine the Python version and set the correct linker arguments. By default it will attempt to use the following in order: Any active Python virtualenv. The python executable (if it's a Python 3 interpreter). The python3 executable. You can override the Python interpreter by setting the PYO3_PYTHON environment variable, e.g. PYO3_PYTHON=python3.7, PYO3_PYTHON=/usr/bin/python3.9, or even a PyPy interpreter PYO3_PYTHON=pypy3. Once the Python interpreter is located, pyo3-build-config executes it to query the information in the sysconfig module which is needed to configure the rest of the compilation. To validate the configuration which PyO3 will use, you can run a compilation with the environment variable PYO3_PRINT_CONFIG=1 set. An example output of doing this is shown below: $ PYO3_PRINT_CONFIG=1 cargo build Compiling pyo3 v0.14.1 (/home/david/dev/pyo3)\nerror: failed to run custom build command for `pyo3 v0.14.1 (/home/david/dev/pyo3)` Caused by: process didn't exit successfully: `/home/david/dev/pyo3/target/debug/build/pyo3-7a8cf4fe22e959b7/build-script-build` (exit status: 101) --- stdout cargo:rerun-if-env-changed=PYO3_CROSS cargo:rerun-if-env-changed=PYO3_CROSS_LIB_DIR cargo:rerun-if-env-changed=PYO3_CROSS_PYTHON_VERSION cargo:rerun-if-env-changed=PYO3_PRINT_CONFIG -- PYO3_PRINT_CONFIG=1 is set, printing configuration and halting compile -- implementation=CPython version=3.8 shared=true abi3=false lib_name=python3.8 lib_dir=/usr/lib executable=/usr/bin/python pointer_width=64 build_flags= suppress_build_script_link_lines=false The PYO3_ENVIRONMENT_SIGNATURE environment variable can be used to trigger rebuilds when its value changes, it has no other effect.","breadcrumbs":"Building and distribution » Configuring the Python version","id":"192","title":"Configuring the Python version"},"193":{"body":"If you save the above output config from PYO3_PRINT_CONFIG to a file, it is possible to manually override the contents and feed it back into PyO3 using the PYO3_CONFIG_FILE env var. If your build environment is unusual enough that PyO3's regular configuration detection doesn't work, using a config file like this will give you the flexibility to make PyO3 work for you. To see the full set of options supported, see the documentation for the InterpreterConfig struct .","breadcrumbs":"Building and distribution » Advanced: config files","id":"193","title":"Advanced: config files"},"194":{"body":"Python extension modules need to be compiled differently depending on the OS (and architecture) that they are being compiled for. As well as multiple OSes (and architectures), there are also many different Python versions which are actively supported. Packages uploaded to PyPI usually want to upload prebuilt \"wheels\" covering many OS/arch/version combinations so that users on all these different platforms don't have to compile the package themselves. Package vendors can opt-in to the \"abi3\" limited Python API which allows their wheels to be used on multiple Python versions, reducing the number of wheels they need to compile, but restricts the functionality they can use. There are many ways to go about this: it is possible to use cargo to build the extension module (along with some manual work, which varies with OS). The PyO3 ecosystem has two packaging tools, maturin and setuptools-rust , which abstract over the OS difference and also support building wheels for PyPI upload. PyO3 has some Cargo features to configure projects for building Python extension modules: The extension-module feature, which must be enabled when building Python extension modules. The abi3 feature and its version-specific abi3-pyXY companions, which are used to opt-in to the limited Python API in order to support multiple Python versions in a single wheel. This section describes each of these packaging tools before describing how to build manually without them. It then proceeds with an explanation of the extension-module feature. Finally, there is a section describing PyO3's abi3 features.","breadcrumbs":"Building and distribution » Building Python extension modules","id":"194","title":"Building Python extension modules"},"195":{"body":"The PyO3 ecosystem has two main choices to abstract the process of developing Python extension modules: maturin is a command-line tool to build, package and upload Python modules. It makes opinionated choices about project layout meaning it needs very little configuration. This makes it a great choice for users who are building a Python extension from scratch and don't need flexibility. setuptools-rust is an add-on for setuptools which adds extra keyword arguments to the setup.py configuration file. It requires more configuration than maturin, however this gives additional flexibility for users adding Rust to an existing Python package that can't satisfy maturin's constraints. Consult each project's documentation for full details on how to get started using them and how to upload wheels to PyPI. It should be noted that while maturin is able to build manylinux -compliant wheels out-of-the-box, setuptools-rust requires a bit more effort, relying on Docker for this purpose. There are also maturin-starter and setuptools-rust-starter examples in the PyO3 repository.","breadcrumbs":"Building and distribution » Packaging tools","id":"195","title":"Packaging tools"},"196":{"body":"To build a PyO3-based Python extension manually, start by running cargo build as normal in a library project which uses PyO3's extension-module feature and has the cdylib crate type . Once built, symlink (or copy) and rename the shared library from Cargo's target/ directory to your desired output directory: on macOS, rename libyour_module.dylib to your_module.so. on Windows, rename libyour_module.dll to your_module.pyd. on Linux, rename libyour_module.so to your_module.so. You can then open a Python shell in the output directory and you'll be able to run import your_module. If you're packaging your library for redistribution, you should indicated the Python interpreter your library is compiled for by including the platform tag in its name. This prevents incompatible interpreters from trying to import your library. If you're compiling for PyPy you must include the platform tag, or PyPy will ignore the module. Bazel builds To use PyO3 with bazel one needs to manually configure PyO3, PyO3-ffi and PyO3-macros. In particular, one needs to make sure that it is compiled with the right python flags for the version you intend to use. For example see: https://github.com/OliverFM/pytorch_with_gazelle -- for a minimal example of a repo that can use PyO3, PyTorch and Gazelle to generate python Build files. https://github.com/TheButlah/rules_pyo3 -- which has more extensive support, but is outdated. Platform tags Rather than using just the .so or .pyd extension suggested above (depending on OS), you can prefix the shared library extension with a platform tag to indicate the interpreter it is compatible with. You can query your interpreter's platform tag from the sysconfig module. Some example outputs of this are seen below: # CPython 3.10 on macOS\n.cpython-310-darwin.so # PyPy 7.3 (Python 3.8) on Linux\n$ python -c 'import sysconfig; print(sysconfig.get_config_var(\"EXT_SUFFIX\"))'\n.pypy38-pp73-x86_64-linux-gnu.so So, for example, a valid module library name on CPython 3.10 for macOS is your_module.cpython-310-darwin.so, and its equivalent when compiled for PyPy 7.3 on Linux would be your_module.pypy38-pp73-x86_64-linux-gnu.so. See PEP 3149 for more background on platform tags. macOS On macOS, because the extension-module feature disables linking to libpython ( see the next section ), some additional linker arguments need to be set. maturin and setuptools-rust both pass these arguments for PyO3 automatically, but projects using manual builds will need to set these directly in order to support macOS. The easiest way to set the correct linker arguments is to add a build.rs with the following content: fn main() { pyo3_build_config::add_extension_module_link_args();\n} Remember to also add pyo3-build-config to the build-dependencies section in Cargo.toml. An alternative to using pyo3-build-config is add the following to a cargo configuration file (e.g. .cargo/config.toml): [target.x86_64-apple-darwin]\nrustflags = [ \"-C\", \"link-arg=-undefined\", \"-C\", \"link-arg=dynamic_lookup\",\n] [target.aarch64-apple-darwin]\nrustflags = [ \"-C\", \"link-arg=-undefined\", \"-C\", \"link-arg=dynamic_lookup\",\n] Using the MacOS system python3 (/usr/bin/python3, as opposed to python installed via homebrew, pyenv, nix, etc.) may result in runtime errors such as Library not loaded: @rpath/Python3.framework/Versions/3.8/Python3. These can be resolved with another addition to .cargo/config.toml: [build]\nrustflags = [ \"-C\", \"link-args=-Wl,-rpath,/Library/Developer/CommandLineTools/Library/Frameworks\",\n] Alternatively, one can include in build.rs: fn main() { println!( \"cargo:rustc-link-arg=-Wl,-rpath,/Library/Developer/CommandLineTools/Library/Frameworks\" );\n} For more discussion on and workarounds for MacOS linking problems see this issue . Finally, don't forget that on MacOS the extension-module feature will cause cargo test to fail without the --no-default-features flag (see the FAQ ).","breadcrumbs":"Building and distribution » Manual builds","id":"196","title":"Manual builds"},"197":{"body":"PyO3's extension-module feature is used to disable linking to libpython on Unix targets. This is necessary because by default PyO3 links to libpython. This makes binaries, tests, and examples \"just work\". However, Python extensions on Unix must not link to libpython for manylinux compliance. The downside of not linking to libpython is that binaries, tests, and examples (which usually embed Python) will fail to build. If you have an extension module as well as other outputs in a single project, you need to use optional Cargo features to disable the extension-module when you're not building the extension module. See the FAQ for an example workaround.","breadcrumbs":"Building and distribution » The extension-module feature","id":"197","title":"The extension-module feature"},"198":{"body":"By default, Python extension modules can only be used with the same Python version they were compiled against. For example, an extension module built for Python 3.5 can't be imported in Python 3.8. PEP 384 introduced the idea of the limited Python API, which would have a stable ABI enabling extension modules built with it to be used against multiple Python versions. This is also known as abi3. The advantage of building extension modules using the limited Python API is that package vendors only need to build and distribute a single copy (for each OS / architecture), and users can install it on all Python versions from the minimum version and up. The downside of this is that PyO3 can't use optimizations which rely on being compiled against a known exact Python version. It's up to you to decide whether this matters for your extension module. It's also possible to design your extension module such that you can distribute abi3 wheels but allow users compiling from source to benefit from additional optimizations - see the support for multiple python versions section of this guide, in particular the #[cfg(Py_LIMITED_API)] flag. There are three steps involved in making use of abi3 when building Python packages as wheels: Enable the abi3 feature in pyo3. This ensures pyo3 only calls Python C-API functions which are part of the stable API, and on Windows also ensures that the project links against the correct shared object (no special behavior is required on other platforms): [dependencies]\npyo3 = { version = \"0.22.1\", features = [\"abi3\"] } Ensure that the built shared objects are correctly marked as abi3. This is accomplished by telling your build system that you're using the limited API. maturin >= 0.9.0 and setuptools-rust >= 0.11.4 support abi3 wheels. See the corresponding PRs for more. Ensure that the .whl is correctly marked as abi3. For projects using setuptools, this is accomplished by passing --py-limited-api=cp3x (where x is the minimum Python version supported by the wheel, e.g. --py-limited-api=cp35 for Python 3.5) to setup.py bdist_wheel. Minimum Python version for abi3 Because a single abi3 wheel can be used with many different Python versions, PyO3 has feature flags abi3-py37, abi3-py38, abi3-py39 etc. to set the minimum required Python version for your abi3 wheel. For example, if you set the abi3-py37 feature, your extension wheel can be used on all Python 3 versions from Python 3.7 and up. maturin and setuptools-rust will give the wheel a name like my-extension-1.0-cp37-abi3-manylinux2020_x86_64.whl. As your extension module may be run with multiple different Python versions you may occasionally find you need to check the Python version at runtime to customize behavior. See the relevant section of this guide on supporting multiple Python versions at runtime. PyO3 is only able to link your extension module to abi3 version up to and including your host Python version. E.g., if you set abi3-py38 and try to compile the crate with a host of Python 3.7, the build will fail. Note: If you set more that one of these abi3 version feature flags the lowest version always wins. For example, with both abi3-py37 and abi3-py38 set, PyO3 would build a wheel which supports Python 3.7 and up. Building abi3 extensions without a Python interpreter As an advanced feature, you can build PyO3 wheel without calling Python interpreter with the environment variable PYO3_NO_PYTHON set. Also, if the build host Python interpreter is not found or is too old or otherwise unusable, PyO3 will still attempt to compile abi3 extension modules after displaying a warning message. On Unix-like systems this works unconditionally; on Windows you must also set the RUSTFLAGS environment variable to contain -L native=/path/to/python/libs so that the linker can find python3.lib. If the python3.dll import library is not available, an experimental generate-import-lib crate feature may be enabled, and the required library will be created and used by PyO3 automatically. Note : MSVC targets require LLVM binutils (llvm-dlltool) to be available in PATH for the automatic import library generation feature to work. Missing features Due to limitations in the Python API, there are a few pyo3 features that do not work when compiling for abi3. These are: #[pyo3(text_signature = \"...\")] does not work on classes until Python 3.10 or greater. The dict and weakref options on classes are not supported until Python 3.9 or greater. The buffer API is not supported until Python 3.11 or greater. Optimizations which rely on knowledge of the exact Python version compiled against.","breadcrumbs":"Building and distribution » Py_LIMITED_API/abi3","id":"198","title":"Py_LIMITED_API/abi3"},"199":{"body":"If you want to embed the Python interpreter inside a Rust program, there are two modes in which this can be done: dynamically and statically. We'll cover each of these modes in the following sections. Each of them affect how you must distribute your program. Instead of learning how to do this yourself, you might want to consider using a project like PyOxidizer to ship your application and all of its dependencies in a single file. PyO3 automatically switches between the two linking modes depending on whether the Python distribution you have configured PyO3 to use ( see above ) contains a shared library or a static library. The static library is most often seen in Python distributions compiled from source without the --enable-shared configuration option.","breadcrumbs":"Building and distribution » Embedding Python in Rust","id":"199","title":"Embedding Python in Rust"},"2":{"body":"PyO3 supports the following software versions: Python 3.7 and up (CPython, PyPy, and GraalPy) Rust 1.63 and up You can use PyO3 to write a native Python module in Rust, or to embed Python in a Rust binary. The following sections explain each of these in turn.","breadcrumbs":"Introduction » Usage","id":"2","title":"Usage"},"20":{"body":"In development, any changes in the code would require running maturin develop before testing. To streamline the development process, you may want to install Maturin Import Hook which will run maturin develop automatically when the library with code changes is being imported.","breadcrumbs":"Getting started » Maturin Import Hook","id":"20","title":"Maturin Import Hook"},"200":{"body":"Embedding the Python interpreter dynamically is much easier than doing so statically. This is done by linking your program against a Python shared library (such as libpython.3.9.so on UNIX, or python39.dll on Windows). The implementation of the Python interpreter resides inside the shared library. This means that when the OS runs your Rust program it also needs to be able to find the Python shared library. This mode of embedding works well for Rust tests which need access to the Python interpreter. It is also great for Rust software which is installed inside a Python virtualenv, because the virtualenv sets up appropriate environment variables to locate the correct Python shared library. For distributing your program to non-technical users, you will have to consider including the Python shared library in your distribution as well as setting up wrapper scripts to set the right environment variables (such as LD_LIBRARY_PATH on UNIX, or PATH on Windows). Note that PyPy cannot be embedded in Rust (or any other software). Support for this is tracked on the PyPy issue tracker .","breadcrumbs":"Building and distribution » Dynamically embedding the Python interpreter","id":"200","title":"Dynamically embedding the Python interpreter"},"201":{"body":"Embedding the Python interpreter statically means including the contents of a Python static library directly inside your Rust binary. This means that to distribute your program you only need to ship your binary file: it contains the Python interpreter inside the binary! On Windows static linking is almost never done, so Python distributions don't usually include a static library. The information below applies only to UNIX. The Python static library is usually called libpython.a. Static linking has a lot of complications, listed below. For these reasons PyO3 does not yet have first-class support for this embedding mode. See issue 416 on PyO3's GitHub for more information and to discuss any issues you encounter. The auto-initialize feature is deliberately disabled when embedding the interpreter statically because this is often unintentionally done by new users to PyO3 running test programs. Trying out PyO3 is much easier using dynamic embedding. The known complications are: To import compiled extension modules (such as other Rust extension modules, or those written in C), your binary must have the correct linker flags set during compilation to export the original contents of libpython.a so that extensions can use them (e.g. -Wl,--export-dynamic). The C compiler and flags which were used to create libpython.a must be compatible with your Rust compiler and flags, else you will experience compilation failures. Significantly different compiler versions may see errors like this: lto1: fatal error: bytecode stream in file 'rust-numpy/target/release/deps/libpyo3-6a7fb2ed970dbf26.rlib' generated with LTO version 6.0 instead of the expected 6.2 Mismatching flags may lead to errors like this: /usr/bin/ld: /usr/lib/gcc/x86_64-linux-gnu/9/../../../x86_64-linux-gnu/libpython3.9.a(zlibmodule.o): relocation R_X86_64_32 against `.data' can not be used when making a PIE object; recompile with -fPIE If you encounter these or other complications when linking the interpreter statically, discuss them on issue 416 on PyO3's GitHub . It is hoped that eventually that discussion will contain enough information and solutions that PyO3 can offer first-class support for static embedding.","breadcrumbs":"Building and distribution » Statically embedding the Python interpreter","id":"201","title":"Statically embedding the Python interpreter"},"202":{"body":"When you run your Rust binary with an embedded interpreter, any #[pymodule] created modules won't be accessible to import unless added to a table called PyImport_Inittab before the embedded interpreter is initialized. This will cause Python statements in your embedded interpreter such as import your_new_module to fail. You can call the macro append_to_inittab with your module before initializing the Python interpreter to add the module function into that table. (The Python interpreter will be initialized by calling prepare_freethreaded_python, with_embedded_python_interpreter, or Python::with_gil with the auto-initialize feature enabled.)","breadcrumbs":"Building and distribution » Import your module when embedding the Python interpreter","id":"202","title":"Import your module when embedding the Python interpreter"},"203":{"body":"Thanks to Rust's great cross-compilation support, cross-compiling using PyO3 is relatively straightforward. To get started, you'll need a few pieces of software: A toolchain for your target. The appropriate options in your Cargo .config for the platform you're targeting and the toolchain you are using. A Python interpreter that's already been compiled for your target (optional when building \"abi3\" extension modules). A Python interpreter that is built for your host and available through the PATH or setting the PYO3_PYTHON variable (optional when building \"abi3\" extension modules). After you've obtained the above, you can build a cross-compiled PyO3 module by using Cargo's --target flag. PyO3's build script will detect that you are attempting a cross-compile based on your host machine and the desired target. When cross-compiling, PyO3's build script cannot execute the target Python interpreter to query the configuration, so there are a few additional environment variables you may need to set: PYO3_CROSS: If present this variable forces PyO3 to configure as a cross-compilation. PYO3_CROSS_LIB_DIR: This variable can be set to the directory containing the target's libpython DSO and the associated _sysconfigdata*.py file for Unix-like targets, or the Python DLL import libraries for the Windows target. This variable is only needed when the output binary must link to libpython explicitly (e.g. when targeting Windows and Android or embedding a Python interpreter), or when it is absolutely required to get the interpreter configuration from _sysconfigdata*.py. PYO3_CROSS_PYTHON_VERSION: Major and minor version (e.g. 3.9) of the target Python installation. This variable is only needed if PyO3 cannot determine the version to target from abi3-py3* features, or if PYO3_CROSS_LIB_DIR is not set, or if there are multiple versions of Python present in PYO3_CROSS_LIB_DIR. PYO3_CROSS_PYTHON_IMPLEMENTATION: Python implementation name (\"CPython\" or \"PyPy\") of the target Python installation. CPython is assumed by default when this variable is not set, unless PYO3_CROSS_LIB_DIR is set for a Unix-like target and PyO3 can get the interpreter configuration from _sysconfigdata*.py. An experimental pyo3 crate feature generate-import-lib enables the user to cross-compile extension modules for Windows targets without setting the PYO3_CROSS_LIB_DIR environment variable or providing any Windows Python library files. It uses an external python3-dll-a crate to generate import libraries for the Python DLL for MinGW-w64 and MSVC compile targets. python3-dll-a uses the binutils dlltool program to generate DLL import libraries for MinGW-w64 targets. It is possible to override the default dlltool command name for the cross target by setting PYO3_MINGW_DLLTOOL environment variable. Note : MSVC targets require LLVM binutils or MSVC build tools to be available on the host system. More specifically, python3-dll-a requires llvm-dlltool or lib.exe executable to be present in PATH when targeting *-pc-windows-msvc. The Zig compiler executable can be used in place of llvm-dlltool when the ZIG_COMMAND environment variable is set to the installed Zig program name (\"zig\" or \"python -m ziglang\"). An example might look like the following (assuming your target's sysroot is at /home/pyo3/cross/sysroot and that your target is armv7): export PYO3_CROSS_LIB_DIR=\"/home/pyo3/cross/sysroot/usr/lib\" cargo build --target armv7-unknown-linux-gnueabihf If there are multiple python versions at the cross lib directory and you cannot set a more precise location to include both the libpython DSO and _sysconfigdata*.py files, you can set the required version: export PYO3_CROSS_PYTHON_VERSION=3.8\nexport PYO3_CROSS_LIB_DIR=\"/home/pyo3/cross/sysroot/usr/lib\" cargo build --target armv7-unknown-linux-gnueabihf Or another example with the same sys root but building for Windows: export PYO3_CROSS_PYTHON_VERSION=3.9\nexport PYO3_CROSS_LIB_DIR=\"/home/pyo3/cross/sysroot/usr/lib\" cargo build --target x86_64-pc-windows-gnu Any of the abi3-py3* features can be enabled instead of setting PYO3_CROSS_PYTHON_VERSION in the above examples. PYO3_CROSS_LIB_DIR can often be omitted when cross compiling extension modules for Unix and macOS targets, or when cross compiling extension modules for Windows and the experimental generate-import-lib crate feature is enabled. The following resources may also be useful for cross-compiling: github.com/japaric/rust-cross is a primer on cross compiling Rust. github.com/rust-embedded/cross uses Docker to make Rust cross-compilation easier.","breadcrumbs":"Building and distribution » Cross Compiling","id":"203","title":"Cross Compiling"},"204":{"body":"PyO3 supports all actively-supported Python 3 and PyPy versions. As much as possible, this is done internally to PyO3 so that your crate's code does not need to adapt to the differences between each version. However, as Python features grow and change between versions, PyO3 cannot a completely identical API for every Python version. This may require you to add conditional compilation to your crate or runtime checks for the Python version. This section of the guide first introduces the pyo3-build-config crate, which you can use as a build-dependency to add additional #[cfg] flags which allow you to support multiple Python versions at compile-time. Second, we'll show how to check the Python version at runtime. This can be useful when building for multiple versions with the abi3 feature, where the Python API compiled against is not always the same as the one in use.","breadcrumbs":"Building and distribution » Supporting multiple Python versions » Supporting multiple Python versions","id":"204","title":"Supporting multiple Python versions"},"205":{"body":"The pyo3-build-config exposes multiple #[cfg] flags which can be used to conditionally compile code for a given Python version. PyO3 itself depends on this crate, so by using it you can be sure that you are configured correctly for the Python version PyO3 is building against. This allows us to write code like the following #[cfg(Py_3_7)]\nfn function_only_supported_on_python_3_7_and_up() {} #[cfg(not(Py_3_8))]\nfn function_only_supported_before_python_3_8() {} #[cfg(not(Py_LIMITED_API))]\nfn function_incompatible_with_abi3_feature() {} The following sections first show how to add these #[cfg] flags to your build process, and then cover some common patterns flags in a little more detail. To see a full reference of all the #[cfg] flags provided, see the pyo3-build-cfg docs .","breadcrumbs":"Building and distribution » Supporting multiple Python versions » Conditional compilation for different Python versions","id":"205","title":"Conditional compilation for different Python versions"},"206":{"body":"You can use the #[cfg] flags in just two steps: Add pyo3-build-config with the resolve-config feature enabled to your crate's build dependencies in Cargo.toml: [build-dependencies]\npyo3-build-config = { version = \"0.22.1\", features = [\"resolve-config\"] } Add a build.rs file to your crate with the following contents: fn main() { // If you have an existing build.rs file, just add this line to it. pyo3_build_config::use_pyo3_cfgs();\n} After these steps you are ready to annotate your code!","breadcrumbs":"Building and distribution » Supporting multiple Python versions » Using pyo3-build-config","id":"206","title":"Using pyo3-build-config"},"207":{"body":"The #[cfg] flags added by pyo3-build-cfg can be combined with all of Rust's logic in the #[cfg] attribute to create very precise conditional code generation. The following are some common patterns implemented using these flags: #[cfg(Py_3_7)] This #[cfg] marks code that will only be present on Python 3.7 and upwards. There are similar options Py_3_8, Py_3_9, Py_3_10 and so on for each minor version. #[cfg(not(Py_3_7))] This #[cfg] marks code that will only be present on Python versions before (but not including) Python 3.7. #[cfg(not(Py_LIMITED_API))] This #[cfg] marks code that is only available when building for the unlimited Python API (i.e. PyO3's abi3 feature is not enabled). This might be useful if you want to ship your extension module as an abi3 wheel and also allow users to compile it from source to make use of optimizations only possible with the unlimited API. #[cfg(any(Py_3_9, not(Py_LIMITED_API)))] This #[cfg] marks code which is available when running Python 3.9 or newer, or when using the unlimited API with an older Python version. Patterns like this are commonly seen on Python APIs which were added to the limited Python API in a specific minor version. #[cfg(PyPy)] This #[cfg] marks code which is running on PyPy.","breadcrumbs":"Building and distribution » Supporting multiple Python versions » Common usages of pyo3-build-cfg flags","id":"207","title":"Common usages of pyo3-build-cfg flags"},"208":{"body":"When building with PyO3's abi3 feature, your extension module will be compiled against a specific minimum version of Python, but may be running on newer Python versions. For example with PyO3's abi3-py38 feature, your extension will be compiled as if it were for Python 3.8. If you were using pyo3-build-config, #[cfg(Py_3_8)] would be present. Your user could freely install and run your abi3 extension on Python 3.9. There's no way to detect your user doing that at compile time, so instead you need to fall back to runtime checks. PyO3 provides the APIs Python::version() and Python::version_info() to query the running Python version. This allows you to do the following, for example: use pyo3::Python; Python::with_gil(|py| { // PyO3 supports Python 3.7 and up. assert!(py.version_info() >= (3, 7)); assert!(py.version_info() >= (3, 7, 0));\n});","breadcrumbs":"Building and distribution » Supporting multiple Python versions » Checking the Python version at runtime","id":"208","title":"Checking the Python version at runtime"},"209":{"body":"This portion of the guide is dedicated to crates which are external to the main PyO3 project and provide additional functionality you might find useful. Because these projects evolve independently of the PyO3 repository the content of these articles may fall out of date over time; please file issues on the PyO3 GitHub to alert maintainers when this is the case.","breadcrumbs":"Useful crates » The PyO3 ecosystem","id":"209","title":"The PyO3 ecosystem"},"21":{"body":"This chapter of the guide is dedicated to explaining how to wrap Rust code into Python objects. PyO3 uses Rust's \"procedural macros\" to provide a powerful yet simple API to denote what Rust code should map into Python objects. The three types of Python objects which PyO3 can produce are: Python modules, via the #[pymodule] macro Python functions, via the #[pyfunction] macro Python classes, via the #[pyclass] macro (plus #[pymethods] to define methods for those clases) The following subchapters go through each of these in turn.","breadcrumbs":"Using Rust from Python » Using Rust from Python","id":"21","title":"Using Rust from Python"},"210":{"body":"It is desirable if both the Python and Rust parts of the application end up logging using the same configuration into the same place. This section of the guide briefly discusses how to connect the two languages' logging ecosystems together. The recommended way for Python extension modules is to configure Rust's logger to send log messages to Python using the pyo3-log crate. For users who want to do the opposite and send Python log messages to Rust, see the note at the end of this guide.","breadcrumbs":"Useful crates » Logging » Logging","id":"210","title":"Logging"},"211":{"body":"The pyo3-log crate allows sending the messages from the Rust side to Python's logging system. This is mostly suitable for writing native extensions for Python programs. Use pyo3_log::init to install the logger in its default configuration. It's also possible to tweak its configuration (mostly to tune its performance). use log::info;\nuse pyo3::prelude::*; #[pyfunction]\nfn log_something() { // This will use the logger installed in `my_module` to send the `info` // message to the Python logging facilities. info!(\"Something!\");\n} #[pymodule]\nfn my_module(m: &Bound<'_, PyModule>) -> PyResult<()> { // A good place to install the Rust -> Python logger. pyo3_log::init(); m.add_function(wrap_pyfunction!(log_something, m)?)?; Ok(())\n} Then it is up to the Python side to actually output the messages somewhere. import logging\nimport my_module FORMAT = '%(levelname)s %(name)s %(asctime)-15s %(filename)s:%(lineno)d %(message)s'\nlogging.basicConfig(format=FORMAT)\nlogging.getLogger().setLevel(logging.INFO)\nmy_module.log_something() It is important to initialize the Python loggers first, before calling any Rust functions that may log. This limitation can be worked around if it is not possible to satisfy, read the documentation about caching .","breadcrumbs":"Useful crates » Logging » Using pyo3-log to send Rust log messages to Python","id":"211","title":"Using pyo3-log to send Rust log messages to Python"},"212":{"body":"To have python logs be handled by Rust, one need only register a rust function to handle logs emitted from the core python logging module. This has been implemented within the pyo3-pylogger crate. use log::{info, warn};\nuse pyo3::prelude::*; fn main() -> PyResult<()> { // register the host handler with python logger, providing a logger target // set the name here to something appropriate for your application pyo3_pylogger::register(\"example_application_py_logger\"); // initialize up a logger env_logger::Builder::from_env(env_logger::Env::default().default_filter_or(\"trace\")).init(); // Log some messages from Rust. info!(\"Just some normal information!\"); warn!(\"Something spooky happened!\"); // Log some messages from Python Python::with_gil(|py| { py.run( \"\nimport logging\nlogging.error('Something bad happened')\n\", None, None, ) })\n}","breadcrumbs":"Useful crates » Logging » The Python to Rust direction","id":"212","title":"The Python to Rust direction"},"213":{"body":"async/await support is currently being integrated in PyO3. See the dedicated documentation If you are working with a Python library that makes use of async functions or wish to provide Python bindings for an async Rust library, pyo3-asyncio likely has the tools you need. It provides conversions between async functions in both Python and Rust and was designed with first-class support for popular Rust runtimes such as tokio and async-std . In addition, all async Python code runs on the default asyncio event loop, so pyo3-asyncio should work just fine with existing Python libraries. In the following sections, we'll give a general overview of pyo3-asyncio explaining how to call async Python functions with PyO3, how to call async Rust functions from Python, and how to configure your codebase to manage the runtimes of both.","breadcrumbs":"Useful crates » Using async and await » Using async and await","id":"213","title":"Using async and await"},"214":{"body":"Here are some examples to get you started right away! A more detailed breakdown of the concepts in these examples can be found in the following sections.","breadcrumbs":"Useful crates » Using async and await » Quickstart","id":"214","title":"Quickstart"},"215":{"body":"Here we initialize the runtime, import Python's asyncio library and run the given future to completion using Python's default EventLoop and async-std. Inside the future, we convert asyncio sleep into a Rust future and await it. # Cargo.toml dependencies\n[dependencies]\npyo3 = { version = \"0.14\" }\npyo3-asyncio = { version = \"0.14\", features = [\"attributes\", \"async-std-runtime\"] }\nasync-std = \"1.9\" //! main.rs use pyo3::prelude::*; #[pyo3_asyncio::async_std::main]\nasync fn main() -> PyResult<()> { let fut = Python::with_gil(|py| { let asyncio = py.import(\"asyncio\")?; // convert asyncio.sleep into a Rust Future pyo3_asyncio::async_std::into_future(asyncio.call_method1(\"sleep\", (1.into_py(py),))?) })?; fut.await?; Ok(())\n} The same application can be written to use tokio instead using the #[pyo3_asyncio::tokio::main] attribute. # Cargo.toml dependencies\n[dependencies]\npyo3 = { version = \"0.14\" }\npyo3-asyncio = { version = \"0.14\", features = [\"attributes\", \"tokio-runtime\"] }\ntokio = \"1.4\" //! main.rs use pyo3::prelude::*; #[pyo3_asyncio::tokio::main]\nasync fn main() -> PyResult<()> { let fut = Python::with_gil(|py| { let asyncio = py.import(\"asyncio\")?; // convert asyncio.sleep into a Rust Future pyo3_asyncio::tokio::into_future(asyncio.call_method1(\"sleep\", (1.into_py(py),))?) })?; fut.await?; Ok(())\n} More details on the usage of this library can be found in the API docs and the primer below.","breadcrumbs":"Useful crates » Using async and await » Rust Applications","id":"215","title":"Rust Applications"},"216":{"body":"PyO3 Asyncio can also be used to write native modules with async functions. Add the [lib] section to Cargo.toml to make your library a cdylib that Python can import. [lib]\nname = \"my_async_module\"\ncrate-type = [\"cdylib\"] Make your project depend on pyo3 with the extension-module feature enabled and select your pyo3-asyncio runtime: For async-std: [dependencies]\npyo3 = { version = \"0.14\", features = [\"extension-module\"] }\npyo3-asyncio = { version = \"0.14\", features = [\"async-std-runtime\"] }\nasync-std = \"1.9\" For tokio: [dependencies]\npyo3 = { version = \"0.14\", features = [\"extension-module\"] }\npyo3-asyncio = { version = \"0.14\", features = [\"tokio-runtime\"] }\ntokio = \"1.4\" Export an async function that makes use of async-std: //! lib.rs use pyo3::{prelude::*, wrap_pyfunction}; #[pyfunction]\nfn rust_sleep(py: Python<'_>) -> PyResult<&Bound<'_, PyAny>> { pyo3_asyncio::async_std::future_into_py(py, async { async_std::task::sleep(std::time::Duration::from_secs(1)).await; Ok(Python::with_gil(|py| py.None())) })\n} #[pymodule]\nfn my_async_module(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_function(wrap_pyfunction!(rust_sleep, m)?)?; Ok(())\n} If you want to use tokio instead, here's what your module should look like: //! lib.rs use pyo3::{prelude::*, wrap_pyfunction}; #[pyfunction]\nfn rust_sleep(py: Python<'_>) -> PyResult<&Bound<'_, PyAny>>> { pyo3_asyncio::tokio::future_into_py(py, async { tokio::time::sleep(std::time::Duration::from_secs(1)).await; Ok(Python::with_gil(|py| py.None())) })\n} #[pymodule]\nfn my_async_module(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_function(wrap_pyfunction!(rust_sleep, m)?)?; Ok(())\n} You can build your module with maturin (see the Using Rust in Python section in the PyO3 guide for setup instructions). After that you should be able to run the Python REPL to try it out. maturin develop && python3\n🔗 Found pyo3 bindings\n🐍 Found CPython 3.8 at python3 Finished dev [unoptimized + debuginfo] target(s) in 0.04s\nPython 3.8.5 (default, Jan 27 2021, 15:41:15)\n[GCC 9.3.0] on linux\nType \"help\", \"copyright\", \"credits\" or \"license\" for more information.\n>>> import asyncio\n>>>\n>>> from my_async_module import rust_sleep\n>>>\n>>> async def main():\n>>> await rust_sleep()\n>>>\n>>> # should sleep for 1s\n>>> asyncio.run(main())\n>>>","breadcrumbs":"Useful crates » Using async and await » PyO3 Native Rust Modules","id":"216","title":"PyO3 Native Rust Modules"},"217":{"body":"Let's take a look at a dead simple async Python function: # Sleep for 1 second\nasync def py_sleep(): await asyncio.sleep(1) Async functions in Python are simply functions that return a coroutine object . For our purposes, we really don't need to know much about these coroutine objects. The key factor here is that calling an async function is just like calling a regular function , the only difference is that we have to do something special with the object that it returns. Normally in Python, that something special is the await keyword, but in order to await this coroutine in Rust, we first need to convert it into Rust's version of a coroutine: a Future. That's where pyo3-asyncio comes in. pyo3_asyncio::async_std::into_future performs this conversion for us. The following example uses into_future to call the py_sleep function shown above and then await the coroutine object returned from the call: use pyo3::prelude::*; #[pyo3_asyncio::tokio::main]\nasync fn main() -> PyResult<()> { let future = Python::with_gil(|py| -> PyResult<_> { // import the module containing the py_sleep function let example = py.import(\"example\")?; // calling the py_sleep method like a normal function // returns a coroutine let coroutine = example.call_method0(\"py_sleep\")?; // convert the coroutine into a Rust future using the // tokio runtime pyo3_asyncio::tokio::into_future(coroutine) })?; // await the future future.await?; Ok(())\n} Alternatively, the below example shows how to write a #[pyfunction] which uses into_future to receive and await a coroutine argument: #[pyfunction]\nfn await_coro(coro: &Bound<'_, PyAny>>) -> PyResult<()> { // convert the coroutine into a Rust future using the // async_std runtime let f = pyo3_asyncio::async_std::into_future(coro)?; pyo3_asyncio::async_std::run_until_complete(coro.py(), async move { // await the future f.await?; Ok(()) })\n} This could be called from Python as: import asyncio async def py_sleep(): asyncio.sleep(1) await_coro(py_sleep()) If for you wanted to pass a callable function to the #[pyfunction] instead, (i.e. the last line becomes await_coro(py_sleep)), then the above example needs to be tweaked to first call the callable to get the coroutine: #[pyfunction]\nfn await_coro(callable: &Bound<'_, PyAny>>) -> PyResult<()> { // get the coroutine by calling the callable let coro = callable.call0()?; // convert the coroutine into a Rust future using the // async_std runtime let f = pyo3_asyncio::async_std::into_future(coro)?; pyo3_asyncio::async_std::run_until_complete(coro.py(), async move { // await the future f.await?; Ok(()) })\n} This can be particularly helpful where you need to repeatedly create and await a coroutine. Trying to await the same coroutine multiple times will raise an error: RuntimeError: cannot reuse already awaited coroutine If you're interested in learning more about coroutines and awaitables in general, check out the Python 3 asyncio docs for more information.","breadcrumbs":"Useful crates » Using async and await » Awaiting an Async Python Function in Rust","id":"217","title":"Awaiting an Async Python Function in Rust"},"218":{"body":"Here we have the same async function as before written in Rust using the async-std runtime: /// Sleep for 1 second\nasync fn rust_sleep() { async_std::task::sleep(std::time::Duration::from_secs(1)).await;\n} Similar to Python, Rust's async functions also return a special object called a Future: let future = rust_sleep(); We can convert this Future object into Python to make it awaitable. This tells Python that you can use the await keyword with it. In order to do this, we'll call pyo3_asyncio::async_std::future_into_py : use pyo3::prelude::*; async fn rust_sleep() { async_std::task::sleep(std::time::Duration::from_secs(1)).await;\n} #[pyfunction]\nfn call_rust_sleep(py: Python<'_>) -> PyResult<&Bound<'_, PyAny>>> { pyo3_asyncio::async_std::future_into_py(py, async move { rust_sleep().await; Ok(Python::with_gil(|py| py.None())) })\n} In Python, we can call this pyo3 function just like any other async function: from example import call_rust_sleep async def rust_sleep(): await call_rust_sleep()","breadcrumbs":"Useful crates » Using async and await » Awaiting a Rust Future in Python","id":"218","title":"Awaiting a Rust Future in Python"},"219":{"body":"Python's event loop requires some special treatment, especially regarding the main thread. Some of Python's asyncio features, like proper signal handling, require control over the main thread, which doesn't always play well with Rust. Luckily, Rust's event loops are pretty flexible and don't need control over the main thread, so in pyo3-asyncio, we decided the best way to handle Rust/Python interop was to just surrender the main thread to Python and run Rust's event loops in the background. Unfortunately, since most event loop implementations prefer control over the main thread, this can still make some things awkward.","breadcrumbs":"Useful crates » Using async and await » Managing Event Loops","id":"219","title":"Managing Event Loops"},"22":{"body":"You can create a module using #[pymodule]: use pyo3::prelude::*; #[pyfunction]\nfn double(x: usize) -> usize { x * 2\n} /// This module is implemented in Rust.\n#[pymodule]\nfn my_extension(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_function(wrap_pyfunction!(double, m)?)?; Ok(())\n} The #[pymodule] procedural macro takes care of exporting the initialization function of your module to Python. The module's name defaults to the name of the Rust function. You can override the module name by using #[pyo3(name = \"custom_name\")]: use pyo3::prelude::*; #[pyfunction]\nfn double(x: usize) -> usize { x * 2\n} #[pymodule]\n#[pyo3(name = \"custom_name\")]\nfn my_extension(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_function(wrap_pyfunction!(double, m)?)?; Ok(())\n} The name of the module must match the name of the .so or .pyd file. Otherwise, you will get an import error in Python with the following message: ImportError: dynamic module does not define module export function (PyInit_name_of_your_module) To import the module, either: copy the shared library as described in Manual builds , or use a tool, e.g. maturin develop with maturin or python setup.py develop with setuptools-rust .","breadcrumbs":"Using Rust from Python » Python modules » Python modules","id":"22","title":"Python modules"},"220":{"body":"Because Python needs to control the main thread, we can't use the convenient proc macros from Rust runtimes to handle the main function or #[test] functions. Instead, the initialization for PyO3 has to be done from the main function and the main thread must block on pyo3_asyncio::async_std::run_until_complete . Because we have to block on one of those functions, we can't use #[async_std::main] or #[tokio::main] since it's not a good idea to make long blocking calls during an async function. Internally, these #[main] proc macros are expanded to something like this: fn main() { // your async main fn async fn _main_impl() { /* ... */ } Runtime::new().block_on(_main_impl());\n} Making a long blocking call inside the Future that's being driven by block_on prevents that thread from doing anything else and can spell trouble for some runtimes (also this will actually deadlock a single-threaded runtime!). Many runtimes have some sort of spawn_blocking mechanism that can avoid this problem, but again that's not something we can use here since we need it to block on the main thread. For this reason, pyo3-asyncio provides its own set of proc macros to provide you with this initialization. These macros are intended to mirror the initialization of async-std and tokio while also satisfying the Python runtime's needs. Here's a full example of PyO3 initialization with the async-std runtime: use pyo3::prelude::*; #[pyo3_asyncio::async_std::main]\nasync fn main() -> PyResult<()> { // PyO3 is initialized - Ready to go let fut = Python::with_gil(|py| -> PyResult<_> { let asyncio = py.import(\"asyncio\")?; // convert asyncio.sleep into a Rust Future pyo3_asyncio::async_std::into_future( asyncio.call_method1(\"sleep\", (1.into_py(py),))? ) })?; fut.await?; Ok(())\n}","breadcrumbs":"Useful crates » Using async and await » PyO3 Asyncio Initialization","id":"220","title":"PyO3 Asyncio Initialization"},"221":{"body":"In Python 3.7+, the recommended way to run a top-level coroutine with asyncio is with asyncio.run. In v0.13 we recommended against using this function due to initialization issues, but in v0.14 it's perfectly valid to use this function... with a caveat. Since our Rust <--> Python conversions require a reference to the Python event loop, this poses a problem. Imagine we have a PyO3 Asyncio module that defines a rust_sleep function like in previous examples. You might rightfully assume that you can call pass this directly into asyncio.run like this: import asyncio from my_async_module import rust_sleep asyncio.run(rust_sleep()) You might be surprised to find out that this throws an error: Traceback (most recent call last): File \"example.py\", line 5, in asyncio.run(rust_sleep())\nRuntimeError: no running event loop What's happening here is that we are calling rust_sleep before the future is actually running on the event loop created by asyncio.run. This is counter-intuitive, but expected behaviour, and unfortunately there doesn't seem to be a good way of solving this problem within PyO3 Asyncio itself. However, we can make this example work with a simple workaround: import asyncio from my_async_module import rust_sleep # Calling main will just construct the coroutine that later calls rust_sleep.\n# - This ensures that rust_sleep will be called when the event loop is running,\n# not before.\nasync def main(): await rust_sleep() # Run the main() coroutine at the top-level instead\nasyncio.run(main())","breadcrumbs":"Useful crates » Using async and await » A Note About asyncio.run","id":"221","title":"A Note About asyncio.run"},"222":{"body":"Python allows you to use alternatives to the default asyncio event loop. One popular alternative is uvloop. In v0.13 using non-standard event loops was a bit of an ordeal, but in v0.14 it's trivial. Using uvloop in a PyO3 Asyncio Native Extensions # Cargo.toml [lib]\nname = \"my_async_module\"\ncrate-type = [\"cdylib\"] [dependencies]\npyo3 = { version = \"0.14\", features = [\"extension-module\"] }\npyo3-asyncio = { version = \"0.14\", features = [\"tokio-runtime\"] }\nasync-std = \"1.9\"\ntokio = \"1.4\" //! lib.rs use pyo3::{prelude::*, wrap_pyfunction}; #[pyfunction]\nfn rust_sleep(py: Python<'_>) -> PyResult<&Bound<'_, PyAny>>> { pyo3_asyncio::tokio::future_into_py(py, async { tokio::time::sleep(std::time::Duration::from_secs(1)).await; Ok(Python::with_gil(|py| py.None())) })\n} #[pymodule]\nfn my_async_module(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_function(wrap_pyfunction!(rust_sleep, m)?)?; Ok(())\n} $ maturin develop && python3\n🔗 Found pyo3 bindings\n🐍 Found CPython 3.8 at python3 Finished dev [unoptimized + debuginfo] target(s) in 0.04s\nPython 3.8.8 (default, Apr 13 2021, 19:58:26)\n[GCC 7.3.0] :: Anaconda, Inc. on linux\nType \"help\", \"copyright\", \"credits\" or \"license\" for more information.\n>>> import asyncio\n>>> import uvloop\n>>>\n>>> import my_async_module\n>>>\n>>> uvloop.install()\n>>>\n>>> async def main():\n... await my_async_module.rust_sleep()\n...\n>>> asyncio.run(main())\n>>> Using uvloop in Rust Applications Using uvloop in Rust applications is a bit trickier, but it's still possible with relatively few modifications. Unfortunately, we can't make use of the #[pyo3_asyncio::::main] attribute with non-standard event loops. This is because the #[pyo3_asyncio::::main] proc macro has to interact with the Python event loop before we can install the uvloop policy. [dependencies]\nasync-std = \"1.9\"\npyo3 = \"0.14\"\npyo3-asyncio = { version = \"0.14\", features = [\"async-std-runtime\"] } //! main.rs use pyo3::{prelude::*, types::PyType}; fn main() -> PyResult<()> { pyo3::prepare_freethreaded_python(); Python::with_gil(|py| { let uvloop = py.import(\"uvloop\")?; uvloop.call_method0(\"install\")?; // store a reference for the assertion let uvloop = PyObject::from(uvloop); pyo3_asyncio::async_std::run(py, async move { // verify that we are on a uvloop.Loop Python::with_gil(|py| -> PyResult<()> { assert!(pyo3_asyncio::async_std::get_current_loop(py)?.is_instance( uvloop .as_ref(py) .getattr(\"Loop\")? )?); Ok(()) })?; async_std::task::sleep(std::time::Duration::from_secs(1)).await; Ok(()) }) })\n}","breadcrumbs":"Useful crates » Using async and await » Non-standard Python Event Loops","id":"222","title":"Non-standard Python Event Loops"},"223":{"body":"Managing event loop references can be tricky with pyo3-asyncio. See Event Loop References in the API docs to get a better intuition for how event loop references are managed in this library. Testing pyo3-asyncio libraries and applications requires a custom test harness since Python requires control over the main thread. You can find a testing guide in the API docs for the testing module","breadcrumbs":"Useful crates » Using async and await » Additional Information","id":"223","title":"Additional Information"},"224":{"body":"Sorry that you're having trouble using PyO3. If you can't find the answer to your problem in the list below, you can also reach out for help on GitHub Discussions and on Discord .","breadcrumbs":"FAQ and troubleshooting » Frequently Asked Questions and troubleshooting","id":"224","title":"Frequently Asked Questions and troubleshooting"},"225":{"body":"lazy_static and once_cell::sync both use locks to ensure that initialization is performed only by a single thread. Because the Python GIL is an additional lock this can lead to deadlocks in the following way: A thread (thread A) which has acquired the Python GIL starts initialization of a lazy_static value. The initialization code calls some Python API which temporarily releases the GIL e.g. Python::import. Another thread (thread B) acquires the Python GIL and attempts to access the same lazy_static value. Thread B is blocked, because it waits for lazy_static's initialization to lock to release. Thread A is blocked, because it waits to re-acquire the GIL which thread B still holds. Deadlock. PyO3 provides a struct GILOnceCell which works equivalently to OnceCell but relies solely on the Python GIL for thread safety. This means it can be used in place of lazy_static or once_cell where you are experiencing the deadlock described above. See the documentation for GILOnceCell for an example how to use it.","breadcrumbs":"FAQ and troubleshooting » I'm experiencing deadlocks using PyO3 with lazy_static or once_cell!","id":"225","title":"I'm experiencing deadlocks using PyO3 with lazy_static or once_cell!"},"226":{"body":"Currently, #340 causes cargo test to fail with linking errors when the extension-module feature is activated. Linking errors can also happen when building in a cargo workspace where a different crate also uses PyO3 (see #2521 ). For now, there are three ways we can work around these issues. Make the extension-module feature optional. Build with maturin develop --features \"extension-module\" [dependencies.pyo3]\nversion = \"0.22.1\" [features]\nextension-module = [\"pyo3/extension-module\"] Make the extension-module feature optional and default. Run tests with cargo test --no-default-features: [dependencies.pyo3]\nversion = \"0.22.1\" [features]\nextension-module = [\"pyo3/extension-module\"]\ndefault = [\"extension-module\"] If you are using a pyproject.toml file to control maturin settings, add the following section: [tool.maturin]\nfeatures = [\"pyo3/extension-module\"]\n# Or for maturin 0.12:\n# cargo-extra-args = [\"--features\", \"pyo3/extension-module\"]","breadcrumbs":"FAQ and troubleshooting » I can't run cargo test; or I can't build in a Cargo workspace: I'm having linker issues like \"Symbol not found\" or \"Undefined reference to _PyExc_SystemError\"!","id":"226","title":"I can't run cargo test; or I can't build in a Cargo workspace: I'm having linker issues like \"Symbol not found\" or \"Undefined reference to _PyExc_SystemError\"!"},"227":{"body":"The Rust book suggests to put integration tests inside a tests/ directory . For a PyO3 extension-module project where the crate-type is set to \"cdylib\" in your Cargo.toml, the compiler won't be able to find your crate and will display errors such as E0432 or E0463: error[E0432]: unresolved import `my_crate` --> tests/test_my_crate.rs:1:5 |\n1 | use my_crate; | ^^^^^^^^^^^^ no external crate `my_crate` The best solution is to make your crate types include both rlib and cdylib: # Cargo.toml\n[lib]\ncrate-type = [\"cdylib\", \"rlib\"]","breadcrumbs":"FAQ and troubleshooting » I can't run cargo test: my crate cannot be found for tests in tests/ directory!","id":"227","title":"I can't run cargo test: my crate cannot be found for tests in tests/ directory!"},"228":{"body":"This is because Ctrl-C raises a SIGINT signal, which is handled by the calling Python process by simply setting a flag to action upon later. This flag isn't checked while Rust code called from Python is executing, only once control returns to the Python interpreter. You can give the Python interpreter a chance to process the signal properly by calling Python::check_signals. It's good practice to call this function regularly if you have a long-running Rust function so that your users can cancel it.","breadcrumbs":"FAQ and troubleshooting » Ctrl-C doesn't do anything while my Rust code is executing!","id":"228","title":"Ctrl-C doesn't do anything while my Rust code is executing!"},"229":{"body":"You may have a nested struct similar to this: # use pyo3::prelude::*;\n#[pyclass]\n#[derive(Clone)]\nstruct Inner {/* fields omitted */} #[pyclass]\nstruct Outer { #[pyo3(get)] inner: Inner,\n} #[pymethods]\nimpl Outer { #[new] fn __new__() -> Self { Self { inner: Inner {} } }\n} When Python code accesses Outer's field, PyO3 will return a new object on every access (note that their addresses are different): outer = Outer() a = outer.inner\nb = outer.inner assert a is b, f\"a: {a}\\nb: {b}\" AssertionError: a: \nb: This can be especially confusing if the field is mutable, as getting the field and then mutating it won't persist - you'll just get a fresh clone of the original on the next access. Unfortunately Python and Rust don't agree about ownership - if PyO3 gave out references to (possibly) temporary Rust objects to Python code, Python code could then keep that reference alive indefinitely. Therefore returning Rust objects requires cloning. If you don't want that cloning to happen, a workaround is to allocate the field on the Python heap and store a reference to that, by using Py<...> : # use pyo3::prelude::*;\n#[pyclass]\nstruct Inner {/* fields omitted */} #[pyclass]\nstruct Outer { inner: Py,\n} #[pymethods]\nimpl Outer { #[new] fn __new__(py: Python<'_>) -> PyResult { Ok(Self { inner: Py::new(py, Inner {})?, }) } #[getter] fn inner(&self, py: Python<'_>) -> Py { self.inner.clone_ref(py) }\n} This time a and b are the same object: outer = Outer() a = outer.inner\nb = outer.inner assert a is b, f\"a: {a}\\nb: {b}\"\nprint(f\"a: {a}\\nb: {b}\") a: \nb: The downside to this approach is that any Rust code working on the Outer struct now has to acquire the GIL to do anything with its field.","breadcrumbs":"FAQ and troubleshooting » #[pyo3(get)] clones my field!","id":"229","title":"#[pyo3(get)] clones my field!"},"23":{"body":"The Rust doc comments of the module initialization function will be applied automatically as the Python docstring of your module. For example, building off of the above code, this will print This module is implemented in Rust.: import my_extension print(my_extension.__doc__)","breadcrumbs":"Using Rust from Python » Python modules » Documentation","id":"23","title":"Documentation"},"230":{"body":"All PyO3 proc-macros (#[pyclass], #[pyfunction], #[derive(FromPyObject)] and so on) expect the pyo3 crate to be available under that name in your crate root, which is the normal situation when pyo3 is a direct dependency of your crate. However, when the dependency is renamed, or your crate only indirectly depends on pyo3, you need to let the macro code know where to find the crate. This is done with the crate attribute: # use pyo3::prelude::*;\n# pub extern crate pyo3;\n# mod reexported { pub use ::pyo3; }\n#[pyclass]\n#[pyo3(crate = \"reexported::pyo3\")]\nstruct MyClass;","breadcrumbs":"FAQ and troubleshooting » I want to use the pyo3 crate re-exported from dependency but the proc-macros fail!","id":"230","title":"I want to use the pyo3 crate re-exported from dependency but the proc-macros fail!"},"231":{"body":"This happens on Windows when linking to the python DLL fails or the wrong one is linked. The Python DLL on Windows will usually be called something like: python3X.dll for Python 3.X, e.g. python310.dll for Python 3.10 python3.dll when using PyO3's abi3 feature The DLL needs to be locatable using the Windows DLL search order . Some ways to achieve this are: Put the Python DLL in the same folder as your build artifacts Add the directory containing the Python DLL to your PATH environment variable, for example C:\\Users\\\\AppData\\Local\\Programs\\Python\\Python310 If this happens when you are distributing your program, consider using PyOxidizer to package it with your binary. If the wrong DLL is linked it is possible that this happened because another program added itself and its own Python DLLs to PATH. Rearrange your PATH variables to give the correct DLL priority. Note : Changes to PATH (or any other environment variable) are not visible to existing shells. Restart it for changes to take effect. For advanced troubleshooting, Dependency Walker can be used to diagnose linking errors.","breadcrumbs":"FAQ and troubleshooting » I'm trying to call Python from Rust but I get STATUS_DLL_NOT_FOUND or STATUS_ENTRYPOINT_NOT_FOUND!","id":"231","title":"I'm trying to call Python from Rust but I get STATUS_DLL_NOT_FOUND or STATUS_ENTRYPOINT_NOT_FOUND!"},"232":{"body":"This guide can help you upgrade code through breaking changes from one PyO3 version to the next. For a detailed list of all changes, see the CHANGELOG .","breadcrumbs":"Appendix A: Migration guide » Migrating from older PyO3 versions","id":"232","title":"Migrating from older PyO3 versions"},"233":{"body":"","breadcrumbs":"Appendix A: Migration guide » from 0.21.* to 0.22","id":"233","title":"from 0.21.* to 0.22"},"234":{"body":"Click to expand With pyo3 0.22 the implicit None default for trailing Option type argument is deprecated. To migrate, place a #[pyo3(signature = (...))] attribute on affected functions or methods and specify the desired behavior. The migration warning specifies the corresponding signature to keep the current behavior. With 0.23 the signature will be required for any function containing Option type parameters to prevent accidental and unnoticed changes in behavior. With 0.24 this restriction will be lifted again and Option type arguments will be treated as any other argument without special handling. Before: # #![allow(deprecated, dead_code)]\n# use pyo3::prelude::*;\n#[pyfunction]\nfn increment(x: u64, amount: Option) -> u64 { x + amount.unwrap_or(1)\n} After: # #![allow(dead_code)]\n# use pyo3::prelude::*;\n#[pyfunction]\n#[pyo3(signature = (x, amount=None))]\nfn increment(x: u64, amount: Option) -> u64 { x + amount.unwrap_or(1)\n}","breadcrumbs":"Appendix A: Migration guide » Deprecation of implicit default for trailing optional arguments","id":"234","title":"Deprecation of implicit default for trailing optional arguments"},"235":{"body":"Click to expand\nIf you rely on `impl Clone for Py` to fulfil trait requirements imposed by existing Rust code written without PyO3-based code in mind, the newly introduced feature `py-clone` must be enabled. However, take care to note that the behaviour is different from previous versions. If Clone was called without the GIL being held, we tried to delay the application of these reference count increments until PyO3-based code would re-acquire it. This turned out to be impossible to implement in a sound manner and hence was removed. Now, if Clone is called without the GIL being held, we panic instead for which calling code might not be prepared. Related to this, we also added a pyo3_disable_reference_pool conditional compilation flag which removes the infrastructure necessary to apply delayed reference count decrements implied by impl Drop for Py. They do not appear to be a soundness hazard as they should lead to memory leaks in the worst case. However, the global synchronization adds significant overhead to cross the Python-Rust boundary. Enabling this feature will remove these costs and make the Drop implementation abort the process if called without the GIL being held instead.","breadcrumbs":"Appendix A: Migration guide » Py::clone is now gated behind the py-clone feature","id":"235","title":"Py::clone is now gated behind the py-clone feature"},"236":{"body":"Click to expand With pyo3 0.22 the new #[pyo3(eq)] options allows automatic implementation of Python equality using Rust's PartialEq. Previously simple enums automatically implemented equality in terms of their discriminants. To make PyO3 more consistent, this automatic equality implementation is deprecated in favour of having opt-ins for all #[pyclass] types. Similarly, simple enums supported comparison with integers, which is not covered by Rust's PartialEq derive, so has been split out into the #[pyo3(eq_int)] attribute. To migrate, place a #[pyo3(eq, eq_int)] attribute on simple enum classes. Before: # #![allow(deprecated, dead_code)]\n# use pyo3::prelude::*;\n#[pyclass]\nenum SimpleEnum { VariantA, VariantB = 42,\n} After: # #![allow(dead_code)]\n# use pyo3::prelude::*;\n#[pyclass(eq, eq_int)]\n#[derive(PartialEq)]\nenum SimpleEnum { VariantA, VariantB = 42,\n}","breadcrumbs":"Appendix A: Migration guide » Require explicit opt-in for comparison for simple enums","id":"236","title":"Require explicit opt-in for comparison for simple enums"},"237":{"body":"Click to expand This function previously would try to read directly from Python type objects' C API field (tp_name), in which case it would return a Cow::Borrowed. However the contents of tp_name don't have well-defined semantics. Instead PyType::name() now returns the equivalent of Python __name__ and returns PyResult>. The closest equivalent to PyO3 0.21's version of PyType::name() has been introduced as a new function PyType::fully_qualified_name(), which is equivalent to __module__ and __qualname__ joined as module.qualname. Before: # #![allow(deprecated, dead_code)]\n# use pyo3::prelude::*;\n# use pyo3::types::{PyBool};\n# fn main() -> PyResult<()> {\nPython::with_gil(|py| { let bool_type = py.get_type_bound::(); let name = bool_type.name()?.into_owned(); println!(\"Hello, {}\", name); let mut name_upper = bool_type.name()?; name_upper.to_mut().make_ascii_uppercase(); println!(\"Hello, {}\", name_upper); Ok(())\n})\n# } After: # #![allow(dead_code)]\n# use pyo3::prelude::*;\n# use pyo3::types::{PyBool};\n# fn main() -> PyResult<()> {\nPython::with_gil(|py| { let bool_type = py.get_type_bound::(); let name = bool_type.name()?; println!(\"Hello, {}\", name); // (if the full dotted path was desired, switch from `name()` to `fully_qualified_name()`) let mut name_upper = bool_type.fully_qualified_name()?.to_string(); name_upper.make_ascii_uppercase(); println!(\"Hello, {}\", name_upper); Ok(())\n})\n# }","breadcrumbs":"Appendix A: Migration guide » PyType::name reworked to better match Python __name__","id":"237","title":"PyType::name reworked to better match Python __name__"},"238":{"body":"Click to expand PyO3 0.21 introduces a new Bound<'py, T> smart pointer which replaces the existing \"GIL Refs\" API to interact with Python objects. For example, in PyO3 0.20 the reference &'py PyAny would be used to interact with Python objects. In PyO3 0.21 the updated type is Bound<'py, PyAny>. Making this change moves Rust ownership semantics out of PyO3's internals and into user code. This change fixes a known soundness edge case of interaction with gevent as well as improves CPU and memory performance . For a full history of discussion see https://github.com/PyO3/pyo3/issues/3382. The \"GIL Ref\" &'py PyAny and similar types such as &'py PyDict continue to be available as a deprecated API. Due to the advantages of the new API it is advised that all users make the effort to upgrade as soon as possible. In addition to the major API type overhaul, PyO3 has needed to make a few small breaking adjustments to other APIs to close correctness and soundness gaps. The recommended steps to update to PyO3 0.21 is as follows: Enable the gil-refs feature to silence deprecations related to the API change Fix all other PyO3 0.21 migration steps Disable the gil-refs feature and migrate off the deprecated APIs The following sections are laid out in this order.","breadcrumbs":"Appendix A: Migration guide » from 0.20.* to 0.21","id":"238","title":"from 0.20.* to 0.21"},"239":{"body":"Click to expand To make the transition for the PyO3 ecosystem away from the GIL Refs API as smooth as possible, in PyO3 0.21 no APIs consuming or producing GIL Refs have been altered. Instead, variants using Bound smart pointers have been introduced, for example PyTuple::new_bound which returns Bound is the replacement form of PyTuple::new. The GIL Ref APIs have been deprecated, but to make migration easier it is possible to disable these deprecation warnings by enabling the gil-refs feature. The one single exception where an existing API was changed in-place is the pyo3::intern! macro. Almost all uses of this macro did not need to update code to account it changing to return &Bound immediately, and adding an intern_bound! replacement was perceived as adding more work for users. It is recommended that users do this as a first step of updating to PyO3 0.21 so that the deprecation warnings do not get in the way of resolving the rest of the migration steps. Before: # Cargo.toml\n[dependencies]\npyo3 = \"0.20\" After: # Cargo.toml\n[dependencies]\npyo3 = { version = \"0.21\", features = [\"gil-refs\"] }","breadcrumbs":"Appendix A: Migration guide » Enable the gil-refs feature","id":"239","title":"Enable the gil-refs feature"},"24":{"body":"You can create a module hierarchy within a single extension module by using Bound<'_, PyModule>::add_submodule() . For example, you could define the modules parent_module and parent_module.child_module. use pyo3::prelude::*; #[pymodule]\nfn parent_module(m: &Bound<'_, PyModule>) -> PyResult<()> { register_child_module(m)?; Ok(())\n} fn register_child_module(parent_module: &Bound<'_, PyModule>) -> PyResult<()> { let child_module = PyModule::new_bound(parent_module.py(), \"child_module\")?; child_module.add_function(wrap_pyfunction!(func, &child_module)?)?; parent_module.add_submodule(&child_module)?; Ok(())\n} #[pyfunction]\nfn func() -> String { \"func\".to_string()\n} # Python::with_gil(|py| {\n# use pyo3::wrap_pymodule;\n# use pyo3::types::IntoPyDict;\n# let parent_module = wrap_pymodule!(parent_module)(py);\n# let ctx = [(\"parent_module\", parent_module)].into_py_dict_bound(py);\n#\n# py.run_bound(\"assert parent_module.child_module.func() == 'func'\", None, Some(&ctx)).unwrap();\n# }) Note that this does not define a package, so this won’t allow Python code to directly import submodules by using from parent_module import child_module. For more information, see #759 and #1517 . It is not necessary to add #[pymodule] on nested modules, which is only required on the top-level module.","breadcrumbs":"Using Rust from Python » Python modules » Python submodules","id":"24","title":"Python submodules"},"240":{"body":"Click to expand The PyTryFrom trait has aged poorly, its try_from method now conflicts with TryFrom::try_from in the 2021 edition prelude. A lot of its functionality was also duplicated with PyTypeInfo. To tighten up the PyO3 traits as part of the deprecation of the GIL Refs API the PyTypeInfo trait has had a simpler companion PyTypeCheck. The methods PyAny::downcast and PyAny::downcast_exact no longer use PyTryFrom as a bound, instead using PyTypeCheck and PyTypeInfo respectively. To migrate, switch all type casts to use obj.downcast() instead of try_from(obj) (and similar for downcast_exact). Before: # #![allow(deprecated)]\n# use pyo3::prelude::*;\n# use pyo3::types::{PyInt, PyList};\n# fn main() -> PyResult<()> {\nPython::with_gil(|py| { let list = PyList::new(py, 0..5); let b = ::try_from(list.get_item(0).unwrap())?; Ok(())\n})\n# } After: # use pyo3::prelude::*;\n# use pyo3::types::{PyInt, PyList};\n# fn main() -> PyResult<()> {\nPython::with_gil(|py| { // Note that PyList::new is deprecated for PyList::new_bound as part of the GIL Refs API removal, // see the section below on migration to Bound. #[allow(deprecated)] let list = PyList::new(py, 0..5); let b = list.get_item(0).unwrap().downcast::()?; Ok(())\n})\n# }","breadcrumbs":"Appendix A: Migration guide » PyTypeInfo and PyTryFrom have been adjusted","id":"240","title":"PyTypeInfo and PyTryFrom have been adjusted"},"241":{"body":"Click to expand The __next__ and __anext__ magic methods can now return any type convertible into Python objects directly just like all other #[pymethods]. The IterNextOutput used by __next__ and IterANextOutput used by __anext__ are subsequently deprecated. Most importantly, this change allows returning an awaitable from __anext__ without non-sensically wrapping it into Yield or Some. Only the return types Option and Result, E> are still handled in a special manner where Some(val) yields val and None stops iteration. Starting with an implementation of a Python iterator using IterNextOutput, e.g. #![allow(deprecated)]\nuse pyo3::prelude::*;\nuse pyo3::iter::IterNextOutput; #[pyclass]\nstruct PyClassIter { count: usize,\n} #[pymethods]\nimpl PyClassIter { fn __next__(&mut self) -> IterNextOutput { if self.count < 5 { self.count += 1; IterNextOutput::Yield(self.count) } else { IterNextOutput::Return(\"done\") } }\n} If returning \"done\" via StopIteration is not really required, this should be written as use pyo3::prelude::*; #[pyclass]\nstruct PyClassIter { count: usize,\n} #[pymethods]\nimpl PyClassIter { fn __next__(&mut self) -> Option { if self.count < 5 { self.count += 1; Some(self.count) } else { None } }\n} This form also has additional benefits: It has already worked in previous PyO3 versions, it matches the signature of Rust's Iterator trait and it allows using a fast path in CPython which completely avoids the cost of raising a StopIteration exception. Note that using Option::transpose and the Result, E> variant, this form can also be used to wrap fallible iterators. Alternatively, the implementation can also be done as it would in Python itself, i.e. by \"raising\" a StopIteration exception use pyo3::prelude::*;\nuse pyo3::exceptions::PyStopIteration; #[pyclass]\nstruct PyClassIter { count: usize,\n} #[pymethods]\nimpl PyClassIter { fn __next__(&mut self) -> PyResult { if self.count < 5 { self.count += 1; Ok(self.count) } else { Err(PyStopIteration::new_err(\"done\")) } }\n} Finally, an asynchronous iterator can directly return an awaitable without confusing wrapping use pyo3::prelude::*; #[pyclass]\nstruct PyClassAwaitable { number: usize,\n} #[pymethods]\nimpl PyClassAwaitable { fn __next__(&self) -> usize { self.number } fn __await__(slf: Py) -> Py { slf }\n} #[pyclass]\nstruct PyClassAsyncIter { number: usize,\n} #[pymethods]\nimpl PyClassAsyncIter { fn __anext__(&mut self) -> PyClassAwaitable { self.number += 1; PyClassAwaitable { number: self.number, } } fn __aiter__(slf: Py) -> Py { slf }\n}","breadcrumbs":"Appendix A: Migration guide » Iter(A)NextOutput are deprecated","id":"241","title":"Iter(A)NextOutput are deprecated"},"242":{"body":"Click to expand PyType::name has been renamed to PyType::qualname to indicate that it does indeed return the qualified name , matching the __qualname__ attribute. The newly added PyType::name yields the full name including the module name now which corresponds to __module__.__name__ on the level of attributes.","breadcrumbs":"Appendix A: Migration guide » PyType::name has been renamed to PyType::qualname","id":"242","title":"PyType::name has been renamed to PyType::qualname"},"243":{"body":"Click to expand Interactions with Python objects implemented in Rust no longer need to go though PyCell. Instead iteractions with Python object now consistently go through Bound or Py independently of whether T is native Python object or a #[pyclass] implemented in Rust. Use Bound::new or Py::new respectively to create and Bound::borrow(_mut) / Py::borrow(_mut) to borrow the Rust object.","breadcrumbs":"Appendix A: Migration guide » PyCell has been deprecated","id":"243","title":"PyCell has been deprecated"},"244":{"body":"Click to expand To minimise breakage of code using the GIL Refs API, the Bound smart pointer has been introduced by adding complements to all functions which accept or return GIL Refs. This allows code to migrate by replacing the deprecated APIs with the new ones. To identify what to migrate, temporarily switch off the gil-refs feature to see deprecation warnings on almost all uses of APIs accepting and producing GIL Refs . Over one or more PRs it should be possible to follow the deprecation hints to update code. Depending on your development environment, switching off the gil-refs feature may introduce some very targeted breakages , so you may need to fixup those first. For example, the following APIs have gained updated variants: PyList::new, PyTyple::new and similar constructors have replacements PyList::new_bound, PyTuple::new_bound etc. FromPyObject::extract has a new FromPyObject::extract_bound (see the section below) The PyTypeInfo trait has had new _bound methods added to accept / return Bound. Because the new Bound API brings ownership out of the PyO3 framework and into user code, there are a few places where user code is expected to need to adjust while switching to the new API: Code will need to add the occasional & to borrow the new smart pointer as &Bound to pass these types around (or use .clone() at the very small cost of increasing the Python reference count) Bound and Bound cannot support indexing with list[0], you should use list.get_item(0) instead. Bound::iter_borrowed is slightly more efficient than Bound::iter. The default iteration of Bound cannot return borrowed references because Rust does not (yet) have \"lending iterators\". Similarly Bound::get_borrowed_item is more efficient than Bound::get_item for the same reason. &Bound does not implement FromPyObject (although it might be possible to do this in the future once the GIL Refs API is completely removed). Use bound_any.downcast::() instead of bound_any.extract::<&Bound>(). Bound::to_str now borrows from the Bound rather than from the 'py lifetime, so code will need to store the smart pointer as a value in some cases where previously &PyString was just used as a temporary. (There are some more details relating to this in the section below .) .extract::<&str>() now borrows from the source Python object. The simplest way to update is to change to .extract::(), which retains ownership of the Python reference. See more information in the section on deactivating the gil-refs feature . To convert between &PyAny and &Bound use the as_borrowed() method: let gil_ref: &PyAny = ...;\nlet bound: &Bound = &gil_ref.as_borrowed(); To convert between Py and Bound use the bind() / into_bound() methods, and as_unbound() / unbind() to go back from Bound to Py. let obj: Py = ...;\nlet bound: &Bound<'py, PyList> = obj.bind(py);\nlet bound: Bound<'py, PyList> = obj.into_bound(py); let obj: &Py = bound.as_unbound();\nlet obj: Py = bound.unbind(); ⚠️ Warning: dangling pointer trap 💣 Because of the ownership changes, code which uses .as_ptr() to convert &PyAny and other GIL Refs to a *mut pyo3_ffi::PyObject should take care to avoid creating dangling pointers now that Bound carries ownership. For example, the following pattern with Option<&PyAny> can easily create a dangling pointer when migrating to the Bound smart pointer: let opt: Option<&PyAny> = ...;\nlet p: *mut ffi::PyObject = opt.map_or(std::ptr::null_mut(), |any| any.as_ptr()); The correct way to migrate this code is to use .as_ref() to avoid dropping the Bound in the map_or closure: let opt: Option> = ...;\nlet p: *mut ffi::PyObject = opt.as_ref().map_or(std::ptr::null_mut(), Bound::as_ptr); Migrating FromPyObject implementations FromPyObject has had a new method extract_bound which takes &Bound<'py, PyAny> as an argument instead of &PyAny. Both extract and extract_bound have been given default implementations in terms of the other, to avoid breaking code immediately on update to 0.21. All implementations of FromPyObject should be switched from extract to extract_bound. Before: impl<'py> FromPyObject<'py> for MyType { fn extract(obj: &'py PyAny) -> PyResult { /* ... */ }\n} After: impl<'py> FromPyObject<'py> for MyType { fn extract_bound(obj: &Bound<'py, PyAny>) -> PyResult { /* ... */ }\n} The expectation is that in 0.22 extract_bound will have the default implementation removed and in 0.23 extract will be removed. Cases where PyO3 cannot emit GIL Ref deprecation warnings Despite a large amount of deprecations warnings produced by PyO3 to aid with the transition from GIL Refs to the Bound API, there are a few cases where PyO3 cannot automatically warn on uses of GIL Refs. It is worth checking for these cases manually after the deprecation warnings have all been addressed: Individual implementations of the FromPyObject trait cannot be deprecated, so PyO3 cannot warn about uses of code patterns like .extract<&PyAny>() which produce a GIL Ref. GIL Refs in #[pyfunction] arguments emit a warning, but if the GIL Ref is wrapped inside another container such as Vec<&PyAny> then PyO3 cannot warn against this. The wrap_pyfunction!(function)(py) deferred argument form of the wrap_pyfunction macro taking py: Python<'py> produces a GIL Ref, and due to limitations in type inference PyO3 cannot warn against this specific case.","breadcrumbs":"Appendix A: Migration guide » Migrating from the GIL Refs API to Bound","id":"244","title":"Migrating from the GIL Refs API to Bound"},"245":{"body":"Click to expand As a final step of migration, deactivating the gil-refs feature will set up code for best performance and is intended to set up a forward-compatible API for PyO3 0.22. At this point code that needed to manage GIL Ref memory can safely remove uses of GILPool (which are constructed by calls to Python::new_pool and Python::with_pool). Deprecation warnings will highlight these cases. There is just one case of code that changes upon disabling these features: FromPyObject trait implementations for types that borrow directly from the input data cannot be implemented by PyO3 without GIL Refs (while the GIL Refs API is in the process of being removed). The main types affected are &str, Cow<'_, str>, &[u8], Cow<'_, u8>. To make PyO3's core functionality continue to work while the GIL Refs API is in the process of being removed, disabling the gil-refs feature moves the implementations of FromPyObject for &str, Cow<'_, str>, &[u8], Cow<'_, u8> to a new temporary trait FromPyObjectBound. This trait is the expected future form of FromPyObject and has an additional lifetime 'a to enable these types to borrow data from Python objects. PyO3 0.21 has introduced the PyBackedStr and PyBackedBytes types to help with this case. The easiest way to avoid lifetime challenges from extracting &str is to use these. For more complex types like Vec<&str>, is now impossible to extract directly from a Python object and Vec is the recommended upgrade path. A key thing to note here is because extracting to these types now ties them to the input lifetime, some extremely common patterns may need to be split into multiple Rust lines. For example, the following snippet of calling .extract::<&str>() directly on the result of .getattr() needs to be adjusted when deactivating the gil-refs feature. Before: # #[cfg(feature = \"gil-refs\")] {\n# use pyo3::prelude::*;\n# use pyo3::types::{PyList, PyType};\n# fn example<'py>(py: Python<'py>) -> PyResult<()> {\n#[allow(deprecated)] // GIL Ref API\nlet obj: &'py PyType = py.get_type::();\nlet name: &'py str = obj.getattr(\"__name__\")?.extract()?;\nassert_eq!(name, \"list\");\n# Ok(())\n# }\n# Python::with_gil(example).unwrap();\n# } After: # #[cfg(any(not(Py_LIMITED_API), Py_3_10))] {\n# use pyo3::prelude::*;\n# use pyo3::types::{PyList, PyType};\n# fn example<'py>(py: Python<'py>) -> PyResult<()> {\nlet obj: Bound<'py, PyType> = py.get_type_bound::();\nlet name_obj: Bound<'py, PyAny> = obj.getattr(\"__name__\")?;\n// the lifetime of the data is no longer `'py` but the much shorter\n// lifetime of the `name_obj` smart pointer above\nlet name: &'_ str = name_obj.extract()?;\nassert_eq!(name, \"list\");\n# Ok(())\n# }\n# Python::with_gil(example).unwrap();\n# } To avoid needing to worry about lifetimes at all, it is also possible to use the new PyBackedStr type, which stores a reference to the Python str without a lifetime attachment. In particular, PyBackedStr helps for abi3 builds for Python older than 3.10. Due to limitations in the abi3 CPython API for those older versions, PyO3 cannot offer a FromPyObjectBound implementation for &str on those versions. The easiest way to migrate for older abi3 builds is to replace any cases of .extract::<&str>() with .extract::(). Alternatively, use .extract::>(), .extract::() to copy the data into Rust. The following example uses the same snippet as those just above, but this time the final extracted type is PyBackedStr: # use pyo3::prelude::*;\n# use pyo3::types::{PyList, PyType};\n# fn example<'py>(py: Python<'py>) -> PyResult<()> {\nuse pyo3::pybacked::PyBackedStr;\nlet obj: Bound<'py, PyType> = py.get_type_bound::();\nlet name: PyBackedStr = obj.getattr(\"__name__\")?.extract()?;\nassert_eq!(&*name, \"list\");\n# Ok(())\n# }\n# Python::with_gil(example).unwrap();","breadcrumbs":"Appendix A: Migration guide » Deactivating the gil-refs feature","id":"245","title":"Deactivating the gil-refs feature"},"246":{"body":"","breadcrumbs":"Appendix A: Migration guide » from 0.19.* to 0.20","id":"246","title":"from 0.19.* to 0.20"},"247":{"body":"Click to expand PyO3 0.20 has increased minimum Rust version to 1.56. This enables use of newer language features and simplifies maintenance of the project.","breadcrumbs":"Appendix A: Migration guide » Drop support for older technologies","id":"247","title":"Drop support for older technologies"},"248":{"body":"Click to expand PyDict::get_item in PyO3 0.19 and older was implemented using a Python API which would suppress all exceptions and return None in those cases. This included errors in __hash__ and __eq__ implementations of the key being looked up. Newer recommendations by the Python core developers advise against using these APIs which suppress exceptions, instead allowing exceptions to bubble upwards. PyDict::get_item_with_error already implemented this recommended behavior, so that API has been renamed to PyDict::get_item. Before: use pyo3::prelude::*;\nuse pyo3::exceptions::PyTypeError;\nuse pyo3::types::{PyDict, IntoPyDict}; # fn main() {\n# let _ =\nPython::with_gil(|py| { let dict: &PyDict = [(\"a\", 1)].into_py_dict(py); // `a` is in the dictionary, with value 1 assert!(dict.get_item(\"a\").map_or(Ok(false), |x| x.eq(1))?); // `b` is not in the dictionary assert!(dict.get_item(\"b\").is_none()); // `dict` is not hashable, so this fails with a `TypeError` assert!(dict .get_item_with_error(dict) .unwrap_err() .is_instance_of::(py));\n});\n# } After: use pyo3::prelude::*;\nuse pyo3::exceptions::PyTypeError;\nuse pyo3::types::{PyDict, IntoPyDict}; # fn main() {\n# let _ =\nPython::with_gil(|py| -> PyResult<()> { let dict: &PyDict = [(\"a\", 1)].into_py_dict(py); // `a` is in the dictionary, with value 1 assert!(dict.get_item(\"a\")?.map_or(Ok(false), |x| x.eq(1))?); // `b` is not in the dictionary assert!(dict.get_item(\"b\")?.is_none()); // `dict` is not hashable, so this fails with a `TypeError` assert!(dict .get_item(dict) .unwrap_err() .is_instance_of::(py)); Ok(())\n});\n# }","breadcrumbs":"Appendix A: Migration guide » PyDict::get_item now returns a Result","id":"248","title":"PyDict::get_item now returns a Result"},"249":{"body":"Click to expand Trailing Option arguments have an automatic default of None. To avoid unwanted changes when modifying function signatures, in PyO3 0.18 it was deprecated to have a required argument after an Option argument without using #[pyo3(signature = (...))] to specify the intended defaults. In PyO3 0.20, this becomes a hard error. Before: #[pyfunction]\nfn x_or_y(x: Option, y: u64) -> u64 { x.unwrap_or(y)\n} After: # #![allow(dead_code)]\n# use pyo3::prelude::*; #[pyfunction]\n#[pyo3(signature = (x, y))] // both x and y have no defaults and are required\nfn x_or_y(x: Option, y: u64) -> u64 { x.unwrap_or(y)\n}","breadcrumbs":"Appendix A: Migration guide » Required arguments are no longer accepted after optional arguments","id":"249","title":"Required arguments are no longer accepted after optional arguments"},"25":{"body":"Another syntax based on Rust inline modules is also available to declare modules. For example: # mod declarative_module_test {\nuse pyo3::prelude::*; #[pyfunction]\nfn double(x: usize) -> usize { x * 2\n} #[pymodule]\nmod my_extension { use super::*; #[pymodule_export] use super::double; // Exports the double function as part of the module #[pyfunction] // This will be part of the module fn triple(x: usize) -> usize { x * 3 } #[pyclass] // This will be part of the module struct Unit; #[pymodule] mod submodule { // This is a submodule } #[pymodule_init] fn init(m: &Bound<'_, PyModule>) -> PyResult<()> { // Arbitrary code to run at the module initialization m.add(\"double2\", m.getattr(\"double\")?)?; Ok(()) }\n}\n# } The #[pymodule] macro automatically sets the module attribute of the #[pyclass] macros declared inside of it with its name. For nested modules, the name of the parent module is automatically added. In the following example, the Unit class will have for module my_extension.submodule because it is properly nested but the Ext class will have for module the default builtins because it not nested. You can provide the submodule argument to pymodule() for modules that are not top-level modules. # mod declarative_module_module_attr_test {\nuse pyo3::prelude::*; #[pyclass]\nstruct Ext; #[pymodule]\nmod my_extension { use super::*; #[pymodule_export] use super::Ext; #[pymodule(submodule)] mod submodule { use super::*; // This is a submodule #[pyclass] // This will be part of the module struct Unit; }\n}\n# } It is possible to customize the module value for a #[pymodule] with the #[pyo3(module = \"MY_MODULE\")] option.","breadcrumbs":"Using Rust from Python » Python modules » Declarative modules","id":"25","title":"Declarative modules"},"250":{"body":"Click to expand In PyO3 0.18 the #[args] attribute for #[pymethods], and directly specifying the function signature in #[pyfunction], was deprecated. This functionality has been removed in PyO3 0.20. Before: #[pyfunction]\n#[pyo3(a, b = \"0\", \"/\")]\nfn add(a: u64, b: u64) -> u64 { a + b\n} After: # #![allow(dead_code)]\n# use pyo3::prelude::*; #[pyfunction]\n#[pyo3(signature = (a, b=0, /))]\nfn add(a: u64, b: u64) -> u64 { a + b\n}","breadcrumbs":"Appendix A: Migration guide » Remove deprecated function forms","id":"250","title":"Remove deprecated function forms"},"251":{"body":"Click to expand The trait IntoPyPointer, which provided the into_ptr method on many types, has been removed. into_ptr is now available as an inherent method on all types that previously implemented this trait.","breadcrumbs":"Appendix A: Migration guide » IntoPyPointer trait removed","id":"251","title":"IntoPyPointer trait removed"},"252":{"body":"Click to expand The trait AsPyPointer is now unsafe trait, meaning any external implementation of it must be marked as unsafe impl, and ensure that they uphold the invariant of returning valid pointers.","breadcrumbs":"Appendix A: Migration guide » AsPyPointer now unsafe trait","id":"252","title":"AsPyPointer now unsafe trait"},"253":{"body":"","breadcrumbs":"Appendix A: Migration guide » from 0.18.* to 0.19","id":"253","title":"from 0.18.* to 0.19"},"254":{"body":"Click to expand During __traverse__ implementations for Python's Garbage Collection it is forbidden to do anything other than visit the members of the #[pyclass] being traversed. This means making Python function calls or other API calls are forbidden. Previous versions of PyO3 would allow access to Python (e.g. via Python::with_gil), which could cause the Python interpreter to crash or otherwise confuse the garbage collection algorithm. Attempts to acquire the GIL will now panic. See #3165 for more detail. # use pyo3::prelude::*; #[pyclass]\nstruct SomeClass {} impl SomeClass { fn __traverse__(&self, pyo3::class::gc::PyVisit<'_>) -> Result<(), pyo3::class::gc::PyTraverseError>` { Python::with_gil(|| { /*...*/ }) // ERROR: this will panic }\n}","breadcrumbs":"Appendix A: Migration guide » Access to Python inside __traverse__ implementations are now forbidden","id":"254","title":"Access to Python inside __traverse__ implementations are now forbidden"},"255":{"body":"Click to expand When converting from anyhow::Error or eyre::Report to PyErr, if the inner error is a \"simple\" PyErr (with no source error), then the inner error will be used directly as the PyErr instead of wrapping it in a new PyRuntimeError with the original information converted into a string. # #[cfg(feature = \"anyhow\")]\n# #[allow(dead_code)]\n# mod anyhow_only {\n# use pyo3::prelude::*;\n# use pyo3::exceptions::PyValueError;\n#[pyfunction]\nfn raise_err() -> anyhow::Result<()> { Err(PyValueError::new_err(\"original error message\").into())\n} fn main() { Python::with_gil(|py| { let rs_func = wrap_pyfunction!(raise_err, py).unwrap(); pyo3::py_run!( py, rs_func, r\" try: rs_func() except Exception as e: print(repr(e)) \" ); })\n}\n# } Before, the above code would have printed RuntimeError('ValueError: original error message'), which might be confusing. After, the same code will print ValueError: original error message, which is more straightforward. However, if the anyhow::Error or eyre::Report has a source, then the original exception will still be wrapped in a PyRuntimeError.","breadcrumbs":"Appendix A: Migration guide » Smarter anyhow::Error / eyre::Report conversion when inner error is \"simple\" PyErr","id":"255","title":"Smarter anyhow::Error / eyre::Report conversion when inner error is \"simple\" PyErr"},"256":{"body":"Click to expand While the API provided by Python::acquire_gil seems convenient, it is somewhat brittle as the design of the GIL token Python relies on proper nesting and panics if not used correctly, e.g. # #![allow(dead_code, deprecated)]\n# use pyo3::prelude::*; #[pyclass]\nstruct SomeClass {} struct ObjectAndGuard { object: Py, guard: GILGuard,\n} impl ObjectAndGuard { fn new() -> Self { let guard = Python::acquire_gil(); let object = Py::new(guard.python(), SomeClass {}).unwrap(); Self { object, guard } }\n} let first = ObjectAndGuard::new();\nlet second = ObjectAndGuard::new();\n// Panics because the guard within `second` is still alive.\ndrop(first);\ndrop(second); The replacement is Python::with_gil which is more cumbersome but enforces the proper nesting by design, e.g. # #![allow(dead_code)]\n# use pyo3::prelude::*; #[pyclass]\nstruct SomeClass {} struct Object { object: Py,\n} impl Object { fn new(py: Python<'_>) -> Self { let object = Py::new(py, SomeClass {}).unwrap(); Self { object } }\n} // It either forces us to release the GIL before aquiring it again.\nlet first = Python::with_gil(|py| Object::new(py));\nlet second = Python::with_gil(|py| Object::new(py));\ndrop(first);\ndrop(second); // Or it ensures releasing the inner lock before the outer one.\nPython::with_gil(|py| { let first = Object::new(py); let second = Python::with_gil(|py| Object::new(py)); drop(first); drop(second);\n}); Furthermore, Python::acquire_gil provides ownership of a GILGuard which can be freely stored and passed around. This is usually not helpful as it may keep the lock held for a long time thereby blocking progress in other parts of the program. Due to the generative lifetime attached to the GIL token supplied by Python::with_gil, the problem is avoided as the GIL token can only be passed down the call chain. Often, this issue can also be avoided entirely as any GIL-bound reference &'py PyAny implies access to a GIL token Python<'py> via the PyAny::py method.","breadcrumbs":"Appendix A: Migration guide » The deprecated Python::acquire_gil was removed and Python::with_gil must be used instead","id":"256","title":"The deprecated Python::acquire_gil was removed and Python::with_gil must be used instead"},"257":{"body":"","breadcrumbs":"Appendix A: Migration guide » from 0.17.* to 0.18","id":"257","title":"from 0.17.* to 0.18"},"258":{"body":"Click to expand In #[pyfunction] and #[pymethods], if a \"required\" function input such as i32 came after an Option<_> input, then the Option<_> would be implicitly treated as required. (All trailing Option<_> arguments were treated as optional with a default value of None). Starting with PyO3 0.18, this is deprecated and a future PyO3 version will require a #[pyo3(signature = (...))] option to explicitly declare the programmer's intention. Before, x in the below example would be required to be passed from Python code: # #![allow(dead_code)]\n# use pyo3::prelude::*; #[pyfunction]\nfn required_argument_after_option(x: Option, y: i32) {} After, specify the intended Python signature explicitly: # #![allow(dead_code)]\n# use pyo3::prelude::*; // If x really was intended to be required\n#[pyfunction(signature = (x, y))]\nfn required_argument_after_option_a(x: Option, y: i32) {} // If x was intended to be optional, y needs a default too\n#[pyfunction(signature = (x=None, y=0))]\nfn required_argument_after_option_b(x: Option, y: i32) {}","breadcrumbs":"Appendix A: Migration guide » Required arguments after Option<_> arguments will no longer be automatically inferred","id":"258","title":"Required arguments after Option<_> arguments will no longer be automatically inferred"},"259":{"body":"Click to expand The #[pyo3(text_signature = \"...\")] option was previously the only supported way to set the __text_signature__ attribute on generated Python functions. PyO3 is now able to automatically populate __text_signature__ for all functions automatically based on their Rust signature (or the new #[pyo3(signature = (...))] option ). These automatically-generated __text_signature__ values will currently only render ... for all default values. Many #[pyo3(text_signature = \"...\")] options can be removed from functions when updating to PyO3 0.18, however in cases with default values a manual implementation may still be preferred for now. As examples: # use pyo3::prelude::*; // The `text_signature` option here is no longer necessary, as PyO3 will automatically\n// generate exactly the same value.\n#[pyfunction(text_signature = \"(a, b, c)\")]\nfn simple_function(a: i32, b: i32, c: i32) {} // The `text_signature` still provides value here as of PyO3 0.18, because the automatically\n// generated signature would be \"(a, b=..., c=...)\".\n#[pyfunction(signature = (a, b = 1, c = 2), text_signature = \"(a, b=1, c=2)\")]\nfn function_with_defaults(a: i32, b: i32, c: i32) {} # fn main() {\n# Python::with_gil(|py| {\n# let simple = wrap_pyfunction_bound!(simple_function, py).unwrap();\n# assert_eq!(simple.getattr(\"__text_signature__\").unwrap().to_string(), \"(a, b, c)\");\n# let defaulted = wrap_pyfunction_bound!(function_with_defaults, py).unwrap();\n# assert_eq!(defaulted.getattr(\"__text_signature__\").unwrap().to_string(), \"(a, b=1, c=2)\");\n# })\n# }","breadcrumbs":"Appendix A: Migration guide » __text_signature__ is now automatically generated for #[pyfunction] and #[pymethods]","id":"259","title":"__text_signature__ is now automatically generated for #[pyfunction] and #[pymethods]"},"26":{"body":"The #[pyfunction] attribute is used to define a Python function from a Rust function. Once defined, the function needs to be added to a module using the wrap_pyfunction! macro. The following example defines a function called double in a Python module called my_extension: use pyo3::prelude::*; #[pyfunction]\nfn double(x: usize) -> usize { x * 2\n} #[pymodule]\nfn my_extension(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_function(wrap_pyfunction!(double, m)?)?; Ok(())\n} This chapter of the guide explains full usage of the #[pyfunction] attribute. In this first section, the following topics are covered: Function options #[pyo3(name = \"...\")] #[pyo3(signature = (...))] #[pyo3(text_signature = \"...\")] #[pyo3(pass_module)] Per-argument options Advanced function patterns #[pyfn] shorthand There are also additional sections on the following topics: Function Signatures","breadcrumbs":"Using Rust from Python » Python functions » Python functions","id":"26","title":"Python functions"},"260":{"body":"","breadcrumbs":"Appendix A: Migration guide » from 0.16.* to 0.17","id":"260","title":"from 0.16.* to 0.17"},"261":{"body":"Click to expand Previously the type checks for PyMapping and PySequence (implemented in PyTryFrom) used the Python C-API functions PyMapping_Check and PySequence_Check. Unfortunately these functions are not sufficient for distinguishing such types, leading to inconsistent behavior (see pyo3/pyo3#2072 ). PyO3 0.17 changes these downcast checks to explicitly test if the type is a subclass of the corresponding abstract base class collections.abc.Mapping or collections.abc.Sequence. Note this requires calling into Python, which may incur a performance penalty over the previous method. If this performance penalty is a problem, you may be able to perform your own checks and use try_from_unchecked (unsafe). Another side-effect is that a pyclass defined in Rust with PyO3 will need to be registered with the corresponding Python abstract base class for downcasting to succeed. PySequence::register and PyMapping:register have been added to make it easy to do this from Rust code. These are equivalent to calling collections.abc.Mapping.register(MappingPyClass) or collections.abc.Sequence.register(SequencePyClass) from Python. For example, for a mapping class defined in Rust: use pyo3::prelude::*;\nuse std::collections::HashMap; #[pyclass(mapping)]\nstruct Mapping { index: HashMap,\n} #[pymethods]\nimpl Mapping { #[new] fn new(elements: Option<&PyList>) -> PyResult { // ... // truncated implementation of this mapping pyclass - basically a wrapper around a HashMap\n} You must register the class with collections.abc.Mapping before the downcast will work: let m = Py::new(py, Mapping { index }).unwrap();\nassert!(m.as_ref(py).downcast::().is_err());\nPyMapping::register::(py).unwrap();\nassert!(m.as_ref(py).downcast::().is_ok()); Note that this requirement may go away in the future when a pyclass is able to inherit from the abstract base class directly (see pyo3/pyo3#991 ).","breadcrumbs":"Appendix A: Migration guide » Type checks have been changed for PyMapping and PySequence types","id":"261","title":"Type checks have been changed for PyMapping and PySequence types"},"262":{"body":"Click to expand Due to limitations in the inventory crate which the multiple-pymethods feature depends on, this feature now requires Rust 1.62. For more information see dtolnay/inventory#32 .","breadcrumbs":"Appendix A: Migration guide » The multiple-pymethods feature now requires Rust 1.62","id":"262","title":"The multiple-pymethods feature now requires Rust 1.62"},"263":{"body":"Click to expand This may cause inference errors. Before: # use pyo3::prelude::*;\n#\n# fn main() {\nPython::with_gil(|py| { // Cannot infer either `Py` or `Py` let _test = \"test\".into_py(py);\n});\n# } After, some type annotations may be necessary: # use pyo3::prelude::*;\n#\n# fn main() {\nPython::with_gil(|py| { let _test: Py = \"test\".into_py(py);\n});\n# }","breadcrumbs":"Appendix A: Migration guide » Added impl IntoPy> for &str","id":"263","title":"Added impl IntoPy> for &str"},"264":{"body":"Click to expand In preparation for removing the deprecated #[pyproto] attribute macro in a future PyO3 version, it is now gated behind an opt-in feature flag. This also gives a slight saving to compile times for code which does not use the deprecated macro.","breadcrumbs":"Appendix A: Migration guide » The pyproto feature is now disabled by default","id":"264","title":"The pyproto feature is now disabled by default"},"265":{"body":"Click to expand The PyTypeObject trait already was near-useless; almost all functionality was already on the PyTypeInfo trait, which PyTypeObject had a blanket implementation based upon. In PyO3 0.17 the final method, PyTypeObject::type_object was moved to PyTypeInfo::type_object. To migrate, update trait bounds and imports from PyTypeObject to PyTypeInfo. Before: use pyo3::Python;\nuse pyo3::type_object::PyTypeObject;\nuse pyo3::types::PyType; fn get_type_object(py: Python<'_>) -> &PyType { T::type_object(py)\n} After use pyo3::{Python, PyTypeInfo};\nuse pyo3::types::PyType; fn get_type_object(py: Python<'_>) -> &PyType { T::type_object(py)\n} # Python::with_gil(|py| { get_type_object::(py); });","breadcrumbs":"Appendix A: Migration guide » PyTypeObject trait has been deprecated","id":"265","title":"PyTypeObject trait has been deprecated"},"266":{"body":"Click to expand If this leads to errors, simply implement IntoPy. Because pyclasses already implement IntoPy, you probably don't need to worry about this.","breadcrumbs":"Appendix A: Migration guide » impl IntoPy for [T; N] now requires T: IntoPy rather than T: ToPyObject","id":"266","title":"impl IntoPy for [T; N] now requires T: IntoPy rather than T: ToPyObject"},"267":{"body":"Click to expand To make PyO3 modules sound in the presence of Python sub-interpreters, for now it has been necessary to explicitly disable the ability to initialize a #[pymodule] more than once in the same process. Attempting to do this will now raise an ImportError.","breadcrumbs":"Appendix A: Migration guide » Each #[pymodule] can now only be initialized once per process","id":"267","title":"Each #[pymodule] can now only be initialized once per process"},"268":{"body":"","breadcrumbs":"Appendix A: Migration guide » from 0.15.* to 0.16","id":"268","title":"from 0.15.* to 0.16"},"269":{"body":"Click to expand PyO3 0.16 has increased minimum Rust version to 1.48 and minimum Python version to 3.7. This enables use of newer language features (enabling some of the other additions in 0.16) and simplifies maintenance of the project.","breadcrumbs":"Appendix A: Migration guide » Drop support for older technologies","id":"269","title":"Drop support for older technologies"},"27":{"body":"The #[pyo3] attribute can be used to modify properties of the generated Python function. It can take any combination of the following options: #[pyo3(name = \"...\")] Overrides the name exposed to Python. In the following example, the Rust function no_args_py will be added to the Python module module_with_functions as the Python function no_args: use pyo3::prelude::*; #[pyfunction]\n#[pyo3(name = \"no_args\")]\nfn no_args_py() -> usize { 42\n} #[pymodule]\nfn module_with_functions(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_function(wrap_pyfunction!(no_args_py, m)?)?; Ok(())\n} # Python::with_gil(|py| {\n# let m = pyo3::wrap_pymodule!(module_with_functions)(py);\n# assert!(m.getattr(py, \"no_args\").is_ok());\n# assert!(m.getattr(py, \"no_args_py\").is_err());\n# }); #[pyo3(signature = (...))] Defines the function signature in Python. See Function Signatures . #[pyo3(text_signature = \"...\")] Overrides the PyO3-generated function signature visible in Python tooling (such as via inspect.signature ). See the corresponding topic in the Function Signatures subchapter . #[pyo3(pass_module)] Set this option to make PyO3 pass the containing module as the first argument to the function. It is then possible to use the module in the function body. The first argument must be of type &Bound<'_, PyModule>, Bound<'_, PyModule>, or Py. The following example creates a function pyfunction_with_module which returns the containing module's name (i.e. module_with_fn): use pyo3::prelude::*;\nuse pyo3::types::PyString; #[pyfunction]\n#[pyo3(pass_module)]\nfn pyfunction_with_module<'py>( module: &Bound<'py, PyModule>,\n) -> PyResult> { module.name()\n} #[pymodule]\nfn module_with_fn(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_function(wrap_pyfunction!(pyfunction_with_module, m)?)\n}","breadcrumbs":"Using Rust from Python » Python functions » Function options","id":"27","title":"Function options"},"270":{"body":"Click to expand In PyO3 0.15, the #[pymethods] attribute macro gained support for implementing \"magic methods\" such as __str__ (aka \"dunder\" methods). This implementation was not quite finalized at the time, with a few edge cases to be decided upon. The existing #[pyproto] attribute macro was left untouched, because it covered these edge cases. In PyO3 0.16, the #[pymethods] implementation has been completed and is now the preferred way to implement magic methods. To allow the PyO3 project to move forward, #[pyproto] has been deprecated (with expected removal in PyO3 0.18). Migration from #[pyproto] to #[pymethods] is straightforward; copying the existing methods directly from the #[pyproto] trait implementation is all that is needed in most cases. Before: use pyo3::prelude::*;\nuse pyo3::class::{PyObjectProtocol, PyIterProtocol};\nuse pyo3::types::PyString; #[pyclass]\nstruct MyClass {} #[pyproto]\nimpl PyObjectProtocol for MyClass { fn __str__(&self) -> &'static [u8] { b\"hello, world\" }\n} #[pyproto]\nimpl PyIterProtocol for MyClass { fn __iter__(slf: PyRef) -> PyResult<&PyAny> { PyString::new(slf.py(), \"hello, world\").iter() }\n} After use pyo3::prelude::*;\nuse pyo3::types::PyString; #[pyclass]\nstruct MyClass {} #[pymethods]\nimpl MyClass { fn __str__(&self) -> &'static [u8] { b\"hello, world\" } fn __iter__(slf: PyRef) -> PyResult<&PyAny> { PyString::new(slf.py(), \"hello, world\").iter() }\n}","breadcrumbs":"Appendix A: Migration guide » #[pyproto] has been deprecated","id":"270","title":"#[pyproto] has been deprecated"},"271":{"body":"Click to expand The Python object wrappers Py and PyAny had implementations of PartialEq so that object_a == object_b would compare the Python objects for pointer equality, which corresponds to the is operator, not the == operator in Python. This has been removed in favor of a new method: use object_a.is(object_b). This also has the advantage of not requiring the same wrapper type for object_a and object_b; you can now directly compare a Py with a &PyAny without having to convert. To check for Python object equality (the Python == operator), use the new method eq().","breadcrumbs":"Appendix A: Migration guide » Removed PartialEq for object wrappers","id":"271","title":"Removed PartialEq for object wrappers"},"272":{"body":"Click to expand In PyO3 0.15, __getitem__, __setitem__ and __delitem__ in #[pymethods] would generate only the mapping implementation for a #[pyclass]. To match the Python behavior, these methods now generate both the mapping and sequence implementations. This means that classes implementing these #[pymethods] will now also be treated as sequences, same as a Python class would be. Small differences in behavior may result: PyO3 will allow instances of these classes to be cast to PySequence as well as PyMapping. Python will provide a default implementation of __iter__ (if the class did not have one) which repeatedly calls __getitem__ with integers (starting at 0) until an IndexError is raised. To explain this in detail, consider the following Python class: class ExampleContainer: def __len__(self): return 5 def __getitem__(self, idx: int) -> int: if idx < 0 or idx > 5: raise IndexError() return idx This class implements a Python sequence . The __len__ and __getitem__ methods are also used to implement a Python mapping . In the Python C-API, these methods are not shared: the sequence __len__ and __getitem__ are defined by the sq_length and sq_item slots, and the mapping equivalents are mp_length and mp_subscript. There are similar distinctions for __setitem__ and __delitem__. Because there is no such distinction from Python, implementing these methods will fill the mapping and sequence slots simultaneously. A Python class with __len__ implemented, for example, will have both the sq_length and mp_length slots filled. The PyO3 behavior in 0.16 has been changed to be closer to this Python behavior by default.","breadcrumbs":"Appendix A: Migration guide » Container magic methods now match Python behavior","id":"272","title":"Container magic methods now match Python behavior"},"273":{"body":"Click to expand Prior to PyO3 0.16 the wrap_pymodule! and wrap_pyfunction! macros could use modules and functions whose defining fn was not reachable according Rust privacy rules. For example, the following code was legal before 0.16, but in 0.16 is rejected because the wrap_pymodule! macro cannot access the private_submodule function: mod foo { use pyo3::prelude::*; #[pymodule] fn private_submodule(_py: Python<'_>, m: &PyModule) -> PyResult<()> { Ok(()) }\n} use pyo3::prelude::*;\nuse foo::*; #[pymodule]\nfn my_module(_py: Python<'_>, m: &PyModule) -> PyResult<()> { m.add_wrapped(wrap_pymodule!(private_submodule))?; Ok(())\n} To fix it, make the private submodule visible, e.g. with pub or pub(crate). mod foo { use pyo3::prelude::*; #[pymodule] pub(crate) fn private_submodule(_py: Python<'_>, m: &PyModule) -> PyResult<()> { Ok(()) }\n} use pyo3::prelude::*;\nuse pyo3::wrap_pymodule;\nuse foo::*; #[pymodule]\nfn my_module(_py: Python<'_>, m: &PyModule) -> PyResult<()> { m.add_wrapped(wrap_pymodule!(private_submodule))?; Ok(())\n}","breadcrumbs":"Appendix A: Migration guide » wrap_pymodule! and wrap_pyfunction! now respect privacy correctly","id":"273","title":"wrap_pymodule! and wrap_pyfunction! now respect privacy correctly"},"274":{"body":"","breadcrumbs":"Appendix A: Migration guide » from 0.14.* to 0.15","id":"274","title":"from 0.14.* to 0.15"},"275":{"body":"Click to expand For all types that take sequence indices (PyList, PyTuple and PySequence), the API has been made consistent to only take usize indices, for consistency with Rust's indexing conventions. Negative indices, which were only sporadically supported even in APIs that took isize, now aren't supported anywhere. Further, the get_item methods now always return a PyResult instead of panicking on invalid indices. The Index trait has been implemented instead, and provides the same panic behavior as on Rust vectors. Note that slice indices (accepted by PySequence::get_slice and other) still inherit the Python behavior of clamping the indices to the actual length, and not panicking/returning an error on out of range indices. An additional advantage of using Rust's indexing conventions for these types is that these types can now also support Rust's indexing operators as part of a consistent API: #![allow(deprecated)]\nuse pyo3::{Python, types::PyList}; Python::with_gil(|py| { let list = PyList::new(py, &[1, 2, 3]); assert_eq!(list[0..2].to_string(), \"[1, 2]\");\n});","breadcrumbs":"Appendix A: Migration guide » Changes in sequence indexing","id":"275","title":"Changes in sequence indexing"},"276":{"body":"","breadcrumbs":"Appendix A: Migration guide » from 0.13.* to 0.14","id":"276","title":"from 0.13.* to 0.14"},"277":{"body":"Click to expand For projects embedding Python in Rust, PyO3 no longer automatically initializes a Python interpreter on the first call to Python::with_gil (or Python::acquire_gil) unless the auto-initialize feature is enabled.","breadcrumbs":"Appendix A: Migration guide » auto-initialize feature is now opt-in","id":"277","title":"auto-initialize feature is now opt-in"},"278":{"body":"Click to expand #[pymethods] have been reworked with a simpler default implementation which removes the dependency on the inventory crate. This reduces dependencies and compile times for the majority of users. The limitation of the new default implementation is that it cannot support multiple #[pymethods] blocks for the same #[pyclass]. If you need this functionality, you must enable the multiple-pymethods feature which will switch #[pymethods] to the inventory-based implementation.","breadcrumbs":"Appendix A: Migration guide » New multiple-pymethods feature","id":"278","title":"New multiple-pymethods feature"},"279":{"body":"Click to expand Some protocol (aka __dunder__) methods such as __bytes__ and __format__ have been possible to implement two ways in PyO3 for some time: via a #[pyproto] (e.g. PyObjectProtocol for the methods listed here), or by writing them directly in #[pymethods]. This is only true for a handful of the #[pyproto] methods (for technical reasons to do with the way PyO3 currently interacts with the Python C-API). In the interest of having only one way to do things, the #[pyproto] forms of these methods have been deprecated. To migrate just move the affected methods from a #[pyproto] to a #[pymethods] block. Before: use pyo3::prelude::*;\nuse pyo3::class::basic::PyObjectProtocol; #[pyclass]\nstruct MyClass {} #[pyproto]\nimpl PyObjectProtocol for MyClass { fn __bytes__(&self) -> &'static [u8] { b\"hello, world\" }\n} After: use pyo3::prelude::*; #[pyclass]\nstruct MyClass {} #[pymethods]\nimpl MyClass { fn __bytes__(&self) -> &'static [u8] { b\"hello, world\" }\n}","breadcrumbs":"Appendix A: Migration guide » Deprecated #[pyproto] methods","id":"279","title":"Deprecated #[pyproto] methods"},"28":{"body":"The #[pyo3] attribute can be used on individual arguments to modify properties of them in the generated function. It can take any combination of the following options: #[pyo3(from_py_with = \"...\")] Set this on an option to specify a custom function to convert the function argument from Python to the desired Rust type, instead of using the default FromPyObject extraction. The function signature must be fn(&Bound<'_, PyAny>) -> PyResult where T is the Rust type of the argument. The following example uses from_py_with to convert the input Python object to its length: use pyo3::prelude::*; fn get_length(obj: &Bound<'_, PyAny>) -> PyResult { let length = obj.len()?; Ok(length)\n} #[pyfunction]\nfn object_length(#[pyo3(from_py_with = \"get_length\")] argument: usize) -> usize { argument\n} # Python::with_gil(|py| {\n# let f = pyo3::wrap_pyfunction_bound!(object_length)(py).unwrap();\n# assert_eq!(f.call1((vec![1, 2, 3],)).unwrap().extract::().unwrap(), 3);\n# });","breadcrumbs":"Using Rust from Python » Python functions » Per-argument options","id":"28","title":"Per-argument options"},"280":{"body":"","breadcrumbs":"Appendix A: Migration guide » from 0.12.* to 0.13","id":"280","title":"from 0.12.* to 0.13"},"281":{"body":"Click to expand PyO3 0.13 makes use of new Rust language features stabilized between Rust 1.40 and Rust 1.45. If you are using a Rust compiler older than Rust 1.45, you will need to update your toolchain to be able to continue using PyO3.","breadcrumbs":"Appendix A: Migration guide » Minimum Rust version increased to Rust 1.45","id":"281","title":"Minimum Rust version increased to Rust 1.45"},"282":{"body":"Click to expand In PyO3 0.13 support was added for compiling against the CPython limited API. This had a number of implications for all PyO3 users, described here. The largest of these is that all types created from PyO3 are what CPython calls \"heap\" types. The specific implications of this are: If you wish to subclass one of these types from Rust you must mark it #[pyclass(subclass)], as you would if you wished to allow subclassing it from Python code. Type objects are now mutable - Python code can set attributes on them. __module__ on types without #[pyclass(module=\"mymodule\")] no longer returns builtins, it now raises AttributeError.","breadcrumbs":"Appendix A: Migration guide » Runtime changes to support the CPython limited API","id":"282","title":"Runtime changes to support the CPython limited API"},"283":{"body":"","breadcrumbs":"Appendix A: Migration guide » from 0.11.* to 0.12","id":"283","title":"from 0.11.* to 0.12"},"284":{"body":"Click to expand In PyO3 0.12 the PyErr type has been re-implemented to be significantly more compatible with the standard Rust error handling ecosystem. Specifically PyErr now implements Error + Send + Sync, which are the standard traits used for error types. While this has necessitated the removal of a number of APIs, the resulting PyErr type should now be much more easier to work with. The following sections list the changes in detail and how to migrate to the new APIs. PyErr::new and PyErr::from_type now require Send + Sync for their argument Click to expand For most uses no change will be needed. If you are trying to construct PyErr from a value that is not Send + Sync, you will need to first create the Python object and then use PyErr::from_instance. Similarly, any types which implemented PyErrArguments will now need to be Send + Sync. PyErr's contents are now private Click to expand It is no longer possible to access the fields .ptype, .pvalue and .ptraceback of a PyErr. You should instead now use the new methods PyErr::ptype, PyErr::pvalue and PyErr::ptraceback. PyErrValue and PyErr::from_value have been removed Click to expand As these were part the internals of PyErr which have been reworked, these APIs no longer exist. If you used this API, it is recommended to use PyException::new_err (see the section on Exception types ). Into> for PyErr has been removed Click to expand This implementation was redundant. Just construct the Result::Err variant directly. Before: let result: PyResult<()> = PyErr::new::(\"error message\").into(); After (also using the new reworked exception types; see the following section): # use pyo3::{PyResult, exceptions::PyTypeError};\nlet result: PyResult<()> = Err(PyTypeError::new_err(\"error message\"));","breadcrumbs":"Appendix A: Migration guide » PyErr has been reworked","id":"284","title":"PyErr has been reworked"},"285":{"body":"Click to expand Previously exception types were zero-sized marker types purely used to construct PyErr. In PyO3 0.12, these types have been replaced with full definitions and are usable in the same way as PyAny, PyDict etc. This makes it possible to interact with Python exception objects. The new types also have names starting with the \"Py\" prefix. For example, before: let err: PyErr = TypeError::py_err(\"error message\"); After: # use pyo3::{PyErr, PyResult, Python, type_object::PyTypeObject};\n# use pyo3::exceptions::{PyBaseException, PyTypeError};\n# Python::with_gil(|py| -> PyResult<()> {\nlet err: PyErr = PyTypeError::new_err(\"error message\"); // Uses Display for PyErr, new for PyO3 0.12\nassert_eq!(err.to_string(), \"TypeError: error message\"); // Now possible to interact with exception instances, new for PyO3 0.12\nlet instance: &PyBaseException = err.instance(py);\nassert_eq!( instance.getattr(\"__class__\")?, PyTypeError::type_object(py).as_ref()\n);\n# Ok(())\n# }).unwrap();","breadcrumbs":"Appendix A: Migration guide » Exception types have been reworked","id":"285","title":"Exception types have been reworked"},"286":{"body":"Click to expand To simplify the PyO3 conversion traits, the FromPy trait has been removed. Previously there were two ways to define the to-Python conversion for a type: FromPy for PyObject and IntoPy for T. Now there is only one way to define the conversion, IntoPy, so downstream crates may need to adjust accordingly. Before: # use pyo3::prelude::*;\nstruct MyPyObjectWrapper(PyObject); impl FromPy for PyObject { fn from_py(other: MyPyObjectWrapper, _py: Python<'_>) -> Self { other.0 }\n} After # use pyo3::prelude::*;\n# #[allow(dead_code)]\nstruct MyPyObjectWrapper(PyObject); impl IntoPy for MyPyObjectWrapper { fn into_py(self, _py: Python<'_>) -> PyObject { self.0 }\n} Similarly, code which was using the FromPy trait can be trivially rewritten to use IntoPy. Before: # use pyo3::prelude::*;\n# Python::with_gil(|py| {\nlet obj = PyObject::from_py(1.234, py);\n# }) After: # use pyo3::prelude::*;\n# Python::with_gil(|py| {\nlet obj: PyObject = 1.234.into_py(py);\n# })","breadcrumbs":"Appendix A: Migration guide » FromPy has been removed","id":"286","title":"FromPy has been removed"},"287":{"body":"Click to expand This should change very little from a usage perspective. If you implemented traits for both PyObject and Py, you may find you can just remove the PyObject implementation.","breadcrumbs":"Appendix A: Migration guide » PyObject is now a type alias of Py","id":"287","title":"PyObject is now a type alias of Py"},"288":{"body":"Click to expand As PyObject has been changed to be just a type alias, the only remaining implementor of AsPyRef was Py. This removed the need for a trait, so the AsPyRef::as_ref method has been moved to Py::as_ref. This should require no code changes except removing use pyo3::AsPyRef for code which did not use pyo3::prelude::*. Before: use pyo3::{AsPyRef, Py, types::PyList};\n# pyo3::Python::with_gil(|py| {\nlet list_py: Py = PyList::empty(py).into();\nlet list_ref: &PyList = list_py.as_ref(py);\n# }) After: use pyo3::{Py, types::PyList};\n# pyo3::Python::with_gil(|py| {\nlet list_py: Py = PyList::empty(py).into();\nlet list_ref: &PyList = list_py.as_ref(py);\n# })","breadcrumbs":"Appendix A: Migration guide » AsPyRef has been removed","id":"288","title":"AsPyRef has been removed"},"289":{"body":"","breadcrumbs":"Appendix A: Migration guide » from 0.10.* to 0.11","id":"289","title":"from 0.10.* to 0.11"},"29":{"body":"","breadcrumbs":"Using Rust from Python » Python functions » Advanced function patterns","id":"29","title":"Advanced function patterns"},"290":{"body":"Click to expand PyO3 now supports the stable Rust toolchain. The minimum required version is 1.39.0.","breadcrumbs":"Appendix A: Migration guide » Stable Rust","id":"290","title":"Stable Rust"},"291":{"body":"Click to expand Because #[pyclass] structs can be sent between threads by the Python interpreter, they must implement Send or declared as unsendable (by #[pyclass(unsendable)]). Note that unsendable is added in PyO3 0.11.1 and Send is always required in PyO3 0.11.0. This may \"break\" some code which previously was accepted, even though it could be unsound. There can be two fixes: If you think that your #[pyclass] actually must be Sendable, then let's implement Send. A common, safer way is using thread-safe types. E.g., Arc instead of Rc, Mutex instead of RefCell, and Box instead of Box. Before: use pyo3::prelude::*;\nuse std::rc::Rc;\nuse std::cell::RefCell; #[pyclass]\nstruct NotThreadSafe { shared_bools: Rc>>, closure: Box,\n} After: # #![allow(dead_code)]\nuse pyo3::prelude::*;\nuse std::sync::{Arc, Mutex}; #[pyclass]\nstruct ThreadSafe { shared_bools: Arc>>, closure: Box,\n} In situations where you cannot change your #[pyclass] to automatically implement Send (e.g., when it contains a raw pointer), you can use unsafe impl Send. In such cases, care should be taken to ensure the struct is actually thread safe. See the Rustonomicon for more. If you think that your #[pyclass] should not be accessed by another thread, you can use unsendable flag. A class marked with unsendable panics when accessed by another thread, making it thread-safe to expose an unsendable object to the Python interpreter. Before: use pyo3::prelude::*; #[pyclass]\nstruct Unsendable { pointers: Vec<*mut std::os::raw::c_char>,\n} After: # #![allow(dead_code)]\nuse pyo3::prelude::*; #[pyclass(unsendable)]\nstruct Unsendable { pointers: Vec<*mut std::os::raw::c_char>,\n}","breadcrumbs":"Appendix A: Migration guide » #[pyclass] structs must now be Send or unsendable","id":"291","title":"#[pyclass] structs must now be Send or unsendable"},"292":{"body":"Click to expand Previously, a few methods such as Object::get_refcnt did not take Python as an argument (to ensure that the Python GIL was held by the current thread). Technically, this was not sound. To migrate, just pass a py argument to any calls to these methods. Before: # pyo3::Python::with_gil(|py| {\npy.None().get_refcnt();\n# }) After: # pyo3::Python::with_gil(|py| {\npy.None().get_refcnt(py);\n# })","breadcrumbs":"Appendix A: Migration guide » All PyObject and Py methods now take Python as an argument","id":"292","title":"All PyObject and Py methods now take Python as an argument"},"293":{"body":"","breadcrumbs":"Appendix A: Migration guide » from 0.9.* to 0.10","id":"293","title":"from 0.9.* to 0.10"},"294":{"body":"Click to expand All methods are moved to PyAny . And since now all native types (e.g., PyList) implements Deref, all you need to do is remove ObjectProtocol from your code. Or if you use ObjectProtocol by use pyo3::prelude::*, you have to do nothing. Before: use pyo3::ObjectProtocol; # pyo3::Python::with_gil(|py| {\nlet obj = py.eval(\"lambda: 'Hi :)'\", None, None).unwrap();\nlet hi: &pyo3::types::PyString = obj.call0().unwrap().downcast().unwrap();\nassert_eq!(hi.len().unwrap(), 5);\n# }) After: # pyo3::Python::with_gil(|py| {\nlet obj = py.eval(\"lambda: 'Hi :)'\", None, None).unwrap();\nlet hi: &pyo3::types::PyString = obj.call0().unwrap().downcast().unwrap();\nassert_eq!(hi.len().unwrap(), 5);\n# })","breadcrumbs":"Appendix A: Migration guide » ObjectProtocol is removed","id":"294","title":"ObjectProtocol is removed"},"295":{"body":"Click to expand While PyO3 itself still requires specialization and nightly Rust, now you don't have to use #![feature(specialization)] in your crate.","breadcrumbs":"Appendix A: Migration guide » No #![feature(specialization)] in user code","id":"295","title":"No #![feature(specialization)] in user code"},"296":{"body":"","breadcrumbs":"Appendix A: Migration guide » from 0.8.* to 0.9","id":"296","title":"from 0.8.* to 0.9"},"297":{"body":"Click to expand PyRawObject is now removed and our syntax for constructors has changed. Before: #[pyclass]\nstruct MyClass {} #[pymethods]\nimpl MyClass { #[new] fn new(obj: &PyRawObject) { obj.init(MyClass {}) }\n} After: # use pyo3::prelude::*;\n#[pyclass]\nstruct MyClass {} #[pymethods]\nimpl MyClass { #[new] fn new() -> Self { MyClass {} }\n} Basically you can return Self or Result directly. For more, see the constructor section of this guide.","breadcrumbs":"Appendix A: Migration guide » #[new] interface","id":"297","title":"#[new] interface"},"298":{"body":"Click to expand PyO3 0.9 introduces PyCell, which is a RefCell -like object wrapper for ensuring Rust's rules regarding aliasing of references are upheld. For more detail, see the Rust Book's section on Rust's rules of references For #[pymethods] or #[pyfunction]s, your existing code should continue to work without any change. Python exceptions will automatically be raised when your functions are used in a way which breaks Rust's rules of references. Here is an example. # use pyo3::prelude::*; #[pyclass]\nstruct Names { names: Vec,\n} #[pymethods]\nimpl Names { #[new] fn new() -> Self { Names { names: vec![] } } fn merge(&mut self, other: &mut Names) { self.names.append(&mut other.names) }\n}\n# Python::with_gil(|py| {\n# let names = Py::new(py, Names::new()).unwrap();\n# pyo3::py_run!(py, names, r\"\n# try:\n# names.merge(names)\n# assert False, 'Unreachable'\n# except RuntimeError as e:\n# assert str(e) == 'Already borrowed'\n# \");\n# }) Names has a merge method, which takes &mut self and another argument of type &mut Self. Given this #[pyclass], calling names.merge(names) in Python raises a PyBorrowMutError exception, since it requires two mutable borrows of names. However, for #[pyproto] and some functions, you need to manually fix the code. Object creation In 0.8 object creation was done with PyRef::new and PyRefMut::new. In 0.9 these have both been removed. To upgrade code, please use PyCell::new instead. If you need PyRef or PyRefMut , just call .borrow() or .borrow_mut() on the newly-created PyCell. Before: # use pyo3::prelude::*;\n# #[pyclass]\n# struct MyClass {}\n# Python::with_gil(|py| {\nlet obj_ref = PyRef::new(py, MyClass {}).unwrap();\n# }) After: # use pyo3::prelude::*;\n# #[pyclass]\n# struct MyClass {}\n# Python::with_gil(|py| {\nlet obj = PyCell::new(py, MyClass {}).unwrap();\nlet obj_ref = obj.borrow();\n# }) Object extraction For PyClass types T, &T and &mut T no longer have FromPyObject implementations. Instead you should extract PyRef or PyRefMut, respectively. If T implements Clone, you can extract T itself. In addition, you can also extract &PyCell, though you rarely need it. Before: let obj: &PyAny = create_obj();\nlet obj_ref: &MyClass = obj.extract().unwrap();\nlet obj_ref_mut: &mut MyClass = obj.extract().unwrap(); After: # use pyo3::prelude::*;\n# use pyo3::types::IntoPyDict;\n# #[pyclass] #[derive(Clone)] struct MyClass {}\n# #[pymethods] impl MyClass { #[new]fn new() -> Self { MyClass {} }}\n# Python::with_gil(|py| {\n# let typeobj = py.get_type::();\n# let d = [(\"c\", typeobj)].into_py_dict(py);\n# let create_obj = || py.eval(\"c()\", None, Some(d)).unwrap();\nlet obj: &PyAny = create_obj();\nlet obj_cell: &PyCell = obj.extract().unwrap();\nlet obj_cloned: MyClass = obj.extract().unwrap(); // extracted by cloning the object\n{ let obj_ref: PyRef<'_, MyClass> = obj.extract().unwrap(); // we need to drop obj_ref before we can extract a PyRefMut due to Rust's rules of references\n}\nlet obj_ref_mut: PyRefMut<'_, MyClass> = obj.extract().unwrap();\n# }) #[pyproto] Most of the arguments to methods in #[pyproto] impls require a FromPyObject implementation. So if your protocol methods take &T or &mut T (where T: PyClass), please use PyRef or PyRefMut instead. Before: # use pyo3::prelude::*;\n# use pyo3::class::PySequenceProtocol;\n#[pyclass]\nstruct ByteSequence { elements: Vec,\n}\n#[pyproto]\nimpl PySequenceProtocol for ByteSequence { fn __concat__(&self, other: &Self) -> PyResult { let mut elements = self.elements.clone(); elements.extend_from_slice(&other.elements); Ok(Self { elements }) }\n} After: # use pyo3::prelude::*;\n# use pyo3::class::PySequenceProtocol;\n#[pyclass]\nstruct ByteSequence { elements: Vec,\n}\n#[pyproto]\nimpl PySequenceProtocol for ByteSequence { fn __concat__(&self, other: PyRef<'p, Self>) -> PyResult { let mut elements = self.elements.clone(); elements.extend_from_slice(&other.elements); Ok(Self { elements }) }\n}","breadcrumbs":"Appendix A: Migration guide » PyCell","id":"298","title":"PyCell"},"299":{"body":"PyO3 allows for easy conversion from Rust to Python for certain functions and classes (see the conversion table ). However, it is not always straightforward to convert Rust code that requires a given trait implementation as an argument. This tutorial explains how to convert a Rust function that takes a trait as argument for use in Python with classes implementing the same methods as the trait. Why is this useful?","breadcrumbs":"Appendix B: Trait bounds » Using in Python a Rust function with trait bounds","id":"299","title":"Using in Python a Rust function with trait bounds"},"3":{"body":"PyO3 can be used to generate a native Python module. The easiest way to try this out for the first time is to use maturin . maturin is a tool for building and publishing Rust-based Python packages with minimal configuration. The following steps install maturin, use it to generate and build a new Python package, and then launch Python to import and execute a function from the package. First, follow the commands below to create a new directory containing a new Python virtualenv, and install maturin into the virtualenv using Python's package manager, pip: # (replace string_sum with the desired package name)\n$ mkdir string_sum\n$ cd string_sum\n$ python -m venv .env\n$ source .env/bin/activate\n$ pip install maturin Still inside this string_sum directory, now run maturin init. This will generate the new package source. When given the choice of bindings to use, select pyo3 bindings: $ maturin init\n✔ 🤷 What kind of bindings to use? · pyo3 ✨ Done! New project created string_sum The most important files generated by this command are Cargo.toml and lib.rs, which will look roughly like the following: Cargo.toml [package]\nname = \"string_sum\"\nversion = \"0.1.0\"\nedition = \"2021\" [lib]\n# The name of the native library. This is the name which will be used in Python to import the\n# library (i.e. `import string_sum`). If you change this, you must also change the name of the\n# `#[pymodule]` in `src/lib.rs`.\nname = \"string_sum\"\n# \"cdylib\" is necessary to produce a shared library for Python to import from.\n#\n# Downstream Rust code (including code in `bin/`, `examples/`, and `tests/`) will not be able\n# to `use string_sum;` unless the \"rlib\" or \"lib\" crate type is also included, e.g.:\n# crate-type = [\"cdylib\", \"rlib\"]\ncrate-type = [\"cdylib\"] [dependencies]\npyo3 = { version = \"0.22.1\", features = [\"extension-module\"] } src/lib.rs use pyo3::prelude::*; /// Formats the sum of two numbers as string.\n#[pyfunction]\nfn sum_as_string(a: usize, b: usize) -> PyResult { Ok((a + b).to_string())\n} /// A Python module implemented in Rust. The name of this function must match\n/// the `lib.name` setting in the `Cargo.toml`, else Python will not be able to\n/// import the module.\n#[pymodule]\nfn string_sum(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_function(wrap_pyfunction!(sum_as_string, m)?)?; Ok(())\n} Finally, run maturin develop. This will build the package and install it into the Python virtualenv previously created and activated. The package is then ready to be used from python: $ maturin develop\n# lots of progress output as maturin runs the compilation...\n$ python\n>>> import string_sum\n>>> string_sum.sum_as_string(5, 20)\n'25' To make changes to the package, just edit the Rust source code and then re-run maturin develop to recompile. To run this all as a single copy-and-paste, use the bash script below (replace string_sum in the first command with the desired package name): mkdir string_sum && cd \"$_\"\npython -m venv .env\nsource .env/bin/activate\npip install maturin\nmaturin init --bindings pyo3\nmaturin develop If you want to be able to run cargo test or use this project in a Cargo workspace and are running into linker issues, there are some workarounds in the FAQ . As well as with maturin, it is possible to build using setuptools-rust or manually . Both offer more flexibility than maturin but require more configuration to get started.","breadcrumbs":"Introduction » Using Rust from Python","id":"3","title":"Using Rust from Python"},"30":{"body":"You can pass Python def'd functions and built-in functions to Rust functions PyFunction corresponds to regular Python functions while PyCFunction describes built-ins such as repr(). You can also use Bound<'_, PyAny>::is_callable to check if you have a callable object. is_callable will return true for functions (including lambdas), methods and objects with a __call__ method. You can call the object with Bound<'_, PyAny>::call with the args as first parameter and the kwargs (or None) as second parameter. There are also Bound<'_, PyAny>::call0 with no args and Bound<'_, PyAny>::call1 with only positional args.","breadcrumbs":"Using Rust from Python » Python functions » Calling Python functions in Rust","id":"30","title":"Calling Python functions in Rust"},"300":{"body":"Make your Rust code available to Python users Code complex algorithms in Rust with the help of the borrow checker","breadcrumbs":"Appendix B: Trait bounds » Pros","id":"300","title":"Pros"},"301":{"body":"Not as fast as native Rust (type conversion has to be performed and one part of the code runs in Python) You need to adapt your code to expose it","breadcrumbs":"Appendix B: Trait bounds » Cons","id":"301","title":"Cons"},"302":{"body":"Let's work with the following basic example of an implementation of a optimization solver operating on a given model. Let's say we have a function solve that operates on a model and mutates its state. The argument of the function can be any model that implements the Model trait : # #![allow(dead_code)]\npub trait Model { fn set_variables(&mut self, inputs: &Vec); fn compute(&mut self); fn get_results(&self) -> Vec;\n} pub fn solve(model: &mut T) { println!(\"Magic solver that mutates the model into a resolved state\");\n} Let's assume we have the following constraints: We cannot change that code as it runs on many Rust models. We also have many Python models that cannot be solved as this solver is not available in that language. Rewriting it in Python would be cumbersome and error-prone, as everything is already available in Rust. How could we expose this solver to Python thanks to PyO3 ?","breadcrumbs":"Appendix B: Trait bounds » Example","id":"302","title":"Example"},"303":{"body":"If a Python class implements the same three methods as the Model trait, it seems logical it could be adapted to use the solver. However, it is not possible to pass a PyObject to it as it does not implement the Rust trait (even if the Python model has the required methods). In order to implement the trait, we must write a wrapper around the calls in Rust to the Python model. The method signatures must be the same as the trait, keeping in mind that the Rust trait cannot be changed for the purpose of making the code available in Python. The Python model we want to expose is the following one, which already contains all the required methods: class Model: def set_variables(self, inputs): self.inputs = inputs def compute(self): self.results = [elt**2 - 3 for elt in self.inputs] def get_results(self): return self.results The following wrapper will call the Python model from Rust, using a struct to hold the model as a PyAny object: # #![allow(dead_code)]\nuse pyo3::prelude::*;\nuse pyo3::types::PyList; # pub trait Model {\n# fn set_variables(&mut self, inputs: &Vec);\n# fn compute(&mut self);\n# fn get_results(&self) -> Vec;\n# } struct UserModel { model: Py,\n} impl Model for UserModel { fn set_variables(&mut self, var: &Vec) { println!(\"Rust calling Python to set the variables\"); Python::with_gil(|py| { self.model .bind(py) .call_method(\"set_variables\", (PyList::new_bound(py, var),), None) .unwrap(); }) } fn get_results(&self) -> Vec { println!(\"Rust calling Python to get the results\"); Python::with_gil(|py| { self.model .bind(py) .call_method(\"get_results\", (), None) .unwrap() .extract() .unwrap() }) } fn compute(&mut self) { println!(\"Rust calling Python to perform the computation\"); Python::with_gil(|py| { self.model .bind(py) .call_method(\"compute\", (), None) .unwrap(); }) }\n} Now that this bit is implemented, let's expose the model wrapper to Python. Let's add the PyO3 annotations and add a constructor: # #![allow(dead_code)]\n# pub trait Model {\n# fn set_variables(&mut self, inputs: &Vec);\n# fn compute(&mut self);\n# fn get_results(&self) -> Vec;\n# }\n# use pyo3::prelude::*; #[pyclass]\nstruct UserModel { model: Py,\n} #[pymodule]\nfn trait_exposure(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_class::()?; Ok(())\n} #[pymethods]\nimpl UserModel { #[new] pub fn new(model: Py) -> Self { UserModel { model } }\n} Now we add the PyO3 annotations to the trait implementation: #[pymethods]\nimpl Model for UserModel { // the previous trait implementation\n} However, the previous code will not compile. The compilation error is the following one: error: #[pymethods] cannot be used on trait impl blocks That's a bummer! However, we can write a second wrapper around these functions to call them directly. This wrapper will also perform the type conversions between Python and Rust. # #![allow(dead_code)]\n# use pyo3::prelude::*;\n# use pyo3::types::PyList;\n#\n# pub trait Model {\n# fn set_variables(&mut self, inputs: &Vec);\n# fn compute(&mut self);\n# fn get_results(&self) -> Vec;\n# }\n#\n# #[pyclass]\n# struct UserModel {\n# model: Py,\n# }\n#\n# impl Model for UserModel {\n# fn set_variables(&mut self, var: &Vec) {\n# println!(\"Rust calling Python to set the variables\");\n# Python::with_gil(|py| {\n# self.model.bind(py)\n# .call_method(\"set_variables\", (PyList::new_bound(py, var),), None)\n# .unwrap();\n# })\n# }\n#\n# fn get_results(&self) -> Vec {\n# println!(\"Rust calling Python to get the results\");\n# Python::with_gil(|py| {\n# self.model\n# .bind(py)\n# .call_method(\"get_results\", (), None)\n# .unwrap()\n# .extract()\n# .unwrap()\n# })\n# }\n#\n# fn compute(&mut self) {\n# println!(\"Rust calling Python to perform the computation\");\n# Python::with_gil(|py| {\n# self.model\n# .bind(py)\n# .call_method(\"compute\", (), None)\n# .unwrap();\n# })\n#\n# }\n# } #[pymethods]\nimpl UserModel { pub fn set_variables(&mut self, var: Vec) { println!(\"Set variables from Python calling Rust\"); Model::set_variables(self, &var) } pub fn get_results(&mut self) -> Vec { println!(\"Get results from Python calling Rust\"); Model::get_results(self) } pub fn compute(&mut self) { println!(\"Compute from Python calling Rust\"); Model::compute(self) }\n} This wrapper handles the type conversion between the PyO3 requirements and the trait. In order to meet PyO3 requirements, this wrapper must: return an object of type PyResult use only values, not references in the method signatures Let's run the file python file: class Model: def set_variables(self, inputs): self.inputs = inputs def compute(self): self.results = [elt**2 - 3 for elt in self.inputs] def get_results(self): return self.results if __name__==\"__main__\": import trait_exposure myModel = Model() my_rust_model = trait_exposure.UserModel(myModel) my_rust_model.set_variables([2.0]) print(\"Print value from Python: \", myModel.inputs) my_rust_model.compute() print(\"Print value from Python through Rust: \", my_rust_model.get_results()) print(\"Print value directly from Python: \", myModel.get_results()) This outputs: Set variables from Python calling Rust\nSet variables from Rust calling Python\nPrint value from Python: [2.0]\nCompute from Python calling Rust\nCompute from Rust calling Python\nGet results from Python calling Rust\nGet results from Rust calling Python\nPrint value from Python through Rust: [1.0]\nPrint value directly from Python: [1.0] We have now successfully exposed a Rust model that implements the Model trait to Python! We will now expose the solve function, but before, let's talk about types errors.","breadcrumbs":"Appendix B: Trait bounds » Implementation of the trait bounds for the Python class","id":"303","title":"Implementation of the trait bounds for the Python class"},"304":{"body":"What happens if you have type errors when using Python and how can you improve the error messages?","breadcrumbs":"Appendix B: Trait bounds » Type errors in Python","id":"304","title":"Type errors in Python"},"305":{"body":"Let's assume in the first case that you will use in your Python file my_rust_model.set_variables(2.0) instead of my_rust_model.set_variables([2.0]). The Rust signature expects a vector, which corresponds to a list in Python. What happens if instead of a vector, we pass a single value ? At the execution of Python, we get : File \"main.py\", line 15, in my_rust_model.set_variables(2)\nTypeError It is a type error and Python points to it, so it's easy to identify and solve.","breadcrumbs":"Appendix B: Trait bounds » Wrong types in Python function arguments","id":"305","title":"Wrong types in Python function arguments"},"306":{"body":"Let's assume now that the return type of one of the methods of our Model class is wrong, for example the get_results method that is expected to return a Vec in Rust, a list in Python. class Model: def set_variables(self, inputs): self.inputs = inputs def compute(self): self.results = [elt**2 -3 for elt in self.inputs] def get_results(self): return self.results[0] #return self.results <-- this is the expected output This call results in the following panic: pyo3_runtime.PanicException: called `Result::unwrap()` on an `Err` value: PyErr { type: Py(0x10dcf79f0, PhantomData) } This error code is not helpful for a Python user that does not know anything about Rust, or someone that does not know PyO3 was used to interface the Rust code. However, as we are responsible for making the Rust code available to Python, we can do something about it. The issue is that we called unwrap anywhere we could, and therefore any panic from PyO3 will be directly forwarded to the end user. Let's modify the code performing the type conversion to give a helpful error message to the Python user: We used in our get_results method the following call that performs the type conversion: # #![allow(dead_code)]\n# use pyo3::prelude::*;\n# use pyo3::types::PyList;\n#\n# pub trait Model {\n# fn set_variables(&mut self, inputs: &Vec);\n# fn compute(&mut self);\n# fn get_results(&self) -> Vec;\n# }\n#\n# #[pyclass]\n# struct UserModel {\n# model: Py,\n# } impl Model for UserModel { fn get_results(&self) -> Vec { println!(\"Rust calling Python to get the results\"); Python::with_gil(|py| { self.model .bind(py) .call_method(\"get_results\", (), None) .unwrap() .extract() .unwrap() }) }\n# fn set_variables(&mut self, var: &Vec) {\n# println!(\"Rust calling Python to set the variables\");\n# Python::with_gil(|py| {\n# self.model.bind(py)\n# .call_method(\"set_variables\", (PyList::new_bound(py, var),), None)\n# .unwrap();\n# })\n# }\n#\n# fn compute(&mut self) {\n# println!(\"Rust calling Python to perform the computation\");\n# Python::with_gil(|py| {\n# self.model\n# .bind(py)\n# .call_method(\"compute\", (), None)\n# .unwrap();\n# })\n# }\n} Let's break it down in order to perform better error handling: # #![allow(dead_code)]\n# use pyo3::prelude::*;\n# use pyo3::types::PyList;\n#\n# pub trait Model {\n# fn set_variables(&mut self, inputs: &Vec);\n# fn compute(&mut self);\n# fn get_results(&self) -> Vec;\n# }\n#\n# #[pyclass]\n# struct UserModel {\n# model: Py,\n# } impl Model for UserModel { fn get_results(&self) -> Vec { println!(\"Get results from Rust calling Python\"); Python::with_gil(|py| { let py_result: Bound<'_, PyAny> = self .model .bind(py) .call_method(\"get_results\", (), None) .unwrap(); if py_result.get_type().name().unwrap() != \"list\" { panic!( \"Expected a list for the get_results() method signature, got {}\", py_result.get_type().name().unwrap() ); } py_result.extract() }) .unwrap() }\n# fn set_variables(&mut self, var: &Vec) {\n# println!(\"Rust calling Python to set the variables\");\n# Python::with_gil(|py| {\n# let py_model = self.model.bind(py)\n# .call_method(\"set_variables\", (PyList::new_bound(py, var),), None)\n# .unwrap();\n# })\n# }\n#\n# fn compute(&mut self) {\n# println!(\"Rust calling Python to perform the computation\");\n# Python::with_gil(|py| {\n# self.model\n# .bind(py)\n# .call_method(\"compute\", (), None)\n# .unwrap();\n# })\n# }\n} By doing so, you catch the result of the Python computation and check its type in order to be able to deliver a better error message before performing the unwrapping. Of course, it does not cover all the possible wrong outputs: the user could return a list of strings instead of a list of floats. In this case, a runtime panic would still occur due to PyO3, but with an error message much more difficult to decipher for non-rust user. It is up to the developer exposing the rust code to decide how much effort to invest into Python type error handling and improved error messages.","breadcrumbs":"Appendix B: Trait bounds » Wrong types in Python method signatures","id":"306","title":"Wrong types in Python method signatures"},"307":{"body":"Now let's expose the solve() function to make it available from Python. It is not possible to directly expose the solve function to Python, as the type conversion cannot be performed. It requires an object implementing the Model trait as input. However, the UserModel already implements this trait. Because of this, we can write a function wrapper that takes the UserModel--which has already been exposed to Python--as an argument in order to call the core function solve. It is also required to make the struct public. # #![allow(dead_code)]\nuse pyo3::prelude::*;\nuse pyo3::types::PyList; pub trait Model { fn set_variables(&mut self, var: &Vec); fn get_results(&self) -> Vec; fn compute(&mut self);\n} pub fn solve(model: &mut T) { println!(\"Magic solver that mutates the model into a resolved state\");\n} #[pyfunction]\n#[pyo3(name = \"solve\")]\npub fn solve_wrapper(model: &mut UserModel) { solve(model);\n} #[pyclass]\npub struct UserModel { model: Py,\n} #[pymodule]\nfn trait_exposure(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_class::()?; m.add_function(wrap_pyfunction!(solve_wrapper, m)?)?; Ok(())\n} #[pymethods]\nimpl UserModel { #[new] pub fn new(model: Py) -> Self { UserModel { model } } pub fn set_variables(&mut self, var: Vec) { println!(\"Set variables from Python calling Rust\"); Model::set_variables(self, &var) } pub fn get_results(&mut self) -> Vec { println!(\"Get results from Python calling Rust\"); Model::get_results(self) } pub fn compute(&mut self) { Model::compute(self) }\n} impl Model for UserModel { fn set_variables(&mut self, var: &Vec) { println!(\"Rust calling Python to set the variables\"); Python::with_gil(|py| { self.model .bind(py) .call_method(\"set_variables\", (PyList::new_bound(py, var),), None) .unwrap(); }) } fn get_results(&self) -> Vec { println!(\"Get results from Rust calling Python\"); Python::with_gil(|py| { let py_result: Bound<'_, PyAny> = self .model .bind(py) .call_method(\"get_results\", (), None) .unwrap(); if py_result.get_type().name().unwrap() != \"list\" { panic!( \"Expected a list for the get_results() method signature, got {}\", py_result.get_type().name().unwrap() ); } py_result.extract() }) .unwrap() } fn compute(&mut self) { println!(\"Rust calling Python to perform the computation\"); Python::with_gil(|py| { self.model .bind(py) .call_method(\"compute\", (), None) .unwrap(); }) }\n}","breadcrumbs":"Appendix B: Trait bounds » The final code","id":"307","title":"The final code"},"308":{"body":"PyO3 provides an easy to use interface to code native Python libraries in Rust. The accompanying Maturin allows you to build and publish them as a package. Yet, for a better user experience, Python libraries should provide typing hints and documentation for all public entities, so that IDEs can show them during development and type analyzing tools such as mypy can use them to properly verify the code. Currently the best solution for the problem is to manually maintain *.pyi files and ship them along with the package. There is a sketch of a roadmap towards completing the experimental-inspect feature which may eventually lead to automatic type annotations generated by PyO3. This needs more testing and implementation, please see issue #2454 .","breadcrumbs":"Appendix C: Python typing hints » Typing and IDE hints for your Python package","id":"308","title":"Typing and IDE hints for your Python package"},"309":{"body":"pyi files (an abbreviation for Python Interface) are called \"stub files\" in most of the documentation related to them. A very good definition of what it is can be found in old MyPy documentation : A stubs file only contains a description of the public interface of the module without any implementations. There is also extensive documentation on type stubs on the official Python typing documentation . Most Python developers probably already encountered them when trying to use their IDE's \"Go to Definition\" function on any builtin type. For example, the definitions of a few standard exceptions look like this: class BaseException(object): args: Tuple[Any, ...] __cause__: BaseException | None __context__: BaseException | None __suppress_context__: bool __traceback__: TracebackType | None def __init__(self, *args: object) -> None: ... def __str__(self) -> str: ... def __repr__(self) -> str: ... def with_traceback(self: _TBE, tb: TracebackType | None) -> _TBE: ... class SystemExit(BaseException): code: int class Exception(BaseException): ... class StopIteration(Exception): value: Any As we can see, those are not full definitions containing implementation, but just a description of the interface. It is usually all that the user of the library needs.","breadcrumbs":"Appendix C: Python typing hints » Introduction to pyi files","id":"309","title":"Introduction to pyi files"},"31":{"body":"The ways to convert a Rust function into a Python object vary depending on the function: Named functions, e.g. fn foo(): add #[pyfunction] and then use wrap_pyfunction! to get the corresponding PyCFunction . Anonymous functions (or closures), e.g. foo: fn() either: use a #[pyclass] struct which stores the function as a field and implement __call__ to call the stored function. use PyCFunction::new_closure to create an object directly from the function.","breadcrumbs":"Using Rust from Python » Python functions » Calling Rust functions in Python","id":"31","title":"Calling Rust functions in Python"},"310":{"body":"At the time of writing this documentation, the pyi files are referenced in three PEPs. PEP8 - Style Guide for Python Code - #Function Annotations (last point) recommends all third party library creators to provide stub files as the source of knowledge about the package for type checker tools. (...) it is expected that users of third party library packages may want to run type checkers over those packages. For this purpose PEP 484 recommends the use of stub files: .pyi files that are read by the type checker in preference of the corresponding .py files. (...) PEP484 - Type Hints - #Stub Files defines stub files as follows. Stub files are files containing type hints that are only for use by the type checker, not at runtime. It contains a specification for them (highly recommended reading, since it contains at least one thing that is not used in normal Python code) and also some general information about where to store the stub files. PEP561 - Distributing and Packaging Type Information describes in detail how to build packages that will enable type checking. In particular it contains information about how the stub files must be distributed in order for type checkers to use them.","breadcrumbs":"Appendix C: Python typing hints » What do the PEPs say?","id":"310","title":"What do the PEPs say?"},"311":{"body":"PEP561 recognizes three ways of distributing type information: inline - the typing is placed directly in source (py) files; separate package with stub files - the typing is placed in pyi files distributed in their own, separate package; in-package stub files - the typing is placed in pyi files distributed in the same package as source files. The first way is tricky with PyO3 since we do not have py files. When it has been investigated and necessary changes are implemented, this document will be updated. The second way is easy to do, and the whole work can be fully separated from the main library code. The example repo for the package with stub files can be found in PEP561 references section : Stub package repository The third way is described below.","breadcrumbs":"Appendix C: Python typing hints » How to do it?","id":"311","title":"How to do it?"},"312":{"body":"When source files are in the same package as stub files, they should be placed next to each other. We need a way to do that with Maturin. Also, in order to mark our package as typing-enabled we need to add an empty file named py.typed to the package. If you do not have other Python files If you do not need to add any other Python files apart from pyi to the package, Maturin provides a way to do most of the work for you. As documented in the Maturin Guide , the only thing you need to do is to create a stub file for your module named .pyi in your project root and Maturin will do the rest. my-rust-project/\n├── Cargo.toml\n├── my_project.pyi # <<< add type stubs for Rust functions in the my_project module here\n├── pyproject.toml\n└── src └── lib.rs For an example pyi file see the my_project.pyi content section. If you need other Python files If you need to add other Python files apart from pyi to the package, you can do it also, but that requires some more work. Maturin provides an easy way to add files to a package ( documentation ). You just need to create a folder with the name of your module next to the Cargo.toml file (for customization see documentation linked above). The folder structure would be: my-project\n├── Cargo.toml\n├── my_project\n│ ├── __init__.py\n│ ├── my_project.pyi\n│ ├── other_python_file.py\n│ └── py.typed\n├── pyproject.toml\n├── Readme.md\n└── src └── lib.rs Let's go a little bit more into detail regarding the files inside the package folder. __init__.py content As we now specify our own package content, we have to provide the __init__.py file, so the folder is treated as a package and we can import things from it. We can always use the same content that Maturin creates for us if we do not specify a Python source folder. For PyO3 bindings it would be: from .my_project import * That way everything that is exposed by our native module can be imported directly from the package. py.typed requirement As stated in PEP561 : Package maintainers who wish to support type checking of their code MUST add a marker file named py.typed to their package supporting typing. This marker applies recursively: if a top-level package includes it, all its sub-packages MUST support type checking as well. If we do not include that file, some IDEs might still use our pyi files to show hints, but the type checkers might not. MyPy will raise an error in this situation: error: Skipping analyzing \"my_project\": found module but no type hints or library stubs The file is just a marker file, so it should be empty. my_project.pyi content Our module stub file. This document does not aim at describing how to write them, since you can find a lot of documentation on it, starting from the already quoted PEP484 . The example can look like this: class Car: \"\"\" A class representing a car. :param body_type: the name of body type, e.g. hatchback, sedan :param horsepower: power of the engine in horsepower \"\"\" def __init__(self, body_type: str, horsepower: int) -> None: ... @classmethod def from_unique_name(cls, name: str) -> 'Car': \"\"\" Creates a Car based on unique name :param name: model name of a car to be created :return: a Car instance with default data \"\"\" def best_color(self) -> str: \"\"\" Gets the best color for the car. :return: the name of the color our great algorithm thinks is the best for this car \"\"\"","breadcrumbs":"Appendix C: Python typing hints » Including pyi files in your PyO3/Maturin build package","id":"312","title":"Including pyi files in your PyO3/Maturin build package"},"313":{"body":"All notable changes to this project will be documented in this file. For help with updating to new PyO3 versions, please see the migration guide . The format is based on Keep a Changelog and this project adheres to Semantic Versioning . To see unreleased changes, please see the CHANGELOG on the main branch guide .","breadcrumbs":"CHANGELOG » Changelog","id":"313","title":"Changelog"},"314":{"body":"","breadcrumbs":"CHANGELOG » 0.22.1 - 2024-07-06","id":"314","title":"0.22.1 - 2024-07-06"},"315":{"body":"Add #[pyo3(submodule)] option for declarative #[pymodule]s. #4301 Implement PartialEq for Bound<'py, PyBool>. #4305","breadcrumbs":"CHANGELOG » Added","id":"315","title":"Added"},"316":{"body":"Return NotImplemented instead of raising TypeError from generated equality method when comparing different types. #4287 Handle full-path #[pyo3::prelude::pymodule] and similar for #[pyclass] and #[pyfunction] in declarative modules. #4288 Fix 128-bit int regression on big-endian platforms with Python <3.13. #4291 Stop generating code that will never be covered with declarative modules. #4297 Fix invalid deprecation warning for trailing optional on #[setter] function. #4304","breadcrumbs":"CHANGELOG » Fixed","id":"316","title":"Fixed"},"317":{"body":"","breadcrumbs":"CHANGELOG » 0.22.0 - 2024-06-24","id":"317","title":"0.22.0 - 2024-06-24"},"318":{"body":"Update heck dependency to 0.5. #3966 Extend range of supported versions of chrono-tz optional dependency to include version 0.10. #4061 Update MSRV to 1.63. #4129 Add optional num-rational feature to add conversions with Python's fractions.Fraction. #4148 Support Python 3.13. #4184","breadcrumbs":"CHANGELOG » Packaging","id":"318","title":"Packaging"},"319":{"body":"Add PyWeakref, PyWeakrefReference and PyWeakrefProxy. #3835 Support #[pyclass] on enums that have tuple variants. #4072 Add support for scientific notation in Decimal conversion. #4079 Add pyo3_disable_reference_pool conditional compilation flag to avoid the overhead of the global reference pool at the cost of known limitations as explained in the performance section of the guide. #4095 Add #[pyo3(constructor = (...))] to customize the generated constructors for complex enum variants. #4158 Add PyType::module, which always matches Python __module__. #4196 Add PyType::fully_qualified_name which matches the \"fully qualified name\" defined in PEP 737 . #4196 Add PyTypeMethods::mro and PyTypeMethods::bases. #4197 Add #[pyclass(ord)] to implement ordering based on PartialOrd. #4202 Implement ToPyObject and IntoPy for PyBackedStr and PyBackedBytes. #4205 Add #[pyclass(hash)] option to implement __hash__ in terms of the Hash implementation #4206 Add #[pyclass(eq)] option to generate __eq__ based on PartialEq, and #[pyclass(eq_int)] for simple enums to implement equality based on their discriminants. #4210 Implement From> for PyClassInitializer. #4214 Add as_super methods to PyRef and PyRefMut for accesing the base class by reference. #4219 Implement PartialEq for Bound<'py, PyString>. #4245 Implement PyModuleMethods::filename on PyPy. #4249 Implement PartialEq<[u8]> for Bound<'py, PyBytes>. #4250 Add pyo3_ffi::c_str macro to create &'static CStr on Rust versions which don't have 1.77's c\"\" literals. #4255 Support bool conversion with numpy 2.0's numpy.bool type #4258 Add PyAnyMethods::{bitnot, matmul, floor_div, rem, divmod}. #4264","breadcrumbs":"CHANGELOG » Added","id":"319","title":"Added"},"32":{"body":"In order to make Rust functions callable from Python, PyO3 generates an extern \"C\" function whose exact signature depends on the Rust signature. (PyO3 chooses the optimal Python argument passing convention.) It then embeds the call to the Rust function inside this FFI-wrapper function. This wrapper handles extraction of the regular arguments and the keyword arguments from the input PyObjects. The wrap_pyfunction macro can be used to directly get a Bound given a #[pyfunction] and a Bound: wrap_pyfunction!(rust_fun, module).","breadcrumbs":"Using Rust from Python » Python functions » Accessing the FFI functions","id":"32","title":"Accessing the FFI functions"},"320":{"body":"Change the type of PySliceIndices::slicelength and the length parameter of PySlice::indices(). #3761 Deprecate implicit default for trailing optional arguments #4078 Cloneing pointers into the Python heap has been moved behind the py-clone feature, as it must panic without the GIL being held as a soundness fix. #4095 Add #[track_caller] to all Py, Bound<'py, T> and Borrowed<'a, 'py, T> methods which can panic. #4098 Change PyAnyMethods::dir to be fallible and return PyResult> (and similar for PyAny::dir). #4100 The global reference pool (to track pending reference count decrements) is now initialized lazily to avoid the overhead of taking a mutex upon function entry when the functionality is not actually used. #4178 Emit error messages when using weakref or dict when compiling for abi3 for Python older than 3.9. #4194 Change PyType::name to always match Python __name__. #4196 Remove CPython internal ffi call for complex number including: add, sub, mul, div, neg, abs, pow. Added PyAnyMethods::{abs, pos, neg} #4201 Deprecate implicit integer comparision for simple enums in favor of #[pyclass(eq_int)]. #4210 Set the module= attribute of declarative modules' child #[pymodule]s and #[pyclass]es. #4213 Set the module option for complex enum variants from the value set on the complex enum module. #4228 Respect the Python \"limited API\" when building for the abi3 feature on PyPy or GraalPy. #4237 Optimize code generated by #[pyo3(get)] on #[pyclass] fields. #4254 PyCFunction::new, PyCFunction::new_with_keywords and PyCFunction::new_closure now take &'static CStr name and doc arguments (previously was &'static str). #4255 The experimental-declarative-modules feature is now stabilized and available by default. #4257","breadcrumbs":"CHANGELOG » Changed","id":"320","title":"Changed"},"321":{"body":"Fix panic when PYO3_CROSS_LIB_DIR is set to a missing path. #4043 Fix a compile error when exporting an exception created with create_exception! living in a different Rust module using the declarative-module feature. #4086 Fix FFI definitions of PY_VECTORCALL_ARGUMENTS_OFFSET and PyVectorcall_NARGS to fix a false-positive assertion. #4104 Disable PyUnicode_DATA on PyPy: not exposed by PyPy. #4116 Correctly handle #[pyo3(from_py_with = ...)] attribute on dunder (__magic__) method arguments instead of silently ignoring it. #4117 Fix a compile error when declaring a standalone function or class method with a Python name that is a Rust keyword. #4226 Fix declarative modules discarding doc comments on the mod node. #4236 Fix __dict__ attribute missing for #[pyclass(dict)] instances when building for abi3 on Python 3.9. #4251","breadcrumbs":"CHANGELOG » Fixed","id":"321","title":"Fixed"},"322":{"body":"","breadcrumbs":"CHANGELOG » 0.21.2 - 2024-04-16","id":"322","title":"0.21.2 - 2024-04-16"},"323":{"body":"Deprecate the PySet::empty() gil-ref constructor. #4082","breadcrumbs":"CHANGELOG » Changed","id":"323","title":"Changed"},"324":{"body":"Fix compile error for async fn in #[pymethods] with a &self receiver and more than one additional argument. #4035 Improve error message for wrong receiver type in __traverse__. #4045 Fix compile error when exporting a #[pyclass] living in a different Rust module using the experimental-declarative-modules feature. #4054 Fix missing_docs lint triggering on documented #[pymodule] functions. #4067 Fix undefined symbol errors for extension modules on AIX (by linking libpython). #4073","breadcrumbs":"CHANGELOG » Fixed","id":"324","title":"Fixed"},"325":{"body":"","breadcrumbs":"CHANGELOG » 0.21.1 - 2024-04-01","id":"325","title":"0.21.1 - 2024-04-01"},"326":{"body":"Implement Send and Sync for PyBackedStr and PyBackedBytes. #4007 Implement Clone, Debug, PartialEq, Eq, PartialOrd, Ord and Hash implementation for PyBackedBytes and PyBackedStr, and Display for PyBackedStr. #4020 Add import_exception_bound! macro to import exception types without generating GIL Ref functionality for them. #4027","breadcrumbs":"CHANGELOG » Added","id":"326","title":"Added"},"327":{"body":"Emit deprecation warning for uses of GIL Refs as #[setter] function arguments. #3998 Add #[inline] hints on many Bound and Borrowed methods. #4024","breadcrumbs":"CHANGELOG » Changed","id":"327","title":"Changed"},"328":{"body":"Handle #[pyo3(from_py_with = \"\")] in #[setter] methods #3995 Allow extraction of &Bound in #[setter] methods. #3998 Fix some uncovered code blocks emitted by #[pymodule], #[pyfunction] and #[pyclass] macros. #4009 Fix typo in the panic message when a class referenced in pyo3::import_exception! does not exist. #4012 Fix compile error when using an async #[pymethod] with a receiver and additional arguments. #4015","breadcrumbs":"CHANGELOG » Fixed","id":"328","title":"Fixed"},"329":{"body":"","breadcrumbs":"CHANGELOG » 0.21.0 - 2024-03-25","id":"329","title":"0.21.0 - 2024-03-25"},"33":{"body":"There is a shorthand to #[pyfunction] and wrap_pymodule!: the function can be placed inside the module definition and annotated with #[pyfn]. To simplify PyO3, it is expected that #[pyfn] may be removed in a future release (See #694 ). An example of #[pyfn] is below: use pyo3::prelude::*; #[pymodule]\nfn my_extension(m: &Bound<'_, PyModule>) -> PyResult<()> { #[pyfn(m)] fn double(x: usize) -> usize { x * 2 } Ok(())\n} #[pyfn(m)] is just syntactic sugar for #[pyfunction], and takes all the same options documented in the rest of this chapter. The code above is expanded to the following: use pyo3::prelude::*; #[pymodule]\nfn my_extension(m: &Bound<'_, PyModule>) -> PyResult<()> { #[pyfunction] fn double(x: usize) -> usize { x * 2 } m.add_function(wrap_pyfunction!(double, m)?)?; Ok(())\n}","breadcrumbs":"Using Rust from Python » Python functions » #[pyfn] shorthand","id":"33","title":"#[pyfn] shorthand"},"330":{"body":"Add support for GraalPy (24.0 and up). #3247 Add PyMemoryView type. #3514 Allow async fn in for #[pyfunction] and #[pymethods], with the experimental-async feature. #3540 #3588 #3599 #3931 Implement PyTypeInfo for PyEllipsis, PyNone and PyNotImplemented. #3577 Support #[pyclass] on enums that have non-unit variants. #3582 Support chrono feature with abi3 feature. #3664 FromPyObject, IntoPy and ToPyObject are implemented on std::duration::Duration #3670 Add PyString::to_cow. Add Py::to_str, Py::to_cow, and Py::to_string_lossy, as ways to access Python string data safely beyond the GIL lifetime. #3677 Add Bound and Borrowed smart pointers as a new API for accessing Python objects. #3686 Add PyNativeType::as_borrowed to convert \"GIL refs\" to the new Bound smart pointer. #3692 Add FromPyObject::extract_bound method, to migrate FromPyObject implementations to the Bound API. #3706 Add gil-refs feature to allow continued use of the deprecated GIL Refs APIs. #3707 Add methods to PyAnyMethods for binary operators (add, sub, etc.) #3712 Add chrono-tz feature allowing conversion between chrono_tz::Tz and zoneinfo.ZoneInfo #3730 Add FFI definition PyType_GetModuleByDef. #3734 Conversion between std::time::SystemTime and datetime.datetime #3736 Add Py::as_any and Py::into_any. #3785 Add PyStringMethods::encode_utf8. #3801 Add PyBackedStr and PyBackedBytes, as alternatives to &str and &bytes where a Python object owns the data. #3802 #3991 Allow #[pymodule] macro on Rust mod blocks, with the experimental-declarative-modules feature. #3815 Implement ExactSizeIterator for set and frozenset iterators on abi3 feature. #3849 Add Py::drop_ref to explicitly drop a `Py`` and immediately decrease the Python reference count if the GIL is already held. #3871 Allow #[pymodule] macro on single argument functions that take &Bound<'_, PyModule>. #3905 Implement FromPyObject for Cow. #3928 Implement Default for GILOnceCell. #3971 Add PyDictMethods::into_mapping, PyListMethods::into_sequence and PyTupleMethods::into_sequence. #3982","breadcrumbs":"CHANGELOG » Added","id":"330","title":"Added"},"331":{"body":"PyDict::from_sequence now takes a single argument of type &PyAny (previously took two arguments Python and PyObject). #3532 Deprecate Py::is_ellipsis and PyAny::is_ellipsis in favour of any.is(py.Ellipsis()). #3577 Split some PyTypeInfo functionality into new traits HasPyGilRef and PyTypeCheck. #3600 Deprecate PyTryFrom and PyTryInto traits in favor of any.downcast() via the PyTypeCheck and PyTypeInfo traits. #3601 Allow async methods to accept &self/&mut self #3609 FromPyObject for set types now also accept frozenset objects as input. #3632 FromPyObject for bool now also accepts NumPy's bool_ as input. #3638 Add AsRefSource associated type to PyNativeType. #3653 Rename .is_true to .is_truthy on PyAny and Py to clarify that the test is not based on identity with or equality to the True singleton. #3657 PyType::name is now PyType::qualname whereas PyType::name efficiently accesses the full name which includes the module name. #3660 The Iter(A)NextOutput types are now deprecated and __(a)next__ can directly return anything which can be converted into Python objects, i.e. awaitables do not need to be wrapped into IterANextOutput or Option any more. Option can still be used as well and returning None will trigger the fast path for __next__, stopping iteration without having to raise a StopIteration exception. #3661 Implement FromPyObject on chrono::DateTime for all Tz, not just FixedOffset and Utc. #3663 Add lifetime parameter to PyTzInfoAccess trait. For the deprecated gil-ref API, the trait is now implemented for &'py PyTime and &'py PyDateTime instead of PyTime and PyDate. #3679 Calls to __traverse__ become no-ops for unsendable pyclasses if on the wrong thread, thereby avoiding hard aborts at the cost of potential leakage. #3689 Include PyNativeType in pyo3::prelude. #3692 Improve performance of extract:: (and other integer types) by avoiding call to __index__() converting the value to an integer for 3.10+. Gives performance improvement of around 30% for successful extraction. #3742 Relax bound of FromPyObject for Py to just T: PyTypeCheck. #3776 PySet and PyFrozenSet iterators now always iterate the equivalent of iter(set). (A \"fast path\" with no noticeable performance benefit was removed.) #3849 Move implementations of FromPyObject for &str, Cow, &[u8] and Cow<[u8]> onto a temporary trait FromPyObjectBound when gil-refs feature is deactivated. #3928 Deprecate GILPool, Python::with_pool, and Python::new_pool. #3947","breadcrumbs":"CHANGELOG » Changed","id":"331","title":"Changed"},"332":{"body":"Remove all functionality deprecated in PyO3 0.19. #3603","breadcrumbs":"CHANGELOG » Removed","id":"332","title":"Removed"},"333":{"body":"Match PyPy 7.3.14 in removing PyPy-only symbol Py_MAX_NDIMS in favour of PyBUF_MAX_NDIM. #3757 Fix segmentation fault using datetime types when an invalid datetime module is on sys.path. #3818 Fix non_local_definitions lint warning triggered by many PyO3 macros. #3901 Disable PyCode and PyCode_Type on PyPy: PyCode_Type is not exposed by PyPy. #3934","breadcrumbs":"CHANGELOG » Fixed","id":"333","title":"Fixed"},"334":{"body":"Prerelease of PyO3 0.21. See the GitHub diff for what changed between 0.21.0-beta.0 and the final release.","breadcrumbs":"CHANGELOG » 0.21.0-beta.0 - 2024-03-10","id":"334","title":"0.21.0-beta.0 - 2024-03-10"},"335":{"body":"","breadcrumbs":"CHANGELOG » 0.20.3 - 2024-02-23","id":"335","title":"0.20.3 - 2024-02-23"},"336":{"body":"Add portable-atomic dependency. #3619 Check maximum version of Python at build time and for versions not yet supported require opt-in to the abi3 stable ABI by the environment variable PYO3_USE_ABI3_FORWARD_COMPATIBILITY=1. #3821","breadcrumbs":"CHANGELOG » Packaging","id":"336","title":"Packaging"},"337":{"body":"Use portable-atomic to support platforms without 64-bit atomics. #3619 Fix compilation failure with either feature enabled without experimental-inspect enabled. #3834","breadcrumbs":"CHANGELOG » Fixed","id":"337","title":"Fixed"},"338":{"body":"","breadcrumbs":"CHANGELOG » 0.20.2 - 2024-01-04","id":"338","title":"0.20.2 - 2024-01-04"},"339":{"body":"Pin pyo3 and pyo3-ffi dependencies on pyo3-build-config to require the same patch version, i.e. pyo3 0.20.2 requires exactly pyo3-build-config 0.20.2. #3721","breadcrumbs":"CHANGELOG » Packaging","id":"339","title":"Packaging"},"34":{"body":"The #[pyfunction] attribute also accepts parameters to control how the generated Python function accepts arguments. Just like in Python, arguments can be positional-only, keyword-only, or accept either. *args lists and **kwargs dicts can also be accepted. These parameters also work for #[pymethods] which will be introduced in the Python Classes section of the guide. Like Python, by default PyO3 accepts all arguments as either positional or keyword arguments. Most arguments are required by default, except for trailing Option<_> arguments, which are implicitly given a default of None . This behaviour can be configured by the #[pyo3(signature = (...))] option which allows writing a signature in Python syntax. This section of the guide goes into detail about use of the #[pyo3(signature = (...))] option and its related option #[pyo3(text_signature = \"...\")]","breadcrumbs":"Using Rust from Python » Python functions » Function signatures » Function signatures","id":"34","title":"Function signatures"},"340":{"body":"Fix compile failure when building pyo3 0.20.0 with latest pyo3-build-config 0.20.X. #3724 Fix docs.rs build. #3722","breadcrumbs":"CHANGELOG » Fixed","id":"340","title":"Fixed"},"341":{"body":"","breadcrumbs":"CHANGELOG » 0.20.1 - 2023-12-30","id":"341","title":"0.20.1 - 2023-12-30"},"342":{"body":"Add optional either feature to add conversions for either::Either sum type. #3456 Add optional smallvec feature to add conversions for smallvec::SmallVec. #3507 Add take and into_inner methods to GILOnceCell #3556 #[classmethod] methods can now also receive Py as their first argument. #3587 #[pyfunction(pass_module)] can now also receive Py as their first argument. #3587 Add traverse method to GILProtected. #3616 Added abi3-py312 feature #3687","breadcrumbs":"CHANGELOG » Added","id":"342","title":"Added"},"343":{"body":"Fix minimum version specification for optional chrono dependency. #3512 Silenced new clippy::unnecessary_fallible_conversions warning when using a Py self receiver. #3564","breadcrumbs":"CHANGELOG » Fixed","id":"343","title":"Fixed"},"344":{"body":"","breadcrumbs":"CHANGELOG » 0.20.0 - 2023-10-11","id":"344","title":"0.20.0 - 2023-10-11"},"345":{"body":"Dual-license PyO3 under either the Apache 2.0 OR the MIT license. This makes the project GPLv2 compatible. #3108 Update MSRV to Rust 1.56. #3208 Bump indoc dependency to 2.0 and unindent dependency to 0.2. #3237 Bump syn dependency to 2.0. #3239 Drop support for debug builds of Python 3.7. #3387 Bump chrono optional dependency to require 0.4.25 or newer. #3427 Support Python 3.12. #3488","breadcrumbs":"CHANGELOG » Packaging","id":"345","title":"Packaging"},"346":{"body":"Support __lt__, __le__, __eq__, __ne__, __gt__ and __ge__ in #[pymethods]. #3203 Add FFI definition Py_GETENV. #3336 Add as_ptr and into_ptr inherent methods for Py, PyAny, PyRef, and PyRefMut. #3359 Implement DoubleEndedIterator for PyTupleIterator and PyListIterator. #3366 Add #[pyclass(rename_all = \"...\")] option: this allows renaming all getters and setters of a struct, or all variants of an enum. Available renaming rules are: \"camelCase\", \"kebab-case\", \"lowercase\", \"PascalCase\", \"SCREAMING-KEBAB-CASE\", \"SCREAMING_SNAKE_CASE\", \"snake_case\", \"UPPERCASE\". #3384 Add FFI definitions PyObject_GC_IsTracked and PyObject_GC_IsFinalized on Python 3.9 and up (PyPy 3.10 and up). #3403 Add types for None, Ellipsis, and NotImplemented. #3408 Add FFI definitions for the Py_mod_multiple_interpreters constant and its possible values. #3494 Add FFI definitions for PyInterpreterConfig struct, its constants and Py_NewInterpreterFromConfig. #3502","breadcrumbs":"CHANGELOG » Added","id":"346","title":"Added"},"347":{"body":"Change PySet::discard to return PyResult (previously returned nothing). #3281 Optimize implmentation of IntoPy for Rust tuples to Python tuples. #3321 Change PyDict::get_item to no longer suppress arbitrary exceptions (the return type is now PyResult> instead of Option<&PyAny>), and deprecate PyDict::get_item_with_error. #3330 Deprecate FFI definitions which are deprecated in Python 3.12. #3336 AsPyPointer is now an unsafe trait. #3358 Accept all os.PathLike values in implementation of FromPyObject for PathBuf. #3374 Add __builtins__ to globals in py.run() and py.eval() if they're missing. #3378 Optimize implementation of FromPyObject for BigInt and BigUint. #3379 PyIterator::from_object and PyByteArray::from now take a single argument of type &PyAny (previously took two arguments Python and AsPyPointer). #3389 Replace AsPyPointer with AsRef as a bound in the blanket implementation of From<&T> for PyObject. #3391 Replace blanket impl IntoPy for &T where T: AsPyPointer with implementations of impl IntoPy for &PyAny, &T where T: AsRef, and &Py. #3393 Preserve std::io::Error kind in implementation of From for PyErr #3396 Try to select a relevant ErrorKind in implementation of From for OSError subclass. #3397 Retrieve the original PyErr in implementation of From for PyErr if the std::io::Error has been built using a Python exception (previously would create a new exception wrapping the std::io::Error). #3402 #[pymodule] will now return the same module object on repeated import by the same Python interpreter, on Python 3.9 and up. #3446 Truncate leap-seconds and warn when converting chrono types to Python datetime types (datetime cannot represent leap-seconds). #3458 Err returned from #[pyfunction] will now have a non-None __context__ if called from inside a catch block. #3455 Deprecate undocumented #[__new__] form of #[new] attribute. #3505","breadcrumbs":"CHANGELOG » Changed","id":"347","title":"Changed"},"348":{"body":"Remove all functionality deprecated in PyO3 0.18, including #[args] attribute for #[pymethods]. #3232 Remove IntoPyPointer trait in favour of into_ptr inherent methods. #3385","breadcrumbs":"CHANGELOG » Removed","id":"348","title":"Removed"},"349":{"body":"Handle exceptions properly in PySet::discard. #3281 The PyTupleIterator type returned by PyTuple::iter is now public and hence can be named by downstream crates. #3366 Linking of PyOS_FSPath on PyPy. #3374 Fix memory leak in PyTypeBuilder::build. #3401 Disable removed FFI definitions _Py_GetAllocatedBlocks, _PyObject_GC_Malloc, and _PyObject_GC_Calloc on Python 3.11 and up. #3403 Fix ResourceWarning and crashes related to GC when running with debug builds of CPython. #3404 Some-wrapping of Option default arguments will no longer re-wrap Some(T) or expressions evaluating to None. #3461 Fix IterNextOutput::Return not returning a value on PyPy. #3471 Emit compile errors instead of ignoring macro invocations inside #[pymethods] blocks. #3491 Emit error on invalid arguments to #[new], #[classmethod], #[staticmethod], and #[classattr]. #3484 Disable PyMarshal_WriteObjectToString from PyMarshal_ReadObjectFromString with the abi3 feature. #3490 Fix FFI definitions for _PyFrameEvalFunction on Python 3.11 and up (it now receives a _PyInterpreterFrame opaque struct). #3500","breadcrumbs":"CHANGELOG » Fixed","id":"349","title":"Fixed"},"35":{"body":"For example, below is a function that accepts arbitrary keyword arguments (**kwargs in Python syntax) and returns the number that was passed: use pyo3::prelude::*;\nuse pyo3::types::PyDict; #[pyfunction]\n#[pyo3(signature = (**kwds))]\nfn num_kwds(kwds: Option<&Bound<'_, PyDict>>) -> usize { kwds.map_or(0, |dict| dict.len())\n} #[pymodule]\nfn module_with_functions(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_function(wrap_pyfunction!(num_kwds, m)?).unwrap(); Ok(())\n} Just like in Python, the following constructs can be part of the signature:: /: positional-only arguments separator, each parameter defined before / is a positional-only parameter. *: var arguments separator, each parameter defined after * is a keyword-only parameter. *args: \"args\" is var args. Type of the args parameter has to be &Bound<'_, PyTuple>. **kwargs: \"kwargs\" receives keyword arguments. The type of the kwargs parameter has to be Option<&Bound<'_, PyDict>>. arg=Value: arguments with default value. If the arg argument is defined after var arguments, it is treated as a keyword-only argument. Note that Value has to be valid rust code, PyO3 just inserts it into the generated code unmodified. Example: # use pyo3::prelude::*;\nuse pyo3::types::{PyDict, PyTuple};\n#\n# #[pyclass]\n# struct MyClass {\n# num: i32,\n# }\n#[pymethods]\nimpl MyClass { #[new] #[pyo3(signature = (num=-1))] fn new(num: i32) -> Self { MyClass { num } } #[pyo3(signature = (num=10, *py_args, name=\"Hello\", **py_kwargs))] fn method( &mut self, num: i32, py_args: &Bound<'_, PyTuple>, name: &str, py_kwargs: Option<&Bound<'_, PyDict>>, ) -> String { let num_before = self.num; self.num = num; format!( \"num={} (was previously={}), py_args={:?}, name={}, py_kwargs={:?} \", num, num_before, py_args, name, py_kwargs, ) } fn make_change(&mut self, num: i32) -> PyResult { self.num = num; Ok(format!(\"num={}\", self.num)) }\n} Arguments of type Python must not be part of the signature: # #![allow(dead_code)]\n# use pyo3::prelude::*;\n#[pyfunction]\n#[pyo3(signature = (lambda))]\npub fn simple_python_bound_function(py: Python<'_>, lambda: PyObject) -> PyResult<()> { Ok(())\n} N.B. the position of the / and * arguments (if included) control the system of handling positional and keyword arguments. In Python: import mymodule mc = mymodule.MyClass()\nprint(mc.method(44, False, \"World\", 666, x=44, y=55))\nprint(mc.method(num=-1, name=\"World\"))\nprint(mc.make_change(44, False)) Produces output: py_args=('World', 666), py_kwargs=Some({'x': 44, 'y': 55}), name=Hello, num=44\npy_args=(), py_kwargs=None, name=World, num=-1\nnum=44\nnum=-1 Note: to use keywords like struct as a function argument, use \"raw identifier\" syntax r#struct in both the signature and the function definition: # #![allow(dead_code)]\n# use pyo3::prelude::*;\n#[pyfunction(signature = (r#struct = \"foo\"))]\nfn function_with_keyword(r#struct: &str) {\n# let _ = r#struct; /* ... */\n}","breadcrumbs":"Using Rust from Python » Python functions » Function signatures » Using #[pyo3(signature = (...))]","id":"35","title":"Using #[pyo3(signature = (...))]"},"350":{"body":"","breadcrumbs":"CHANGELOG » 0.19.2 - 2023-08-01","id":"350","title":"0.19.2 - 2023-08-01"},"351":{"body":"Add FFI definitions PyState_AddModule, PyState_RemoveModule and PyState_FindModule for PyPy 3.9 and up. #3295 Add FFI definitions _PyObject_CallFunction_SizeT and _PyObject_CallMethod_SizeT. #3297 Add a \"performance\" section to the guide collecting performance-related tricks and problems. #3304 Add PyErr::Display for all Python versions, and FFI symbol PyErr_DisplayException for Python 3.12. #3334 Add FFI definition PyType_GetDict() for Python 3.12. #3339 Add PyAny::downcast_exact. #3346 Add PySlice::full() to construct a full slice (::). #3353","breadcrumbs":"CHANGELOG » Added","id":"351","title":"Added"},"352":{"body":"Update PyErr for 3.12 betas to avoid deprecated ffi methods. #3306 Update FFI definitions of object.h for Python 3.12.0b4. #3335 Update pyo3::ffi struct definitions to be compatible with 3.12.0b4. #3342 Optimize conversion of float to f64 (and PyFloat::value) on non-abi3 builds. #3345","breadcrumbs":"CHANGELOG » Changed","id":"352","title":"Changed"},"353":{"body":"Fix timezone conversion bug for FixedOffset datetimes that were being incorrectly converted to and from UTC. #3269 Fix SystemError raised in PyUnicodeDecodeError_Create on PyPy 3.10. #3297 Correct FFI definition Py_EnterRecursiveCall to return c_int (was incorrectly returning ()). #3300 Fix case where PyErr::matches and PyErr::is_instance returned results inconsistent with PyErr::get_type. #3313 Fix loss of panic message in PanicException when unwinding after the exception was \"normalized\". #3326 Fix PyErr::from_value and PyErr::into_value losing traceback on conversion. #3328 Fix reference counting of immortal objects on Python 3.12.0b4. #3335","breadcrumbs":"CHANGELOG » Fixed","id":"353","title":"Fixed"},"354":{"body":"","breadcrumbs":"CHANGELOG » 0.19.1 - 2023-07-03","id":"354","title":"0.19.1 - 2023-07-03"},"355":{"body":"Extend range of supported versions of hashbrown optional dependency to include version 0.14 #3258 Extend range of supported versions of indexmap optional dependency to include version 2. #3277 Support PyPy 3.10. #3289","breadcrumbs":"CHANGELOG » Packaging","id":"355","title":"Packaging"},"356":{"body":"Add pyo3::types::PyFrozenSetBuilder to allow building a PyFrozenSet item by item. #3156 Add support for converting to and from Python's ipaddress.IPv4Address/ipaddress.IPv6Address and std::net::IpAddr. #3197 Add support for num-bigint feature in combination with abi3. #3198 Add PyErr_GetRaisedException(), PyErr_SetRaisedException() to FFI definitions for Python 3.12 and later. #3248 Add Python::with_pool which is a safer but more limited alternative to Python::new_pool. #3263 Add PyDict::get_item_with_error on PyPy. #3270 Allow #[new] methods may to return Py in order to return existing instances. #3287","breadcrumbs":"CHANGELOG » Added","id":"356","title":"Added"},"357":{"body":"Fix conversion of classes implementing __complex__ to Complex when using abi3 or PyPy. #3185 Stop suppressing unrelated exceptions in PyAny::hasattr. #3271 Fix memory leak when creating PySet or PyFrozenSet or returning types converted into these internally, e.g. HashSet or BTreeSet. #3286","breadcrumbs":"CHANGELOG » Fixed","id":"357","title":"Fixed"},"358":{"body":"","breadcrumbs":"CHANGELOG » 0.19.0 - 2023-05-31","id":"358","title":"0.19.0 - 2023-05-31"},"359":{"body":"Correct dependency on syn to version 1.0.85 instead of the incorrect version 1.0.56. #3152","breadcrumbs":"CHANGELOG » Packaging","id":"359","title":"Packaging"},"36":{"body":"⚠️ Warning: This behaviour is being phased out 🛠️ The special casing of trailing optional arguments is deprecated. In a future pyo3 version, arguments of type Option<..> will share the same behaviour as other arguments, they are required unless a default is set using #[pyo3(signature = (...))]. This is done to better align the Python and Rust definition of such functions and make it more intuitive to rewrite them from Python in Rust. Specifically def some_fn(a: int, b: Optional[int]): ... will not automatically default b to none, but requires an explicit default if desired, where as in current pyo3 it is handled the other way around. During the migration window a #[pyo3(signature = (...))] will be required to silence the deprecation warning. After support for trailing optional arguments is fully removed, the signature attribute can be removed if all arguments should be required. As a convenience, functions without a #[pyo3(signature = (...))] option will treat trailing Option arguments as having a default of None. In the example below, PyO3 will create increment with a signature of increment(x, amount=None). #![allow(deprecated)]\nuse pyo3::prelude::*; /// Returns a copy of `x` increased by `amount`.\n///\n/// If `amount` is unspecified or `None`, equivalent to `x + 1`.\n#[pyfunction]\nfn increment(x: u64, amount: Option) -> u64 { x + amount.unwrap_or(1)\n}\n#\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| {\n# let fun = pyo3::wrap_pyfunction_bound!(increment, py)?;\n#\n# let inspect = PyModule::import_bound(py, \"inspect\")?.getattr(\"signature\")?;\n# let sig: String = inspect\n# .call1((fun,))?\n# .call_method0(\"__str__\")?\n# .extract()?;\n#\n# #[cfg(Py_3_8)] // on 3.7 the signature doesn't render b, upstream bug?\n# assert_eq!(sig, \"(x, amount=None)\");\n#\n# Ok(())\n# })\n# } To make trailing Option arguments required, but still accept None, add a #[pyo3(signature = (...))] annotation. For the example above, this would be #[pyo3(signature = (x, amount))]: # use pyo3::prelude::*;\n#[pyfunction]\n#[pyo3(signature = (x, amount))]\nfn increment(x: u64, amount: Option) -> u64 { x + amount.unwrap_or(1)\n}\n#\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| {\n# let fun = pyo3::wrap_pyfunction_bound!(increment, py)?;\n#\n# let inspect = PyModule::import_bound(py, \"inspect\")?.getattr(\"signature\")?;\n# let sig: String = inspect\n# .call1((fun,))?\n# .call_method0(\"__str__\")?\n# .extract()?;\n#\n# #[cfg(Py_3_8)] // on 3.7 the signature doesn't render b, upstream bug?\n# assert_eq!(sig, \"(x, amount)\");\n#\n# Ok(())\n# })\n# } To help avoid confusion, PyO3 requires #[pyo3(signature = (...))] when an Option argument is surrounded by arguments which aren't Option.","breadcrumbs":"Using Rust from Python » Python functions » Function signatures » Trailing optional arguments","id":"36","title":"Trailing optional arguments"},"360":{"body":"Accept text_signature option (and automatically generate signature) for #[new] in #[pymethods]. #2980 Add support for converting to and from Python's decimal.Decimal and rust_decimal::Decimal. #3016 Add #[pyo3(from_item_all)] when deriving FromPyObject to specify get_item as getter for all fields. #3120 Add pyo3::exceptions::PyBaseExceptionGroup for Python 3.11, and corresponding FFI definition PyExc_BaseExceptionGroup. #3141 Accept #[new] with #[classmethod] to create a constructor which receives a (subtype's) class/PyType as its first argument. #3157 Add PyClass::get and Py::get for GIL-indepedent access to classes with #[pyclass(frozen)]. #3158 Add PyAny::is_exact_instance and PyAny::is_exact_instance_of. #3161","breadcrumbs":"CHANGELOG » Added","id":"360","title":"Added"},"361":{"body":"PyAny::is_instance_of::(obj) is now equivalent to T::is_type_of(obj), and now returns bool instead of PyResult. #2881 Deprecate text_signature option on #[pyclass] structs. #2980 No longer wrap anyhow::Error/eyre::Report containing a basic PyErr without a chain in a PyRuntimeError. #3004 Change #[getter] and #[setter] to use a common call \"trampoline\" to slightly reduce generated code size and compile times. #3029 Improve default values for str, numbers and bool in automatically-generated text_signature. #3050 Improve default value for None in automatically-generated text_signature. #3066 Rename PySequence::list and PySequence::tuple to PySequence::to_list and PySequence::to_tuple. (The old names continue to exist as deprecated forms.) #3111 Extend the lifetime of the GIL token returned by PyRef::py and PyRefMut::py to match the underlying borrow. #3131 Safe access to the GIL, for example via Python::with_gil, is now locked inside of implementations of the __traverse__ slot. #3168","breadcrumbs":"CHANGELOG » Changed","id":"361","title":"Changed"},"362":{"body":"Remove all functionality deprecated in PyO3 0.17, most prominently Python::acquire_gil is replaced by Python::with_gil. #2981","breadcrumbs":"CHANGELOG » Removed","id":"362","title":"Removed"},"363":{"body":"Correct FFI definitions PyGetSetDef, PyMemberDef, PyStructSequence_Field and PyStructSequence_Desc to have *const c_char members for name and doc (not *mut c_char). #3036 Fix panic on fmt::Display, instead return \"\" string and report error via sys.unraisablehook() #3062 Fix a compile error of \"temporary value dropped while borrowed\" when #[pyfunction]s take references into #[pyclass]es #3142 Fix crashes caused by PyO3 applying deferred reference count updates when entering a __traverse__ implementation. #3168 Forbid running the Drop implementations of unsendable classes on other threads. #3176 Fix a compile error when #[pymethods] items come from somewhere else (for example, as a macro argument) and a custom receiver like Py is used. #3178","breadcrumbs":"CHANGELOG » Fixed","id":"363","title":"Fixed"},"364":{"body":"","breadcrumbs":"CHANGELOG » 0.18.3 - 2023-04-13","id":"364","title":"0.18.3 - 2023-04-13"},"365":{"body":"Add GILProtected to mediate concurrent access to a value using Python's global interpreter lock (GIL). #2975 Support PyASCIIObject / PyUnicode and associated methods on big-endian architectures. #3015 Add FFI definition _PyDict_Contains_KnownHash() for CPython 3.10 and up. #3088","breadcrumbs":"CHANGELOG » Added","id":"365","title":"Added"},"366":{"body":"Fix compile error for #[pymethods] and #[pyfunction] called \"output\". #3022 Fix compile error in generated code for magic methods implemented as a #[staticmethod]. #3055 Fix is_instance for PyDateTime (would incorrectly check for a PyDate). #3071 Fix upstream deprecation of PyUnicode_InternImmortal since Python 3.10. #3071","breadcrumbs":"CHANGELOG » Fixed","id":"366","title":"Fixed"},"367":{"body":"","breadcrumbs":"CHANGELOG » 0.18.2 - 2023-03-24","id":"367","title":"0.18.2 - 2023-03-24"},"368":{"body":"Disable default features of chrono to avoid depending on time v0.1.x. #2939","breadcrumbs":"CHANGELOG » Packaging","id":"368","title":"Packaging"},"369":{"body":"Implement IntoPy, ToPyObject and FromPyObject for Cow<[u8]> to efficiently handle both bytes and bytearray objects. #2899 Implement IntoPy, ToPyObject and FromPyObject for Cell. #3014 Add PyList::to_tuple(), as a convenient and efficient conversion from lists to tuples. #3042 Add PyTuple::to_list(), as a convenient and efficient conversion from tuples to lists. #3044","breadcrumbs":"CHANGELOG » Added","id":"369","title":"Added"},"37":{"body":"The function signature is exposed to Python via the __text_signature__ attribute. PyO3 automatically generates this for every #[pyfunction] and all #[pymethods] directly from the Rust function, taking into account any override done with the #[pyo3(signature = (...))] option. This automatic generation can only display the value of default arguments for strings, integers, boolean types, and None. Any other default arguments will be displayed as .... (.pyi type stub files commonly also use ... for default arguments in the same way.) In cases where the automatically-generated signature needs adjusting, it can be overridden using the #[pyo3(text_signature)] option.) The example below creates a function add which accepts two positional-only arguments a and b, where b has a default value of zero. use pyo3::prelude::*; /// This function adds two unsigned 64-bit integers.\n#[pyfunction]\n#[pyo3(signature = (a, b=0, /))]\nfn add(a: u64, b: u64) -> u64 { a + b\n}\n#\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| {\n# let fun = pyo3::wrap_pyfunction_bound!(add, py)?;\n#\n# let doc: String = fun.getattr(\"__doc__\")?.extract()?;\n# assert_eq!(doc, \"This function adds two unsigned 64-bit integers.\");\n#\n# let inspect = PyModule::import_bound(py, \"inspect\")?.getattr(\"signature\")?;\n# let sig: String = inspect\n# .call1((fun,))?\n# .call_method0(\"__str__\")?\n# .extract()?;\n#\n# #[cfg(Py_3_8)] // on 3.7 the signature doesn't render b, upstream bug?\n# assert_eq!(sig, \"(a, b=0, /)\");\n#\n# Ok(())\n# })\n# } The following IPython output demonstrates how this generated signature will be seen from Python tooling: >>> pyo3_test.add.__text_signature__\n'(a, b=..., /)'\n>>> pyo3_test.add?\nSignature: pyo3_test.add(a, b=0, /)\nDocstring: This function adds two unsigned 64-bit integers.\nType: builtin_function_or_method","breadcrumbs":"Using Rust from Python » Python functions » Function signatures » Making the function signature available to Python","id":"37","title":"Making the function signature available to Python"},"370":{"body":"Optimize PySequence conversion for list and tuple inputs. #2944 Improve exception raised when creating #[pyclass] type object fails during module import. #2947 Optimize PyMapping conversion for dict inputs. #2954 Allow create_exception! to take a dotted.module to place the exception in a submodule. #2979","breadcrumbs":"CHANGELOG » Changed","id":"370","title":"Changed"},"371":{"body":"Fix a reference counting race condition affecting PyObjects cloned in allow_threads blocks. #2952 Fix clippy::redundant_closure lint on default arguments in #[pyo3(signature = (...))] annotations. #2990 Fix non_snake_case lint on generated code in #[pyfunction] macro. #2993 Fix some FFI definitions for the upcoming PyPy 3.10 release. #3031","breadcrumbs":"CHANGELOG » Fixed","id":"371","title":"Fixed"},"372":{"body":"","breadcrumbs":"CHANGELOG » 0.18.1 - 2023-02-07","id":"372","title":"0.18.1 - 2023-02-07"},"373":{"body":"Add PyErr::write_unraisable(). #2889 Add Python::Ellipsis() and PyAny::is_ellipsis() methods. #2911 Add PyDict::update() and PyDict::update_if_missing() methods. #2912","breadcrumbs":"CHANGELOG » Added","id":"373","title":"Added"},"374":{"body":"FFI definition PyIter_Check on CPython 3.7 is now implemented as hasattr(type(obj), \"__next__\"), which works correctly on all platforms and adds support for abi3. #2914 Warn about unknown config keys in PYO3_CONFIG_FILE instead of denying. #2926","breadcrumbs":"CHANGELOG » Changed","id":"374","title":"Changed"},"375":{"body":"Send errors returned by __releasebuffer__ to sys.unraisablehook rather than causing SystemError. #2886 Fix downcast to PyIterator succeeding for Python classes which did not implement __next__. #2914 Fix segfault in __traverse__ when visiting None fields of Option. #2921 Fix #[pymethods(crate = \"...\")] option being ignored. #2923 Link against pythonXY_d.dll for debug Python builds on Windows. #2937","breadcrumbs":"CHANGELOG » Fixed","id":"375","title":"Fixed"},"376":{"body":"","breadcrumbs":"CHANGELOG » 0.18.0 - 2023-01-17","id":"376","title":"0.18.0 - 2023-01-17"},"377":{"body":"Relax indexmap optional depecency to allow >= 1.6, < 2. #2849 Relax hashbrown optional dependency to allow >= 0.9, < 0.14. #2875 Update memoffset dependency to 0.8. #2875","breadcrumbs":"CHANGELOG » Packaging","id":"377","title":"Packaging"},"378":{"body":"Add GILOnceCell::get_or_try_init for fallible GILOnceCell initialization. #2398 Add experimental feature experimental-inspect with type_input() and type_output() helpers to get the Python type of any Python-compatible object. #2490 #2882 The #[pyclass] macro can now take get_all and set_all to create getters and setters for every field. #2692 Add #[pyo3(signature = (...))] option for #[pyfunction] and #[pymethods]. #2702 pyo3-build-config: rebuild when PYO3_ENVIRONMENT_SIGNATURE environment variable value changes. #2727 Add conversions between non-zero int types in std::num and Python int. #2730 Add Py::downcast() as a companion to PyAny::downcast(), as well as downcast_unchecked() for both types. #2734 Add types for all built-in Warning classes as well as PyErr::warn_explicit. #2742 Add abi3-py311 feature. #2776 Add FFI definition _PyErr_ChainExceptions() for CPython. #2788 Add FFI definitions PyVectorcall_NARGS and PY_VECTORCALL_ARGUMENTS_OFFSET for PyPy 3.8 and up. #2811 Add PyList::get_item_unchecked for PyPy. #2827","breadcrumbs":"CHANGELOG » Added","id":"378","title":"Added"},"379":{"body":"PyO3's macros now emit a much nicer error message if function return values don't implement the required trait(s). #2664 Use a TypeError, rather than a ValueError, when refusing to treat a str as a Vec. #2685 Change PyCFunction::new_closure to take name and doc arguments. #2686 PyType::is_subclass, PyErr::is_instance and PyAny::is_instance now take &PyAny instead of &PyType arguments, so that they work with objects that pretend to be types using __subclasscheck__ and __instancecheck__. #2695 Deprecate #[args] attribute and passing \"args\" specification directly to #[pyfunction] in favor of the new #[pyo3(signature = (...))] option. #2702 Deprecate required arguments after Option arguments to #[pyfunction] and #[pymethods] without also using #[pyo3(signature)] to specify whether the arguments should be required or have defaults. #2703 Change #[pyfunction] and #[pymethods] to use a common call \"trampoline\" to slightly reduce generated code size and compile times. #2705 PyAny::cast_as() and Py::cast_as() are now deprecated in favor of PyAny::downcast() and the new Py::downcast(). #2734 Relax lifetime bounds on PyAny::downcast(). #2734 Automatically generate __text_signature__ for all Python functions created using #[pyfunction] and #[pymethods]. #2784 Accept any iterator in PySet::new and PyFrozenSet::new. #2795 Mixing #[cfg(...)] and #[pyo3(...)] attributes on #[pyclass] struct fields will now work. #2796 Re-enable PyFunction on when building for abi3 or PyPy. #2838 Improve derive(FromPyObject) to use intern! when applicable for #[pyo3(item)]. #2879","breadcrumbs":"CHANGELOG » Changed","id":"379","title":"Changed"},"38":{"body":"The #[pyo3(text_signature = \"()\")] attribute can be used to override the default generated signature. In the snippet below, the text signature attribute is used to include the default value of 0 for the argument b, instead of the automatically-generated default value of ...: use pyo3::prelude::*; /// This function adds two unsigned 64-bit integers.\n#[pyfunction]\n#[pyo3(signature = (a, b=0, /), text_signature = \"(a, b=0, /)\")]\nfn add(a: u64, b: u64) -> u64 { a + b\n}\n#\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| {\n# let fun = pyo3::wrap_pyfunction_bound!(add, py)?;\n#\n# let doc: String = fun.getattr(\"__doc__\")?.extract()?;\n# assert_eq!(doc, \"This function adds two unsigned 64-bit integers.\");\n#\n# let inspect = PyModule::import_bound(py, \"inspect\")?.getattr(\"signature\")?;\n# let sig: String = inspect\n# .call1((fun,))?\n# .call_method0(\"__str__\")?\n# .extract()?;\n# assert_eq!(sig, \"(a, b=0, /)\");\n#\n# Ok(())\n# })\n# } PyO3 will include the contents of the annotation unmodified as the __text_signature__. Below shows how IPython will now present this (see the default value of 0 for b): >>> pyo3_test.add.__text_signature__\n'(a, b=0, /)'\n>>> pyo3_test.add?\nSignature: pyo3_test.add(a, b=0, /)\nDocstring: This function adds two unsigned 64-bit integers.\nType: builtin_function_or_method If no signature is wanted at all, #[pyo3(text_signature = None)] will disable the built-in signature. The snippet below demonstrates use of this: use pyo3::prelude::*; /// This function adds two unsigned 64-bit integers.\n#[pyfunction]\n#[pyo3(signature = (a, b=0, /), text_signature = None)]\nfn add(a: u64, b: u64) -> u64 { a + b\n}\n#\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| {\n# let fun = pyo3::wrap_pyfunction_bound!(add, py)?;\n#\n# let doc: String = fun.getattr(\"__doc__\")?.extract()?;\n# assert_eq!(doc, \"This function adds two unsigned 64-bit integers.\");\n# assert!(fun.getattr(\"__text_signature__\")?.is_none());\n#\n# Ok(())\n# })\n# } Now the function's __text_signature__ will be set to None, and IPython will not display any signature in the help: >>> pyo3_test.add.__text_signature__ == None\nTrue\n>>> pyo3_test.add?\nDocstring: This function adds two unsigned 64-bit integers.\nType: builtin_function_or_method","breadcrumbs":"Using Rust from Python » Python functions » Function signatures » Overriding the generated signature","id":"38","title":"Overriding the generated signature"},"380":{"body":"Remove the deprecated pyproto feature, #[pyproto] macro, and all accompanying APIs. #2587 Remove all functionality deprecated in PyO3 0.16. #2843","breadcrumbs":"CHANGELOG » Removed","id":"380","title":"Removed"},"381":{"body":"Disable PyModule::filename on PyPy. #2715 PyCodeObject is now once again defined with fields on Python 3.7. #2726 Raise a TypeError if #[new] pymethods with no arguments receive arguments when called from Python. #2749 Use the NOARGS argument calling convention for methods that have a single py: Python argument (as a performance optimization). #2760 Fix truncation of isize values to c_long in PySlice::new. #2769 Fix soundness issue with FFI definition PyUnicodeDecodeError_Create on PyPy leading to indeterminate behavior (typically a TypeError). #2772 Allow functions taking **kwargs to accept keyword arguments which share a name with a positional-only argument (as permitted by PEP 570). #2800 Fix unresolved symbol for PyObject_Vectorcall on PyPy 3.9 and up. #2811 Fix memory leak in PyCFunction::new_closure. #2842","breadcrumbs":"CHANGELOG » Fixed","id":"381","title":"Fixed"},"382":{"body":"","breadcrumbs":"CHANGELOG » 0.17.3 - 2022-11-01","id":"382","title":"0.17.3 - 2022-11-01"},"383":{"body":"Support Python 3.11. (Previous versions of PyO3 0.17 have been tested against Python 3.11 release candidates and are expected to be compatible, this is the first version tested against Python 3.11.0.) #2708","breadcrumbs":"CHANGELOG » Packaging","id":"383","title":"Packaging"},"384":{"body":"Implemented ExactSizeIterator for PyListIterator, PyDictIterator, PySetIterator and PyFrozenSetIterator. #2676","breadcrumbs":"CHANGELOG » Added","id":"384","title":"Added"},"385":{"body":"Fix regression of impl FromPyObject for [T; N] no longer accepting types passing PySequence_Check, e.g. NumPy arrays, since version 0.17.0. This the same fix that was applied impl FromPyObject for Vec in version 0.17.1 extended to fixed-size arrays. #2675 Fix UB in FunctionDescription::extract_arguments_fastcall due to creating slices from a null pointer. #2687","breadcrumbs":"CHANGELOG » Fixed","id":"385","title":"Fixed"},"386":{"body":"","breadcrumbs":"CHANGELOG » 0.17.2 - 2022-10-04","id":"386","title":"0.17.2 - 2022-10-04"},"387":{"body":"Added optional chrono feature to convert chrono types into types in the datetime module. #2612","breadcrumbs":"CHANGELOG » Packaging","id":"387","title":"Packaging"},"388":{"body":"Add support for num-bigint feature on PyPy. #2626","breadcrumbs":"CHANGELOG » Added","id":"388","title":"Added"},"389":{"body":"Correctly implement __richcmp__ for enums, fixing __ne__ returning always returning True. #2622 Fix compile error since 0.17.0 with Option<&SomePyClass> argument with a default. #2630 Fix regression of impl FromPyObject for Vec no longer accepting types passing PySequence_Check, e.g. NumPy arrays, since 0.17.0. #2631","breadcrumbs":"CHANGELOG » Fixed","id":"389","title":"Fixed"},"39":{"body":"This chapter contains a little background of error handling in Rust and how PyO3 integrates this with Python exceptions. This covers enough detail to create a #[pyfunction] which raises Python exceptions from errors originating in Rust. There is a later section of the guide on Python exceptions which covers exception types in more detail.","breadcrumbs":"Using Rust from Python » Python functions » Error handling » Error handling","id":"39","title":"Error handling"},"390":{"body":"","breadcrumbs":"CHANGELOG » 0.17.1 - 2022-08-28","id":"390","title":"0.17.1 - 2022-08-28"},"391":{"body":"Fix visibility of PyDictItems, PyDictKeys, and PyDictValues types added in PyO3 0.17.0. Fix compile failure when using #[pyo3(from_py_with = \"...\")] attribute on an argument of type Option. #2592 Fix clippy redundant-closure lint on **kwargs arguments for #[pyfunction] and #[pymethods]. #2595","breadcrumbs":"CHANGELOG » Fixed","id":"391","title":"Fixed"},"392":{"body":"","breadcrumbs":"CHANGELOG » 0.17.0 - 2022-08-23","id":"392","title":"0.17.0 - 2022-08-23"},"393":{"body":"Update inventory dependency to 0.3 (the multiple-pymethods feature now requires Rust 1.62 for correctness). #2492","breadcrumbs":"CHANGELOG » Packaging","id":"393","title":"Packaging"},"394":{"body":"Add timezone_utc. #1588 Implement ToPyObject for [T; N]. #2313 Add PyDictKeys, PyDictValues and PyDictItems Rust types. #2358 Add append_to_inittab. #2377 Add FFI definition PyFrame_GetCode. #2406 Add PyCode and PyFrame high level objects. #2408 Add FFI definitions Py_fstring_input, sendfunc, and _PyErr_StackItem. #2423 Add PyDateTime::new_with_fold, PyTime::new_with_fold, PyTime::get_fold, and PyDateTime::get_fold for PyPy. #2428 Add #[pyclass(frozen)]. #2448 Accept #[pyo3(name)] on enum variants. #2457 Add CompareOp::matches to implement __richcmp__ as the result of a Rust std::cmp::Ordering comparison. #2460 Add PySuper type. #2486 Support PyPy on Windows with the generate-import-lib feature. #2506 Add FFI definitions Py_EnterRecursiveCall and Py_LeaveRecursiveCall. #2511 Add PyDict::get_item_with_error. #2536 Add #[pyclass(sequence)] option. #2567","breadcrumbs":"CHANGELOG » Added","id":"394","title":"Added"},"395":{"body":"Change datetime constructors taking a tzinfo to take Option<&PyTzInfo> instead of Option<&PyObject>: PyDateTime::new, PyDateTime::new_with_fold, PyTime::new, and PyTime::new_with_fold. #1588 Move PyTypeObject::type_object method to the PyTypeInfo trait, and deprecate the PyTypeObject trait. #2287 Methods of Py and PyAny now accept impl IntoPy> rather than just &str to allow use of the intern! macro. #2312 Change the deprecated pyproto feature to be opt-in instead of opt-out. #2322 Emit better error messages when #[pyfunction] return types do not implement IntoPy. #2326 Require T: IntoPy for impl IntoPy for [T; N] instead of T: ToPyObject. #2326 Deprecate the ToBorrowedObject trait. #2333 Iterators over PySet and PyDict will now panic if the underlying collection is mutated during the iteration. #2380 Iterators over PySet and PyDict will now panic if the underlying collection is mutated during the iteration. #2380 Allow #[classattr] methods to be fallible. #2385 Prevent multiple #[pymethods] with the same name for a single #[pyclass]. #2399 Fixup lib_name when using PYO3_CONFIG_FILE. #2404 Add a message to the ValueError raised by the #[derive(FromPyObject)] implementation for a tuple struct. #2414 Allow #[classattr] methods to take Python argument. #2456 Rework PyCapsule type to resolve soundness issues: #2485 PyCapsule::new and PyCapsule::new_with_destructor now take name: Option instead of &CStr. The destructor F in PyCapsule::new_with_destructor must now be Send. PyCapsule::get_context deprecated in favor of PyCapsule::context which doesn't take a py: Python<'_> argument. PyCapsule::set_context no longer takes a py: Python<'_> argument. PyCapsule::name now returns PyResult> instead of &CStr. FromPyObject::extract for Vec no longer accepts Python str inputs. #2500 Ensure each #[pymodule] is only initialized once. #2523 pyo3_build_config::add_extension_module_link_args now also emits linker arguments for wasm32-unknown-emscripten. #2538 Type checks for PySequence and PyMapping now require inputs to inherit from (or register with) collections.abc.Sequence and collections.abc.Mapping respectively. #2477 Disable PyFunction on when building for abi3 or PyPy. #2542 Deprecate Python::acquire_gil. #2549","breadcrumbs":"CHANGELOG » Changed","id":"395","title":"Changed"},"396":{"body":"Remove all functionality deprecated in PyO3 0.15. #2283 Make the Dict, WeakRef and BaseNativeType members of the PyClass private implementation details. #2572","breadcrumbs":"CHANGELOG » Removed","id":"396","title":"Removed"},"397":{"body":"Enable incorrectly disabled FFI definition PyThreadState_DeleteCurrent. #2357 Fix wrap_pymodule interactions with name resolution rules: it no longer \"sees through\" glob imports of use submodule::* when submodule::submodule is a #[pymodule]. #2363 Correct FFI definition PyEval_EvalCodeEx to take *const *mut PyObject array arguments instead of *mut *mut PyObject. #2368 Fix \"raw-ident\" structs (e.g. #[pyclass] struct r#RawName) incorrectly having r# at the start of the class name created in Python. #2395 Correct FFI definition Py_tracefunc to be unsafe extern \"C\" fn (was previously safe). #2407 Fix compile failure with #[pyo3(from_py_with = \"...\")] annotations on a field in a #[derive(FromPyObject)] struct. #2414 Fix FFI definitions _PyDateTime_BaseTime and _PyDateTime_BaseDateTime lacking leading underscores in their names. #2421 Remove FFI definition PyArena on Python 3.10 and up. #2421 Fix FFI definition PyCompilerFlags missing member cf_feature_version on Python 3.8 and up. #2423 Fix FFI definition PyAsyncMethods missing member am_send on Python 3.10 and up. #2423 Fix FFI definition PyGenObject having multiple incorrect members on various Python versions. #2423 Fix FFI definition PySyntaxErrorObject missing members end_lineno and end_offset on Python 3.10 and up. #2423 Fix FFI definition PyHeapTypeObject missing member ht_module on Python 3.9 and up. #2423 Fix FFI definition PyFrameObject having multiple incorrect members on various Python versions. #2424 #2434 Fix FFI definition PyTypeObject missing deprecated field tp_print on Python 3.8. #2428 Fix FFI definitions PyDateTime_CAPI. PyDateTime_Date, PyASCIIObject, PyBaseExceptionObject, PyListObject, and PyTypeObject on PyPy. #2428 Fix FFI definition _inittab field initfunc typo'd as initfun. #2431 Fix FFI definitions _PyDateTime_BaseTime and _PyDateTime_BaseDateTime incorrectly having fold member. #2432 Fix FFI definitions PyTypeObject. PyHeapTypeObject, and PyCFunctionObject having incorrect members on PyPy 3.9. #2433 Fix FFI definition PyGetSetDef to have *const c_char for doc member (not *mut c_char). #2439 Fix #[pyo3(from_py_with = \"...\")] being ignored for 1-element tuple structs and transparent structs. #2440 Use memoffset to avoid UB when computing PyCell layout. #2450 Fix incorrect enum names being returned by the generated repr for enums renamed by #[pyclass(name = \"...\")] #2457 Fix PyObject_CallNoArgs incorrectly being available when building for abi3 on Python 3.9. #2476 Fix several clippy warnings generated by #[pyfunction] arguments. #2503","breadcrumbs":"CHANGELOG » Fixed","id":"397","title":"Fixed"},"398":{"body":"","breadcrumbs":"CHANGELOG » 0.16.6 - 2022-08-23","id":"398","title":"0.16.6 - 2022-08-23"},"399":{"body":"Fix soundness issues with PyCapsule type with select workarounds. Users are encourage to upgrade to PyO3 0.17 at their earliest convenience which contains API breakages which fix the issues in a long-term fashion. #2522 PyCapsule::new and PyCapsule::new_with_destructor now take ownership of a copy of the name to resolve a possible use-after-free. PyCapsule::name now returns an empty CStr instead of dereferencing a null pointer if the capsule has no name. The destructor F in PyCapsule::new_with_destructor will never be called if the capsule is deleted from a thread other than the one which the capsule was created in (a warning will be emitted). Panics during drop of panic payload caught by PyO3 will now abort. #2544","breadcrumbs":"CHANGELOG » Changed","id":"399","title":"Changed"},"4":{"body":"To embed Python into a Rust binary, you need to ensure that your Python installation contains a shared library. The following steps demonstrate how to ensure this (for Ubuntu), and then give some example code which runs an embedded Python interpreter. To install the Python shared library on Ubuntu: sudo apt install python3-dev To install the Python shared library on RPM based distributions (e.g. Fedora, Red Hat, SuSE), install the python3-devel package. Start a new project with cargo new and add pyo3 to the Cargo.toml like this: [dependencies.pyo3]\nversion = \"0.22.1\"\nfeatures = [\"auto-initialize\"] Example program displaying the value of sys.version and the current user name: use pyo3::prelude::*;\nuse pyo3::types::IntoPyDict; fn main() -> PyResult<()> { Python::with_gil(|py| { let sys = py.import_bound(\"sys\")?; let version: String = sys.getattr(\"version\")?.extract()?; let locals = [(\"os\", py.import_bound(\"os\")?)].into_py_dict_bound(py); let code = \"os.getenv('USER') or os.getenv('USERNAME') or 'Unknown'\"; let user: String = py.eval_bound(code, None, Some(&locals))?.extract()?; println!(\"Hello {}, I'm Python {}\", user, version); Ok(()) })\n} The guide has a section with lots of examples about this topic.","breadcrumbs":"Introduction » Using Python from Rust","id":"4","title":"Using Python from Rust"},"40":{"body":"Rust code uses the generic Result enum to propagate errors. The error type E is chosen by the code author to describe the possible errors which can happen. PyO3 has the PyErr type which represents a Python exception. If a PyO3 API could result in a Python exception being raised, the return type of that API will be PyResult , which is an alias for the type Result. In summary: When Python exceptions are raised and caught by PyO3, the exception will be stored in the Err variant of the PyResult. Passing Python exceptions through Rust code then uses all the \"normal\" techniques such as the ? operator, with PyErr as the error type. Finally, when a PyResult crosses from Rust back to Python via PyO3, if the result is an Err variant the contained exception will be raised. (There are many great tutorials on Rust error handling and the ? operator, so this guide will not go into detail on Rust-specific topics.)","breadcrumbs":"Using Rust from Python » Python functions » Error handling » Representing Python exceptions","id":"40","title":"Representing Python exceptions"},"400":{"body":"","breadcrumbs":"CHANGELOG » 0.16.5 - 2022-05-15","id":"400","title":"0.16.5 - 2022-05-15"},"401":{"body":"Add an experimental generate-import-lib feature to support auto-generating non-abi3 python import libraries for Windows targets. #2364 Add FFI definition Py_ExitStatusException. #2374","breadcrumbs":"CHANGELOG » Added","id":"401","title":"Added"},"402":{"body":"Deprecate experimental generate-abi3-import-lib feature in favor of the new generate-import-lib feature. #2364","breadcrumbs":"CHANGELOG » Changed","id":"402","title":"Changed"},"403":{"body":"Added missing warn_default_encoding field to PyConfig on 3.10+. The previously missing field could result in incorrect behavior or crashes. #2370 Fixed order of pathconfig_warnings and program_name fields of PyConfig on 3.10+. Previously, the order of the fields was swapped and this could lead to incorrect behavior or crashes. #2370","breadcrumbs":"CHANGELOG » Fixed","id":"403","title":"Fixed"},"404":{"body":"","breadcrumbs":"CHANGELOG » 0.16.4 - 2022-04-14","id":"404","title":"0.16.4 - 2022-04-14"},"405":{"body":"Add PyTzInfoAccess trait for safe access to time zone information. #2263 Add an experimental generate-abi3-import-lib feature to auto-generate python3.dll import libraries for Windows. #2282 Add FFI definitions for PyDateTime_BaseTime and PyDateTime_BaseDateTime. #2294","breadcrumbs":"CHANGELOG » Added","id":"405","title":"Added"},"406":{"body":"Improved performance of failing calls to FromPyObject::extract which is common when functions accept multiple distinct types. #2279 Default to \"m\" ABI tag when choosing libpython link name for CPython 3.7 on Unix. #2288 Allow to compile \"abi3\" extensions without a working build host Python interpreter. #2293","breadcrumbs":"CHANGELOG » Changed","id":"406","title":"Changed"},"407":{"body":"Crates depending on PyO3 can collect code coverage via LLVM instrumentation using stable Rust. #2286 Fix segfault when calling FFI methods PyDateTime_DATE_GET_TZINFO or PyDateTime_TIME_GET_TZINFO on datetime or time without a tzinfo. #2289 Fix directory names starting with the letter n breaking serialization of the interpreter configuration on Windows since PyO3 0.16.3. #2299","breadcrumbs":"CHANGELOG » Fixed","id":"407","title":"Fixed"},"408":{"body":"","breadcrumbs":"CHANGELOG » 0.16.3 - 2022-04-05","id":"408","title":"0.16.3 - 2022-04-05"},"409":{"body":"Extend parking_lot dependency supported versions to include 0.12. #2239","breadcrumbs":"CHANGELOG » Packaging","id":"409","title":"Packaging"},"41":{"body":"As indicated in the previous section, when a PyResult containing an Err crosses from Rust to Python, PyO3 will raise the exception contained within. Accordingly, to raise an exception from a #[pyfunction], change the return type T to PyResult. When the function returns an Err it will raise a Python exception. (Other Result types can be used as long as the error E has a From conversion for PyErr, see custom Rust error types below.) This also works for functions in #[pymethods]. For example, the following check_positive function raises a ValueError when the input is negative: use pyo3::exceptions::PyValueError;\nuse pyo3::prelude::*; #[pyfunction]\nfn check_positive(x: i32) -> PyResult<()> { if x < 0 { Err(PyValueError::new_err(\"x is negative\")) } else { Ok(()) }\n}\n#\n# fn main(){\n# Python::with_gil(|py|{\n# let fun = pyo3::wrap_pyfunction_bound!(check_positive, py).unwrap();\n# fun.call1((-1,)).unwrap_err();\n# fun.call1((1,)).unwrap();\n# });\n# } All built-in Python exception types are defined in the pyo3::exceptions module. They have a new_err constructor to directly build a PyErr, as seen in the example above.","breadcrumbs":"Using Rust from Python » Python functions » Error handling » Raising an exception from a function","id":"41","title":"Raising an exception from a function"},"410":{"body":"Add methods to pyo3_build_config::InterpreterConfig to run Python scripts using the configured executable. #2092 Add as_bytes method to Py. #2235 Add FFI definitions for PyType_FromModuleAndSpec, PyType_GetModule, PyType_GetModuleState and PyModule_AddType. #2250 Add pyo3_build_config::cross_compiling_from_to as a helper to detect when PyO3 is cross-compiling. #2253 Add #[pyclass(mapping)] option to leave sequence slots empty in container implementations. #2265 Add PyString::intern to enable usage of the Python's built-in string interning. #2268 Add intern! macro which can be used to amortize the cost of creating Python strings by storing them inside a GILOnceCell. #2269 Add PYO3_CROSS_PYTHON_IMPLEMENTATION environment variable for selecting the default cross Python implementation. #2272","breadcrumbs":"CHANGELOG » Added","id":"410","title":"Added"},"411":{"body":"Allow #[pyo3(crate = \"...\", text_signature = \"...\")] options to be used directly in #[pyclass(crate = \"...\", text_signature = \"...\")]. #2234 Make PYO3_CROSS_LIB_DIR environment variable optional when cross compiling. #2241 Mark METH_FASTCALL calling convention as limited API on Python 3.10. #2250 Deprecate pyo3_build_config::cross_compiling in favor of pyo3_build_config::cross_compiling_from_to. #2253","breadcrumbs":"CHANGELOG » Changed","id":"411","title":"Changed"},"412":{"body":"Fix abi3-py310 feature: use Python 3.10 ABI when available instead of silently falling back to the 3.9 ABI. #2242 Use shared linking mode when cross compiling against a Framework bundle for macOS. #2233 Fix panic during compilation when PYO3_CROSS_LIB_DIR is set for some host/target combinations. #2232 Correct dependency version for syn to require minimal patch version 1.0.56. #2240","breadcrumbs":"CHANGELOG » Fixed","id":"412","title":"Fixed"},"413":{"body":"","breadcrumbs":"CHANGELOG » 0.16.2 - 2022-03-15","id":"413","title":"0.16.2 - 2022-03-15"},"414":{"body":"Warn when modules are imported on PyPy 3.7 versions older than PyPy 7.3.8, as they are known to have binary compatibility issues. #2217 Ensure build script of pyo3-ffi runs before that of pyo3 to fix cross compilation. #2224","breadcrumbs":"CHANGELOG » Packaging","id":"414","title":"Packaging"},"415":{"body":"","breadcrumbs":"CHANGELOG » 0.16.1 - 2022-03-05","id":"415","title":"0.16.1 - 2022-03-05"},"416":{"body":"Extend hashbrown optional dependency supported versions to include 0.12. #2197","breadcrumbs":"CHANGELOG » Packaging","id":"416","title":"Packaging"},"417":{"body":"Fix incorrect platform detection for Windows in pyo3-build-config. #2198 Fix regression from 0.16 preventing cross compiling to aarch64 macOS. #2201","breadcrumbs":"CHANGELOG » Fixed","id":"417","title":"Fixed"},"418":{"body":"","breadcrumbs":"CHANGELOG » 0.16.0 - 2022-02-27","id":"418","title":"0.16.0 - 2022-02-27"},"419":{"body":"Update MSRV to Rust 1.48. #2004 Update indoc optional dependency to 1.0. #2004 Drop support for Python 3.6, remove abi3-py36 feature. #2006 pyo3-build-config no longer enables the resolve-config feature by default. #2008 Update inventory optional dependency to 0.2. #2019 Drop paste dependency. #2081 The bindings found in pyo3::ffi are now a re-export of a separate pyo3-ffi crate. #2126 Support PyPy 3.9. #2143","breadcrumbs":"CHANGELOG » Packaging","id":"419","title":"Packaging"},"42":{"body":"PyO3 will automatically convert a Result returned by a #[pyfunction] into a PyResult as long as there is an implementation of std::from::From for PyErr. Many error types in the Rust standard library have a From conversion defined in this way. If the type E you are handling is defined in a third-party crate, see the section on foreign rust error types below for ways to work with this error. The following example makes use of the implementation of From for PyErr to raise exceptions encountered when parsing strings as integers: # use pyo3::prelude::*;\nuse std::num::ParseIntError; #[pyfunction]\nfn parse_int(x: &str) -> Result { x.parse()\n} # fn main() {\n# Python::with_gil(|py| {\n# let fun = pyo3::wrap_pyfunction_bound!(parse_int, py).unwrap();\n# let value: usize = fun.call1((\"5\",)).unwrap().extract().unwrap();\n# assert_eq!(value, 5);\n# });\n# } When passed a string which doesn't contain a floating-point number, the exception raised will look like the below: >>> parse_int(\"bar\")\nTraceback (most recent call last): File \"\", line 1, in \nValueError: invalid digit found in string As a more complete example, the following snippet defines a Rust error named CustomIOError. It then defines a From for PyErr, which returns a PyErr representing Python's OSError. Therefore, it can use this error in the result of a #[pyfunction] directly, relying on the conversion if it has to be propagated into a Python exception. use pyo3::exceptions::PyOSError;\nuse pyo3::prelude::*;\nuse std::fmt; #[derive(Debug)]\nstruct CustomIOError; impl std::error::Error for CustomIOError {} impl fmt::Display for CustomIOError { fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result { write!(f, \"Oh no!\") }\n} impl std::convert::From for PyErr { fn from(err: CustomIOError) -> PyErr { PyOSError::new_err(err.to_string()) }\n} pub struct Connection {/* ... */} fn bind(addr: String) -> Result { if &addr == \"0.0.0.0\" { Err(CustomIOError) } else { Ok(Connection{ /* ... */}) }\n} #[pyfunction]\nfn connect(s: String) -> Result<(), CustomIOError> { bind(s)?; // etc. Ok(())\n} fn main() { Python::with_gil(|py| { let fun = pyo3::wrap_pyfunction_bound!(connect, py).unwrap(); let err = fun.call1((\"0.0.0.0\",)).unwrap_err(); assert!(err.is_instance_of::(py)); });\n} If lazy construction of the Python exception instance is desired, the PyErrArguments trait can be implemented instead of From. In that case, actual exception argument creation is delayed until the PyErr is needed. A final note is that any errors E which have a From conversion can be used with the ? (\"try\") operator with them. An alternative implementation of the above parse_int which instead returns PyResult is below: use pyo3::prelude::*; fn parse_int(s: String) -> PyResult { let x = s.parse()?; Ok(x)\n}\n#\n# use pyo3::exceptions::PyValueError;\n#\n# fn main() {\n# Python::with_gil(|py| {\n# assert_eq!(parse_int(String::from(\"1\")).unwrap(), 1);\n# assert_eq!(parse_int(String::from(\"1337\")).unwrap(), 1337);\n#\n# assert!(parse_int(String::from(\"-1\"))\n# .unwrap_err()\n# .is_instance_of::(py));\n# assert!(parse_int(String::from(\"foo\"))\n# .unwrap_err()\n# .is_instance_of::(py));\n# assert!(parse_int(String::from(\"13.37\"))\n# .unwrap_err()\n# .is_instance_of::(py));\n# })\n# }","breadcrumbs":"Using Rust from Python » Python functions » Error handling » Custom Rust error types","id":"42","title":"Custom Rust error types"},"420":{"body":"Add PyCapsule type exposing the Capsule API . #1980 Add pyo3_build_config::Sysconfigdata and supporting APIs. #1996 Add Py::setattr method. #2009 Add #[pyo3(crate = \"some::path\")] option to all attribute macros (except the deprecated #[pyproto]). #2022 Enable create_exception! macro to take an optional docstring. #2027 Enable #[pyclass] for fieldless (aka C-like) enums. #2034 Add buffer magic methods __getbuffer__ and __releasebuffer__ to #[pymethods]. #2067 Add support for paths in wrap_pyfunction and wrap_pymodule. #2081 Enable wrap_pyfunction! to wrap a #[pyfunction] implemented in a different Rust module or crate. #2091 Add PyAny::contains method (in operator for PyAny). #2115 Add PyMapping::contains method (in operator for PyMapping). #2133 Add garbage collection magic magic methods __traverse__ and __clear__ to #[pymethods]. #2159 Add support for from_py_with on struct tuples and enums to override the default from-Python conversion. #2181 Add eq, ne, lt, le, gt, ge methods to PyAny that wrap rich_compare. #2175 Add Py::is and PyAny::is methods to check for object identity. #2183 Add support for the __getattribute__ magic method. #2187","breadcrumbs":"CHANGELOG » Added","id":"420","title":"Added"},"421":{"body":"PyType::is_subclass, PyErr::is_instance and PyAny::is_instance now operate run-time type object instead of a type known at compile-time. The old behavior is still available as PyType::is_subclass_of, PyErr::is_instance_of and PyAny::is_instance_of. #1985 Rename some methods on PyErr (the old names are just marked deprecated for now): #2026 pytype -> get_type pvalue -> value (and deprecate equivalent instance) ptraceback -> traceback from_instance -> from_value into_instance -> into_value PyErr::new_type now takes an optional docstring and now returns PyResult> rather than a ffi::PyTypeObject pointer. #2027 Deprecate PyType::is_instance; it is inconsistent with other is_instance methods in PyO3. Instead of typ.is_instance(obj), use obj.is_instance(typ). #2031 __getitem__, __setitem__ and __delitem__ in #[pymethods] now implement both a Python mapping and sequence by default. #2065 Improve performance and error messages for #[derive(FromPyObject)] for enums. #2068 Reduce generated LLVM code size (to improve compile times) for: internal handle_panic helper #2074 #2158 #[pyfunction] and #[pymethods] argument extraction #2075 #2085 #[pyclass] type object creation #2076 #2081 #2157 Respect Rust privacy rules for items wrapped with wrap_pyfunction and wrap_pymodule. #2081 Add modulo argument to __ipow__ magic method. #2083 Fix FFI definition for _PyCFunctionFast. #2126 PyDateTimeAPI and PyDateTime_TimeZone_UTC are now unsafe functions instead of statics. #2126 PyDateTimeAPI does not implicitly call PyDateTime_IMPORT anymore to reflect the original Python API more closely. Before the first call to PyDateTime_IMPORT a null pointer is returned. Therefore before calling any of the following FFI functions PyDateTime_IMPORT must be called to avoid undefined behavior: #2126 PyDateTime_TimeZone_UTC PyDate_Check PyDate_CheckExact PyDateTime_Check PyDateTime_CheckExact PyTime_Check PyTime_CheckExact PyDelta_Check PyDelta_CheckExact PyTZInfo_Check PyTZInfo_CheckExact PyDateTime_FromTimestamp PyDate_FromTimestamp Deprecate the gc option for pyclass (e.g. #[pyclass(gc)]). Just implement a __traverse__ #[pymethod]. #2159 The ml_meth field of PyMethodDef is now represented by the PyMethodDefPointer union. 2166 Deprecate the #[pyproto] traits. #2173","breadcrumbs":"CHANGELOG » Changed","id":"421","title":"Changed"},"422":{"body":"Remove all functionality deprecated in PyO3 0.14. #2007 Remove Default impl for PyMethodDef. #2166 Remove PartialEq impl for Py and PyAny (use the new is instead). #2183","breadcrumbs":"CHANGELOG » Removed","id":"422","title":"Removed"},"423":{"body":"Fix undefined symbol for PyObject_HasAttr on PyPy. #2025 Fix memory leak in PyErr::into_value. #2026 Fix clippy warning needless-option-as-deref in code generated by #[pyfunction] and #[pymethods]. #2040 Fix undefined behavior in PySlice::indices. #2061 Fix the wrap_pymodule! macro using the wrong name for a #[pymodule] with a #[pyo3(name = \"..\")] attribute. #2081 Fix magic methods in #[pymethods] accepting implementations with the wrong number of arguments. #2083 Fix panic in #[pyfunction] generated code when a required argument following an Option was not provided. #2093 Fixed undefined behavior caused by incorrect ExactSizeIterator implementations. #2124 Fix missing FFI definition PyCMethod_New on Python 3.9 and up. #2143 Add missing FFI definitions _PyLong_NumBits and _PyLong_AsByteArray on PyPy. #2146 Fix memory leak in implementation of AsPyPointer for Option. #2160 Fix FFI definition of _PyLong_NumBits to return size_t instead of c_int. #2161 Fix TypeError thrown when argument parsing failed missing the originating causes. 2177","breadcrumbs":"CHANGELOG » Fixed","id":"423","title":"Fixed"},"424":{"body":"","breadcrumbs":"CHANGELOG » 0.15.2 - 2022-04-14","id":"424","title":"0.15.2 - 2022-04-14"},"425":{"body":"Backport of PyPy 3.9 support from PyO3 0.16. #2262","breadcrumbs":"CHANGELOG » Packaging","id":"425","title":"Packaging"},"426":{"body":"","breadcrumbs":"CHANGELOG » 0.15.1 - 2021-11-19","id":"426","title":"0.15.1 - 2021-11-19"},"427":{"body":"Add implementations for Py::as_ref and Py::into_ref for Py, Py and Py. #1682 Add PyTraceback type to represent and format Python tracebacks. #1977","breadcrumbs":"CHANGELOG » Added","id":"427","title":"Added"},"428":{"body":"#[classattr] constants with a known magic method name (which is lowercase) no longer trigger lint warnings expecting constants to be uppercase. #1969","breadcrumbs":"CHANGELOG » Changed","id":"428","title":"Changed"},"429":{"body":"Fix creating #[classattr] by functions with the name of a known magic method. #1969 Fix use of catch_unwind in allow_threads which can cause fatal crashes. #1989 Fix build failure on PyPy when abi3 features are activated. #1991 Fix mingw platform detection. #1993 Fix panic in __get__ implementation when accessing descriptor on type object. #1997","breadcrumbs":"CHANGELOG » Fixed","id":"429","title":"Fixed"},"43":{"body":"The Rust compiler will not permit implementation of traits for types outside of the crate where the type is defined. (This is known as the \"orphan rule\".) Given a type OtherError which is defined in third-party code, there are two main strategies available to integrate it with PyO3: Create a newtype wrapper, e.g. MyOtherError. Then implement From for PyErr (or PyErrArguments), as well as From for MyOtherError. Use Rust's Result combinators such as map_err to write code freely to convert OtherError into whatever is needed. This requires boilerplate at every usage however gives unlimited flexibility. To detail the newtype strategy a little further, the key trick is to return Result from the #[pyfunction]. This means that PyO3 will make use of From for PyErr to create Python exceptions while the #[pyfunction] implementation can use ? to convert OtherError to MyOtherError automatically. The following example demonstrates this for some imaginary third-party crate some_crate with a function get_x returning Result: # mod some_crate {\n# pub struct OtherError(());\n# impl OtherError {\n# pub fn message(&self) -> &'static str { \"some error occurred\" }\n# }\n# pub fn get_x() -> Result { Ok(5) }\n# } use pyo3::prelude::*;\nuse pyo3::exceptions::PyValueError;\nuse some_crate::{OtherError, get_x}; struct MyOtherError(OtherError); impl From for PyErr { fn from(error: MyOtherError) -> Self { PyValueError::new_err(error.0.message()) }\n} impl From for MyOtherError { fn from(other: OtherError) -> Self { Self(other) }\n} #[pyfunction]\nfn wrapped_get_x() -> Result { // get_x is a function returning Result let x: i32 = get_x()?; Ok(x)\n} # fn main() {\n# Python::with_gil(|py| {\n# let fun = pyo3::wrap_pyfunction_bound!(wrapped_get_x, py).unwrap();\n# let value: usize = fun.call0().unwrap().extract().unwrap();\n# assert_eq!(value, 5);\n# });\n# }","breadcrumbs":"Using Rust from Python » Python functions » Error handling » Foreign Rust error types","id":"43","title":"Foreign Rust error types"},"430":{"body":"","breadcrumbs":"CHANGELOG » 0.15.0 - 2021-11-03","id":"430","title":"0.15.0 - 2021-11-03"},"431":{"body":"pyo3's Cargo.toml now advertises links = \"python\" to inform Cargo that it links against libpython . #1819 Added optional anyhow feature to convert anyhow::Error into PyErr. #1822 Support Python 3.10. #1889 Added optional eyre feature to convert eyre::Report into PyErr. #1893 Support PyPy 3.8. #1948","breadcrumbs":"CHANGELOG » Packaging","id":"431","title":"Packaging"},"432":{"body":"Add PyList::get_item_unchecked and PyTuple::get_item_unchecked to get items without bounds checks. #1733 Support #[doc = include_str!(...)] attributes on Rust 1.54 and up. #1746 Add PyAny::py as a convenience for PyNativeType::py. #1751 Add implementation of std::ops::Index for PyList, PyTuple and PySequence. #1825 Add range indexing implementations of std::ops::Index for PyList, PyTuple and PySequence. #1829 Add PyMapping type to represent the Python mapping protocol. #1844 Add commonly-used sequence methods to PyList and PyTuple. #1849 Add as_sequence methods to PyList and PyTuple. #1860 Add support for magic methods in #[pymethods], intended as a replacement for #[pyproto]. #1864 Add abi3-py310 feature. #1889 Add PyCFunction::new_closure to create a Python function from a Rust closure. #1901 Add support for positional-only arguments in #[pyfunction]. #1925 Add PyErr::take to attempt to fetch a Python exception if present. #1957","breadcrumbs":"CHANGELOG » Added","id":"432","title":"Added"},"433":{"body":"PyList, PyTuple and PySequence's APIs now accepts only usize indices instead of isize. #1733 , #1802 , #1803 PyList::get_item and PyTuple::get_item now return PyResult<&PyAny> instead of panicking. #1733 PySequence::in_place_repeat and PySequence::in_place_concat now return PyResult<&PySequence> instead of PyResult<()>, which is needed in case of immutable sequences such as tuples. #1803 PySequence::get_slice now returns PyResult<&PySequence> instead of PyResult<&PyAny>. #1829 Deprecate PyTuple::split_from. #1804 Deprecate PyTuple::slice, new method PyTuple::get_slice added with usize indices. #1828 Deprecate FFI definitions PyParser_SimpleParseStringFlags, PyParser_SimpleParseStringFlagsFilename, PyParser_SimpleParseFileFlags when building for Python 3.9. #1830 Mark FFI definitions removed in Python 3.10 PyParser_ASTFromString, PyParser_ASTFromStringObject, PyParser_ASTFromFile, PyParser_ASTFromFileObject, PyParser_SimpleParseStringFlags, PyParser_SimpleParseStringFlagsFilename, PyParser_SimpleParseFileFlags, PyParser_SimpleParseString, PyParser_SimpleParseFile, Py_SymtableString, and Py_SymtableStringObject. #1830 #[pymethods] now handles magic methods similarly to #[pyproto]. In the future, #[pyproto] may be deprecated. #1864 Deprecate FFI definitions PySys_AddWarnOption, PySys_AddWarnOptionUnicode and PySys_HasWarnOptions. #1887 Deprecate #[call] attribute in favor of using fn __call__. #1929 Fix missing FFI definition _PyImport_FindExtensionObject on Python 3.10. #1942 Change PyErr::fetch to panic in debug mode if no exception is present. #1957","breadcrumbs":"CHANGELOG » Changed","id":"433","title":"Changed"},"434":{"body":"Fix building with a conda environment on Windows. #1873 Fix panic on Python 3.6 when calling Python::with_gil with Python initialized but threading not initialized. #1874 Fix incorrect linking to version-specific DLL instead of python3.dll when cross-compiling to Windows with abi3. #1880 Fix FFI definition for PyTuple_ClearFreeList incorrectly being present for Python 3.9 and up. #1887 Fix panic in generated #[derive(FromPyObject)] for enums. #1888 Fix cross-compiling to Python 3.7 builds with the \"m\" abi flag. #1908 Fix __mod__ magic method fallback to __rmod__. #1934 . Fix missing FFI definition _PyImport_FindExtensionObject on Python 3.10. #1942","breadcrumbs":"CHANGELOG » Fixed","id":"434","title":"Fixed"},"435":{"body":"","breadcrumbs":"CHANGELOG » 0.14.5 - 2021-09-05","id":"435","title":"0.14.5 - 2021-09-05"},"436":{"body":"Make pyo3_build_config::InterpreterConfig and subfields public. #1848 Add resolve-config feature to the pyo3-build-config to control whether its build script does anything. #1856","breadcrumbs":"CHANGELOG » Added","id":"436","title":"Added"},"437":{"body":"Fix 0.14.4 compile regression on s390x-unknown-linux-gnu target. #1850","breadcrumbs":"CHANGELOG » Fixed","id":"437","title":"Fixed"},"438":{"body":"","breadcrumbs":"CHANGELOG » 0.14.4 - 2021-08-29","id":"438","title":"0.14.4 - 2021-08-29"},"439":{"body":"Mark PyString::data as unsafe and disable it and some supporting PyUnicode FFI APIs (which depend on a C bitfield) on big-endian targets. #1834","breadcrumbs":"CHANGELOG » Changed","id":"439","title":"Changed"},"44":{"body":"PyO3 exposes a group of attributes powered by Rust's proc macro system for defining Python classes as Rust structs. The main attribute is #[pyclass], which is placed upon a Rust struct or enum to generate a Python type for it. They will usually also have one #[pymethods]-annotated impl block for the struct, which is used to define Python methods and constants for the generated Python type. (If the multiple-pymethods feature is enabled, each #[pyclass] is allowed to have multiple #[pymethods] blocks.) #[pymethods] may also have implementations for Python magic methods such as __str__. This chapter will discuss the functionality and configuration these attributes offer. Below is a list of links to the relevant section of this chapter for each: #[pyclass] #[pyo3(get, set)] #[pymethods] #[new] #[getter] #[setter] #[staticmethod] #[classmethod] #[classattr] #[args] Magic methods and slots Classes as function arguments","breadcrumbs":"Using Rust from Python » Python classes » Python classes","id":"44","title":"Python classes"},"440":{"body":"","breadcrumbs":"CHANGELOG » 0.14.3 - 2021-08-22","id":"440","title":"0.14.3 - 2021-08-22"},"441":{"body":"Add PyString::data to access the raw bytes stored in a Python string. #1794","breadcrumbs":"CHANGELOG » Added","id":"441","title":"Added"},"442":{"body":"Raise AttributeError to avoid panic when calling del on a #[setter] defined class property. #1779 Restrict FFI definitions PyGILState_Check and Py_tracefunc to the unlimited API. #1787 Add missing _type field to PyStatus struct definition. #1791 Reduce lower bound num-complex optional dependency to support interop with rust-numpy and ndarray when building with the MSRV of 1.41 #1799 Fix memory leak in Python::run_code. #1806 Fix memory leak in PyModule::from_code. #1810 Remove use of pyo3:: in pyo3::types::datetime which broke builds using -Z avoid-dev-deps #1811","breadcrumbs":"CHANGELOG » Fixed","id":"442","title":"Fixed"},"443":{"body":"","breadcrumbs":"CHANGELOG » 0.14.2 - 2021-08-09","id":"443","title":"0.14.2 - 2021-08-09"},"444":{"body":"Add indexmap feature to add ToPyObject, IntoPy and FromPyObject implementations for indexmap::IndexMap. #1728 Add pyo3_build_config::add_extension_module_link_args to use in build scripts to set linker arguments (for macOS). #1755 Add Python::with_gil_unchecked unsafe variation of Python::with_gil to allow obtaining a Python in scenarios where Python::with_gil would fail. #1769","breadcrumbs":"CHANGELOG » Added","id":"444","title":"Added"},"445":{"body":"PyErr::new no longer acquires the Python GIL internally. #1724 Reverted PyO3 0.14.0's use of cargo:rustc-cdylib-link-arg in its build script, as Cargo unintentionally allowed crates to pass linker args to downstream crates in this way. Projects supporting macOS may need to restore .cargo/config.toml files. #1755","breadcrumbs":"CHANGELOG » Changed","id":"445","title":"Changed"},"446":{"body":"Fix regression in 0.14.0 rejecting usage of #[doc(hidden)] on structs and functions annotated with PyO3 macros. #1722 Fix regression in 0.14.0 leading to incorrect code coverage being computed for #[pyfunction]s. #1726 Fix incorrect FFI definition of Py_Buffer on PyPy. #1737 Fix incorrect calculation of dictoffset on 32-bit Windows. #1475 Fix regression in 0.13.2 leading to linking to incorrect Python library on Windows \"gnu\" targets. #1759 Fix compiler warning: deny trailing semicolons in expression macro. #1762 Fix incorrect FFI definition of Py_DecodeLocale. The 2nd argument is now *mut Py_ssize_t instead of Py_ssize_t. #1766","breadcrumbs":"CHANGELOG » Fixed","id":"446","title":"Fixed"},"447":{"body":"","breadcrumbs":"CHANGELOG » 0.14.1 - 2021-07-04","id":"447","title":"0.14.1 - 2021-07-04"},"448":{"body":"Implement IntoPy for &PathBuf and &OsString. #1712","breadcrumbs":"CHANGELOG » Added","id":"448","title":"Added"},"449":{"body":"Fix crashes on PyPy due to incorrect definitions of PyList_SET_ITEM. #1713","breadcrumbs":"CHANGELOG » Fixed","id":"449","title":"Fixed"},"45":{"body":"To define a custom Python class, add the #[pyclass] attribute to a Rust struct or enum. # #![allow(dead_code)]\nuse pyo3::prelude::*; #[pyclass]\nstruct MyClass { inner: i32,\n} // A \"tuple\" struct\n#[pyclass]\nstruct Number(i32); // PyO3 supports unit-only enums (which contain only unit variants)\n// These simple enums behave similarly to Python's enumerations (enum.Enum)\n#[pyclass(eq, eq_int)]\n#[derive(PartialEq)]\nenum MyEnum { Variant, OtherVariant = 30, // PyO3 supports custom discriminants.\n} // PyO3 supports custom discriminants in unit-only enums\n#[pyclass(eq, eq_int)]\n#[derive(PartialEq)]\nenum HttpResponse { Ok = 200, NotFound = 404, Teapot = 418, // ...\n} // PyO3 also supports enums with Struct and Tuple variants\n// These complex enums have sligtly different behavior from the simple enums above\n// They are meant to work with instance checks and match statement patterns\n// The variants can be mixed and matched\n// Struct variants have named fields while tuple enums generate generic names for fields in order _0, _1, _2, ...\n// Apart from this both types are functionally identical\n#[pyclass]\nenum Shape { Circle { radius: f64 }, Rectangle { width: f64, height: f64 }, RegularPolygon(u32, f64), Nothing(),\n} The above example generates implementations for PyTypeInfo and PyClass for MyClass, Number, MyEnum, HttpResponse, and Shape. To see these generated implementations, refer to the implementation details at the end of this chapter.","breadcrumbs":"Using Rust from Python » Python classes » Defining a new class","id":"45","title":"Defining a new class"},"450":{"body":"","breadcrumbs":"CHANGELOG » 0.14.0 - 2021-07-03","id":"450","title":"0.14.0 - 2021-07-03"},"451":{"body":"Update num-bigint optional dependency to 0.4. #1481 Update num-complex optional dependency to 0.4. #1482 Extend hashbrown optional dependency supported versions to include 0.11. #1496 Support PyPy 3.7. #1538","breadcrumbs":"CHANGELOG » Packaging","id":"451","title":"Packaging"},"452":{"body":"Extend conversions for [T; N] to all N using const generics (on Rust 1.51 and up). #1128 Add conversions between OsStr/ OsString and Python strings. #1379 Add conversions between Path/ PathBuf and Python strings (and pathlib.Path objects). #1379 #1654 Add a new set of #[pyo3(...)] attributes to control various PyO3 macro functionality: #[pyo3(from_py_with = \"...\")] function arguments and struct fields to override the default from-Python conversion. #1411 #[pyo3(name = \"...\")] for setting Python names. #1567 #[pyo3(text_signature = \"...\")] for setting text signature. #1658 Add FFI definition PyCFunction_CheckExact for Python 3.9 and later. #1425 Add FFI definition Py_IS_TYPE. #1429 Add FFI definition _Py_InitializeMain. #1473 Add FFI definitions from cpython/import.h. #1475 Add tuple and unit struct support for #[pyclass] macro. #1504 Add FFI definition PyDateTime_TimeZone_UTC. #1572 Add support for #[pyclass(extends=Exception)]. #1591 Add PyErr::cause and PyErr::set_cause. #1679 Add FFI definitions from cpython/pystate.h. #1687 Add wrap_pyfunction! macro to pyo3::prelude. #1695","breadcrumbs":"CHANGELOG » Added","id":"452","title":"Added"},"453":{"body":"Allow only one #[pymethods] block per #[pyclass] by default, to remove the dependency on inventory. Add a multiple-pymethods feature to opt-in the original behavior and dependency on inventory. #1457 Change PyTimeAccess::get_fold to return a bool instead of a u8. #1397 Deprecate FFI definition PyCFunction_Call for Python 3.9 and up. #1425 Deprecate FFI definition PyModule_GetFilename. #1425 The auto-initialize feature is no longer enabled by default. #1443 Change PyCFunction::new and PyCFunction::new_with_keywords to take &'static str arguments rather than implicitly copying (and leaking) them. #1450 Deprecate PyModule::call, PyModule::call0, PyModule::call1 and PyModule::get. #1492 Add length information to PyBufferErrors raised from PyBuffer::copy_to_slice and PyBuffer::copy_from_slice. #1534 Automatically set -undefined and dynamic_lookup linker arguments on macOS with the extension-module feature. #1539 Deprecate #[pyproto] methods which are easier to implement as #[pymethods]: #1560 PyBasicProtocol::__bytes__ and PyBasicProtocol::__format__ PyContextProtocol::__enter__ and PyContextProtocol::__exit__ PyDescrProtocol::__delete__ and PyDescrProtocol::__set_name__ PyMappingProtocol::__reversed__ PyNumberProtocol::__complex__ and PyNumberProtocol::__round__ PyAsyncProtocol::__aenter__ and PyAsyncProtocol::__aexit__ Deprecate several attributes in favor of the new #[pyo3(...)] options: #[name = \"...\"], replaced by #[pyo3(name = \"...\")] #1567 #[pyfn(m, \"name\")], replaced by #[pyfn(m)] #[pyo3(name = \"...\")]. #1610 #[pymodule(name)], replaced by #[pymodule] #[pyo3(name = \"...\")] #1650 #[text_signature = \"...\"], replaced by #[pyo3(text_signature = \"...\")]. #1658 Reduce LLVM line counts to improve compilation times. #1604 No longer call PyEval_InitThreads in #[pymodule] init code. #1630 Use METH_FASTCALL argument passing convention, when possible, to improve #[pyfunction] and method performance. #1619 , #1660 Filter sysconfigdata candidates by architecture when cross-compiling. #1626","breadcrumbs":"CHANGELOG » Changed","id":"453","title":"Changed"},"454":{"body":"Remove deprecated exception names BaseException etc. #1426 Remove deprecated methods Python::is_instance, Python::is_subclass, Python::release, Python::xdecref, and Py::from_owned_ptr_or_panic. #1426 Remove many FFI definitions which never existed in the Python C-API: (previously deprecated) PyGetSetDef_INIT, PyGetSetDef_DICT, PyCoro_Check, PyCoroWrapper_Check, and PyAsyncGen_Check #1426 PyMethodDef_INIT #1426 PyTypeObject_INIT #1429 PyObject_Check, PySuper_Check, and FreeFunc #1438 PyModuleDef_INIT #1630 Remove pyclass implementation details from PyTypeInfo: Type, DESCRIPTION, and FLAGS #1456 BaseType, BaseLayout, Layout, Initializer #1596 Remove PYO3_CROSS_INCLUDE_DIR environment variable and the associated C header parsing functionality. #1521 Remove raw_pycfunction! macro. #1619 Remove PyClassAlloc trait. #1657 Remove PyList::get_parked_item. #1664","breadcrumbs":"CHANGELOG » Removed","id":"454","title":"Removed"},"455":{"body":"Remove FFI definition PyCFunction_ClearFreeList for Python 3.9 and later. #1425 PYO3_CROSS_LIB_DIR environment variable no long required when compiling for x86-64 Python from macOS arm64 and reverse. #1428 Fix FFI definition _PyEval_RequestCodeExtraIndex, which took an argument of the wrong type. #1429 Fix FFI definition PyIndex_Check missing with the abi3 feature. #1436 Fix incorrect TypeError raised when keyword-only argument passed along with a positional argument in *args. #1440 Fix inability to use a named lifetime for &PyTuple of *args in #[pyfunction]. #1440 Fix use of Python argument for #[pymethods] inside macro expansions. #1505 No longer include __doc__ in __all__ generated for #[pymodule]. #1509 Always use cross-compiling configuration if any of the PYO3_CROSS family of environment variables are set. #1514 Support EnvironmentError, IOError, and WindowsError on PyPy. #1533 Fix unnecessary rebuilds when cycling between cargo check and cargo clippy in a Python virtualenv. #1557 Fix segfault when dereferencing ffi::PyDateTimeAPI without the GIL. #1563 Fix memory leak in FromPyObject implementations for u128 and i128. #1638 Fix #[pyclass(extends=PyDict)] leaking the dict contents on drop. #1657 Fix segfault when calling PyList::get_item with negative indices. #1668 Fix FFI definitions of PyEval_SetProfile/PyEval_SetTrace to take Option parameters. #1692 Fix ToPyObject impl for HashSet to accept non-default hashers. #1702","breadcrumbs":"CHANGELOG » Fixed","id":"455","title":"Fixed"},"456":{"body":"","breadcrumbs":"CHANGELOG » 0.13.2 - 2021-02-12","id":"456","title":"0.13.2 - 2021-02-12"},"457":{"body":"Lower minimum supported Rust version to 1.41. #1421","breadcrumbs":"CHANGELOG » Packaging","id":"457","title":"Packaging"},"458":{"body":"Add unsafe API with_embedded_python_interpreter to initialize a Python interpreter, execute a closure, and finalize the interpreter. #1355 Add serde feature which provides implementations of Serialize and Deserialize for Py. #1366 Add FFI definition _PyCFunctionFastWithKeywords on Python 3.7 and up. #1384 Add PyDateTime::new_with_fold method. #1398 Add size_hint impls for {PyDict,PyList,PySet,PyTuple}Iterators. #1699","breadcrumbs":"CHANGELOG » Added","id":"458","title":"Added"},"459":{"body":"prepare_freethreaded_python will no longer register an atexit handler to call Py_Finalize. This resolves a number of issues with incompatible C extensions causing crashes at finalization. #1355 Mark PyLayout::py_init, PyClassDict::clear_dict, and opt_to_pyobj safe, as they do not perform any unsafe operations. #1404","breadcrumbs":"CHANGELOG » Changed","id":"459","title":"Changed"},"46":{"body":"To integrate Rust types with Python, PyO3 needs to place some restrictions on the types which can be annotated with #[pyclass]. In particular, they must have no lifetime parameters, no generic parameters, and must implement Send. The reason for each of these is explained below. No lifetime parameters Rust lifetimes are used by the Rust compiler to reason about a program's memory safety. They are a compile-time only concept; there is no way to access Rust lifetimes at runtime from a dynamic language like Python. As soon as Rust data is exposed to Python, there is no guarantee that the Rust compiler can make on how long the data will live. Python is a reference-counted language and those references can be held for an arbitrarily long time which is untraceable by the Rust compiler. The only possible way to express this correctly is to require that any #[pyclass] does not borrow data for any lifetime shorter than the 'static lifetime, i.e. the #[pyclass] cannot have any lifetime parameters. When you need to share ownership of data between Python and Rust, instead of using borrowed references with lifetimes consider using reference-counted smart pointers such as Arc or Py . No generic parameters A Rust struct Foo with a generic parameter T generates new compiled implementations each time it is used with a different concrete type for T. These new implementations are generated by the compiler at each usage site. This is incompatible with wrapping Foo in Python, where there needs to be a single compiled implementation of Foo which is integrated with the Python interpreter. Currently, the best alternative is to write a macro which expands to a new #[pyclass] for each instantiation you want: # #![allow(dead_code)]\nuse pyo3::prelude::*; struct GenericClass { data: T,\n} macro_rules! create_interface { ($name: ident, $type: ident) => { #[pyclass] pub struct $name { inner: GenericClass<$type>, } #[pymethods] impl $name { #[new] pub fn new(data: $type) -> Self { Self { inner: GenericClass { data: data }, } } } };\n} create_interface!(IntClass, i64);\ncreate_interface!(FloatClass, String); Must be Send Because Python objects are freely shared between threads by the Python interpreter, there is no guarantee which thread will eventually drop the object. Therefore all types annotated with #[pyclass] must implement Send (unless annotated with #[pyclass(unsendable)] ).","breadcrumbs":"Using Rust from Python » Python classes » Restrictions","id":"46","title":"Restrictions"},"460":{"body":"Fix support for using r#raw_idents as argument names in pyfunctions. #1383 Fix typo in FFI definition for PyFunction_GetCode (was incorrectly PyFunction_Code). #1387 Fix FFI definitions PyMarshal_WriteObjectToString and PyMarshal_ReadObjectFromString as available in limited API. #1387 Fix FFI definitions PyListObject and those from funcobject.h as requiring non-limited API. #1387 Fix unqualified Result usage in pyobject_native_type_base. #1402 Fix build on systems where the default Python encoding is not UTF-8. #1405 Fix build on mingw / MSYS2. #1423","breadcrumbs":"CHANGELOG » Fixed","id":"460","title":"Fixed"},"461":{"body":"","breadcrumbs":"CHANGELOG » 0.13.1 - 2021-01-10","id":"461","title":"0.13.1 - 2021-01-10"},"462":{"body":"Add support for #[pyclass(dict)] and #[pyclass(weakref)] with the abi3 feature on Python 3.9 and up. #1342 Add FFI definitions PyOS_BeforeFork, PyOS_AfterFork_Parent, PyOS_AfterFork_Child for Python 3.7 and up. #1348 Add an auto-initialize feature to control whether PyO3 should automatically initialize an embedded Python interpreter. For compatibility this feature is enabled by default in PyO3 0.13.1, but is planned to become opt-in from PyO3 0.14.0. #1347 Add support for cross-compiling to Windows without needing PYO3_CROSS_INCLUDE_DIR. #1350","breadcrumbs":"CHANGELOG » Added","id":"462","title":"Added"},"463":{"body":"Deprecate FFI definitions PyEval_CallObjectWithKeywords, PyEval_CallObject, PyEval_CallFunction, PyEval_CallMethod when building for Python 3.9. #1338 Deprecate FFI definitions PyGetSetDef_DICT and PyGetSetDef_INIT which have never been in the Python API. #1341 Deprecate FFI definitions PyGen_NeedsFinalizing, PyImport_Cleanup (removed in 3.9), and PyOS_InitInterrupts (3.10). #1348 Deprecate FFI definition PyOS_AfterFork for Python 3.7 and up. #1348 Deprecate FFI definitions PyCoro_Check, PyAsyncGen_Check, and PyCoroWrapper_Check, which have never been in the Python API (for the first two, it is possible to use PyCoro_CheckExact and PyAsyncGen_CheckExact instead; these are the actual functions provided by the Python API). #1348 Deprecate FFI definitions for PyUnicode_FromUnicode, PyUnicode_AsUnicode and PyUnicode_AsUnicodeAndSize, which will be removed from 3.12 and up due to PEP 623 . #1370","breadcrumbs":"CHANGELOG » Deprecated","id":"463","title":"Deprecated"},"464":{"body":"Remove FFI definition PyFrame_ClearFreeList when building for Python 3.9. #1341 Remove FFI definition _PyDict_Contains when building for Python 3.10. #1341 Remove FFI definitions PyGen_NeedsFinalizing and PyImport_Cleanup (for 3.9 and up), and PyOS_InitInterrupts (3.10). #1348","breadcrumbs":"CHANGELOG » Removed","id":"464","title":"Removed"},"465":{"body":"Stop including Py_TRACE_REFS config setting automatically if Py_DEBUG is set on Python 3.8 and up. #1334 Remove #[deny(warnings)] attribute (and instead refuse warnings only in CI). #1340 Fix deprecation warning for missing __module__ with #[pyclass]. #1343 Correct return type of PyFrozenSet::empty to &PyFrozenSet (was incorrectly &PySet). #1351 Fix missing Py_INCREF on heap type objects on Python versions before 3.8. #1365","breadcrumbs":"CHANGELOG » Fixed","id":"465","title":"Fixed"},"466":{"body":"","breadcrumbs":"CHANGELOG » 0.13.0 - 2020-12-22","id":"466","title":"0.13.0 - 2020-12-22"},"467":{"body":"Drop support for Python 3.5 (as it is now end-of-life). #1250 Bump minimum supported Rust version to 1.45. #1272 Bump indoc dependency to 1.0. #1272 Bump paste dependency to 1.0. #1272 Rename internal crates pyo3cls and pyo3-derive-backend to pyo3-macros and pyo3-macros-backend respectively. #1317","breadcrumbs":"CHANGELOG » Packaging","id":"467","title":"Packaging"},"468":{"body":"Add support for building for CPython limited API. Opting-in to the limited API enables a single extension wheel built with PyO3 to be installable on multiple Python versions. This required a few minor changes to runtime behavior of of PyO3 #[pyclass] types. See the migration guide for full details. #1152 Add feature flags abi3-py36, abi3-py37, abi3-py38 etc. to set the minimum Python version when using the limited API. #1263 Add argument names to TypeError messages generated by pymethod wrappers. #1212 Add FFI definitions for PEP 587 \"Python Initialization Configuration\". #1247 Add FFI definitions for PyEval_SetProfile and PyEval_SetTrace. #1255 Add FFI definitions for context.h functions (PyContext_New, etc). #1259 Add PyAny::is_instance method. #1276 Add support for conversion between char and PyString. #1282 Add FFI definitions for PyBuffer_SizeFromFormat, PyObject_LengthHint, PyObject_CallNoArgs, PyObject_CallOneArg, PyObject_CallMethodNoArgs, PyObject_CallMethodOneArg, PyObject_VectorcallDict, and PyObject_VectorcallMethod. #1287 Add conversions between u128/i128 and PyLong for PyPy. #1310 Add Python::version and Python::version_info to get the running interpreter version. #1322 Add conversions for tuples of length 10, 11, and 12. #1454","breadcrumbs":"CHANGELOG » Added","id":"468","title":"Added"},"469":{"body":"Change return type of PyType::name from Cow to PyResult<&str>. #1152 #[pyclass(subclass)] is now required for subclassing from Rust (was previously just required for subclassing from Python). #1152 Change PyIterator to be consistent with other native types: it is now used as &PyIterator instead of PyIterator<'a>. #1176 Change formatting of PyDowncastError messages to be closer to Python's builtin error messages. #1212 Change Debug and Display impls for PyException to be consistent with PyAny. #1275 Change Debug impl of PyErr to output more helpful information (acquiring the GIL if necessary). #1275 Rename PyTypeInfo::is_instance and PyTypeInfo::is_exact_instance to PyTypeInfo::is_type_of and PyTypeInfo::is_exact_type_of. #1278 Optimize PyAny::call0, Py::call0 and PyAny::call_method0 and Py::call_method0 on Python 3.9 and up. #1287 Require double-quotes for pyclass name argument e.g #[pyclass(name = \"MyClass\")]. #1303","breadcrumbs":"CHANGELOG » Changed","id":"469","title":"Changed"},"47":{"body":"By default, it is not possible to create an instance of a custom class from Python code. To declare a constructor, you need to define a method and annotate it with the #[new] attribute. Only Python's __new__ method can be specified, __init__ is not available. # #![allow(dead_code)]\n# use pyo3::prelude::*;\n# #[pyclass]\n# struct Number(i32);\n#\n#[pymethods]\nimpl Number { #[new] fn new(value: i32) -> Self { Number(value) }\n} Alternatively, if your new method may fail you can return PyResult. # #![allow(dead_code)]\n# use pyo3::prelude::*;\n# use pyo3::exceptions::PyValueError;\n# #[pyclass]\n# struct Nonzero(i32);\n#\n#[pymethods]\nimpl Nonzero { #[new] fn py_new(value: i32) -> PyResult { if value == 0 { Err(PyValueError::new_err(\"cannot be zero\")) } else { Ok(Nonzero(value)) } }\n} If you want to return an existing object (for example, because your new method caches the values it returns), new can return pyo3::Py. As you can see, the Rust method name is not important here; this way you can still, use new() for a Rust-level constructor. If no method marked with #[new] is declared, object instances can only be created from Rust, but not from Python. For arguments, see the Method arguments section below.","breadcrumbs":"Using Rust from Python » Python classes » Constructor","id":"47","title":"Constructor"},"470":{"body":"Deprecate Python::is_instance, Python::is_subclass, Python::release, and Python::xdecref. #1292","breadcrumbs":"CHANGELOG » Deprecated","id":"470","title":"Deprecated"},"471":{"body":"Remove deprecated ffi definitions PyUnicode_AsUnicodeCopy, PyUnicode_GetMax, _Py_CheckRecursionLimit, PyObject_AsCharBuffer, PyObject_AsReadBuffer, PyObject_CheckReadBuffer and PyObject_AsWriteBuffer, which will be removed in Python 3.10. #1217 Remove unused python3 feature. #1235","breadcrumbs":"CHANGELOG » Removed","id":"471","title":"Removed"},"472":{"body":"Fix missing field in PyCodeObject struct (co_posonlyargcount) - caused invalid access to other fields in Python >3.7. #1260 Fix building for x86_64-unknown-linux-musl target from x86_64-unknown-linux-gnu host. #1267 Fix #[text_signature] interacting badly with rust r#raw_identifiers. #1286 Fix FFI definitions for PyObject_Vectorcall and PyVectorcall_Call. #1287 Fix building with Anaconda python inside a virtualenv. #1290 Fix definition of opaque FFI types. #1312 Fix using custom error type in pyclass #[new] methods. #1319","breadcrumbs":"CHANGELOG » Fixed","id":"472","title":"Fixed"},"473":{"body":"","breadcrumbs":"CHANGELOG » 0.12.4 - 2020-11-28","id":"473","title":"0.12.4 - 2020-11-28"},"474":{"body":"Fix reference count bug in implementation of From> for PyObject, a regression introduced in PyO3 0.12. #1297","breadcrumbs":"CHANGELOG » Fixed","id":"474","title":"Fixed"},"475":{"body":"","breadcrumbs":"CHANGELOG » 0.12.3 - 2020-10-12","id":"475","title":"0.12.3 - 2020-10-12"},"476":{"body":"Fix support for Rust versions 1.39 to 1.44, broken by an incorrect internal update to paste 1.0 which was done in PyO3 0.12.2. #1234","breadcrumbs":"CHANGELOG » Fixed","id":"476","title":"Fixed"},"477":{"body":"","breadcrumbs":"CHANGELOG » 0.12.2 - 2020-10-12","id":"477","title":"0.12.2 - 2020-10-12"},"478":{"body":"Add support for keyword-only arguments without default values in #[pyfunction]. #1209 Add Python::check_signals as a safe a wrapper for PyErr_CheckSignals. #1214","breadcrumbs":"CHANGELOG » Added","id":"478","title":"Added"},"479":{"body":"Fix invalid document for protocol methods. #1169 Hide docs of PyO3 private implementation details in pyo3::class::methods. #1169 Fix unnecessary rebuild on PATH changes when the python interpreter is provided by PYO3_PYTHON. #1231","breadcrumbs":"CHANGELOG » Fixed","id":"479","title":"Fixed"},"48":{"body":"The next step is to create the module initializer and add our class to it: # #![allow(dead_code)]\n# use pyo3::prelude::*;\n# #[pyclass]\n# struct Number(i32);\n#\n#[pymodule]\nfn my_module(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_class::()?; Ok(())\n}","breadcrumbs":"Using Rust from Python » Python classes » Adding the class to a module","id":"48","title":"Adding the class to a module"},"480":{"body":"","breadcrumbs":"CHANGELOG » 0.12.1 - 2020-09-16","id":"480","title":"0.12.1 - 2020-09-16"},"481":{"body":"Fix building for a 32-bit Python on 64-bit Windows with a 64-bit Rust toolchain. #1179 Fix building on platforms where c_char is u8. #1182","breadcrumbs":"CHANGELOG » Fixed","id":"481","title":"Fixed"},"482":{"body":"","breadcrumbs":"CHANGELOG » 0.12.0 - 2020-09-12","id":"482","title":"0.12.0 - 2020-09-12"},"483":{"body":"Add FFI definitions Py_FinalizeEx, PyOS_getsig, and PyOS_setsig. #1021 Add PyString::to_str for accessing PyString as &str. #1023 Add Python::with_gil for executing a closure with the Python GIL. #1037 Add type information to failures in PyAny::downcast. #1050 Implement Debug for PyIterator. #1051 Add PyBytes::new_with and PyByteArray::new_with for initialising bytes and bytearray objects using a closure. #1074 Add #[derive(FromPyObject)] macro for enums and structs. #1065 Add Py::as_ref and Py::into_ref for converting Py to &T. #1098 Add ability to return Result types other than PyResult from #[pyfunction], #[pymethod] and #[pyproto] functions. #1106 . Implement ToPyObject, IntoPy, and FromPyObject for hashbrown 's HashMap and HashSet types (requires the hashbrown feature). #1114 Add #[pyfunction(pass_module)] and #[pyfn(pass_module)] to pass the module object as the first function argument. #1143 Add PyModule::add_function and PyModule::add_submodule as typed alternatives to PyModule::add_wrapped. #1143 Add native PyCFunction and PyFunction types. #1163","breadcrumbs":"CHANGELOG » Added","id":"483","title":"Added"},"484":{"body":"Rework exception types: #1024 #1115 Rename exception types from e.g. RuntimeError to PyRuntimeError. The old names continue to exist but are deprecated. Exception objects are now accessible as &T or Py, just like other Python-native types. Rename PyException::py_err to PyException::new_err. Rename PyUnicodeDecodeErr::new_err to PyUnicodeDecodeErr::new. Remove PyStopIteration::stop_iteration. Require T: Send for the return value T of Python::allow_threads. #1036 Rename PYTHON_SYS_EXECUTABLE to PYO3_PYTHON. The old name will continue to work (undocumented) but will be removed in a future release. #1039 Remove unsafe from signature of PyType::as_type_ptr. #1047 Change return type of PyIterator::from_object to PyResult (was Result). #1051 IntoPy is no longer implied by FromPy. #1063 Change PyObject to be a type alias for Py. #1063 Rework PyErr to be compatible with the std::error::Error trait: #1067 #1115 Implement Display, Error, Send and Sync for PyErr and PyErrArguments. Add PyErr::instance for accessing PyErr as &PyBaseException. PyErr's fields are now an implementation detail. The equivalent values can be accessed with PyErr::ptype, PyErr::pvalue and PyErr::ptraceback. Change receiver of PyErr::print and PyErr::print_and_set_sys_last_vars to &self (was self). Remove PyErrValue, PyErr::from_value, PyErr::into_normalized, and PyErr::normalize. Remove PyException::into. Remove Into> for PyErr and PyException. Change methods generated by #[pyproto] to return NotImplemented if Python should try a reversed operation. # 1072 Change argument to PyModule::add to impl IntoPy (was impl ToPyObject). # 1124","breadcrumbs":"CHANGELOG » Changed","id":"484","title":"Changed"},"485":{"body":"Remove many exception and PyErr APIs; see the \"changed\" section above. #1024 #1067 #1115 Remove PyString::to_string (use new PyString::to_str). #1023 Remove PyString::as_bytes. #1023 Remove Python::register_any. #1023 Remove GILGuard::acquire from the public API. Use Python::acquire_gil or Python::with_gil. #1036 Remove the FromPy trait. #1063 Remove the AsPyRef trait. #1098","breadcrumbs":"CHANGELOG » Removed","id":"485","title":"Removed"},"486":{"body":"Correct FFI definitions Py_SetProgramName and Py_SetPythonHome to take *const arguments (was *mut). #1021 Fix FromPyObject for num_bigint::BigInt for Python objects with an __index__ method. #1027 Correct FFI definition _PyLong_AsByteArray to take *mut c_uchar argument (was *const c_uchar). #1029 Fix segfault with #[pyclass(dict, unsendable)]. #1058 #1059 Fix using &Self as an argument type for functions in a #[pymethods] block. #1071 Fix best-effort build against PyPy 3.6. #1092 Fix many cases of lifetime elision in #[pyproto] implementations. #1093 Fix detection of Python build configuration when cross-compiling. #1095 Always link against libpython on android with the extension-module feature. #1095 Fix the + operator not trying __radd__ when both __add__ and __radd__ are defined in PyNumberProtocol (and similar for all other reversible operators). #1107 Fix building with Anaconda python. #1175","breadcrumbs":"CHANGELOG » Fixed","id":"486","title":"Fixed"},"487":{"body":"","breadcrumbs":"CHANGELOG » 0.11.1 - 2020-06-30","id":"487","title":"0.11.1 - 2020-06-30"},"488":{"body":"#[pyclass(unsendable)]. #1009","breadcrumbs":"CHANGELOG » Added","id":"488","title":"Added"},"489":{"body":"Update parking_lot dependency to 0.11. #1010","breadcrumbs":"CHANGELOG » Changed","id":"489","title":"Changed"},"49":{"body":"Often is useful to turn a #[pyclass] type T into a Python object and access it from Rust code. The [Py] and [Bound<'py, T>] smart pointers are the ways to represent a Python object in PyO3's API. More detail can be found about them in the Python objects section of the guide. Most Python objects do not offer exclusive (&mut) access (see the section on Python's memory model ). However, Rust structs wrapped as Python objects (called pyclass types) often do need &mut access. Due to the GIL, PyO3 can guarantee exclusive access to them. The Rust borrow checker cannot reason about &mut references once an object's ownership has been passed to the Python interpreter. This means that borrow checking is done at runtime using with a scheme very similar to std::cell::RefCell. This is known as interior mutability . Users who are familiar with RefCell can use Py and Bound<'py, T> just like RefCell. For users who are not very familiar with RefCell, here is a reminder of Rust's rules of borrowing: At any given time, you can have either (but not both of) one mutable reference or any number of immutable references. References can never outlast the data they refer to. Py and Bound<'py, T>, like RefCell, ensure these borrowing rules by tracking references at runtime. # use pyo3::prelude::*;\n#[pyclass]\nstruct MyClass { #[pyo3(get)] num: i32,\n}\nPython::with_gil(|py| { let obj = Bound::new(py, MyClass { num: 3 }).unwrap(); { let obj_ref = obj.borrow(); // Get PyRef assert_eq!(obj_ref.num, 3); // You cannot get PyRefMut unless all PyRefs are dropped assert!(obj.try_borrow_mut().is_err()); } { let mut obj_mut = obj.borrow_mut(); // Get PyRefMut obj_mut.num = 5; // You cannot get any other refs until the PyRefMut is dropped assert!(obj.try_borrow().is_err()); assert!(obj.try_borrow_mut().is_err()); } // You can convert `Bound` to a Python object pyo3::py_run!(py, obj, \"assert obj.num == 5\");\n}); A Bound<'py, T> is restricted to the GIL lifetime 'py. To make the object longer lived (for example, to store it in a struct on the Rust side), use Py. Py needs a Python<'_> token to allow access: # use pyo3::prelude::*;\n#[pyclass]\nstruct MyClass { num: i32,\n} fn return_myclass() -> Py { Python::with_gil(|py| Py::new(py, MyClass { num: 1 }).unwrap())\n} let obj = return_myclass(); Python::with_gil(move |py| { let bound = obj.bind(py); // Py::bind returns &Bound<'py, MyClass> let obj_ref = bound.borrow(); // Get PyRef assert_eq!(obj_ref.num, 1);\n});","breadcrumbs":"Using Rust from Python » Python classes » Bound and interior mutability","id":"49","title":"Bound and interior mutability"},"490":{"body":"","breadcrumbs":"CHANGELOG » 0.11.0 - 2020-06-28","id":"490","title":"0.11.0 - 2020-06-28"},"491":{"body":"Support stable versions of Rust (>=1.39). #969 Add FFI definition PyObject_AsFileDescriptor. #938 Add PyByteArray::data, PyByteArray::as_bytes, and PyByteArray::as_bytes_mut. #967 Add GILOnceCell to use in situations where lazy_static or once_cell can deadlock. #975 Add Py::borrow, Py::borrow_mut, Py::try_borrow, and Py::try_borrow_mut for accessing #[pyclass] values. #976 Add IterNextOutput and IterANextOutput for returning from __next__ / __anext__. #997","breadcrumbs":"CHANGELOG » Added","id":"491","title":"Added"},"492":{"body":"Simplify internals of #[pyo3(get)] attribute. (Remove the hidden API GetPropertyValue.) #934 Call Py_Finalize at exit to flush buffers, etc. #943 Add type parameter to PyBuffer. # 951 Require Send bound for #[pyclass]. #966 Add Python argument to most methods on PyObject and Py to ensure GIL safety. #970 Change signature of PyTypeObject::type_object - now takes Python argument and returns &PyType. #970 Change return type of PyTuple::slice and PyTuple::split_from from Py to &PyTuple. #970 Change return type of PyTuple::as_slice to &[&PyAny]. #971 Rename PyTypeInfo::type_object to type_object_raw, and add Python argument. #975 Update num-complex optional dependendency from 0.2 to 0.3. #977 Update num-bigint optional dependendency from 0.2 to 0.3. #978 #[pyproto] is re-implemented without specialization. #961 PyClassAlloc::alloc is renamed to PyClassAlloc::new. #990 #[pyproto] methods can now have return value T or PyResult (previously only PyResult was supported). #996 #[pyproto] methods can now skip annotating the return type if it is (). #998","breadcrumbs":"CHANGELOG » Changed","id":"492","title":"Changed"},"493":{"body":"Remove ManagedPyRef (unused, and needs specialization) #930","breadcrumbs":"CHANGELOG » Removed","id":"493","title":"Removed"},"494":{"body":"Fix passing explicit None to Option argument #[pyfunction] with a default value. #936 Fix PyClass.__new__'s not respecting subclasses when inherited by a Python class. #990 Fix returning Option from #[pyproto] methods. #996 Fix accepting PyRef and PyRefMut to #[getter] and #[setter] methods. #999","breadcrumbs":"CHANGELOG » Fixed","id":"494","title":"Fixed"},"495":{"body":"","breadcrumbs":"CHANGELOG » 0.10.1 - 2020-05-14","id":"495","title":"0.10.1 - 2020-05-14"},"496":{"body":"Fix deadlock in Python::acquire_gil after dropping a PyObject or Py. #924","breadcrumbs":"CHANGELOG » Fixed","id":"496","title":"Fixed"},"497":{"body":"","breadcrumbs":"CHANGELOG » 0.10.0 - 2020-05-13","id":"497","title":"0.10.0 - 2020-05-13"},"498":{"body":"Add FFI definition _PyDict_NewPresized. #849 Implement IntoPy for HashSet and BTreeSet. #864 Add PyAny::dir method. #886 Gate macros behind a macros feature (enabled by default). #897 Add ability to define class attributes using #[classattr] on functions in #[pymethods]. #905 Implement Clone for PyObject and Py. #908 Implement Deref for all builtin types. (PyList, PyTuple, PyDict etc.) #911 Implement Deref for PyCell. #911 Add #[classattr] support for associated constants in #[pymethods]. #914","breadcrumbs":"CHANGELOG » Added","id":"498","title":"Added"},"499":{"body":"Panics will now be raised as a Python PanicException. #797 Change PyObject and Py reference counts to decrement immediately upon drop when the GIL is held. #851 Allow PyIterProtocol methods to use either PyRef or PyRefMut as the receiver type. #856 Change the implementation of FromPyObject for Py to apply to a wider range of T, including all T: PyClass. #880 Move all methods from the ObjectProtocol trait to the PyAny struct. #911 Remove need for #![feature(specialization)] in crates depending on PyO3. #917","breadcrumbs":"CHANGELOG » Changed","id":"499","title":"Changed"},"5":{"body":"maturin Build and publish crates with pyo3, rust-cpython or cffi bindings as well as rust binaries as python packages setuptools-rust Setuptools plugin for Rust support . pyo3-built Simple macro to expose metadata obtained with the built crate as a PyDict rust-numpy Rust binding of NumPy C-API dict-derive Derive FromPyObject to automatically transform Python dicts into Rust structs pyo3-log Bridge from Rust to Python logging pythonize Serde serializer for converting Rust objects to JSON-compatible Python objects pyo3-asyncio Utilities for working with Python's Asyncio library and async functions rustimport Directly import Rust files or crates from Python, without manual compilation step. Provides pyo3 integration by default and generates pyo3 binding code automatically. pyo3-arrow Lightweight Apache Arrow integration for pyo3.","breadcrumbs":"Introduction » Tools and libraries","id":"5","title":"Tools and libraries"},"50":{"body":"As detailed above, runtime borrow checking is currently enabled by default. But a class can opt of out it by declaring itself frozen. It can still use interior mutability via standard Rust types like RefCell or Mutex, but it is not bound to the implementation provided by PyO3 and can choose the most appropriate strategy on field-by-field basis. Classes which are frozen and also Sync, e.g. they do use Mutex but not RefCell, can be accessed without needing the Python GIL via the Bound::get and Py::get methods: use std::sync::atomic::{AtomicUsize, Ordering};\n# use pyo3::prelude::*; #[pyclass(frozen)]\nstruct FrozenCounter { value: AtomicUsize,\n} let py_counter: Py = Python::with_gil(|py| { let counter = FrozenCounter { value: AtomicUsize::new(0), }; Py::new(py, counter).unwrap()\n}); py_counter.get().value.fetch_add(1, Ordering::Relaxed); Python::with_gil(move |_py| drop(py_counter)); Frozen classes are likely to become the default thereby guiding the PyO3 ecosystem towards a more deliberate application of interior mutability. Eventually, this should enable further optimizations of PyO3's internals and avoid downstream code paying the cost of interior mutability when it is not actually required.","breadcrumbs":"Using Rust from Python » Python classes » frozen classes: Opting out of interior mutability","id":"50","title":"frozen classes: Opting out of interior mutability"},"500":{"body":"Remove PyMethodsProtocol trait. #889 Remove num-traits dependency. #895 Remove ObjectProtocol trait. #911 Remove PyAny::None. Users should use Python::None instead. #911 Remove all *ProtocolImpl traits. #917","breadcrumbs":"CHANGELOG » Removed","id":"500","title":"Removed"},"501":{"body":"Fix support for __radd__ and other __r*__ methods as implementations for Python mathematical operators. #839 Fix panics during garbage collection when traversing objects that were already mutably borrowed. #855 Prevent &'static references to Python objects as arguments to #[pyfunction] and #[pymethods]. #869 Fix lifetime safety bug with AsPyRef::as_ref. #876 Fix #[pyo3(get)] attribute on Py fields. #880 Fix segmentation faults caused by functions such as PyList::get_item returning borrowed objects when it was not safe to do so. #890 Fix segmentation faults caused by nested Python::acquire_gil calls creating dangling references. #893 Fix segmentatation faults when a panic occurs during a call to Python::allow_threads. #912","breadcrumbs":"CHANGELOG » Fixed","id":"501","title":"Fixed"},"502":{"body":"","breadcrumbs":"CHANGELOG » 0.9.2 - 2020-04-09","id":"502","title":"0.9.2 - 2020-04-09"},"503":{"body":"FromPyObject implementations for HashSet and BTreeSet. #842","breadcrumbs":"CHANGELOG » Added","id":"503","title":"Added"},"504":{"body":"Correctly detect 32bit architecture. #830","breadcrumbs":"CHANGELOG » Fixed","id":"504","title":"Fixed"},"505":{"body":"","breadcrumbs":"CHANGELOG » 0.9.1 - 2020-03-23","id":"505","title":"0.9.1 - 2020-03-23"},"506":{"body":"Error messages for #[pyclass]. #826 FromPyObject implementation for PySequence. #827","breadcrumbs":"CHANGELOG » Fixed","id":"506","title":"Fixed"},"507":{"body":"","breadcrumbs":"CHANGELOG » 0.9.0 - 2020-03-19","id":"507","title":"0.9.0 - 2020-03-19"},"508":{"body":"PyCell, which has RefCell-like features. #770 PyClass, PyLayout, PyClassInitializer. #683 Implemented IntoIterator for PySet and PyFrozenSet. #716 FromPyObject is now automatically implemented for T: Clone pyclasses. #730 #[pyo3(get)] and #[pyo3(set)] will now use the Rust doc-comment from the field for the Python property. #755 #[setter] functions may now take an argument of Pyo3::Python. #760 PyTypeInfo::BaseLayout and PyClass::BaseNativeType. #770 PyDowncastImpl. #770 Implement FromPyObject and IntoPy traits for arrays (up to 32). #778 migration.md and types.md in the guide. #795 , # 802 ffi::{_PyBytes_Resize, _PyDict_Next, _PyDict_Contains, _PyDict_GetDictPtr}. # 820","breadcrumbs":"CHANGELOG » Added","id":"508","title":"Added"},"509":{"body":"#[new] does not take PyRawObject and can return Self. #683 The blanket implementations for FromPyObject for &T and &mut T are no longer specializable. Implement PyTryFrom for your type to control the behavior of FromPyObject::extract for your types. #713 The implementation for IntoPy for T where U: FromPy is no longer specializable. Control the behavior of this via the implementation of FromPy. #713 Use parking_lot::Mutex instead of spin::Mutex. #734 Bumped minimum Rust version to 1.42.0-nightly 2020-01-21. #761 PyRef and PyRefMut are renewed for PyCell. #770 Some new FFI functions for Python 3.8. #784 PyAny is now on the top level module and prelude. #816","breadcrumbs":"CHANGELOG » Changed","id":"509","title":"Changed"},"51":{"body":"#[pyclass] can be used with the following parameters: Parameter Description constructor This is currently only allowed on variants of complex enums . It allows customization of the generated class constructor for each variant. It uses the same syntax and supports the same options as the signature attribute of functions and methods. crate = \"some::path\" Path to import the pyo3 crate, if it's not accessible at ::pyo3. dict Gives instances of this class an empty __dict__ to store custom attributes. eq Implements __eq__ using the PartialEq implementation of the underlying Rust datatype. eq_int Implements __eq__ using __int__ for simple enums. extends = BaseType Use a custom baseclass. Defaults to PyAny freelist = N Implements a free list of size N. This can improve performance for types that are often created and deleted in quick succession. Profile your code to see whether freelist is right for you. frozen Declares that your pyclass is immutable. It removes the borrow checker overhead when retrieving a shared reference to the Rust struct, but disables the ability to get a mutable reference. get_all Generates getters for all fields of the pyclass. hash Implements __hash__ using the Hash implementation of the underlying Rust datatype. mapping Inform PyO3 that this class is a Mapping , and so leave its implementation of sequence C-API slots empty. module = \"module_name\" Python code will see the class as being defined in this module. Defaults to builtins. name = \"python_name\" Sets the name that Python sees this class as. Defaults to the name of the Rust struct. ord Implements __lt__, __gt__, __le__, & __ge__ using the PartialOrd implementation of the underlying Rust datatype. Requires eq rename_all = \"renaming_rule\" Applies renaming rules to every getters and setters of a struct, or every variants of an enum. Possible values are: \"camelCase\", \"kebab-case\", \"lowercase\", \"PascalCase\", \"SCREAMING-KEBAB-CASE\", \"SCREAMING_SNAKE_CASE\", \"snake_case\", \"UPPERCASE\". sequence Inform PyO3 that this class is a Sequence , and so leave its C-API mapping length slot empty. set_all Generates setters for all fields of the pyclass. subclass Allows other Python classes and #[pyclass] to inherit from this class. Enums cannot be subclassed. text_signature = \"(arg1, arg2, ...)\" Sets the text signature for the Python class' __new__ method. unsendable Required if your struct is not Send . Rather than using unsendable, consider implementing your struct in a threadsafe way by e.g. substituting Rc with Arc . By using unsendable, your class will panic when accessed by another thread. Also note the Python's GC is multi-threaded and while unsendable classes will not be traversed on foreign threads to avoid UB, this can lead to memory leaks. weakref Allows this class to be weakly referenceable . All of these parameters can either be passed directly on the #[pyclass(...)] annotation, or as one or more accompanying #[pyo3(...)] annotations, e.g.: // Argument supplied directly to the `#[pyclass]` annotation.\n#[pyclass(name = \"SomeName\", subclass)]\nstruct MyClass {} // Argument supplied as a separate annotation.\n#[pyclass]\n#[pyo3(name = \"SomeName\", subclass)]\nstruct MyClass {} These parameters are covered in various sections of this guide.","breadcrumbs":"Using Rust from Python » Python classes » Customizing the class","id":"51","title":"Customizing the class"},"510":{"body":"PyRawObject. #683 PyNoArgsFunction. #741 initialize_type. To set the module name for a #[pyclass], use the module argument to the macro. # 751 AsPyRef::as_mut/with/with_mut/into_py/into_mut_py. #770 PyTryFrom::try_from_mut/try_from_mut_exact/try_from_mut_unchecked. #770 Python::mut_from_owned_ptr/mut_from_borrowed_ptr. #770 ObjectProtocol::get_base/get_mut_base. #770","breadcrumbs":"CHANGELOG » Removed","id":"510","title":"Removed"},"511":{"body":"Fixed unsoundness of subclassing. #683 . Clear error indicator when the exception is handled on the Rust side. #719 Usage of raw identifiers with #[pyo3(set)]. #745 Usage of PyObject with #[pyo3(get)]. #760 #[pymethods] used in conjunction with #[cfg]. # 769 \"*\" in a #[pyfunction()] argument list incorrectly accepting any number of positional arguments (use args = \"*\" when this behavior is desired). # 792 PyModule::dict. # 809 Fix the case where DESCRIPTION is not null-terminated. # 822","breadcrumbs":"CHANGELOG » Fixed","id":"511","title":"Fixed"},"512":{"body":"","breadcrumbs":"CHANGELOG » 0.8.5 - 2020-01-05","id":"512","title":"0.8.5 - 2020-01-05"},"513":{"body":"Implemented FromPyObject for HashMap and BTreeMap Support for #[name = \"foo\"] attribute for #[pyfunction] and in #[pymethods]. #692","breadcrumbs":"CHANGELOG » Added","id":"513","title":"Added"},"514":{"body":"","breadcrumbs":"CHANGELOG » 0.8.4 - 2019-12-14","id":"514","title":"0.8.4 - 2019-12-14"},"515":{"body":"Support for #[text_signature] attribute. #675","breadcrumbs":"CHANGELOG » Added","id":"515","title":"Added"},"516":{"body":"","breadcrumbs":"CHANGELOG » 0.8.3 - 2019-11-23","id":"516","title":"0.8.3 - 2019-11-23"},"517":{"body":"#[init] is removed. #658","breadcrumbs":"CHANGELOG » Removed","id":"517","title":"Removed"},"518":{"body":"Now all &Py~ types have !Send bound. #655 Fix a compile error raised by the stabilization of ! type. #672 .","breadcrumbs":"CHANGELOG » Fixed","id":"518","title":"Fixed"},"519":{"body":"","breadcrumbs":"CHANGELOG » 0.8.2 - 2019-10-27","id":"519","title":"0.8.2 - 2019-10-27"},"52":{"body":"Generally, #[new] methods have to return T: Into> or PyResult where T: Into>. For constructors that may fail, you should wrap the return type in a PyResult as well. Consult the table below to determine which type your constructor should return: Cannot fail May fail No inheritance T PyResult Inheritance(T Inherits U) (T, U) PyResult<(T, U)> Inheritance(General Case) PyClassInitializer PyResult>","breadcrumbs":"Using Rust from Python » Python classes » Return type","id":"52","title":"Return type"},"520":{"body":"FFI compatibility for PEP 590 Vectorcall. #641","breadcrumbs":"CHANGELOG » Added","id":"520","title":"Added"},"521":{"body":"Fix PySequenceProtocol::set_item. #624 Fix a corner case of BigInt::FromPyObject. #630 Fix index errors in parameter conversion. #631 Fix handling of invalid utf-8 sequences in PyString::as_bytes. #639 and PyString::to_string_lossy #642 . Remove __contains__ and __iter__ from PyMappingProtocol. #644 Fix proc-macro definition of PySetAttrProtocol. #645","breadcrumbs":"CHANGELOG » Fixed","id":"521","title":"Fixed"},"522":{"body":"","breadcrumbs":"CHANGELOG » 0.8.1 - 2019-10-08","id":"522","title":"0.8.1 - 2019-10-08"},"523":{"body":"Conversion between num-bigint and Python int. #608","breadcrumbs":"CHANGELOG » Added","id":"523","title":"Added"},"524":{"body":"Make sure the right Python interpreter is used in OSX builds. #604 Patch specialization being broken by Rust 1.40. #614 Fix a segfault around PyErr. #597","breadcrumbs":"CHANGELOG » Fixed","id":"524","title":"Fixed"},"525":{"body":"","breadcrumbs":"CHANGELOG » 0.8.0 - 2019-09-16","id":"525","title":"0.8.0 - 2019-09-16"},"526":{"body":"module argument to pyclass macro. #499 py_run! macro #512 Use existing fields and methods before calling custom getattr . #505 PyBytes can now be indexed just like Vec Implement IntoPy for PyRef and PyRefMut.","breadcrumbs":"CHANGELOG » Added","id":"526","title":"Added"},"527":{"body":"Implementing the Using the gc parameter for pyclass (e.g. #[pyclass(gc)]) without implementing the class::PyGCProtocol trait is now a compile-time error. Failing to implement this trait could lead to segfaults. #532 PyByteArray::data has been replaced with PyDataArray::to_vec because returning a &[u8] is unsound. (See this comment for a great write-up for why that was unsound) Replace mashup with paste. GILPool gained a Python marker to prevent it from being misused to release Python objects without the GIL held.","breadcrumbs":"CHANGELOG » Changed","id":"527","title":"Changed"},"528":{"body":"IntoPyObject was replaced with IntoPy #[pyclass(subclass)] is hidden a unsound-subclass feature because it's causing segmentation faults.","breadcrumbs":"CHANGELOG » Removed","id":"528","title":"Removed"},"529":{"body":"More readable error message for generics in pyclass #503","breadcrumbs":"CHANGELOG » Fixed","id":"529","title":"Fixed"},"53":{"body":"By default, object, i.e. PyAny is used as the base class. To override this default, use the extends parameter for pyclass with the full path to the base class. Currently, only classes defined in Rust and builtins provided by PyO3 can be inherited from; inheriting from other classes defined in Python is not yet supported ( #991 ). For convenience, (T, U) implements Into> where U is the base class of T. But for a more deeply nested inheritance, you have to return PyClassInitializer explicitly. To get a parent class from a child, use PyRef instead of &self for methods, or PyRefMut instead of &mut self. Then you can access a parent class by self_.as_super() as &PyRef, or by self_.into_super() as PyRef (and similar for the PyRefMut case). For convenience, self_.as_ref() can also be used to get &Self::BaseClass directly; however, this approach does not let you access base clases higher in the inheritance hierarchy, for which you would need to chain multiple as_super or into_super calls. # use pyo3::prelude::*; #[pyclass(subclass)]\nstruct BaseClass { val1: usize,\n} #[pymethods]\nimpl BaseClass { #[new] fn new() -> Self { BaseClass { val1: 10 } } pub fn method1(&self) -> PyResult { Ok(self.val1) }\n} #[pyclass(extends=BaseClass, subclass)]\nstruct SubClass { val2: usize,\n} #[pymethods]\nimpl SubClass { #[new] fn new() -> (Self, BaseClass) { (SubClass { val2: 15 }, BaseClass::new()) } fn method2(self_: PyRef<'_, Self>) -> PyResult { let super_ = self_.as_super(); // Get &PyRef super_.method1().map(|x| x * self_.val2) }\n} #[pyclass(extends=SubClass)]\nstruct SubSubClass { val3: usize,\n} #[pymethods]\nimpl SubSubClass { #[new] fn new() -> PyClassInitializer { PyClassInitializer::from(SubClass::new()).add_subclass(SubSubClass { val3: 20 }) } fn method3(self_: PyRef<'_, Self>) -> PyResult { let base = self_.as_super().as_super(); // Get &PyRef<'_, BaseClass> base.method1().map(|x| x * self_.val3) } fn method4(self_: PyRef<'_, Self>) -> PyResult { let v = self_.val3; let super_ = self_.into_super(); // Get PyRef<'_, SubClass> SubClass::method2(super_).map(|x| x * v) } fn get_values(self_: PyRef<'_, Self>) -> (usize, usize, usize) { let val1 = self_.as_super().as_super().val1; let val2 = self_.as_super().val2; (val1, val2, self_.val3) } fn double_values(mut self_: PyRefMut<'_, Self>) { self_.as_super().as_super().val1 *= 2; self_.as_super().val2 *= 2; self_.val3 *= 2; } #[staticmethod] fn factory_method(py: Python<'_>, val: usize) -> PyResult { let base = PyClassInitializer::from(BaseClass::new()); let sub = base.add_subclass(SubClass { val2: val }); if val % 2 == 0 { Ok(Py::new(py, sub)?.to_object(py)) } else { let sub_sub = sub.add_subclass(SubSubClass { val3: val }); Ok(Py::new(py, sub_sub)?.to_object(py)) } }\n}\n# Python::with_gil(|py| {\n# let subsub = pyo3::Py::new(py, SubSubClass::new()).unwrap();\n# pyo3::py_run!(py, subsub, \"assert subsub.method1() == 10\");\n# pyo3::py_run!(py, subsub, \"assert subsub.method2() == 150\");\n# pyo3::py_run!(py, subsub, \"assert subsub.method3() == 200\");\n# pyo3::py_run!(py, subsub, \"assert subsub.method4() == 3000\");\n# pyo3::py_run!(py, subsub, \"assert subsub.get_values() == (10, 15, 20)\");\n# pyo3::py_run!(py, subsub, \"assert subsub.double_values() == None\");\n# pyo3::py_run!(py, subsub, \"assert subsub.get_values() == (20, 30, 40)\");\n# let subsub = SubSubClass::factory_method(py, 2).unwrap();\n# let subsubsub = SubSubClass::factory_method(py, 3).unwrap();\n# let cls = py.get_type_bound::();\n# pyo3::py_run!(py, subsub cls, \"assert not isinstance(subsub, cls)\");\n# pyo3::py_run!(py, subsubsub cls, \"assert isinstance(subsubsub, cls)\");\n# }); You can inherit native types such as PyDict, if they implement PySizedLayout . This is not supported when building for the Python limited API (aka the abi3 feature of PyO3). To convert between the Rust type and its native base class, you can take slf as a Python object. To access the Rust fields use slf.borrow() or slf.borrow_mut(), and to access the base class use slf.downcast::(). # #[cfg(not(Py_LIMITED_API))] {\n# use pyo3::prelude::*;\nuse pyo3::types::PyDict;\nuse std::collections::HashMap; #[pyclass(extends=PyDict)]\n#[derive(Default)]\nstruct DictWithCounter { counter: HashMap,\n} #[pymethods]\nimpl DictWithCounter { #[new] fn new() -> Self { Self::default() } fn set(slf: &Bound<'_, Self>, key: String, value: Bound<'_, PyAny>) -> PyResult<()> { slf.borrow_mut().counter.entry(key.clone()).or_insert(0); let dict = slf.downcast::()?; dict.set_item(key, value) }\n}\n# Python::with_gil(|py| {\n# let cnt = pyo3::Py::new(py, DictWithCounter::new()).unwrap();\n# pyo3::py_run!(py, cnt, \"cnt.set('abc', 10); assert cnt['abc'] == 10\")\n# });\n# } If SubClass does not provide a base class initialization, the compilation fails. # use pyo3::prelude::*; #[pyclass]\nstruct BaseClass { val1: usize,\n} #[pyclass(extends=BaseClass)]\nstruct SubClass { val2: usize,\n} #[pymethods]\nimpl SubClass { #[new] fn new() -> Self { SubClass { val2: 15 } }\n} The __new__ constructor of a native base class is called implicitly when creating a new instance from Python. Be sure to accept arguments in the #[new] method that you want the base class to get, even if they are not used in that fn: # #[allow(dead_code)]\n# #[cfg(not(Py_LIMITED_API))] {\n# use pyo3::prelude::*;\nuse pyo3::types::PyDict; #[pyclass(extends=PyDict)]\nstruct MyDict { private: i32,\n} #[pymethods]\nimpl MyDict { #[new] #[pyo3(signature = (*args, **kwargs))] fn new(args: &Bound<'_, PyAny>, kwargs: Option<&Bound<'_, PyAny>>) -> Self { Self { private: 0 } } // some custom methods that use `private` here...\n}\n# Python::with_gil(|py| {\n# let cls = py.get_type_bound::();\n# pyo3::py_run!(py, cls, \"cls(a=1, b=2)\")\n# });\n# } Here, the args and kwargs allow creating instances of the subclass passing initial items, such as MyDict(item_sequence) or MyDict(a=1, b=2).","breadcrumbs":"Using Rust from Python » Python classes » Inheritance","id":"53","title":"Inheritance"},"530":{"body":"","breadcrumbs":"CHANGELOG » 0.7.0 - 2019-05-26","id":"530","title":"0.7.0 - 2019-05-26"},"531":{"body":"PyPy support by omerbenamram in #393 Have PyModule generate an index of its members (__all__ list). Allow slf: PyRef for pyclass(#419) Allow to use lifetime specifiers in pymethods Add marshal module. #460","breadcrumbs":"CHANGELOG » Added","id":"531","title":"Added"},"532":{"body":"Python::run returns PyResult<()> instead of PyResult<&PyAny>. Methods decorated with #[getter] and #[setter] can now omit wrapping the result type in PyResult if they don't raise exceptions.","breadcrumbs":"CHANGELOG » Changed","id":"532","title":"Changed"},"533":{"body":"type_object::PyTypeObject has been marked unsafe because breaking the contract type_object::PyTypeObject::init_type can lead to UB. Fixed automatic derive of PySequenceProtocol implementation in #423 . Capitalization & better wording to README.md. Docstrings of properties is now properly set using the doc of the #[getter] method. Fixed issues with pymethods crashing on doc comments containing double quotes. PySet::new and PyFrozenSet::new now return PyResult<&Py[Frozen]Set>; exceptions are raised if the items are not hashable. Fixed building using venv on Windows. PyTuple::new now returns &PyTuple instead of Py. Fixed several issues with argument parsing; notable, the *args and **kwargs tuple/dict now doesn't contain arguments that are otherwise assigned to parameters.","breadcrumbs":"CHANGELOG » Fixed","id":"533","title":"Fixed"},"534":{"body":"","breadcrumbs":"CHANGELOG » 0.6.0 - 2019-03-28","id":"534","title":"0.6.0 - 2019-03-28"},"535":{"body":"Currently, #341 causes cargo test to fail with weird linking errors when the extension-module feature is activated. For now you can work around this by making the extension-module feature optional and running the tests with cargo test --no-default-features: [dependencies.pyo3]\nversion = \"0.6.0\" [features]\nextension-module = [\"pyo3/extension-module\"]\ndefault = [\"extension-module\"]","breadcrumbs":"CHANGELOG » Regressions","id":"535","title":"Regressions"},"536":{"body":"Added a wrap_pymodule! macro similar to the existing wrap_pyfunction! macro. Only available on python 3 Added support for cross compiling (e.g. to arm v7) by mtp401 in #327 . See the \"Cross Compiling\" section in the \"Building and Distribution\" chapter of the guide for more details. The PyRef and PyRefMut types, which allow to differentiate between an instance of a rust struct on the rust heap and an instance that is embedded inside a python object. By kngwyu in #335 Added FromPy and IntoPy which are equivalent to From and Into except that they require a gil token. Added ManagedPyRef, which should eventually replace ToBorrowedObject.","breadcrumbs":"CHANGELOG » Added","id":"536","title":"Added"},"537":{"body":"Renamed PyObjectRef to PyAny in #388 Renamed add_function to add_wrapped as it now also supports modules. Renamed #[pymodinit] to #[pymodule] py.init(|| value) becomes Py::new(value) py.init_ref(|| value) becomes PyRef::new(value) py.init_mut(|| value) becomes PyRefMut::new(value). PyRawObject::init is now infallible, e.g. it returns () instead of PyResult<()>. Renamed py_exception! to create_exception! and refactored the error macros. Renamed wrap_function! to wrap_pyfunction! Renamed #[prop(get, set)] to #[pyo3(get, set)] #[pyfunction] now supports the same arguments as #[pyfn()] Some macros now emit proper spanned errors instead of panics. Migrated to the 2018 edition crate::types::exceptions moved to crate::exceptions Replace IntoPyTuple with IntoPy>. IntoPyPointer and ToPyPointer moved into the crate root. class::CompareOp moved into class::basic::CompareOp PyTypeObject is now a direct subtrait PyTypeCreate, removing the old cyclical implementation in #350 Add PyList::{sort, reverse} by chr1sj0nes in #357 and #358 Renamed the typeob module to type_object","breadcrumbs":"CHANGELOG » Changed","id":"537","title":"Changed"},"538":{"body":"PyToken was removed due to unsoundness (See #94 ). Removed the unnecessary type parameter from PyObjectAlloc NoArgs. Just use an empty tuple PyObjectWithGIL. PyNativeType is sufficient now that PyToken is removed.","breadcrumbs":"CHANGELOG » Removed","id":"538","title":"Removed"},"539":{"body":"A soudness hole where every instances of a #[pyclass] struct was considered to be part of a python object, even though you can create instances that are not part of the python heap. This was fixed through PyRef and PyRefMut. Fix kwargs support in #328 . Add full support for __dict__ in #403 .","breadcrumbs":"CHANGELOG » Fixed","id":"539","title":"Fixed"},"54":{"body":"PyO3 supports two ways to add properties to your #[pyclass]: For simple struct fields with no side effects, a #[pyo3(get, set)] attribute can be added directly to the field definition in the #[pyclass]. For properties which require computation you can define #[getter] and #[setter] functions in the #[pymethods] block. We'll cover each of these in the following sections.","breadcrumbs":"Using Rust from Python » Python classes » Object properties","id":"54","title":"Object properties"},"540":{"body":"","breadcrumbs":"CHANGELOG » 0.5.3 - 2019-01-04","id":"540","title":"0.5.3 - 2019-01-04"},"541":{"body":"Fix memory leak in ArrayList by kngwyu #316","breadcrumbs":"CHANGELOG » Fixed","id":"541","title":"Fixed"},"542":{"body":"","breadcrumbs":"CHANGELOG » 0.5.2 - 2018-11-25","id":"542","title":"0.5.2 - 2018-11-25"},"543":{"body":"Fix undeterministic segfaults when creating many objects by kngwyu in #281","breadcrumbs":"CHANGELOG » Fixed","id":"543","title":"Fixed"},"544":{"body":"Yanked","breadcrumbs":"CHANGELOG » 0.5.1 - 2018-11-24","id":"544","title":"0.5.1 - 2018-11-24"},"545":{"body":"","breadcrumbs":"CHANGELOG » 0.5.0 - 2018-11-11","id":"545","title":"0.5.0 - 2018-11-11"},"546":{"body":"#[pyclass] objects can now be returned from rust functions PyComplex by kngwyu in #226 PyDict::from_sequence, equivalent to dict([(key, val), ...]) Bindings for the datetime standard library types: PyDate, PyTime, PyDateTime, PyTzInfo, PyDelta with associated ffi types, by pganssle #200 . PyString, PyUnicode, and PyBytes now have an as_bytes method that returns &[u8]. PyObjectProtocol::get_type_ptr by ijl in #242","breadcrumbs":"CHANGELOG » Added","id":"546","title":"Added"},"547":{"body":"Removes the types from the root module and the prelude. They now live in pyo3::types instead. All exceptions are constructed with py_err instead of new, as they return PyErr and not Self. as_mut and friends take and &mut self instead of &self ObjectProtocol::call now takes an Option<&PyDict> for the kwargs instead of an IntoPyDictPointer. IntoPyDictPointer was replace by IntoPyDict which doesn't convert PyDict itself anymore and returns a PyDict instead of *mut PyObject. PyTuple::new now takes an IntoIterator instead of a slice Updated to syn 0.15 Splitted PyTypeObject into PyTypeObject without the create method and PyTypeCreate with requires PyObjectAlloc + PyTypeInfo + Sized. Ran cargo edition --fix which prefixed path with crate:: for rust 2018 Renamed async to pyasync as async will be a keyword in the 2018 edition. Starting to use NonNull<*mut PyObject> for Py and PyObject by ijl #260","breadcrumbs":"CHANGELOG » Changed","id":"547","title":"Changed"},"548":{"body":"Removed most entries from the prelude. The new prelude is small and clear. Slowly removing specialization uses PyString, PyUnicode, and PyBytes no longer have a data method (replaced by as_bytes) and PyStringData has been removed. The pyobject_extract macro","breadcrumbs":"CHANGELOG » Removed","id":"548","title":"Removed"},"549":{"body":"Added an explanation that the GIL can temporarily be released even while holding a GILGuard. Lots of clippy errors Fix segfault on calling an unknown method on a PyObject Work around a bug in the rust compiler by kngwyu #252 Fixed a segfault with subclassing pyo3 create classes and using __class__ by kngwyu #263","breadcrumbs":"CHANGELOG » Fixed","id":"549","title":"Fixed"},"55":{"body":"For simple cases where a member variable is just read and written with no side effects, you can declare getters and setters in your #[pyclass] field definition using the pyo3 attribute, like in the example below: # use pyo3::prelude::*;\n#[pyclass]\nstruct MyClass { #[pyo3(get, set)] num: i32,\n} The above would make the num field available for reading and writing as a self.num Python property. To expose the property with a different name to the field, specify this alongside the rest of the options, e.g. #[pyo3(get, set, name = \"custom_name\")]. Properties can be readonly or writeonly by using just #[pyo3(get)] or #[pyo3(set)] respectively. To use these annotations, your field type must implement some conversion traits: For get the field type must implement both IntoPy and Clone. For set the field type must implement FromPyObject. For example, implementations of those traits are provided for the Cell type, if the inner type also implements the trait. This means you can use #[pyo3(get, set)] on fields wrapped in a Cell.","breadcrumbs":"Using Rust from Python » Python classes » Object properties using #[pyo3(get, set)]","id":"55","title":"Object properties using #[pyo3(get, set)]"},"550":{"body":"","breadcrumbs":"CHANGELOG » 0.4.1 - 2018-08-20","id":"550","title":"0.4.1 - 2018-08-20"},"551":{"body":"PyTryFrom's error is always to PyDowncastError","breadcrumbs":"CHANGELOG » Changed","id":"551","title":"Changed"},"552":{"body":"Fixed compilation on nightly since use_extern_macros was stabilized","breadcrumbs":"CHANGELOG » Fixed","id":"552","title":"Fixed"},"553":{"body":"The pyobject_downcast macro","breadcrumbs":"CHANGELOG » Removed","id":"553","title":"Removed"},"554":{"body":"","breadcrumbs":"CHANGELOG » 0.4.0 - 2018-07-30","id":"554","title":"0.4.0 - 2018-07-30"},"555":{"body":"Merged both examples into one Rustfmt all the things :heavy_check_mark: Switched to Keep a Changelog","breadcrumbs":"CHANGELOG » Changed","id":"555","title":"Changed"},"556":{"body":"Conversions from tuples to PyDict due to rust-lang/rust#52050","breadcrumbs":"CHANGELOG » Removed","id":"556","title":"Removed"},"557":{"body":"","breadcrumbs":"CHANGELOG » 0.3.2 - 2018-07-22","id":"557","title":"0.3.2 - 2018-07-22"},"558":{"body":"Replaced concat_idents with mashup","breadcrumbs":"CHANGELOG » Changed","id":"558","title":"Changed"},"559":{"body":"","breadcrumbs":"CHANGELOG » 0.3.1 - 2018-07-18","id":"559","title":"0.3.1 - 2018-07-18"},"56":{"body":"For cases which don't satisfy the #[pyo3(get, set)] trait requirements, or need side effects, descriptor methods can be defined in a #[pymethods] impl block. This is done using the #[getter] and #[setter] attributes, like in the example below: # use pyo3::prelude::*;\n#[pyclass]\nstruct MyClass { num: i32,\n} #[pymethods]\nimpl MyClass { #[getter] fn num(&self) -> PyResult { Ok(self.num) }\n} A getter or setter's function name is used as the property name by default. There are several ways how to override the name. If a function name starts with get_ or set_ for getter or setter respectively, the descriptor name becomes the function name with this prefix removed. This is also useful in case of Rust keywords like type ( raw identifiers can be used since Rust 2018). # use pyo3::prelude::*;\n# #[pyclass]\n# struct MyClass {\n# num: i32,\n# }\n#[pymethods]\nimpl MyClass { #[getter] fn get_num(&self) -> PyResult { Ok(self.num) } #[setter] fn set_num(&mut self, value: i32) -> PyResult<()> { self.num = value; Ok(()) }\n} In this case, a property num is defined and available from Python code as self.num. Both the #[getter] and #[setter] attributes accept one parameter. If this parameter is specified, it is used as the property name, i.e. # use pyo3::prelude::*;\n# #[pyclass]\n# struct MyClass {\n# num: i32,\n# }\n#[pymethods]\nimpl MyClass { #[getter(number)] fn num(&self) -> PyResult { Ok(self.num) } #[setter(number)] fn set_num(&mut self, value: i32) -> PyResult<()> { self.num = value; Ok(()) }\n} In this case, the property number is defined and available from Python code as self.number. Attributes defined by #[setter] or #[pyo3(set)] will always raise AttributeError on del operations. Support for defining custom del behavior is tracked in #1778 .","breadcrumbs":"Using Rust from Python » Python classes » Object properties using #[getter] and #[setter]","id":"56","title":"Object properties using #[getter] and #[setter]"},"560":{"body":"Fixed scoping bug in pyobject_native_type that would break rust-numpy","breadcrumbs":"CHANGELOG » Fixed","id":"560","title":"Fixed"},"561":{"body":"","breadcrumbs":"CHANGELOG » 0.3.0 - 2018-07-18","id":"561","title":"0.3.0 - 2018-07-18"},"562":{"body":"A few internal macros became part of the public api ( #155 , #186 ) Always clone in getters. This allows using the get-annotation on all Clone-Types","breadcrumbs":"CHANGELOG » Added","id":"562","title":"Added"},"563":{"body":"Upgraded to syn 0.14 which means much better error messages :tada: 128 bit integer support by kngwyu ( #137 ) proc_macro has been stabilized on nightly ( rust-lang/rust#52081 ). This means that we can remove the proc_macro feature, but now we need the use_extern_macros from the 2018 edition instead. All proc macro are now prefixed with py and live in the prelude. This means you can use #[pyclass], #[pymethods], #[pyproto], #[pyfunction] and #[pymodinit] directly, at least after a use pyo3::prelude::*. They were also moved into a module called proc_macro. You shouldn't use #[pyo3::proc_macro::pyclass] or other longer paths in attributes because proc_macro_path_invoc isn't going to be stabilized soon. Renamed the base option in the pyclass macro to extends. #[pymodinit] uses the function name as module name, unless the name is overrriden with #[pymodinit(name)] The guide is now properly versioned.","breadcrumbs":"CHANGELOG » Changed","id":"563","title":"Changed"},"564":{"body":"","breadcrumbs":"CHANGELOG » 0.2.7 - 2018-05-18","id":"564","title":"0.2.7 - 2018-05-18"},"565":{"body":"Fix nightly breakage with proc_macro_path","breadcrumbs":"CHANGELOG » Fixed","id":"565","title":"Fixed"},"566":{"body":"","breadcrumbs":"CHANGELOG » 0.2.6 - 2018-04-03","id":"566","title":"0.2.6 - 2018-04-03"},"567":{"body":"Fix compatibility with TryFrom trait #137","breadcrumbs":"CHANGELOG » Fixed","id":"567","title":"Fixed"},"568":{"body":"","breadcrumbs":"CHANGELOG » 0.2.5 - 2018-02-21","id":"568","title":"0.2.5 - 2018-02-21"},"569":{"body":"CPython 3.7 support","breadcrumbs":"CHANGELOG » Added","id":"569","title":"Added"},"57":{"body":"To define a Python compatible method, an impl block for your struct has to be annotated with the #[pymethods] attribute. PyO3 generates Python compatible wrappers for all functions in this block with some variations, like descriptors, class method static methods, etc. Since Rust allows any number of impl blocks, you can easily split methods between those accessible to Python (and Rust) and those accessible only to Rust. However to have multiple #[pymethods]-annotated impl blocks for the same struct you must enable the multiple-pymethods feature of PyO3. # use pyo3::prelude::*;\n# #[pyclass]\n# struct MyClass {\n# num: i32,\n# }\n#[pymethods]\nimpl MyClass { fn method1(&self) -> PyResult { Ok(10) } fn set_method(&mut self, value: i32) -> PyResult<()> { self.num = value; Ok(()) }\n} Calls to these methods are protected by the GIL, so both &self and &mut self can be used. The return type must be PyResult or T for some T that implements IntoPy; the latter is allowed if the method cannot raise Python exceptions. A Python parameter can be specified as part of method signature, in this case the py argument gets injected by the method wrapper, e.g. # use pyo3::prelude::*;\n# #[pyclass]\n# struct MyClass {\n# #[allow(dead_code)]\n# num: i32,\n# }\n#[pymethods]\nimpl MyClass { fn method2(&self, py: Python<'_>) -> PyResult { Ok(10) }\n} From the Python perspective, the method2 in this example does not accept any arguments.","breadcrumbs":"Using Rust from Python » Python classes » Instance methods","id":"57","title":"Instance methods"},"570":{"body":"Embedded CPython 3.7b1 crashes on initialization #110 Generated extension functions are weakly typed #108 call_method* crashes when the method does not exist #113 Allow importing exceptions from nested modules #116","breadcrumbs":"CHANGELOG » Fixed","id":"570","title":"Fixed"},"571":{"body":"","breadcrumbs":"CHANGELOG » 0.2.4 - 2018-01-19","id":"571","title":"0.2.4 - 2018-01-19"},"572":{"body":"Allow to get mutable ref from PyObject #106 Drop RefFromPyObject trait Add Python::register_any method","breadcrumbs":"CHANGELOG » Added","id":"572","title":"Added"},"573":{"body":"Fix impl FromPyObject for Py Mark method that work with raw pointers as unsafe #95","breadcrumbs":"CHANGELOG » Fixed","id":"573","title":"Fixed"},"574":{"body":"","breadcrumbs":"CHANGELOG » 0.2.3 - 11-27-2017","id":"574","title":"0.2.3 - 11-27-2017"},"575":{"body":"Rustup to 1.23.0-nightly 2017-11-07","breadcrumbs":"CHANGELOG » Changed","id":"575","title":"Changed"},"576":{"body":"Proper c_char usage #93","breadcrumbs":"CHANGELOG » Fixed","id":"576","title":"Fixed"},"577":{"body":"Remove use of now unneeded 'AsciiExt' trait","breadcrumbs":"CHANGELOG » Removed","id":"577","title":"Removed"},"578":{"body":"","breadcrumbs":"CHANGELOG » 0.2.2 - 09-26-2017","id":"578","title":"0.2.2 - 09-26-2017"},"579":{"body":"Rustup to 1.22.0-nightly 2017-09-30","breadcrumbs":"CHANGELOG » Changed","id":"579","title":"Changed"},"58":{"body":"To create a class method for a custom class, the method needs to be annotated with the #[classmethod] attribute. This is the equivalent of the Python decorator @classmethod. # use pyo3::prelude::*;\n# use pyo3::types::PyType;\n# #[pyclass]\n# struct MyClass {\n# #[allow(dead_code)]\n# num: i32,\n# }\n#[pymethods]\nimpl MyClass { #[classmethod] fn cls_method(cls: &Bound<'_, PyType>) -> PyResult { Ok(10) }\n} Declares a class method callable from Python. The first parameter is the type object of the class on which the method is called. This may be the type object of a derived class. The first parameter implicitly has type &Bound<'_, PyType>. For details on parameter-list, see the documentation of Method arguments section. The return type must be PyResult or T for some T that implements IntoPy.","breadcrumbs":"Using Rust from Python » Python classes » Class methods","id":"58","title":"Class methods"},"580":{"body":"","breadcrumbs":"CHANGELOG » 0.2.1 - 09-26-2017","id":"580","title":"0.2.1 - 09-26-2017"},"581":{"body":"Fix rustc const_fn nightly breakage","breadcrumbs":"CHANGELOG » Fixed","id":"581","title":"Fixed"},"582":{"body":"","breadcrumbs":"CHANGELOG » 0.2.0 - 08-12-2017","id":"582","title":"0.2.0 - 08-12-2017"},"583":{"body":"Added inheritance support #15 Added weakref support #56 Added subclass support #64 Added self.__dict__ supoort #68 Added pyo3::prelude module #70 Better Iterator support for PyTuple, PyList, PyDict #75 Introduce IntoPyDictPointer similar to IntoPyTuple #69","breadcrumbs":"CHANGELOG » Added","id":"583","title":"Added"},"584":{"body":"Allow to add gc support without implementing PyGCProtocol #57 Refactor PyErr implementation. Drop py parameter from constructor.","breadcrumbs":"CHANGELOG » Changed","id":"584","title":"Changed"},"585":{"body":"","breadcrumbs":"CHANGELOG » 0.1.0 - 07-23-2017","id":"585","title":"0.1.0 - 07-23-2017"},"586":{"body":"Initial release","breadcrumbs":"CHANGELOG » Added","id":"586","title":"Added"},"587":{"body":"Thank you for your interest in contributing to PyO3! All are welcome - please consider reading our Code of Conduct to keep our community positive and inclusive. If you are searching for ideas how to contribute, proceed to the \"Getting started contributing\" section. If you have found a specific issue to contribute to and need information about the development process, you may find the section \"Writing pull requests\" helpful. If you want to become familiar with the codebase, see Architecture.md .","breadcrumbs":"Contributing » Contributing","id":"587","title":"Contributing"},"588":{"body":"Please join in with any part of PyO3 which interests you. We use GitHub issues to record all bugs and ideas. Feel free to request an issue to be assigned to you if you want to work on it. You can browse the API of the non-public parts of PyO3 here . The following sections also contain specific ideas on where to start contributing to PyO3.","breadcrumbs":"Contributing » Getting started contributing","id":"588","title":"Getting started contributing"},"589":{"body":"To work and develop PyO3, you need Python & Rust installed on your system. We encourage the use of rustup to be able to select and choose specific toolchains based on the project. Pyenv is also highly recommended for being able to choose a specific Python version. virtualenv can also be used with or without Pyenv to use specific installed Python versions. nox is used to automate many of our CI tasks.","breadcrumbs":"Contributing » Setting up a development environment","id":"589","title":"Setting up a development environment"},"59":{"body":"To create a constructor which takes a positional class argument, you can combine the #[classmethod] and #[new] modifiers: # #![allow(dead_code)]\n# use pyo3::prelude::*;\n# use pyo3::types::PyType;\n# #[pyclass]\n# struct BaseClass(PyObject);\n#\n#[pymethods]\nimpl BaseClass { #[new] #[classmethod] fn py_new(cls: &Bound<'_, PyType>) -> PyResult { // Get an abstract attribute (presumably) declared on a subclass of this class. let subclass_attr: Bound<'_, PyAny> = cls.getattr(\"a_class_attr\")?; Ok(Self(subclass_attr.unbind())) }\n}","breadcrumbs":"Using Rust from Python » Python classes » Constructors which accept a class argument","id":"59","title":"Constructors which accept a class argument"},"590":{"body":"The PyO3 Discord server is very active with users who are new to PyO3, and often completely new to Rust. Helping them debug is a great way to get experience with the PyO3 codebase. Helping others often reveals bugs, documentation weaknesses, and missing APIs. It's a good idea to open GitHub issues for these immediately so the resolution can be designed and implemented!","breadcrumbs":"Contributing » Help users identify bugs","id":"590","title":"Help users identify bugs"},"591":{"body":"Issues where the solution is clear and work is not in progress use the needs-implementer label. Don't be afraid if the solution is not clear to you! The core PyO3 contributors will be happy to mentor you through any questions you have to help you write the solution.","breadcrumbs":"Contributing » Implement issues ready for development","id":"591","title":"Implement issues ready for development"},"592":{"body":"PyO3 has a user guide (using mdbook) as well as the usual Rust API docs. The aim is for both of these to be detailed, easy to understand, and up-to-date. Pull requests are always welcome to fix typos, change wording, add examples, etc. There are some specific areas of focus where help is currently needed for the documentation: Issues requesting documentation improvements are tracked with the documentation label. Not all APIs had docs or examples when they were made. The goal is to have documentation on all PyO3 APIs ( #306 ). If you see an API lacking a doc, please write one and open a PR! To build the docs (including all features), install nox and then run nox -s docs -- open Doctests We use lots of code blocks in our docs. Run cargo test --doc when making changes to check that the doctests still work, or cargo test to run all the tests including doctests. See https://doc.rust-lang.org/rustdoc/documentation-tests.html for a guide on doctests. Building the guide You can preview the user guide by building it locally with mdbook. First, install mdbook and nox . Then, run nox -s build-guide -- --open To check all links in the guide are valid, also install lychee and use the check-guide session instead: nox -s check-guide","breadcrumbs":"Contributing » Help write great docs","id":"592","title":"Help write great docs"},"593":{"body":"Issues which don't yet have a clear solution use the needs-design label. If any of these issues interest you, please join in with the conversation on the issue! All opinions are valued, and if you're interested in going further with e.g. draft PRs to experiment with API designs, even better!","breadcrumbs":"Contributing » Help design the next PyO3","id":"593","title":"Help design the next PyO3"},"594":{"body":"Everybody is welcome to submit comments on open PRs. Please help ensure new PyO3 APIs are safe, performant, tidy, and easy to use!","breadcrumbs":"Contributing » Review pull requests","id":"594","title":"Review pull requests"},"595":{"body":"Here are a few things to note when you are writing PRs.","breadcrumbs":"Contributing » Writing pull requests","id":"595","title":"Writing pull requests"},"596":{"body":"The PyO3 repo uses GitHub Actions. PRs are blocked from merging if CI is not successful. Formatting, linting and tests are checked for all Rust and Python code. In addition, all warnings in Rust code are disallowed (using RUSTFLAGS=\"-D warnings\"). Tests run with all supported Python versions with the latest stable Rust compiler, as well as for Python 3.9 with the minimum supported Rust version. If you are adding a new feature, you should add it to the full feature in our Cargo.toml * so that it is tested in CI. You can run these tests yourself with nox. Use nox -l to list the full set of subcommands you can run. Linting Python code nox -s ruff Linting Rust code nox -s rustfmt Semver checks cargo semver-checks check-release Clippy nox -s clippy-all Tests cargo test --features full Check all conditional compilation nox -s check-feature-powerset UI Tests PyO3 uses trybuild to develop UI tests to capture error messages from the Rust compiler for some of the macro functionality. Because there are several feature combinations for these UI tests, when updating them all (e.g. for a new Rust compiler version) it may be helpful to use the update-ui-tests nox session: nox -s update-ui-tests","breadcrumbs":"Contributing » Continuous Integration","id":"596","title":"Continuous Integration"},"597":{"body":"We use towncrier to generate a CHANGELOG for each release. To include your changes in the release notes, you should create one (or more) news items in the newsfragments directory. Valid news items should be saved as ..md where is the pull request number and is one of the following: packaging - for dependency changes and Python / Rust version compatibility changes added - for new features changed - for features which already existed but have been altered or deprecated removed - for features which have been removed fixed - for \"changed\" features which were classed as a bugfix Docs-only PRs do not need news items; start your PR title with docs: to skip the check.","breadcrumbs":"Contributing » Documenting changes","id":"597","title":"Documenting changes"},"598":{"body":"Generic code PyO3 has a lot of generic APIs to increase usability. These can come at the cost of generic code bloat. Where reasonable, try to implement a concrete sub-portion of generic functions. There are two forms of this: If the concrete sub-portion doesn't benefit from re-use by other functions, name it inner and keep it as a local to the function. If the concrete sub-portion is re-used by other functions, preferably name it _foo and place it directly below foo in the source code (where foo is the original generic function). FFI calls PyO3 makes a lot of FFI calls to Python's C API using raw pointers. Where possible try to avoid using pointers-to-temporaries in expressions: // dangerous\npyo3::ffi::Something(name.to_object(py).as_ptr()); // because the following refactoring is a use-after-free error:\nlet name = name.to_object(py).as_ptr();\npyo3::ffi::Something(name) Instead, prefer to bind the safe owned PyObject wrapper before passing to ffi functions: let name: PyObject = name.to_object(py);\npyo3::ffi::Something(name.as_ptr())\n// name will automatically be freed when it falls out of scope","breadcrumbs":"Contributing » Style guide","id":"598","title":"Style guide"},"599":{"body":"PyO3 aims to keep sufficient compatibility to make packaging Python extensions built with PyO3 feasible on most common package managers. To keep package maintainers' lives simpler, PyO3 will commit, wherever possible, to only adjust minimum supported Rust and Python versions at the same time. This bump will only come in an 0.x release, roughly once per year, after the oldest supported Python version reaches its end-of-life. (Check https://endoflife.date/python for a clear timetable on these.) Below are guidelines on what compatibility all PRs are expected to deliver for each language.","breadcrumbs":"Contributing » Python and Rust version support policy","id":"599","title":"Python and Rust version support policy"},"6":{"body":"autopy A simple, cross-platform GUI automation library for Python and Rust. Contains an example of building wheels on TravisCI and appveyor using cibuildwheel ballista-python A Python library that binds to Apache Arrow distributed query engine Ballista. bed-reader Read and write the PLINK BED format, simply and efficiently. Shows Rayon/ndarray::parallel (including capturing errors, controlling thread num), Python types to Rust generics, Github Actions cryptography Python cryptography library with some functionality in Rust. css-inline CSS inlining for Python implemented in Rust. datafusion-python A Python library that binds to Apache Arrow in-memory query engine DataFusion. deltalake-python Native Delta Lake Python binding based on delta-rs with Pandas integration. fastbloom A fast bloom filter | counting bloom filter implemented by Rust for Rust and Python! fastuuid Python bindings to Rust's UUID library. feos Lightning fast thermodynamic modeling in Rust with fully developed Python interface. forust A lightweight gradient boosted decision tree library written in Rust. greptimedb Support Python scripting in the database haem A Python library for working on Bioinformatics problems. html-py-ever Using html5ever through kuchiki to speed up html parsing and css-selecting. hyperjson A hyper-fast Python module for reading/writing JSON data using Rust's serde-json. inline-python Inline Python code directly in your Rust code. johnnycanencrypt OpenPGP library with Yubikey support. jsonschema-rs Fast JSON Schema validation library. mocpy Astronomical Python library offering data structures for describing any arbitrary coverage regions on the unit sphere. opendal A data access layer that allows users to easily and efficiently retrieve data from various storage services in a unified way. orjson Fast Python JSON library. ormsgpack Fast Python msgpack library. point-process High level API for pointprocesses as a Python library. polaroid Hyper Fast and safe image manipulation library for Python written in Rust. polars Fast multi-threaded DataFrame library in Rust | Python | Node.js. pydantic-core Core validation logic for pydantic written in Rust. pyheck Fast case conversion library, built by wrapping heck . Quite easy to follow as there's not much code. pyre Fast Python HTTP server written in Rust. pyreqwest_impersonate The fastest python HTTP client that can impersonate web browsers by mimicking their headers and TLS/JA3/JA4/HTTP2 fingerprints. ril-py A performant and high-level image processing library for Python written in Rust. river Online machine learning in python, the computationally heavy statistics algorithms are implemented in Rust. rust-python-coverage Example PyO3 project with automated test coverage for Rust and Python. tiktoken A fast BPE tokeniser for use with OpenAI's models. tokenizers Python bindings to the Hugging Face tokenizers (NLP) written in Rust. tzfpy A fast package to convert longitude/latitude to timezone name. utiles Fast Python web-map tile utilities wasmer-python Python library to run WebAssembly binaries.","breadcrumbs":"Introduction » Examples","id":"6","title":"Examples"},"60":{"body":"To create a static method for a custom class, the method needs to be annotated with the #[staticmethod] attribute. The return type must be T or PyResult for some T that implements IntoPy. # use pyo3::prelude::*;\n# #[pyclass]\n# struct MyClass {\n# #[allow(dead_code)]\n# num: i32,\n# }\n#[pymethods]\nimpl MyClass { #[staticmethod] fn static_method(param1: i32, param2: &str) -> PyResult { Ok(10) }\n}","breadcrumbs":"Using Rust from Python » Python classes » Static methods","id":"60","title":"Static methods"},"600":{"body":"PyO3 supports all officially supported Python versions, as well as the latest PyPy3 release. All of these versions are tested in CI.","breadcrumbs":"Contributing » Python","id":"600","title":"Python"},"601":{"body":"PyO3 aims to make use of up-to-date Rust language features to keep the implementation as efficient as possible. The minimum Rust version supported will be decided when the release which bumps Python and Rust versions is made. At the time, the minimum Rust version will be set no higher than the lowest Rust version shipped in the current Debian, RHEL and Alpine Linux distributions. CI tests both the most recent stable Rust version and the minimum supported Rust version. Because of Rust's stability guarantees this is sufficient to confirm support for all Rust versions in between.","breadcrumbs":"Contributing » Rust","id":"601","title":"Rust"},"602":{"body":"PyO3 has two sets of benchmarks for evaluating some aspects of its performance. The benchmark suite is currently very small - please open PRs with new benchmarks if you're interested in helping to expand it! First, there are Rust-based benchmarks located in the pyo3-benches subdirectory. You can run these benchmarks with: nox -s bench Second, there is a Python-based benchmark contained in the pytests subdirectory. You can read more about it here .","breadcrumbs":"Contributing » Benchmarking","id":"602","title":"Benchmarking"},"603":{"body":"You can view what code is and isn't covered by PyO3's tests. We aim to have 100% coverage - please check coverage and add tests if you notice a lack of coverage! First, ensure the llvm-cov cargo plugin is installed. You may need to run the plugin through cargo once before using it with nox. cargo install cargo-llvm-cov\ncargo llvm-cov Then, generate an lcov.info file with nox -s coverage -- lcov You can install an IDE plugin to view the coverage. For example, if you use VSCode: Add the coverage-gutters plugin. Add these settings to VSCode's settings.json: { \"coverage-gutters.coverageFileNames\": [ \"lcov.info\", \"cov.xml\", \"coverage.xml\", ], \"coverage-gutters.showLineCoverage\": true\n} You should now be able to see green highlights for code that is tested, and red highlights for code that is not tested.","breadcrumbs":"Contributing » Code coverage","id":"603","title":"Code coverage"},"604":{"body":"At the moment there is no official organisation that accepts sponsorship on PyO3's behalf. If you're seeking to provide significant funding to the PyO3 ecosystem, please reach out to us on GitHub or Discord and we can discuss. In the meanwhile, some of our maintainers have personal GitHub sponsorship pages and would be grateful for your support: davidhewitt messense","breadcrumbs":"Contributing » Sponsor this project","id":"604","title":"Sponsor this project"},"61":{"body":"To create a class attribute (also called class variable ), a method without any arguments can be annotated with the #[classattr] attribute. # use pyo3::prelude::*;\n# #[pyclass]\n# struct MyClass {}\n#[pymethods]\nimpl MyClass { #[classattr] fn my_attribute() -> String { \"hello\".to_string() }\n} Python::with_gil(|py| { let my_class = py.get_type_bound::(); pyo3::py_run!(py, my_class, \"assert my_class.my_attribute == 'hello'\")\n}); Note: if the method has a Result return type and returns an Err, PyO3 will panic during class creation. If the class attribute is defined with const code only, one can also annotate associated constants: # use pyo3::prelude::*;\n# #[pyclass]\n# struct MyClass {}\n#[pymethods]\nimpl MyClass { #[classattr] const MY_CONST_ATTRIBUTE: &'static str = \"foobar\";\n}","breadcrumbs":"Using Rust from Python » Python classes » Class attributes","id":"61","title":"Class attributes"},"62":{"body":"Free functions defined using #[pyfunction] interact with classes through the same mechanisms as the self parameters of instance methods, i.e. they can take GIL-bound references, GIL-bound reference wrappers or GIL-indepedent references: # #![allow(dead_code)]\n# use pyo3::prelude::*;\n#[pyclass]\nstruct MyClass { my_field: i32,\n} // Take a reference when the underlying `Bound` is irrelevant.\n#[pyfunction]\nfn increment_field(my_class: &mut MyClass) { my_class.my_field += 1;\n} // Take a reference wrapper when borrowing should be automatic,\n// but interaction with the underlying `Bound` is desired.\n#[pyfunction]\nfn print_field(my_class: PyRef<'_, MyClass>) { println!(\"{}\", my_class.my_field);\n} // Take a reference to the underlying Bound\n// when borrowing needs to be managed manually.\n#[pyfunction]\nfn increment_then_print_field(my_class: &Bound<'_, MyClass>) { my_class.borrow_mut().my_field += 1; println!(\"{}\", my_class.borrow().my_field);\n} // Take a GIL-indepedent reference when you want to store the reference elsewhere.\n#[pyfunction]\nfn print_refcnt(my_class: Py, py: Python<'_>) { println!(\"{}\", my_class.get_refcnt(py));\n} Classes can also be passed by value if they can be cloned, i.e. they automatically implement FromPyObject if they implement Clone, e.g. via #[derive(Clone)]: # #![allow(dead_code)]\n# use pyo3::prelude::*;\n#[pyclass]\n#[derive(Clone)]\nstruct MyClass { my_field: Box,\n} #[pyfunction]\nfn dissamble_clone(my_class: MyClass) { let MyClass { mut my_field } = my_class; *my_field += 1;\n} Note that #[derive(FromPyObject)] on a class is usually not useful as it tries to construct a new Rust value by filling in the fields by looking up attributes of any given Python value.","breadcrumbs":"Using Rust from Python » Python classes » Classes as function arguments","id":"62","title":"Classes as function arguments"},"63":{"body":"Similar to #[pyfunction], the #[pyo3(signature = (...))] attribute can be used to specify the way that #[pymethods] accept arguments. Consult the documentation for function signatures to see the parameters this attribute accepts. The following example defines a class MyClass with a method method. This method has a signature that sets default values for num and name, and indicates that py_args should collect all extra positional arguments and py_kwargs all extra keyword arguments: # use pyo3::prelude::*;\nuse pyo3::types::{PyDict, PyTuple};\n#\n# #[pyclass]\n# struct MyClass {\n# num: i32,\n# }\n#[pymethods]\nimpl MyClass { #[new] #[pyo3(signature = (num=-1))] fn new(num: i32) -> Self { MyClass { num } } #[pyo3(signature = (num=10, *py_args, name=\"Hello\", **py_kwargs))] fn method( &mut self, num: i32, py_args: &Bound<'_, PyTuple>, name: &str, py_kwargs: Option<&Bound<'_, PyDict>>, ) -> String { let num_before = self.num; self.num = num; format!( \"num={} (was previously={}), py_args={:?}, name={}, py_kwargs={:?} \", num, num_before, py_args, name, py_kwargs, ) }\n} In Python, this might be used like: >>> import mymodule\n>>> mc = mymodule.MyClass()\n>>> print(mc.method(44, False, \"World\", 666, x=44, y=55))\npy_args=('World', 666), py_kwargs=Some({'x': 44, 'y': 55}), name=Hello, num=44, num_before=-1\n>>> print(mc.method(num=-1, name=\"World\"))\npy_args=(), py_kwargs=None, name=World, num=-1, num_before=44 The #[pyo3(text_signature = \"...\") option for #[pyfunction] also works for #[pymethods]. # #![allow(dead_code)]\nuse pyo3::prelude::*;\nuse pyo3::types::PyType; #[pyclass]\nstruct MyClass {} #[pymethods]\nimpl MyClass { #[new] #[pyo3(text_signature = \"(c, d)\")] fn new(c: i32, d: &str) -> Self { Self {} } // the self argument should be written $self #[pyo3(text_signature = \"($self, e, f)\")] fn my_method(&self, e: i32, f: i32) -> i32 { e + f } // similarly for classmethod arguments, use $cls #[classmethod] #[pyo3(text_signature = \"($cls, e, f)\")] fn my_class_method(cls: &Bound<'_, PyType>, e: i32, f: i32) -> i32 { e + f } #[staticmethod] #[pyo3(text_signature = \"(e, f)\")] fn my_static_method(e: i32, f: i32) -> i32 { e + f }\n}\n#\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| {\n# let inspect = PyModule::import_bound(py, \"inspect\")?.getattr(\"signature\")?;\n# let module = PyModule::new_bound(py, \"my_module\")?;\n# module.add_class::()?;\n# let class = module.getattr(\"MyClass\")?;\n#\n# if cfg!(not(Py_LIMITED_API)) || py.version_info() >= (3, 10) {\n# let doc: String = class.getattr(\"__doc__\")?.extract()?;\n# assert_eq!(doc, \"\");\n#\n# let sig: String = inspect\n# .call1((&class,))?\n# .call_method0(\"__str__\")?\n# .extract()?;\n# assert_eq!(sig, \"(c, d)\");\n# } else {\n# let doc: String = class.getattr(\"__doc__\")?.extract()?;\n# assert_eq!(doc, \"\");\n#\n# inspect.call1((&class,)).expect_err(\"`text_signature` on classes is not compatible with compilation in `abi3` mode until Python 3.10 or greater\");\n# }\n#\n# {\n# let method = class.getattr(\"my_method\")?;\n#\n# assert!(method.getattr(\"__doc__\")?.is_none());\n#\n# let sig: String = inspect\n# .call1((method,))?\n# .call_method0(\"__str__\")?\n# .extract()?;\n# assert_eq!(sig, \"(self, /, e, f)\");\n# }\n#\n# {\n# let method = class.getattr(\"my_class_method\")?;\n#\n# assert!(method.getattr(\"__doc__\")?.is_none());\n#\n# let sig: String = inspect\n# .call1((method,))?\n# .call_method0(\"__str__\")?\n# .extract()?;\n# assert_eq!(sig, \"(e, f)\"); // inspect.signature skips the $cls arg\n# }\n#\n# {\n# let method = class.getattr(\"my_static_method\")?;\n#\n# assert!(method.getattr(\"__doc__\")?.is_none());\n#\n# let sig: String = inspect\n# .call1((method,))?\n# .call_method0(\"__str__\")?\n# .extract()?;\n# assert_eq!(sig, \"(e, f)\");\n# }\n#\n# Ok(())\n# })\n# } Note that text_signature on #[new] is not compatible with compilation in abi3 mode until Python 3.10 or greater.","breadcrumbs":"Using Rust from Python » Python classes » Method arguments","id":"63","title":"Method arguments"},"64":{"body":"PyO3 supports writing instance methods using the normal method receivers for shared &self and unique &mut self references. This interacts with lifetime elision insofar as the lifetime of a such a receiver is assigned to all elided output lifetime parameters. This is a good default for general Rust code where return values are more likely to borrow from the receiver than from the other arguments, if they contain any lifetimes at all. However, when returning bound references Bound<'py, T> in PyO3-based code, the GIL lifetime 'py should usually be derived from a GIL token py: Python<'py> passed as an argument instead of the receiver. Specifically, signatures like fn frobnicate(&self, py: Python) -> Bound; will not work as they are inferred as fn frobnicate<'a, 'py>(&'a self, py: Python<'py>) -> Bound<'a, Foo>; instead of the intended fn frobnicate<'a, 'py>(&'a self, py: Python<'py>) -> Bound<'py, Foo>; and should usually be written as fn frobnicate<'py>(&self, py: Python<'py>) -> Bound<'py, Foo>; The same problem does not exist for #[pyfunction]s as the special case for receiver lifetimes does not apply and indeed a signature like fn frobnicate(bar: &Bar, py: Python) -> Bound; will yield compiler error E0106 \"missing lifetime specifier\" .","breadcrumbs":"Using Rust from Python » Python classes » Method receivers and lifetime elision","id":"64","title":"Method receivers and lifetime elision"},"65":{"body":"Enum support in PyO3 comes in two flavors, depending on what kind of variants the enum has: simple and complex.","breadcrumbs":"Using Rust from Python » Python classes » #[pyclass] enums","id":"65","title":"#[pyclass] enums"},"66":{"body":"A simple enum (a.k.a. C-like enum) has only unit variants. PyO3 adds a class attribute for each variant, so you can access them in Python without defining #[new]. PyO3 also provides default implementations of __richcmp__ and __int__, so they can be compared using ==: # use pyo3::prelude::*;\n#[pyclass(eq, eq_int)]\n#[derive(PartialEq)]\nenum MyEnum { Variant, OtherVariant,\n} Python::with_gil(|py| { let x = Py::new(py, MyEnum::Variant).unwrap(); let y = Py::new(py, MyEnum::OtherVariant).unwrap(); let cls = py.get_type_bound::(); pyo3::py_run!(py, x y cls, r#\" assert x == cls.Variant assert y == cls.OtherVariant assert x != y \"#)\n}) You can also convert your simple enums into int: # use pyo3::prelude::*;\n#[pyclass(eq, eq_int)]\n#[derive(PartialEq)]\nenum MyEnum { Variant, OtherVariant = 10,\n} Python::with_gil(|py| { let cls = py.get_type_bound::(); let x = MyEnum::Variant as i32; // The exact value is assigned by the compiler. pyo3::py_run!(py, cls x, r#\" assert int(cls.Variant) == x assert int(cls.OtherVariant) == 10 \"#)\n}) PyO3 also provides __repr__ for enums: # use pyo3::prelude::*;\n#[pyclass(eq, eq_int)]\n#[derive(PartialEq)]\nenum MyEnum{ Variant, OtherVariant,\n} Python::with_gil(|py| { let cls = py.get_type_bound::(); let x = Py::new(py, MyEnum::Variant).unwrap(); pyo3::py_run!(py, cls x, r#\" assert repr(x) == 'MyEnum.Variant' assert repr(cls.OtherVariant) == 'MyEnum.OtherVariant' \"#)\n}) All methods defined by PyO3 can be overridden. For example here's how you override __repr__: # use pyo3::prelude::*;\n#[pyclass(eq, eq_int)]\n#[derive(PartialEq)]\nenum MyEnum { Answer = 42,\n} #[pymethods]\nimpl MyEnum { fn __repr__(&self) -> &'static str { \"42\" }\n} Python::with_gil(|py| { let cls = py.get_type_bound::(); pyo3::py_run!(py, cls, \"assert repr(cls.Answer) == '42'\")\n}) Enums and their variants can also be renamed using #[pyo3(name)]. # use pyo3::prelude::*;\n#[pyclass(eq, eq_int, name = \"RenamedEnum\")]\n#[derive(PartialEq)]\nenum MyEnum { #[pyo3(name = \"UPPERCASE\")] Variant,\n} Python::with_gil(|py| { let x = Py::new(py, MyEnum::Variant).unwrap(); let cls = py.get_type_bound::(); pyo3::py_run!(py, x cls, r#\" assert repr(x) == 'RenamedEnum.UPPERCASE' assert x == cls.UPPERCASE \"#)\n}) Ordering of enum variants is optionally added using #[pyo3(ord)]. Note: Implementation of the PartialOrd trait is required when passing the ord argument. If not implemented, a compile time error is raised. # use pyo3::prelude::*;\n#[pyclass(eq, ord)]\n#[derive(PartialEq, PartialOrd)]\nenum MyEnum{ A, B, C,\n} Python::with_gil(|py| { let cls = py.get_type_bound::(); let a = Py::new(py, MyEnum::A).unwrap(); let b = Py::new(py, MyEnum::B).unwrap(); let c = Py::new(py, MyEnum::C).unwrap(); pyo3::py_run!(py, cls a b c, r#\" assert (a < b) == True assert (c <= b) == False assert (c > a) == True \"#)\n}) You may not use enums as a base class or let enums inherit from other classes. # use pyo3::prelude::*;\n#[pyclass(subclass)]\nenum BadBase { Var1,\n} # use pyo3::prelude::*; #[pyclass(subclass)]\nstruct Base; #[pyclass(extends=Base)]\nenum BadSubclass { Var1,\n} #[pyclass] enums are currently not interoperable with IntEnum in Python.","breadcrumbs":"Using Rust from Python » Python classes » Simple enums","id":"66","title":"Simple enums"},"67":{"body":"An enum is complex if it has any non-unit (struct or tuple) variants. PyO3 supports only struct and tuple variants in a complex enum. Unit variants aren't supported at present (the recommendation is to use an empty tuple enum instead). PyO3 adds a class attribute for each variant, which may be used to construct values and in match patterns. PyO3 also provides getter methods for all fields of each variant. # use pyo3::prelude::*;\n#[pyclass]\nenum Shape { Circle { radius: f64 }, Rectangle { width: f64, height: f64 }, RegularPolygon(u32, f64), Nothing { },\n} # #[cfg(Py_3_10)]\nPython::with_gil(|py| { let circle = Shape::Circle { radius: 10.0 }.into_py(py); let square = Shape::RegularPolygon(4, 10.0).into_py(py); let cls = py.get_type_bound::(); pyo3::py_run!(py, circle square cls, r#\" assert isinstance(circle, cls) assert isinstance(circle, cls.Circle) assert circle.radius == 10.0 assert isinstance(square, cls) assert isinstance(square, cls.RegularPolygon) assert square[0] == 4 # Gets _0 field assert square[1] == 10.0 # Gets _1 field def count_vertices(cls, shape): match shape: case cls.Circle(): return 0 case cls.Rectangle(): return 4 case cls.RegularPolygon(n): return n case cls.Nothing(): return 0 assert count_vertices(cls, circle) == 0 assert count_vertices(cls, square) == 4 \"#)\n}) WARNING: Py::new and .into_py are currently inconsistent. Note how the constructed value is not an instance of the specific variant. For this reason, constructing values is only recommended using .into_py. # use pyo3::prelude::*;\n#[pyclass]\nenum MyEnum { Variant { i: i32 },\n} Python::with_gil(|py| { let x = Py::new(py, MyEnum::Variant { i: 42 }).unwrap(); let cls = py.get_type_bound::(); pyo3::py_run!(py, x cls, r#\" assert isinstance(x, cls) assert not isinstance(x, cls.Variant) \"#)\n}) The constructor of each generated class can be customized using the #[pyo3(constructor = (...))] attribute. This uses the same syntax as the #[pyo3(signature = (...))] attribute on function and methods and supports the same options. To apply this attribute simply place it on top of a variant in a #[pyclass] complex enum as shown below: # use pyo3::prelude::*;\n#[pyclass]\nenum Shape { #[pyo3(constructor = (radius=1.0))] Circle { radius: f64 }, #[pyo3(constructor = (*, width, height))] Rectangle { width: f64, height: f64 }, #[pyo3(constructor = (side_count, radius=1.0))] RegularPolygon { side_count: u32, radius: f64 }, Nothing { },\n} # #[cfg(Py_3_10)]\nPython::with_gil(|py| { let cls = py.get_type_bound::(); pyo3::py_run!(py, cls, r#\" circle = cls.Circle() assert isinstance(circle, cls) assert isinstance(circle, cls.Circle) assert circle.radius == 1.0 square = cls.Rectangle(width = 1, height = 1) assert isinstance(square, cls) assert isinstance(square, cls.Rectangle) assert square.width == 1 assert square.height == 1 hexagon = cls.RegularPolygon(6) assert isinstance(hexagon, cls) assert isinstance(hexagon, cls.RegularPolygon) assert hexagon.side_count == 6 assert hexagon.radius == 1 \"#)\n})","breadcrumbs":"Using Rust from Python » Python classes » Complex enums","id":"67","title":"Complex enums"},"68":{"body":"The #[pyclass] macros rely on a lot of conditional code generation: each #[pyclass] can optionally have a #[pymethods] block. To support this flexibility the #[pyclass] macro expands to a blob of boilerplate code which sets up the structure for \"dtolnay specialization\" . This implementation pattern enables the Rust compiler to use #[pymethods] implementations when they are present, and fall back to default (empty) definitions when they are not. This simple technique works for the case when there is zero or one implementations. To support multiple #[pymethods] for a #[pyclass] (in the multiple-pymethods feature), a registry mechanism provided by the inventory crate is used instead. This collects impls at library load time, but isn't supported on all platforms. See inventory: how it works for more details. The #[pyclass] macro expands to roughly the code seen below. The PyClassImplCollector is the type used internally by PyO3 for dtolnay specialization: # #[cfg(not(feature = \"multiple-pymethods\"))] {\n# use pyo3::prelude::*;\n// Note: the implementation differs slightly with the `multiple-pymethods` feature enabled.\nstruct MyClass { # #[allow(dead_code)] num: i32,\n} impl pyo3::types::DerefToPyAny for MyClass {} # #[allow(deprecated)]\n# #[cfg(feature = \"gil-refs\")]\nunsafe impl pyo3::type_object::HasPyGilRef for MyClass { type AsRefTarget = pyo3::PyCell;\n}\nunsafe impl pyo3::type_object::PyTypeInfo for MyClass { const NAME: &'static str = \"MyClass\"; const MODULE: ::std::option::Option<&'static str> = ::std::option::Option::None; #[inline] fn type_object_raw(py: pyo3::Python<'_>) -> *mut pyo3::ffi::PyTypeObject { ::lazy_type_object() .get_or_init(py) .as_type_ptr() }\n} impl pyo3::PyClass for MyClass { type Frozen = pyo3::pyclass::boolean_struct::False;\n} impl<'a, 'py> pyo3::impl_::extract_argument::PyFunctionArgument<'a, 'py> for &'a MyClass\n{ type Holder = ::std::option::Option>; #[inline] fn extract(obj: &'a pyo3::Bound<'py, PyAny>, holder: &'a mut Self::Holder) -> pyo3::PyResult { pyo3::impl_::extract_argument::extract_pyclass_ref(obj, holder) }\n} impl<'a, 'py> pyo3::impl_::extract_argument::PyFunctionArgument<'a, 'py> for &'a mut MyClass\n{ type Holder = ::std::option::Option>; #[inline] fn extract(obj: &'a pyo3::Bound<'py, PyAny>, holder: &'a mut Self::Holder) -> pyo3::PyResult { pyo3::impl_::extract_argument::extract_pyclass_ref_mut(obj, holder) }\n} impl pyo3::IntoPy for MyClass { fn into_py(self, py: pyo3::Python<'_>) -> pyo3::PyObject { pyo3::IntoPy::into_py(pyo3::Py::new(py, self).unwrap(), py) }\n} impl pyo3::impl_::pyclass::PyClassImpl for MyClass { const IS_BASETYPE: bool = false; const IS_SUBCLASS: bool = false; const IS_MAPPING: bool = false; const IS_SEQUENCE: bool = false; type BaseType = PyAny; type ThreadChecker = pyo3::impl_::pyclass::SendablePyClass; type PyClassMutability = <::PyClassMutability as pyo3::impl_::pycell::PyClassMutability>::MutableChild; type Dict = pyo3::impl_::pyclass::PyClassDummySlot; type WeakRef = pyo3::impl_::pyclass::PyClassDummySlot; type BaseNativeType = pyo3::PyAny; fn items_iter() -> pyo3::impl_::pyclass::PyClassItemsIter { use pyo3::impl_::pyclass::*; let collector = PyClassImplCollector::::new(); static INTRINSIC_ITEMS: PyClassItems = PyClassItems { slots: &[], methods: &[] }; PyClassItemsIter::new(&INTRINSIC_ITEMS, collector.py_methods()) } fn lazy_type_object() -> &'static pyo3::impl_::pyclass::LazyTypeObject { use pyo3::impl_::pyclass::LazyTypeObject; static TYPE_OBJECT: LazyTypeObject = LazyTypeObject::new(); &TYPE_OBJECT } fn doc(py: Python<'_>) -> pyo3::PyResult<&'static ::std::ffi::CStr> { use pyo3::impl_::pyclass::*; static DOC: pyo3::sync::GILOnceCell<::std::borrow::Cow<'static, ::std::ffi::CStr>> = pyo3::sync::GILOnceCell::new(); DOC.get_or_try_init(py, || { let collector = PyClassImplCollector::::new(); build_pyclass_doc(::NAME, pyo3::ffi::c_str!(\"\"), collector.new_text_signature()) }).map(::std::ops::Deref::deref) }\n} # Python::with_gil(|py| {\n# let cls = py.get_type_bound::();\n# pyo3::py_run!(py, cls, \"assert cls.__name__ == 'MyClass'\")\n# });\n# }","breadcrumbs":"Using Rust from Python » Python classes » Implementation details","id":"68","title":"Implementation details"},"69":{"body":"Python's object model defines several protocols for different object behavior, such as the sequence, mapping, and number protocols. Python classes support these protocols by implementing \"magic\" methods, such as __str__ or __repr__. Because of the double-underscores surrounding their name, these are also known as \"dunder\" methods. PyO3 makes it possible for every magic method to be implemented in #[pymethods] just as they would be done in a regular Python class, with a few notable differences: __new__ and __init__ are replaced by the #[new] attribute . __del__ is not yet supported, but may be in the future. __buffer__ and __release_buffer__ are currently not supported and instead PyO3 supports __getbuffer__ and __releasebuffer__ methods (these predate PEP 688 ), again this may change in the future. PyO3 adds __traverse__ and __clear__ methods for controlling garbage collection. The Python C-API which PyO3 is implemented upon requires many magic methods to have a specific function signature in C and be placed into special \"slots\" on the class type object. This limits the allowed argument and return types for these methods. They are listed in detail in the section below. If a magic method is not on the list above (for example __init_subclass__), then it should just work in PyO3. If this is not the case, please file a bug report.","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Class customizations","id":"69","title":"Class customizations"},"7":{"body":"(Video) Extending Python with Rust using PyO3 - Dec 16, 2023 A Week of PyO3 + rust-numpy (How to Speed Up Your Data Pipeline X Times) - Jun 6, 2023 (Podcast) PyO3 with David Hewitt - May 19, 2023 Making Python 100x faster with less than 100 lines of Rust - Mar 28, 2023 How Pydantic V2 leverages Rust's Superpowers - Feb 4, 2023 How we extended the River stats module with Rust using PyO3 - Dec 23, 2022 Nine Rules for Writing Python Extensions in Rust - Dec 31, 2021 Calling Rust from Python using PyO3 - Nov 18, 2021 davidhewitt's 2021 talk at Rust Manchester meetup - Aug 19, 2021 Incrementally porting a small Python project to Rust - Apr 29, 2021 Vortexa - Integrating Rust into Python - Apr 12, 2021 Writing and publishing a Python module in Rust - Aug 2, 2020","breadcrumbs":"Introduction » Articles and other media","id":"7","title":"Articles and other media"},"70":{"body":"If a function name in #[pymethods] is a magic method which is known to need special handling, it will be automatically placed into the correct slot in the Python type object. The function name is taken from the usual rules for naming #[pymethods]: the #[pyo3(name = \"...\")] attribute is used if present, otherwise the Rust function name is used. The magic methods handled by PyO3 are very similar to the standard Python ones on this page - in particular they are the subset which have slots as defined here . When PyO3 handles a magic method, a couple of changes apply compared to other #[pymethods]: The Rust function signature is restricted to match the magic method. The #[pyo3(signature = (...)] and #[pyo3(text_signature = \"...\")] attributes are not allowed. The following sections list all magic methods for which PyO3 implements the necessary special handling. The given signatures should be interpreted as follows: All methods take a receiver as first argument, shown as . It can be &self, &mut self or a Bound reference like self_: PyRef<'_, Self> and self_: PyRefMut<'_, Self>, as described here . An optional Python<'py> argument is always allowed as the first argument. Return values can be optionally wrapped in PyResult. object means that any type is allowed that can be extracted from a Python object (if argument) or converted to a Python object (if return value). Other types must match what's given, e.g. pyo3::basic::CompareOp for __richcmp__'s second argument. For the comparison and arithmetic methods, extraction errors are not propagated as exceptions, but lead to a return of NotImplemented. For some magic methods, the return values are not restricted by PyO3, but checked by the Python interpreter. For example, __str__ needs to return a string object. This is indicated by object (Python type).","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Magic Methods handled by PyO3","id":"70","title":"Magic Methods handled by PyO3"},"71":{"body":"__str__() -> object (str) __repr__() -> object (str) __hash__() -> isize Objects that compare equal must have the same hash value. Any type up to 64 bits may be returned instead of isize, PyO3 will convert to an isize automatically (wrapping unsigned types like u64 and usize). Disabling Python's default hash\nBy default, all `#[pyclass]` types have a default hash implementation from Python. Types which should not be hashable can override this by setting `__hash__` to `None`. This is the same mechanism as for a pure-Python class. This is done like so: # use pyo3::prelude::*;\n#\n#[pyclass]\nstruct NotHashable {} #[pymethods]\nimpl NotHashable { #[classattr] const __hash__: Option = None;\n} __lt__(, object) -> object __le__(, object) -> object __eq__(, object) -> object __ne__(, object) -> object __gt__(, object) -> object __ge__(, object) -> object The implementations of Python's \"rich comparison\" operators <, <=, ==, !=, > and >= respectively. Note that implementing any of these methods will cause Python not to generate a default __hash__ implementation, so consider also implementing __hash__. Return type\nThe return type will normally be `bool` or `PyResult`, however any Python object can be returned. __richcmp__(, object, pyo3::basic::CompareOp) -> object Implements Python comparison operations (==, !=, <, <=, >, and >=) in a single method. The CompareOp argument indicates the comparison operation being performed. You can use CompareOp::matches to adapt a Rust std::cmp::Ordering result to the requested comparison. This method cannot be implemented in combination with any of __lt__, __le__, __eq__, __ne__, __gt__, or __ge__. Note that implementing __richcmp__ will cause Python not to generate a default __hash__ implementation, so consider implementing __hash__ when implementing __richcmp__. Return type\nThe return type will normally be `PyResult`, but any Python object can be returned. If you want to leave some operations unimplemented, you can return py.NotImplemented() for some of the operations: use pyo3::class::basic::CompareOp; # use pyo3::prelude::*;\n#\n# #[pyclass]\n# struct Number(i32);\n#\n#[pymethods]\nimpl Number { fn __richcmp__(&self, other: &Self, op: CompareOp, py: Python<'_>) -> PyObject { match op { CompareOp::Eq => (self.0 == other.0).into_py(py), CompareOp::Ne => (self.0 != other.0).into_py(py), _ => py.NotImplemented(), } }\n} If the second argument object is not of the type specified in the signature, the generated code will automatically return NotImplemented. __getattr__(, object) -> object __getattribute__(, object) -> object Differences between `__getattr__` and `__getattribute__`\nAs in Python, `__getattr__` is only called if the attribute is not found\nby normal attribute lookup. `__getattribute__`, on the other hand, is\ncalled for *every* attribute access. If it wants to access existing\nattributes on `self`, it needs to be very careful not to introduce\ninfinite recursion, and use `baseclass.__getattribute__()`. __setattr__(, value: object) -> () __delattr__(, object) -> () Overrides attribute access. __bool__() -> bool Determines the \"truthyness\" of an object. __call__(, ...) -> object - here, any argument list can be defined as for normal pymethods","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Basic object customization","id":"71","title":"Basic object customization"},"72":{"body":"Iterators can be defined using these methods: __iter__() -> object __next__() -> Option or IterNextOutput ( see details ) Returning None from __next__ indicates that that there are no further items. Example: use pyo3::prelude::*; #[pyclass]\nstruct MyIterator { iter: Box + Send>,\n} #[pymethods]\nimpl MyIterator { fn __iter__(slf: PyRef<'_, Self>) -> PyRef<'_, Self> { slf } fn __next__(mut slf: PyRefMut<'_, Self>) -> Option { slf.iter.next() }\n} In many cases you'll have a distinction between the type being iterated over (i.e. the iterable ) and the iterator it provides. In this case, the iterable only needs to implement __iter__() while the iterator must implement both __iter__() and __next__(). For example: # use pyo3::prelude::*; #[pyclass]\nstruct Iter { inner: std::vec::IntoIter,\n} #[pymethods]\nimpl Iter { fn __iter__(slf: PyRef<'_, Self>) -> PyRef<'_, Self> { slf } fn __next__(mut slf: PyRefMut<'_, Self>) -> Option { slf.inner.next() }\n} #[pyclass]\nstruct Container { iter: Vec,\n} #[pymethods]\nimpl Container { fn __iter__(slf: PyRef<'_, Self>) -> PyResult> { let iter = Iter { inner: slf.iter.clone().into_iter(), }; Py::new(slf.py(), iter) }\n} # Python::with_gil(|py| {\n# let container = Container { iter: vec![1, 2, 3, 4] };\n# let inst = pyo3::Py::new(py, container).unwrap();\n# pyo3::py_run!(py, inst, \"assert list(inst) == [1, 2, 3, 4]\");\n# pyo3::py_run!(py, inst, \"assert list(iter(iter(inst))) == [1, 2, 3, 4]\");\n# }); For more details on Python's iteration protocols, check out the \"Iterator Types\" section of the library documentation . Returning a value from iteration This guide has so far shown how to use Option to implement yielding values during iteration. In Python a generator can also return a value. To express this in Rust, PyO3 provides the IterNextOutput enum to both Yield values and Return a final value - see its docs for further details and an example.","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Iterable objects","id":"72","title":"Iterable objects"},"73":{"body":"__await__() -> object __aiter__() -> object __anext__() -> Option or IterANextOutput","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Awaitable objects","id":"73","title":"Awaitable objects"},"74":{"body":"The magic methods in this section can be used to implement Python container types. They are two main categories of container in Python: \"mappings\" such as dict, with arbitrary keys, and \"sequences\" such as list and tuple, with integer keys. The Python C-API which PyO3 is built upon has separate \"slots\" for sequences and mappings. When writing a class in pure Python, there is no such distinction in the implementation - a __getitem__ implementation will fill the slots for both the mapping and sequence forms, for example. By default PyO3 reproduces the Python behaviour of filling both mapping and sequence slots. This makes sense for the \"simple\" case which matches Python, and also for sequences, where the mapping slot is used anyway to implement slice indexing. Mapping types usually will not want the sequence slots filled. Having them filled will lead to outcomes which may be unwanted, such as: The mapping type will successfully cast to PySequence . This may lead to consumers of the type handling it incorrectly. Python provides a default implementation of __iter__ for sequences, which calls __getitem__ with consecutive positive integers starting from 0 until an IndexError is returned. Unless the mapping only contains consecutive positive integer keys, this __iter__ implementation will likely not be the intended behavior. Use the #[pyclass(mapping)] annotation to instruct PyO3 to only fill the mapping slots, leaving the sequence ones empty. This will apply to __getitem__, __setitem__, and __delitem__. Use the #[pyclass(sequence)] annotation to instruct PyO3 to fill the sq_length slot instead of the mp_length slot for __len__. This will help libraries such as numpy recognise the class as a sequence, however will also cause CPython to automatically add the sequence length to any negative indices before passing them to __getitem__. (__getitem__, __setitem__ and __delitem__ mapping slots are still used for sequences, for slice operations.) __len__() -> usize Implements the built-in function len(). __contains__(, object) -> bool Implements membership test operators. Should return true if item is in self, false otherwise. For objects that don’t define __contains__(), the membership test simply traverses the sequence until it finds a match. Disabling Python's default contains By default, all #[pyclass] types with an __iter__ method support a default implementation of the in operator. Types which do not want this can override this by setting __contains__ to None. This is the same mechanism as for a pure-Python class. This is done like so: # use pyo3::prelude::*;\n#\n#[pyclass]\nstruct NoContains {} #[pymethods]\nimpl NoContains { #[classattr] const __contains__: Option = None;\n} __getitem__(, object) -> object Implements retrieval of the self[a] element. Note: Negative integer indexes are not handled specially by PyO3. However, for classes with #[pyclass(sequence)], when a negative index is accessed via PySequence::get_item, the underlying C API already adjusts the index to be positive. __setitem__(, object, object) -> () Implements assignment to the self[a] element. Should only be implemented if elements can be replaced. Same behavior regarding negative indices as for __getitem__. __delitem__(, object) -> () Implements deletion of the self[a] element. Should only be implemented if elements can be deleted. Same behavior regarding negative indices as for __getitem__. fn __concat__(&self, other: impl FromPyObject) -> PyResult Concatenates two sequences. Used by the + operator, after trying the numeric addition via the __add__ and __radd__ methods. fn __repeat__(&self, count: isize) -> PyResult Repeats the sequence count times. Used by the * operator, after trying the numeric multiplication via the __mul__ and __rmul__ methods. fn __inplace_concat__(&self, other: impl FromPyObject) -> PyResult Concatenates two sequences. Used by the += operator, after trying the numeric addition via the __iadd__ method. fn __inplace_repeat__(&self, count: isize) -> PyResult Concatenates two sequences. Used by the *= operator, after trying the numeric multiplication via the __imul__ method.","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Mapping & Sequence types","id":"74","title":"Mapping & Sequence types"},"75":{"body":"__get__(, object, object) -> object __set__(, object, object) -> () __delete__(, object) -> ()","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Descriptors","id":"75","title":"Descriptors"},"76":{"body":"Binary arithmetic operations (+, -, *, @, /, //, %, divmod(), pow() and **, <<, >>, &, ^, and |) and their reflected versions: (If the object is not of the type specified in the signature, the generated code will automatically return NotImplemented.) __add__(, object) -> object __radd__(, object) -> object __sub__(, object) -> object __rsub__(, object) -> object __mul__(, object) -> object __rmul__(, object) -> object __matmul__(, object) -> object __rmatmul__(, object) -> object __floordiv__(, object) -> object __rfloordiv__(, object) -> object __truediv__(, object) -> object __rtruediv__(, object) -> object __divmod__(, object) -> object __rdivmod__(, object) -> object __mod__(, object) -> object __rmod__(, object) -> object __lshift__(, object) -> object __rlshift__(, object) -> object __rshift__(, object) -> object __rrshift__(, object) -> object __and__(, object) -> object __rand__(, object) -> object __xor__(, object) -> object __rxor__(, object) -> object __or__(, object) -> object __ror__(, object) -> object __pow__(, object, object) -> object __rpow__(, object, object) -> object In-place assignment operations (+=, -=, *=, @=, /=, //=, %=, **=, <<=, >>=, &=, ^=, |=): __iadd__(, object) -> () __isub__(, object) -> () __imul__(, object) -> () __imatmul__(, object) -> () __itruediv__(, object) -> () __ifloordiv__(, object) -> () __imod__(, object) -> () __ipow__(, object, object) -> () __ilshift__(, object) -> () __irshift__(, object) -> () __iand__(, object) -> () __ixor__(, object) -> () __ior__(, object) -> () Unary operations (-, +, abs() and ~): __pos__() -> object __neg__() -> object __abs__() -> object __invert__() -> object Coercions: __index__() -> object (int) __int__() -> object (int) __float__() -> object (float)","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Numeric types","id":"76","title":"Numeric types"},"77":{"body":"__getbuffer__(, *mut ffi::Py_buffer, flags) -> () __releasebuffer__(, *mut ffi::Py_buffer) -> () Errors returned from __releasebuffer__ will be sent to sys.unraiseablehook. It is strongly advised to never return an error from __releasebuffer__, and if it really is necessary, to make best effort to perform any required freeing operations before returning. __releasebuffer__ will not be called a second time; anything not freed will be leaked.","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Buffer objects","id":"77","title":"Buffer objects"},"78":{"body":"If your type owns references to other Python objects, you will need to integrate with Python's garbage collector so that the GC is aware of those references. To do this, implement the two methods __traverse__ and __clear__. These correspond to the slots tp_traverse and tp_clear in the Python C API. __traverse__ must call visit.call() for each reference to another Python object. __clear__ must clear out any mutable references to other Python objects (thus breaking reference cycles). Immutable references do not have to be cleared, as every cycle must contain at least one mutable reference. __traverse__(, pyo3::class::gc::PyVisit<'_>) -> Result<(), pyo3::class::gc::PyTraverseError> __clear__() -> () Example: use pyo3::prelude::*;\nuse pyo3::PyTraverseError;\nuse pyo3::gc::PyVisit; #[pyclass]\nstruct ClassWithGCSupport { obj: Option,\n} #[pymethods]\nimpl ClassWithGCSupport { fn __traverse__(&self, visit: PyVisit<'_>) -> Result<(), PyTraverseError> { if let Some(obj) = &self.obj { visit.call(obj)? } Ok(()) } fn __clear__(&mut self) { // Clear reference, this decrements ref counter. self.obj = None; }\n} Usually, an implementation of __traverse__ should do nothing but calls to visit.call. Most importantly, safe access to the GIL is prohibited inside implementations of __traverse__, i.e. Python::with_gil will panic. Note: these methods are part of the C API, PyPy does not necessarily honor them. If you are building for PyPy you should measure memory consumption to make sure you do not have runaway memory growth. See this issue on the PyPy bug tracker .","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Garbage Collector Integration","id":"78","title":"Garbage Collector Integration"},"79":{"body":"Recall the Number class from the previous chapter: # #![allow(dead_code)]\nuse pyo3::prelude::*; #[pyclass]\nstruct Number(i32); #[pymethods]\nimpl Number { #[new] fn new(value: i32) -> Self { Self(value) }\n} #[pymodule]\nfn my_module(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_class::()?; Ok(())\n} At this point Python code can import the module, access the class and create class instances - but nothing else. from my_module import Number n = Number(5)\nprint(n) ","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Basic object customization » Basic object customization","id":"79","title":"Basic object customization"},"8":{"body":"Everyone is welcomed to contribute to PyO3! There are many ways to support the project, such as: help PyO3 users with issues on GitHub and Discord improve documentation write features and bugfixes publish blogs and examples of how to use PyO3 Our contributing notes and architecture guide have more resources if you wish to volunteer time for PyO3 and are searching where to start. If you don't have time to contribute yourself but still wish to support the project's future success, some of our maintainers have GitHub sponsorship pages: davidhewitt messense","breadcrumbs":"Introduction » Contributing","id":"8","title":"Contributing"},"80":{"body":"It can't even print an user-readable representation of itself! We can fix that by defining the __repr__ and __str__ methods inside a #[pymethods] block. We do this by accessing the value contained inside Number. # use pyo3::prelude::*;\n#\n# #[pyclass]\n# struct Number(i32);\n#\n#[pymethods]\nimpl Number { // For `__repr__` we want to return a string that Python code could use to recreate // the `Number`, like `Number(5)` for example. fn __repr__(&self) -> String { // We use the `format!` macro to create a string. Its first argument is a // format string, followed by any number of parameters which replace the // `{}`'s in the format string. // // 👇 Tuple field access in Rust uses a dot format!(\"Number({})\", self.0) } // `__str__` is generally used to create an \"informal\" representation, so we // just forward to `i32`'s `ToString` trait implementation to print a bare number. fn __str__(&self) -> String { self.0.to_string() }\n} Accessing the class name In the __repr__, we used a hard-coded class name. This is sometimes not ideal, because if the class is subclassed in Python, we would like the repr to reflect the subclass name. This is typically done in Python code by accessing self.__class__.__name__. In order to be able to access the Python type information and the Rust struct, we need to use a Bound as the self argument. # use pyo3::prelude::*;\n# use pyo3::types::PyString;\n#\n# #[pyclass]\n# struct Number(i32);\n#\n#[pymethods]\nimpl Number { fn __repr__(slf: &Bound<'_, Self>) -> PyResult { // This is the equivalent of `self.__class__.__name__` in Python. let class_name: Bound<'_, PyString> = slf.get_type().qualname()?; // To access fields of the Rust struct, we need to borrow the `PyCell`. Ok(format!(\"{}({})\", class_name, slf.borrow().0)) }\n}","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Basic object customization » String representations","id":"80","title":"String representations"},"81":{"body":"Let's also implement hashing. We'll just hash the i32. For that we need a Hasher . The one provided by std is DefaultHasher , which uses the SipHash algorithm. use std::collections::hash_map::DefaultHasher; // Required to call the `.hash` and `.finish` methods, which are defined on traits.\nuse std::hash::{Hash, Hasher}; # use pyo3::prelude::*;\n#\n# #[pyclass]\n# struct Number(i32);\n#\n#[pymethods]\nimpl Number { fn __hash__(&self) -> u64 { let mut hasher = DefaultHasher::new(); self.0.hash(&mut hasher); hasher.finish() }\n} To implement __hash__ using the Rust Hash trait implementation, the hash option can be used. This option is only available for frozen classes to prevent accidental hash changes from mutating the object. If you need an __hash__ implementation for a mutable class, use the manual method from above. This option also requires eq: According to the Python docs \"If a class does not define an __eq__() method it should not define a __hash__() operation either\" # use pyo3::prelude::*;\n#\n#[pyclass(frozen, eq, hash)]\n#[derive(PartialEq, Hash)]\nstruct Number(i32); Note : When implementing __hash__ and comparisons, it is important that the following property holds: k1 == k2 -> hash(k1) == hash(k2) In other words, if two keys are equal, their hashes must also be equal. In addition you must take care that your classes' hash doesn't change during its lifetime. In this tutorial we do that by not letting Python code change our Number class. In other words, it is immutable. By default, all #[pyclass] types have a default hash implementation from Python. Types which should not be hashable can override this by setting __hash__ to None. This is the same mechanism as for a pure-Python class. This is done like so: # use pyo3::prelude::*;\n#[pyclass]\nstruct NotHashable {} #[pymethods]\nimpl NotHashable { #[classattr] const __hash__: Option> = None;\n}","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Basic object customization » Hashing","id":"81","title":"Hashing"},"82":{"body":"PyO3 supports the usual magic comparison methods available in Python such as __eq__, __lt__ and so on. It is also possible to support all six operations at once with __richcmp__. This method will be called with a value of CompareOp depending on the operation. use pyo3::class::basic::CompareOp; # use pyo3::prelude::*;\n#\n# #[pyclass]\n# struct Number(i32);\n#\n#[pymethods]\nimpl Number { fn __richcmp__(&self, other: &Self, op: CompareOp) -> PyResult { match op { CompareOp::Lt => Ok(self.0 < other.0), CompareOp::Le => Ok(self.0 <= other.0), CompareOp::Eq => Ok(self.0 == other.0), CompareOp::Ne => Ok(self.0 != other.0), CompareOp::Gt => Ok(self.0 > other.0), CompareOp::Ge => Ok(self.0 >= other.0), } }\n} If you obtain the result by comparing two Rust values, as in this example, you can take a shortcut using CompareOp::matches: use pyo3::class::basic::CompareOp; # use pyo3::prelude::*;\n#\n# #[pyclass]\n# struct Number(i32);\n#\n#[pymethods]\nimpl Number { fn __richcmp__(&self, other: &Self, op: CompareOp) -> bool { op.matches(self.0.cmp(&other.0)) }\n} It checks that the std::cmp::Ordering obtained from Rust's Ord matches the given CompareOp. Alternatively, you can implement just equality using __eq__: # use pyo3::prelude::*;\n#\n# #[pyclass]\n# struct Number(i32);\n#\n#[pymethods]\nimpl Number { fn __eq__(&self, other: &Self) -> bool { self.0 == other.0 }\n} # fn main() -> PyResult<()> {\n# Python::with_gil(|py| {\n# let x = &Bound::new(py, Number(4))?;\n# let y = &Bound::new(py, Number(4))?;\n# assert!(x.eq(y)?);\n# assert!(!x.ne(y)?);\n# Ok(())\n# })\n# } To implement __eq__ using the Rust PartialEq trait implementation, the eq option can be used. # use pyo3::prelude::*;\n#\n#[pyclass(eq)]\n#[derive(PartialEq)]\nstruct Number(i32); To implement __lt__, __le__, __gt__, & __ge__ using the Rust PartialOrd trait implementation, the ord option can be used. Note: Requires eq. # use pyo3::prelude::*;\n#\n#[pyclass(eq, ord)]\n#[derive(PartialEq, PartialOrd)]\nstruct Number(i32);","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Basic object customization » Comparisons","id":"82","title":"Comparisons"},"83":{"body":"We'll consider Number to be True if it is nonzero: # use pyo3::prelude::*;\n#\n# #[pyclass]\n# struct Number(i32);\n#\n#[pymethods]\nimpl Number { fn __bool__(&self) -> bool { self.0 != 0 }\n}","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Basic object customization » Truthyness","id":"83","title":"Truthyness"},"84":{"body":"use std::collections::hash_map::DefaultHasher;\nuse std::hash::{Hash, Hasher}; use pyo3::prelude::*;\nuse pyo3::class::basic::CompareOp;\nuse pyo3::types::PyString; #[pyclass]\nstruct Number(i32); #[pymethods]\nimpl Number { #[new] fn new(value: i32) -> Self { Self(value) } fn __repr__(slf: &Bound<'_, Self>) -> PyResult { let class_name: Bound<'_, PyString> = slf.get_type().qualname()?; Ok(format!(\"{}({})\", class_name, slf.borrow().0)) } fn __str__(&self) -> String { self.0.to_string() } fn __hash__(&self) -> u64 { let mut hasher = DefaultHasher::new(); self.0.hash(&mut hasher); hasher.finish() } fn __richcmp__(&self, other: &Self, op: CompareOp) -> PyResult { match op { CompareOp::Lt => Ok(self.0 < other.0), CompareOp::Le => Ok(self.0 <= other.0), CompareOp::Eq => Ok(self.0 == other.0), CompareOp::Ne => Ok(self.0 != other.0), CompareOp::Gt => Ok(self.0 > other.0), CompareOp::Ge => Ok(self.0 >= other.0), } } fn __bool__(&self) -> bool { self.0 != 0 }\n} #[pymodule]\nfn my_module(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_class::()?; Ok(())\n}","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Basic object customization » Final code","id":"84","title":"Final code"},"85":{"body":"At this point we have a Number class that we can't actually do any math on! Before proceeding, we should think about how we want to handle overflows. There are three obvious solutions: We can have infinite precision just like Python's int. However that would be quite boring - we'd be reinventing the wheel. We can raise exceptions whenever Number overflows, but that makes the API painful to use. We can wrap around the boundary of i32. This is the approach we'll take here. To do that we'll just forward to i32's wrapping_* methods.","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Emulating numeric types » Emulating numeric types","id":"85","title":"Emulating numeric types"},"86":{"body":"Let's address the first overflow, in Number's constructor: from my_module import Number n = Number(1 << 1337) Traceback (most recent call last): File \"example.py\", line 3, in n = Number(1 << 1337)\nOverflowError: Python int too large to convert to C long Instead of relying on the default FromPyObject extraction to parse arguments, we can specify our own extraction function, using the #[pyo3(from_py_with = \"...\")] attribute. Unfortunately PyO3 doesn't provide a way to wrap Python integers out of the box, but we can do a Python call to mask it and cast it to an i32. # #![allow(dead_code)]\nuse pyo3::prelude::*; fn wrap(obj: &Bound<'_, PyAny>) -> PyResult { let val = obj.call_method1(\"__and__\", (0xFFFFFFFF_u32,))?; let val: u32 = val.extract()?; // 👇 This intentionally overflows! Ok(val as i32)\n} We also add documentation, via /// comments, which are visible to Python users. # #![allow(dead_code)]\nuse pyo3::prelude::*; fn wrap(obj: &Bound<'_, PyAny>) -> PyResult { let val = obj.call_method1(\"__and__\", (0xFFFFFFFF_u32,))?; let val: u32 = val.extract()?; Ok(val as i32)\n} /// Did you ever hear the tragedy of Darth Signed The Overfloweth? I thought not.\n/// It's not a story C would tell you. It's a Rust legend.\n#[pyclass(module = \"my_module\")]\nstruct Number(i32); #[pymethods]\nimpl Number { #[new] fn new(#[pyo3(from_py_with = \"wrap\")] value: i32) -> Self { Self(value) }\n} With that out of the way, let's implement some operators: use pyo3::exceptions::{PyZeroDivisionError, PyValueError}; # use pyo3::prelude::*;\n#\n# #[pyclass]\n# struct Number(i32);\n#\n#[pymethods]\nimpl Number { fn __add__(&self, other: &Self) -> Self { Self(self.0.wrapping_add(other.0)) } fn __sub__(&self, other: &Self) -> Self { Self(self.0.wrapping_sub(other.0)) } fn __mul__(&self, other: &Self) -> Self { Self(self.0.wrapping_mul(other.0)) } fn __truediv__(&self, other: &Self) -> PyResult { match self.0.checked_div(other.0) { Some(i) => Ok(Self(i)), None => Err(PyZeroDivisionError::new_err(\"division by zero\")), } } fn __floordiv__(&self, other: &Self) -> PyResult { match self.0.checked_div(other.0) { Some(i) => Ok(Self(i)), None => Err(PyZeroDivisionError::new_err(\"division by zero\")), } } fn __rshift__(&self, other: &Self) -> PyResult { match other.0.try_into() { Ok(rhs) => Ok(Self(self.0.wrapping_shr(rhs))), Err(_) => Err(PyValueError::new_err(\"negative shift count\")), } } fn __lshift__(&self, other: &Self) -> PyResult { match other.0.try_into() { Ok(rhs) => Ok(Self(self.0.wrapping_shl(rhs))), Err(_) => Err(PyValueError::new_err(\"negative shift count\")), } }\n}","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Emulating numeric types » Fixing our constructor","id":"86","title":"Fixing our constructor"},"87":{"body":"# use pyo3::prelude::*;\n#\n# #[pyclass]\n# struct Number(i32);\n#\n#[pymethods]\nimpl Number { fn __pos__(slf: PyRef<'_, Self>) -> PyRef<'_, Self> { slf } fn __neg__(&self) -> Self { Self(-self.0) } fn __abs__(&self) -> Self { Self(self.0.abs()) } fn __invert__(&self) -> Self { Self(!self.0) }\n}","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Emulating numeric types » Unary arithmetic operations","id":"87","title":"Unary arithmetic operations"},"88":{"body":"# use pyo3::prelude::*;\n#\n# #[pyclass]\n# struct Number(i32);\n#\nuse pyo3::types::PyComplex; #[pymethods]\nimpl Number { fn __int__(&self) -> i32 { self.0 } fn __float__(&self) -> f64 { self.0 as f64 } fn __complex__<'py>(&self, py: Python<'py>) -> Bound<'py, PyComplex> { PyComplex::from_doubles_bound(py, self.0 as f64, 0.0) }\n} We do not implement the in-place operations like __iadd__ because we do not wish to mutate Number. Similarly we're not interested in supporting operations with different types, so we do not implement the reflected operations like __radd__ either. Now Python can use our Number class: from my_module import Number def hash_djb2(s: str): ''' A version of Daniel J. Bernstein's djb2 string hashing algorithm Like many hashing algorithms, it relies on integer wrapping. ''' n = Number(0) five = Number(5) for x in s: n = Number(ord(x)) + ((n << five) - n) return n assert hash_djb2('l50_50') == Number(-1152549421)","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Emulating numeric types » Support for the complex(), int() and float() built-in functions.","id":"88","title":"Support for the complex(), int() and float() built-in functions."},"89":{"body":"use std::collections::hash_map::DefaultHasher;\nuse std::hash::{Hash, Hasher}; use pyo3::exceptions::{PyValueError, PyZeroDivisionError};\nuse pyo3::prelude::*;\nuse pyo3::class::basic::CompareOp;\nuse pyo3::types::{PyComplex, PyString}; fn wrap(obj: &Bound<'_, PyAny>) -> PyResult { let val = obj.call_method1(\"__and__\", (0xFFFFFFFF_u32,))?; let val: u32 = val.extract()?; Ok(val as i32)\n}\n/// Did you ever hear the tragedy of Darth Signed The Overfloweth? I thought not.\n/// It's not a story C would tell you. It's a Rust legend.\n#[pyclass(module = \"my_module\")]\nstruct Number(i32); #[pymethods]\nimpl Number { #[new] fn new(#[pyo3(from_py_with = \"wrap\")] value: i32) -> Self { Self(value) } fn __repr__(slf: &Bound<'_, Self>) -> PyResult { // Get the class name dynamically in case `Number` is subclassed let class_name: Bound<'_, PyString> = slf.get_type().qualname()?; Ok(format!(\"{}({})\", class_name, slf.borrow().0)) } fn __str__(&self) -> String { self.0.to_string() } fn __hash__(&self) -> u64 { let mut hasher = DefaultHasher::new(); self.0.hash(&mut hasher); hasher.finish() } fn __richcmp__(&self, other: &Self, op: CompareOp) -> PyResult { match op { CompareOp::Lt => Ok(self.0 < other.0), CompareOp::Le => Ok(self.0 <= other.0), CompareOp::Eq => Ok(self.0 == other.0), CompareOp::Ne => Ok(self.0 != other.0), CompareOp::Gt => Ok(self.0 > other.0), CompareOp::Ge => Ok(self.0 >= other.0), } } fn __bool__(&self) -> bool { self.0 != 0 } fn __add__(&self, other: &Self) -> Self { Self(self.0.wrapping_add(other.0)) } fn __sub__(&self, other: &Self) -> Self { Self(self.0.wrapping_sub(other.0)) } fn __mul__(&self, other: &Self) -> Self { Self(self.0.wrapping_mul(other.0)) } fn __truediv__(&self, other: &Self) -> PyResult { match self.0.checked_div(other.0) { Some(i) => Ok(Self(i)), None => Err(PyZeroDivisionError::new_err(\"division by zero\")), } } fn __floordiv__(&self, other: &Self) -> PyResult { match self.0.checked_div(other.0) { Some(i) => Ok(Self(i)), None => Err(PyZeroDivisionError::new_err(\"division by zero\")), } } fn __rshift__(&self, other: &Self) -> PyResult { match other.0.try_into() { Ok(rhs) => Ok(Self(self.0.wrapping_shr(rhs))), Err(_) => Err(PyValueError::new_err(\"negative shift count\")), } } fn __lshift__(&self, other: &Self) -> PyResult { match other.0.try_into() { Ok(rhs) => Ok(Self(self.0.wrapping_shl(rhs))), Err(_) => Err(PyValueError::new_err(\"negative shift count\")), } } fn __xor__(&self, other: &Self) -> Self { Self(self.0 ^ other.0) } fn __or__(&self, other: &Self) -> Self { Self(self.0 | other.0) } fn __and__(&self, other: &Self) -> Self { Self(self.0 & other.0) } fn __int__(&self) -> i32 { self.0 } fn __float__(&self) -> f64 { self.0 as f64 } fn __complex__<'py>(&self, py: Python<'py>) -> Bound<'py, PyComplex> { PyComplex::from_doubles_bound(py, self.0 as f64, 0.0) }\n} #[pymodule]\nfn my_module(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_class::()?; Ok(())\n}\n# const SCRIPT: &'static str = r#\"\n# def hash_djb2(s: str):\n# n = Number(0)\n# five = Number(5)\n#\n# for x in s:\n# n = Number(ord(x)) + ((n << five) - n)\n# return n\n#\n# assert hash_djb2('l50_50') == Number(-1152549421)\n# assert hash_djb2('logo') == Number(3327403)\n# assert hash_djb2('horizon') == Number(1097468315)\n#\n#\n# assert Number(2) + Number(2) == Number(4)\n# assert Number(2) + Number(2) != Number(5)\n#\n# assert Number(13) - Number(7) == Number(6)\n# assert Number(13) - Number(-7) == Number(20)\n#\n# assert Number(13) / Number(7) == Number(1)\n# assert Number(13) // Number(7) == Number(1)\n#\n# assert Number(13) * Number(7) == Number(13*7)\n#\n# assert Number(13) > Number(7)\n# assert Number(13) < Number(20)\n# assert Number(13) == Number(13)\n# assert Number(13) >= Number(7)\n# assert Number(13) <= Number(20)\n# assert Number(13) == Number(13)\n#\n#\n# assert (True if Number(1) else False)\n# assert (False if Number(0) else True)\n#\n#\n# assert int(Number(13)) == 13\n# assert float(Number(13)) == 13\n# assert Number.__doc__ == \"Did you ever hear the tragedy of Darth Signed The Overfloweth? I thought not.\\nIt's not a story C would tell you. It's a Rust legend.\"\n# assert Number(12345234523452) == Number(1498514748)\n# try:\n# import inspect\n# assert inspect.signature(Number).__str__() == '(value)'\n# except ValueError:\n# # Not supported with `abi3` before Python 3.10\n# pass\n# assert Number(1337).__str__() == '1337'\n# assert Number(1337).__repr__() == 'Number(1337)'\n\"#; #\n# use pyo3::PyTypeInfo;\n#\n# fn main() -> PyResult<()> {\n# Python::with_gil(|py| -> PyResult<()> {\n# let globals = PyModule::import_bound(py, \"__main__\")?.dict();\n# globals.set_item(\"Number\", Number::type_object_bound(py))?;\n#\n# py.run_bound(SCRIPT, Some(&globals), None)?;\n# Ok(())\n# })\n# }","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Emulating numeric types » Final code","id":"89","title":"Final code"},"9":{"body":"PyO3 is licensed under the Apache-2.0 license or the MIT license , at your option. Python is licensed under the Python License . Unless you explicitly state otherwise, any contribution intentionally submitted for inclusion in PyO3 by you, as defined in the Apache License, shall be dual-licensed as above, without any additional terms or conditions.","breadcrumbs":"Introduction » License","id":"9","title":"License"},"90":{"body":"At the beginning of this chapter we said that PyO3 doesn't provide a way to wrap Python integers out of the box but that's a half truth. There's not a PyO3 API for it, but there's a Python C API function that does: unsigned long PyLong_AsUnsignedLongMask(PyObject *obj) We can call this function from Rust by using pyo3::ffi::PyLong_AsUnsignedLongMask . This is an unsafe function, which means we have to use an unsafe block to call it and take responsibility for upholding the contracts of this function. Let's review those contracts: The GIL must be held. If it's not, calling this function causes a data race. The pointer must be valid, i.e. it must be properly aligned and point to a valid Python object. Let's create that helper function. The signature has to be fn(&Bound<'_, PyAny>) -> PyResult. &Bound<'_, PyAny> represents a checked borrowed reference, so the pointer derived from it is valid (and not null). Whenever we have borrowed references to Python objects in scope, it is guaranteed that the GIL is held. This reference is also where we can get a Python token to use in our call to PyErr::take . # #![allow(dead_code)]\nuse std::os::raw::c_ulong;\nuse pyo3::prelude::*;\nuse pyo3::ffi; fn wrap(obj: &Bound<'_, PyAny>) -> Result { let py: Python<'_> = obj.py(); unsafe { let ptr = obj.as_ptr(); let ret: c_ulong = ffi::PyLong_AsUnsignedLongMask(ptr); if ret == c_ulong::MAX { if let Some(err) = PyErr::take(py) { return Err(err); } } Ok(ret as i32) }\n}","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Emulating numeric types » Appendix: Writing some unsafe code","id":"90","title":"Appendix: Writing some unsafe code"},"91":{"body":"Classes can be callable if they have a #[pymethod] named __call__. This allows instances of a class to behave similar to functions. This method's signature must look like __call__(, ...) -> object - here, any argument list can be defined as for normal pymethods","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Emulating callable objects » Emulating callable objects","id":"91","title":"Emulating callable objects"},"92":{"body":"The following pyclass is a basic decorator - its constructor takes a Python object as argument and calls that object when called. An equivalent Python implementation is linked at the end. An example crate containing this pyclass can be found here use pyo3::prelude::*;\nuse pyo3::types::{PyDict, PyTuple};\nuse std::cell::Cell; /// A function decorator that keeps track how often it is called.\n///\n/// It otherwise doesn't do anything special.\n#[pyclass(name = \"Counter\")]\npub struct PyCounter { // Keeps track of how many calls have gone through. // // See the discussion at the end for why `Cell` is used. count: Cell, // This is the actual function being wrapped. wraps: Py,\n} #[pymethods]\nimpl PyCounter { // Note that we don't validate whether `wraps` is actually callable. // // While we could use `PyAny::is_callable` for that, it has some flaws: // 1. It doesn't guarantee the object can actually be called successfully // 2. We still need to handle any exceptions that the function might raise #[new] fn __new__(wraps: Py) -> Self { PyCounter { count: Cell::new(0), wraps, } } #[getter] fn count(&self) -> u64 { self.count.get() } #[pyo3(signature = (*args, **kwargs))] fn __call__( &self, py: Python<'_>, args: &Bound<'_, PyTuple>, kwargs: Option<&Bound<'_, PyDict>>, ) -> PyResult> { let old_count = self.count.get(); let new_count = old_count + 1; self.count.set(new_count); let name = self.wraps.getattr(py, \"__name__\")?; println!(\"{} has been called {} time(s).\", name, new_count); // After doing something, we finally forward the call to the wrapped function let ret = self.wraps.call_bound(py, args, kwargs)?; // We could do something with the return value of // the function before returning it Ok(ret) }\n} #[pymodule]\npub fn decorator(module: &Bound<'_, PyModule>) -> PyResult<()> { module.add_class::()?; Ok(())\n} Python code: from decorator import Counter @Counter\ndef say_hello(): print(\"hello\") say_hello()\nsay_hello()\nsay_hello()\nsay_hello() assert say_hello.count == 4 Output: say_hello has been called 1 time(s).\nhello\nsay_hello has been called 2 time(s).\nhello\nsay_hello has been called 3 time(s).\nhello\nsay_hello has been called 4 time(s).\nhello","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Emulating callable objects » Example: Implementing a call counter","id":"92","title":"Example: Implementing a call counter"},"93":{"body":"A Python implementation of this looks similar to the Rust version: class Counter: def __init__(self, wraps): self.count = 0 self.wraps = wraps def __call__(self, *args, **kwargs): self.count += 1 print(f\"{self.wraps.__name__} has been called {self.count} time(s)\") self.wraps(*args, **kwargs) Note that it can also be implemented as a higher order function: def Counter(wraps): count = 0 def call(*args, **kwargs): nonlocal count count += 1 print(f\"{wraps.__name__} has been called {count} time(s)\") return wraps(*args, **kwargs) return call","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Emulating callable objects » Pure Python implementation","id":"93","title":"Pure Python implementation"},"94":{"body":"A previous implementation used a normal u64, which meant it required a &mut self receiver to update the count: #[pyo3(signature = (*args, **kwargs))]\nfn __call__( &mut self, py: Python<'_>, args: &Bound<'_, PyTuple>, kwargs: Option<&Bound<'_, PyDict>>,\n) -> PyResult> { self.count += 1; let name = self.wraps.getattr(py, \"__name__\")?; println!(\"{} has been called {} time(s).\", name, self.count); // After doing something, we finally forward the call to the wrapped function let ret = self.wraps.call(py, args, kwargs)?; // We could do something with the return value of // the function before returning it Ok(ret)\n} The problem with this is that the &mut self receiver means PyO3 has to borrow it exclusively, and hold this borrow across theself.wraps.call(py, args, kwargs) call. This call returns control to the user's Python code which is free to call arbitrary things, including the decorated function. If that happens PyO3 is unable to create a second unique borrow and will be forced to raise an exception. As a result, something innocent like this will raise an exception: @Counter\ndef say_hello(): if say_hello.count < 2: print(f\"hello from decorator\") say_hello()\n# RuntimeError: Already borrowed The implementation in this chapter fixes that by never borrowing exclusively; all the methods take &self as receivers, of which multiple may exist simultaneously. This requires a shared counter and the easiest way to do that is to use Cell , so that's what is used here. This shows the dangers of running arbitrary Python code - note that \"running arbitrary Python code\" can be far more subtle than the example above: Python's asynchronous executor may park the current thread in the middle of Python code, even in Python code that you control, and let other Python code run. Dropping arbitrary Python objects may invoke destructors defined in Python (__del__ methods). Calling Python's C-api (most PyO3 apis call C-api functions internally) may raise exceptions, which may allow Python code in signal handlers to run. This is especially important if you are writing unsafe code; Python code must never be able to cause undefined behavior. You must ensure that your Rust code is in a consistent state before doing any of the above things.","breadcrumbs":"Using Rust from Python » Python classes » Class customizations » Emulating callable objects » What is the Cell for?","id":"94","title":"What is the Cell for?"},"95":{"body":"This chapter of the guide documents some ways to interact with Python code from Rust. Below is an introduction to the 'py lifetime and some general remarks about how PyO3's API reasons about Python code. The subchapters also cover the following topics: Python object types available in PyO3's API How to work with Python exceptions How to call Python functions How to execute existing Python code","breadcrumbs":"Calling Python from Rust » Calling Python in Rust code","id":"95","title":"Calling Python in Rust code"},"96":{"body":"To safely interact with the Python interpreter a Rust thread must have a corresponding Python thread state and hold the Global Interpreter Lock (GIL) . PyO3 has a Python<'py> token that is used to prove that these conditions are met. Its lifetime 'py is a central part of PyO3's API. The Python<'py> token serves three purposes: It provides global APIs for the Python interpreter, such as [py.eval_bound()][eval] and [py.import_bound()][import]. It can be passed to functions that require a proof of holding the GIL, such as [Py::clone_ref][clone_ref]. Its lifetime 'py is used to bind many of PyO3's types to the Python interpreter, such as [Bound<'py, T>][Bound]. PyO3's types that are bound to the 'py lifetime, for example Bound<'py, T>, all contain a Python<'py> token. This means they have full access to the Python interpreter and offer a complete API for interacting with Python objects. Consult PyO3's API documentation to learn how to acquire one of these tokens.","breadcrumbs":"Calling Python from Rust » The 'py lifetime","id":"96","title":"The 'py lifetime"},"97":{"body":"Concurrent programming in Python is aided by the Global Interpreter Lock (GIL), which ensures that only one Python thread can use the Python interpreter and its API at the same time. This allows it to be used to synchronize code. See the pyo3::sync module for synchronization tools PyO3 offers that are based on the GIL's guarantees. Non-Python operations (system calls and native Rust code) can unlock the GIL. See the section on parallelism for how to do that using PyO3's API.","breadcrumbs":"Calling Python from Rust » The Global Interpreter Lock","id":"97","title":"The Global Interpreter Lock"},"98":{"body":"Python's memory model differs from Rust's memory model in two key ways: There is no concept of ownership; all Python objects are shared and usually implemented via reference counting There is no concept of exclusive (&mut) references; any reference can mutate a Python object PyO3's API reflects this by providing smart pointer types, Py, Bound<'py, T>, and (the very rarely used) Borrowed<'a, 'py, T>. These smart pointers all use Python reference counting. See the subchapter on types for more detail on these types. Because of the lack of exclusive &mut references, PyO3's APIs for Python objects, for example [PyListMethods::append], use shared references. This is safe because Python objects have internal mechanisms to prevent data races (as of time of writing, the Python GIL).","breadcrumbs":"Calling Python from Rust » Python's memory model","id":"98","title":"Python's memory model"},"99":{"body":"PyO3 offers two main sets of types to interact with Python objects. This section of the guide expands into detail about these types and how to choose which to use. The first set of types are the smart pointers which all Python objects are wrapped in. These are Py, Bound<'py, T>, and Borrowed<'a, 'py, T>. The first section below expands on each of these in detail and why there are three of them. The second set of types are types which fill in the generic parameter T of the smart pointers. The most common is PyAny, which represents any Python object (similar to Python's typing.Any). There are also concrete types for many Python built-in types, such as PyList, PyDict, and PyTuple. User defined #[pyclass] types also fit this category. The second section below expands on how to use these types. Before PyO3 0.21, PyO3's main API to interact with Python objects was a deprecated API known as the \"GIL Refs\" API, containing reference types such as &PyAny, &PyList, and &PyCell for user-defined #[pyclass] types. The third section below details this deprecated API.","breadcrumbs":"Calling Python from Rust » Python object types » Python object types","id":"99","title":"Python object 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.hljs-rule .hljs-attribute { + color: #f0c674; +} + +/* Tomorrow Green */ +.hljs-string, +.hljs-value, +.hljs-inheritance, +.hljs-header, +.hljs-name, +.ruby .hljs-symbol, +.xml .hljs-cdata { + color: #b5bd68; +} + +/* Tomorrow Aqua */ +.hljs-title, +.css .hljs-hexcolor { + color: #8abeb7; +} + +/* Tomorrow Blue */ +.hljs-function, +.python .hljs-decorator, +.python .hljs-title, +.ruby .hljs-function .hljs-title, +.ruby .hljs-title .hljs-keyword, +.perl .hljs-sub, +.javascript .hljs-title, +.coffeescript .hljs-title { + color: #81a2be; +} + +/* Tomorrow Purple */ +.hljs-keyword, +.javascript .hljs-function { + color: #b294bb; +} + +.hljs { + display: block; + overflow-x: auto; + background: #1d1f21; + color: #c5c8c6; +} + +.coffeescript .javascript, +.javascript .xml, +.tex .hljs-formula, +.xml .javascript, +.xml .vbscript, +.xml .css, +.xml .hljs-cdata { + opacity: 0.5; +} + +.hljs-addition { + color: #718c00; +} + +.hljs-deletion { + color: #c82829; +} diff --git a/v0.22.1/trait-bounds.html b/v0.22.1/trait-bounds.html new file mode 100644 index 00000000000..47e97238ffb --- /dev/null +++ b/v0.22.1/trait-bounds.html @@ -0,0 +1,713 @@ + + + + + + Appendix B: Trait bounds - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    + + + + + + + + + + + + + + + + + + + +
    + +
    + + + + + + + + +
    +
    +

    Using in Python a Rust function with trait bounds

    +

    PyO3 allows for easy conversion from Rust to Python for certain functions and classes (see the conversion table). +However, it is not always straightforward to convert Rust code that requires a given trait implementation as an argument.

    +

    This tutorial explains how to convert a Rust function that takes a trait as argument for use in Python with classes implementing the same methods as the trait.

    +

    Why is this useful?

    +

    Pros

    +
      +
    • Make your Rust code available to Python users
    • +
    • Code complex algorithms in Rust with the help of the borrow checker
    • +
    +

    Cons

    +
      +
    • Not as fast as native Rust (type conversion has to be performed and one part of the code runs in Python)
    • +
    • You need to adapt your code to expose it
    • +
    +

    Example

    +

    Let's work with the following basic example of an implementation of a optimization solver operating on a given model.

    +

    Let's say we have a function solve that operates on a model and mutates its state. +The argument of the function can be any model that implements the Model trait :

    +
    #![allow(dead_code)]
    +pub trait Model {
    +    fn set_variables(&mut self, inputs: &Vec<f64>);
    +    fn compute(&mut self);
    +    fn get_results(&self) -> Vec<f64>;
    +}
    +
    +pub fn solve<T: Model>(model: &mut T) {
    +    println!("Magic solver that mutates the model into a resolved state");
    +}
    +

    Let's assume we have the following constraints:

    +
      +
    • We cannot change that code as it runs on many Rust models.
    • +
    • We also have many Python models that cannot be solved as this solver is not available in that language. +Rewriting it in Python would be cumbersome and error-prone, as everything is already available in Rust.
    • +
    +

    How could we expose this solver to Python thanks to PyO3 ?

    +

    Implementation of the trait bounds for the Python class

    +

    If a Python class implements the same three methods as the Model trait, it seems logical it could be adapted to use the solver. +However, it is not possible to pass a PyObject to it as it does not implement the Rust trait (even if the Python model has the required methods).

    +

    In order to implement the trait, we must write a wrapper around the calls in Rust to the Python model. +The method signatures must be the same as the trait, keeping in mind that the Rust trait cannot be changed for the purpose of making the code available in Python.

    +

    The Python model we want to expose is the following one, which already contains all the required methods:

    +
    class Model:
    +    def set_variables(self, inputs):
    +        self.inputs = inputs
    +    def compute(self):
    +        self.results = [elt**2 - 3 for elt in self.inputs]
    +    def get_results(self):
    +        return self.results
    +
    +

    The following wrapper will call the Python model from Rust, using a struct to hold the model as a PyAny object:

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyList;
    +
    +pub trait Model {
    +  fn set_variables(&mut self, inputs: &Vec<f64>);
    +  fn compute(&mut self);
    +  fn get_results(&self) -> Vec<f64>;
    +}
    +
    +struct UserModel {
    +    model: Py<PyAny>,
    +}
    +
    +impl Model for UserModel {
    +    fn set_variables(&mut self, var: &Vec<f64>) {
    +        println!("Rust calling Python to set the variables");
    +        Python::with_gil(|py| {
    +            self.model
    +                .bind(py)
    +                .call_method("set_variables", (PyList::new_bound(py, var),), None)
    +                .unwrap();
    +        })
    +    }
    +
    +    fn get_results(&self) -> Vec<f64> {
    +        println!("Rust calling Python to get the results");
    +        Python::with_gil(|py| {
    +            self.model
    +                .bind(py)
    +                .call_method("get_results", (), None)
    +                .unwrap()
    +                .extract()
    +                .unwrap()
    +        })
    +    }
    +
    +    fn compute(&mut self) {
    +        println!("Rust calling Python to perform the computation");
    +        Python::with_gil(|py| {
    +            self.model
    +                .bind(py)
    +                .call_method("compute", (), None)
    +                .unwrap();
    +        })
    +    }
    +}
    +

    Now that this bit is implemented, let's expose the model wrapper to Python. +Let's add the PyO3 annotations and add a constructor:

    +
    #![allow(dead_code)]
    +pub trait Model {
    +  fn set_variables(&mut self, inputs: &Vec<f64>);
    +  fn compute(&mut self);
    +  fn get_results(&self) -> Vec<f64>;
    +}
    +use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct UserModel {
    +    model: Py<PyAny>,
    +}
    +
    +#[pymodule]
    +fn trait_exposure(m: &Bound<'_, PyModule>) -> PyResult<()> {
    +    m.add_class::<UserModel>()?;
    +    Ok(())
    +}
    +
    +#[pymethods]
    +impl UserModel {
    +    #[new]
    +    pub fn new(model: Py<PyAny>) -> Self {
    +        UserModel { model }
    +    }
    +}
    +

    Now we add the PyO3 annotations to the trait implementation:

    +
    #[pymethods]
    +impl Model for UserModel {
    +    // the previous trait implementation
    +}
    +

    However, the previous code will not compile. The compilation error is the following one: +error: #[pymethods] cannot be used on trait impl blocks

    +

    That's a bummer! +However, we can write a second wrapper around these functions to call them directly. +This wrapper will also perform the type conversions between Python and Rust.

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyList;
    +
    +pub trait Model {
    +  fn set_variables(&mut self, inputs: &Vec<f64>);
    +  fn compute(&mut self);
    +  fn get_results(&self) -> Vec<f64>;
    +}
    +
    +#[pyclass]
    +struct UserModel {
    +    model: Py<PyAny>,
    +}
    +
    +impl Model for UserModel {
    + fn set_variables(&mut self, var: &Vec<f64>) {
    +     println!("Rust calling Python to set the variables");
    +     Python::with_gil(|py| {
    +         self.model.bind(py)
    +             .call_method("set_variables", (PyList::new_bound(py, var),), None)
    +             .unwrap();
    +     })
    + }
    +
    + fn get_results(&self) -> Vec<f64> {
    +     println!("Rust calling Python to get the results");
    +     Python::with_gil(|py| {
    +         self.model
    +             .bind(py)
    +             .call_method("get_results", (), None)
    +             .unwrap()
    +             .extract()
    +             .unwrap()
    +     })
    + }
    +
    + fn compute(&mut self) {
    +     println!("Rust calling Python to perform the computation");
    +     Python::with_gil(|py| {
    +         self.model
    +             .bind(py)
    +             .call_method("compute", (), None)
    +             .unwrap();
    +     })
    +
    + }
    +}
    +
    +#[pymethods]
    +impl UserModel {
    +    pub fn set_variables(&mut self, var: Vec<f64>) {
    +        println!("Set variables from Python calling Rust");
    +        Model::set_variables(self, &var)
    +    }
    +
    +    pub fn get_results(&mut self) -> Vec<f64> {
    +        println!("Get results from Python calling Rust");
    +        Model::get_results(self)
    +    }
    +
    +    pub fn compute(&mut self) {
    +        println!("Compute from Python calling Rust");
    +        Model::compute(self)
    +    }
    +}
    +

    This wrapper handles the type conversion between the PyO3 requirements and the trait. +In order to meet PyO3 requirements, this wrapper must:

    +
      +
    • return an object of type PyResult
    • +
    • use only values, not references in the method signatures
    • +
    +

    Let's run the file python file:

    +
    class Model:
    +    def set_variables(self, inputs):
    +        self.inputs = inputs
    +    def compute(self):
    +        self.results = [elt**2 - 3 for elt in self.inputs]
    +    def get_results(self):
    +        return self.results
    +
    +if __name__=="__main__":
    +  import trait_exposure
    +
    +  myModel = Model()
    +  my_rust_model = trait_exposure.UserModel(myModel)
    +  my_rust_model.set_variables([2.0])
    +  print("Print value from Python: ", myModel.inputs)
    +  my_rust_model.compute()
    +  print("Print value from Python through Rust: ", my_rust_model.get_results())
    +  print("Print value directly from Python: ", myModel.get_results())
    +
    +

    This outputs:

    +
    Set variables from Python calling Rust
    +Set variables from Rust calling Python
    +Print value from Python:  [2.0]
    +Compute from Python calling Rust
    +Compute from Rust calling Python
    +Get results from Python calling Rust
    +Get results from Rust calling Python
    +Print value from Python through Rust:  [1.0]
    +Print value directly from Python:  [1.0]
    +
    +

    We have now successfully exposed a Rust model that implements the Model trait to Python!

    +

    We will now expose the solve function, but before, let's talk about types errors.

    +

    Type errors in Python

    +

    What happens if you have type errors when using Python and how can you improve the error messages?

    +

    Wrong types in Python function arguments

    +

    Let's assume in the first case that you will use in your Python file my_rust_model.set_variables(2.0) instead of my_rust_model.set_variables([2.0]).

    +

    The Rust signature expects a vector, which corresponds to a list in Python. +What happens if instead of a vector, we pass a single value ?

    +

    At the execution of Python, we get :

    +
    File "main.py", line 15, in <module>
    +   my_rust_model.set_variables(2)
    +TypeError
    +
    +

    It is a type error and Python points to it, so it's easy to identify and solve.

    +

    Wrong types in Python method signatures

    +

    Let's assume now that the return type of one of the methods of our Model class is wrong, for example the get_results method that is expected to return a Vec<f64> in Rust, a list in Python.

    +
    class Model:
    +    def set_variables(self, inputs):
    +        self.inputs = inputs
    +    def compute(self):
    +        self.results = [elt**2 -3 for elt in self.inputs]
    +    def get_results(self):
    +        return self.results[0]
    +        #return self.results <-- this is the expected output
    +
    +

    This call results in the following panic:

    +
    pyo3_runtime.PanicException: called `Result::unwrap()` on an `Err` value: PyErr { type: Py(0x10dcf79f0, PhantomData) }
    +
    +

    This error code is not helpful for a Python user that does not know anything about Rust, or someone that does not know PyO3 was used to interface the Rust code.

    +

    However, as we are responsible for making the Rust code available to Python, we can do something about it.

    +

    The issue is that we called unwrap anywhere we could, and therefore any panic from PyO3 will be directly forwarded to the end user.

    +

    Let's modify the code performing the type conversion to give a helpful error message to the Python user:

    +

    We used in our get_results method the following call that performs the type conversion:

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyList;
    +
    +pub trait Model {
    +  fn set_variables(&mut self, inputs: &Vec<f64>);
    +  fn compute(&mut self);
    +  fn get_results(&self) -> Vec<f64>;
    +}
    +
    +#[pyclass]
    +struct UserModel {
    +    model: Py<PyAny>,
    +}
    +
    +impl Model for UserModel {
    +    fn get_results(&self) -> Vec<f64> {
    +        println!("Rust calling Python to get the results");
    +        Python::with_gil(|py| {
    +            self.model
    +                .bind(py)
    +                .call_method("get_results", (), None)
    +                .unwrap()
    +                .extract()
    +                .unwrap()
    +        })
    +    }
    +    fn set_variables(&mut self, var: &Vec<f64>) {
    +        println!("Rust calling Python to set the variables");
    +        Python::with_gil(|py| {
    +            self.model.bind(py)
    +                .call_method("set_variables", (PyList::new_bound(py, var),), None)
    +                .unwrap();
    +        })
    +    }
    +
    +    fn compute(&mut self) {
    +        println!("Rust calling Python to perform the computation");
    +        Python::with_gil(|py| {
    +            self.model
    +                .bind(py)
    +                .call_method("compute", (), None)
    +                .unwrap();
    +        })
    +    }
    +}
    +

    Let's break it down in order to perform better error handling:

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyList;
    +
    +pub trait Model {
    +  fn set_variables(&mut self, inputs: &Vec<f64>);
    +  fn compute(&mut self);
    +  fn get_results(&self) -> Vec<f64>;
    +}
    +
    +#[pyclass]
    +struct UserModel {
    +    model: Py<PyAny>,
    +}
    +
    +impl Model for UserModel {
    +    fn get_results(&self) -> Vec<f64> {
    +        println!("Get results from Rust calling Python");
    +        Python::with_gil(|py| {
    +            let py_result: Bound<'_, PyAny> = self
    +                .model
    +                .bind(py)
    +                .call_method("get_results", (), None)
    +                .unwrap();
    +
    +            if py_result.get_type().name().unwrap() != "list" {
    +                panic!(
    +                    "Expected a list for the get_results() method signature, got {}",
    +                    py_result.get_type().name().unwrap()
    +                );
    +            }
    +            py_result.extract()
    +        })
    +        .unwrap()
    +    }
    +    fn set_variables(&mut self, var: &Vec<f64>) {
    +        println!("Rust calling Python to set the variables");
    +        Python::with_gil(|py| {
    +            let py_model = self.model.bind(py)
    +                .call_method("set_variables", (PyList::new_bound(py, var),), None)
    +                .unwrap();
    +        })
    +    }
    +
    +    fn compute(&mut self) {
    +        println!("Rust calling Python to perform the computation");
    +        Python::with_gil(|py| {
    +            self.model
    +                .bind(py)
    +                .call_method("compute", (), None)
    +                .unwrap();
    +        })
    +    }
    +}
    +

    By doing so, you catch the result of the Python computation and check its type in order to be able to deliver a better error message before performing the unwrapping.

    +

    Of course, it does not cover all the possible wrong outputs: +the user could return a list of strings instead of a list of floats. +In this case, a runtime panic would still occur due to PyO3, but with an error message much more difficult to decipher for non-rust user.

    +

    It is up to the developer exposing the rust code to decide how much effort to invest into Python type error handling and improved error messages.

    +

    The final code

    +

    Now let's expose the solve() function to make it available from Python.

    +

    It is not possible to directly expose the solve function to Python, as the type conversion cannot be performed. +It requires an object implementing the Model trait as input.

    +

    However, the UserModel already implements this trait. +Because of this, we can write a function wrapper that takes the UserModel--which has already been exposed to Python--as an argument in order to call the core function solve.

    +

    It is also required to make the struct public.

    +
    #![allow(dead_code)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyList;
    +
    +pub trait Model {
    +    fn set_variables(&mut self, var: &Vec<f64>);
    +    fn get_results(&self) -> Vec<f64>;
    +    fn compute(&mut self);
    +}
    +
    +pub fn solve<T: Model>(model: &mut T) {
    +    println!("Magic solver that mutates the model into a resolved state");
    +}
    +
    +#[pyfunction]
    +#[pyo3(name = "solve")]
    +pub fn solve_wrapper(model: &mut UserModel) {
    +    solve(model);
    +}
    +
    +#[pyclass]
    +pub struct UserModel {
    +    model: Py<PyAny>,
    +}
    +
    +#[pymodule]
    +fn trait_exposure(m: &Bound<'_, PyModule>) -> PyResult<()> {
    +    m.add_class::<UserModel>()?;
    +    m.add_function(wrap_pyfunction!(solve_wrapper, m)?)?;
    +    Ok(())
    +}
    +
    +#[pymethods]
    +impl UserModel {
    +    #[new]
    +    pub fn new(model: Py<PyAny>) -> Self {
    +        UserModel { model }
    +    }
    +
    +    pub fn set_variables(&mut self, var: Vec<f64>) {
    +        println!("Set variables from Python calling Rust");
    +        Model::set_variables(self, &var)
    +    }
    +
    +    pub fn get_results(&mut self) -> Vec<f64> {
    +        println!("Get results from Python calling Rust");
    +        Model::get_results(self)
    +    }
    +
    +    pub fn compute(&mut self) {
    +        Model::compute(self)
    +    }
    +}
    +
    +impl Model for UserModel {
    +    fn set_variables(&mut self, var: &Vec<f64>) {
    +        println!("Rust calling Python to set the variables");
    +        Python::with_gil(|py| {
    +            self.model
    +                .bind(py)
    +                .call_method("set_variables", (PyList::new_bound(py, var),), None)
    +                .unwrap();
    +        })
    +    }
    +
    +    fn get_results(&self) -> Vec<f64> {
    +        println!("Get results from Rust calling Python");
    +        Python::with_gil(|py| {
    +            let py_result: Bound<'_, PyAny> = self
    +                .model
    +                .bind(py)
    +                .call_method("get_results", (), None)
    +                .unwrap();
    +
    +            if py_result.get_type().name().unwrap() != "list" {
    +                panic!(
    +                    "Expected a list for the get_results() method signature, got {}",
    +                    py_result.get_type().name().unwrap()
    +                );
    +            }
    +            py_result.extract()
    +        })
    +        .unwrap()
    +    }
    +
    +    fn compute(&mut self) {
    +        println!("Rust calling Python to perform the computation");
    +        Python::with_gil(|py| {
    +            self.model
    +                .bind(py)
    +                .call_method("compute", (), None)
    +                .unwrap();
    +        })
    +    }
    +}
    + +
    + + +
    +
    + + + +
    + + + + + + + + + + + + + + + + + + +
    + + diff --git a/v0.22.1/types.html b/v0.22.1/types.html new file mode 100644 index 00000000000..dcdfe99f0e9 --- /dev/null +++ b/v0.22.1/types.html @@ -0,0 +1,595 @@ + + + + + + Python object types - PyO3 user guide + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    + + + + + + + + + + + + + + + + + + + +
    + +
    + + + + + + + + +
    +
    +

    Python object types

    +

    PyO3 offers two main sets of types to interact with Python objects. This section of the guide expands into detail about these types and how to choose which to use.

    +

    The first set of types are the smart pointers which all Python objects are wrapped in. These are Py<T>, Bound<'py, T>, and Borrowed<'a, 'py, T>. The first section below expands on each of these in detail and why there are three of them.

    +

    The second set of types are types which fill in the generic parameter T of the smart pointers. The most common is PyAny, which represents any Python object (similar to Python's typing.Any). There are also concrete types for many Python built-in types, such as PyList, PyDict, and PyTuple. User defined #[pyclass] types also fit this category. The second section below expands on how to use these types.

    +

    Before PyO3 0.21, PyO3's main API to interact with Python objects was a deprecated API known as the "GIL Refs" API, containing reference types such as &PyAny, &PyList, and &PyCell<T> for user-defined #[pyclass] types. The third section below details this deprecated API.

    +

    PyO3's smart pointers

    +

    PyO3's API offers three generic smart pointers: Py<T>, Bound<'py, T> and Borrowed<'a, 'py, T>. For each of these the type parameter T will be filled by a concrete Python type. For example, a Python list object can be represented by Py<PyList>, Bound<'py, PyList>, and Borrowed<'a, 'py, PyList>.

    +

    These smart pointers behave differently due to their lifetime parameters. Py<T> has no lifetime parameters, Bound<'py, T> has the 'py lifetime as a parameter, and Borrowed<'a, 'py, T> has the 'py lifetime plus an additional lifetime 'a to denote the lifetime it is borrowing data for. (You can read more about these lifetimes in the subsections below).

    +

    Python objects are reference counted, like std::sync::Arc. A major reason for these smart pointers is to bring Python's reference counting to a Rust API.

    +

    The recommendation of when to use each of these smart pointers is as follows:

    +
      +
    • Use Bound<'py, T> for as much as possible, as it offers the most efficient and complete API.
    • +
    • Use Py<T> mostly just for storage inside Rust structs which do not want to or can't add a lifetime parameter for Bound<'py, T>.
    • +
    • Borrowed<'a, 'py, T> is almost never used. It is occasionally present at the boundary between Rust and the Python interpreter, for example when borrowing data from Python tuples (which is safe because they are immutable).
    • +
    +

    The sections below also explain these smart pointers in a little more detail.

    +

    Py<T> (and PyObject)

    +

    Py<T> is the foundational smart pointer in PyO3's API. The type parameter T denotes the type of the Python object. Very frequently this is PyAny, meaning any Python object. This is so common that Py<PyAny> has a type alias PyObject.

    +

    Because Py<T> is not bound to the 'py lifetime, it is the type to use when storing a Python object inside a Rust struct or enum which do not want to have a lifetime parameter. In particular, #[pyclass] types are not permitted to have a lifetime, so Py<T> is the correct type to store Python objects inside them.

    +

    The lack of binding to the 'py lifetime also carries drawbacks:

    +
      +
    • Almost all methods on Py<T> require a Python<'py> token as the first argument
    • +
    • Other functionality, such as Drop, needs to check at runtime for attachment to the Python GIL, at a small performance cost
    • +
    +

    Because of the drawbacks Bound<'py, T> is preferred for many of PyO3's APIs. In particular, Bound<'py, T> is the better for function arguments.

    +

    To convert a Py<T> into a Bound<'py, T>, the Py::bind and Py::into_bound methods are available. Bound<'py, T> can be converted back into Py<T> using Bound::unbind.

    +

    Bound<'py, T>

    +

    Bound<'py, T> is the counterpart to Py<T> which is also bound to the 'py lifetime. It can be thought of as equivalent to the Rust tuple (Python<'py>, Py<T>).

    +

    By having the binding to the 'py lifetime, Bound<'py, T> can offer the complete PyO3 API at maximum efficiency. This means that in almost all cases where Py<T> is not necessary for lifetime reasons, Bound<'py, T> should be used.

    +

    Bound<'py, T> engages in Python reference counting. This means that Bound<'py, T> owns a Python object. Rust code which just wants to borrow a Python object should use a shared reference &Bound<'py, T>. Just like std::sync::Arc, using .clone() and drop() will cheaply increment and decrement the reference count of the object (just in this case, the reference counting is implemented by the Python interpreter itself).

    +

    To give an example of how Bound<'py, T> is PyO3's primary API type, consider the following Python code:

    +
    def example():
    +    x = list()   # create a Python list
    +    x.append(1)  # append the integer 1 to it
    +    y = x        # create a second reference to the list
    +    del x        # delete the original reference
    +
    +

    Using PyO3's API, and in particular Bound<'py, PyList>, this code translates into the following Rust code:

    +
    use pyo3::prelude::*;
    +use pyo3::types::PyList;
    +
    +fn example<'py>(py: Python<'py>) -> PyResult<()> {
    +    let x: Bound<'py, PyList> = PyList::empty_bound(py);
    +    x.append(1)?;
    +    let y: Bound<'py, PyList> = x.clone(); // y is a new reference to the same list
    +    drop(x); // release the original reference x
    +    Ok(())
    +}
    +Python::with_gil(example).unwrap();
    +

    Or, without the type annotations:

    +
    use pyo3::prelude::*;
    +use pyo3::types::PyList;
    +
    +fn example(py: Python<'_>) -> PyResult<()> {
    +    let x = PyList::empty_bound(py);
    +    x.append(1)?;
    +    let y = x.clone();
    +    drop(x);
    +    Ok(())
    +}
    +Python::with_gil(example).unwrap();
    +

    Function argument lifetimes

    +

    Because the 'py lifetime often appears in many function arguments as part of the Bound<'py, T> smart pointer, the Rust compiler will often require annotations of input and output lifetimes. This occurs when the function output has at least one lifetime, and there is more than one lifetime present on the inputs.

    +

    To demonstrate, consider this function which takes accepts Python objects and applies the Python + operation to them:

    +
    use pyo3::prelude::*;
    +fn add(left: &'_ Bound<'_, PyAny>, right: &'_ Bound<'_, PyAny>) -> PyResult<Bound<'_, PyAny>> {
    +    left.add(right)
    +}
    +

    Because the Python + operation might raise an exception, this function returns PyResult<Bound<'_, PyAny>>. It doesn't need ownership of the inputs, so it takes &Bound<'_, PyAny> shared references. To demonstrate the point, all lifetimes have used the wildcard '_ to allow the Rust compiler to attempt to infer them. Because there are four input lifetimes (two lifetimes of the shared references, and two 'py lifetimes unnamed inside the Bound<'_, PyAny> pointers), the compiler cannot reason about which must be connected to the output.

    +

    The correct way to solve this is to add the 'py lifetime as a parameter for the function, and name all the 'py lifetimes inside the Bound<'py, PyAny> smart pointers. For the shared references, it's also fine to reduce &'_ to just &. The working end result is below:

    +
    use pyo3::prelude::*;
    +fn add<'py>(
    +    left: &Bound<'py, PyAny>,
    +    right: &Bound<'py, PyAny>,
    +) -> PyResult<Bound<'py, PyAny>> {
    +    left.add(right)
    +}
    +Python::with_gil(|py| {
    +    let s = pyo3::types::PyString::new_bound(py, "s");
    +    assert!(add(&s, &s).unwrap().eq("ss").unwrap());
    +})
    +

    If naming the 'py lifetime adds unwanted complexity to the function signature, it is also acceptable to return PyObject (aka Py<PyAny>), which has no lifetime. The cost is instead paid by a slight increase in implementation complexity, as seen by the introduction of a call to Bound::unbind:

    +
    use pyo3::prelude::*;
    +fn add(left: &Bound<'_, PyAny>, right: &Bound<'_, PyAny>) -> PyResult<PyObject> {
    +    let output: Bound<'_, PyAny> = left.add(right)?;
    +    Ok(output.unbind())
    +}
    +Python::with_gil(|py| {
    +    let s = pyo3::types::PyString::new_bound(py, "s");
    +    assert!(add(&s, &s).unwrap().bind(py).eq("ss").unwrap());
    +})
    +

    Borrowed<'a, 'py, T>

    +

    Borrowed<'a, 'py, T> is an advanced type used just occasionally at the edge of interaction with the Python interpreter. It can be thought of as analogous to the shared reference &'a Bound<'py, T>. The difference is that Borrowed<'a, 'py, T> is just a smart pointer rather than a reference-to-a-smart-pointer, which is a helpful reduction in indirection in specific interactions with the Python interpreter.

    +

    Borrowed<'a, 'py, T> dereferences to Bound<'py, T>, so all methods on Bound<'py, T> are available on Borrowed<'a, 'py, T>.

    +

    An example where Borrowed<'a, 'py, T> is used is in PyTupleMethods::get_borrowed_item:

    +
    use pyo3::prelude::*;
    +use pyo3::types::PyTuple;
    +
    +fn example<'py>(py: Python<'py>) -> PyResult<()> {
    +// Create a new tuple with the elements (0, 1, 2)
    +let t = PyTuple::new_bound(py, [0, 1, 2]);
    +for i in 0..=2 {
    +    let entry: Borrowed<'_, 'py, PyAny> = t.get_borrowed_item(i)?;
    +    // `PyAnyMethods::extract` is available on `Borrowed`
    +    // via the dereference to `Bound`
    +    let value: usize = entry.extract()?;
    +    assert_eq!(i, value);
    +}
    +Ok(())
    +}
    +Python::with_gil(example).unwrap();
    +

    Casting between smart pointer types

    +

    To convert between Py<T> and Bound<'py, T> use the bind() / into_bound() methods. Use the as_unbound() / unbind() methods to go back from Bound<'py, T> to Py<T>.

    +
    let obj: Py<PyAny> = ...;
    +let bound: &Bound<'py, PyAny> = obj.bind(py);
    +let bound: Bound<'py, PyAny> = obj.into_bound(py);
    +
    +let obj: &Py<PyAny> = bound.as_unbound();
    +let obj: Py<PyAny> = bound.unbind();
    +

    To convert between Bound<'py, T> and Borrowed<'a, 'py, T> use the as_borrowed() method. Borrowed<'a, 'py, T> has a deref coercion to Bound<'py, T>. Use the to_owned() method to increment the Python reference count and to create a new Bound<'py, T> from the Borrowed<'a, 'py, T>.

    +
    let bound: Bound<'py, PyAny> = ...;
    +let borrowed: Borrowed<'_, 'py, PyAny> = bound.as_borrowed();
    +
    +// deref coercion
    +let bound: &Bound<'py, PyAny> = &borrowed;
    +
    +// create a new Bound by increase the Python reference count
    +let bound: Bound<'py, PyAny> = borrowed.to_owned();
    +

    To convert between Py<T> and Borrowed<'a, 'py, T> use the bind_borrowed() method. Use either as_unbound() or .to_owned().unbind() to go back to Py<T> from Borrowed<'a, 'py, T>, via Bound<'py, T>.

    +
    let obj: Py<PyAny> = ...;
    +let borrowed: Borrowed<'_, 'py, PyAny> = bound.as_borrowed();
    +
    +// via deref coercion to Bound and then using Bound::as_unbound
    +let obj: &Py<PyAny> = borrowed.as_unbound();
    +
    +// via a new Bound by increasing the Python reference count, and unbind it
    +let obj: Py<PyAny> = borrowed.to_owned().unbind().
    +

    Concrete Python types

    +

    In all of Py<T>, Bound<'py, T>, and Borrowed<'a, 'py, T>, the type parameter T denotes the type of the Python object referred to by the smart pointer.

    +

    This parameter T can be filled by:

    +
      +
    • PyAny, which represents any Python object,
    • +
    • Native Python types such as PyList, PyTuple, and PyDict, and
    • +
    • #[pyclass] types defined from Rust
    • +
    +

    The following subsections covers some further detail about how to work with these types:

    +
      +
    • the APIs that are available for these concrete types,
    • +
    • how to cast Bound<'py, T> to a specific concrete type, and
    • +
    • how to get Rust data out of a Bound<'py, T>.
    • +
    +

    Using APIs for concrete Python types

    +

    Each concrete Python type such as PyAny, PyTuple and PyDict exposes its API on the corresponding bound smart pointer Bound<'py, PyAny>, Bound<'py, PyTuple> and Bound<'py, PyDict>.

    +

    Each type's API is exposed as a trait: PyAnyMethods, PyTupleMethods, PyDictMethods, and so on for all concrete types. Using traits rather than associated methods on the Bound smart pointer is done for a couple of reasons:

    +
      +
    • Clarity of documentation: each trait gets its own documentation page in the PyO3 API docs. If all methods were on the Bound smart pointer directly, the vast majority of PyO3's API would be on a single, extremely long, documentation page.
    • +
    • Consistency: downstream code implementing Rust APIs for existing Python types can also follow this pattern of using a trait. Downstream code would not be allowed to add new associated methods directly on the Bound type.
    • +
    • Future design: it is hoped that a future Rust with arbitrary self types will remove the need for these traits in favour of placing the methods directly on PyAny, PyTuple, PyDict, and so on.
    • +
    +

    These traits are all included in the pyo3::prelude module, so with the glob import use pyo3::prelude::* the full PyO3 API is made available to downstream code.

    +

    The following function accesses the first item in the input Python list, using the .get_item() method from the PyListMethods trait:

    +
    use pyo3::prelude::*;
    +use pyo3::types::PyList;
    +
    +fn get_first_item<'py>(list: &Bound<'py, PyList>) -> PyResult<Bound<'py, PyAny>> {
    +    list.get_item(0)
    +}
    +Python::with_gil(|py| {
    +    let l = PyList::new_bound(py, ["hello world"]);
    +    assert!(get_first_item(&l).unwrap().eq("hello world").unwrap());
    +})
    +

    Casting between Python object types

    +

    To cast Bound<'py, T> smart pointers to some other type, use the .downcast() family of functions. This converts &Bound<'py, T> to a different &Bound<'py, U>, without transferring ownership. There is also .downcast_into() to convert Bound<'py, T> to Bound<'py, U> with transfer of ownership. These methods are available for all types T which implement the PyTypeCheck trait.

    +

    Casting to Bound<'py, PyAny> can be done with .as_any() or .into_any().

    +

    For example, the following snippet shows how to cast Bound<'py, PyAny> to Bound<'py, PyTuple>:

    +
    use pyo3::prelude::*;
    +use pyo3::types::PyTuple;
    +fn example<'py>(py: Python<'py>) -> PyResult<()> {
    +// create a new Python `tuple`, and use `.into_any()` to erase the type
    +let obj: Bound<'py, PyAny> = PyTuple::empty_bound(py).into_any();
    +
    +// use `.downcast()` to cast to `PyTuple` without transferring ownership
    +let _: &Bound<'py, PyTuple> = obj.downcast()?;
    +
    +// use `.downcast_into()` to cast to `PyTuple` with transfer of ownership
    +let _: Bound<'py, PyTuple> = obj.downcast_into()?;
    +Ok(())
    +}
    +Python::with_gil(example).unwrap()
    +

    Custom #[pyclass] types implement PyTypeCheck, so .downcast() also works for these types. The snippet below is the same as the snippet above casting instead to a custom type MyClass:

    +
    use pyo3::prelude::*;
    +
    +#[pyclass]
    +struct MyClass {}
    +
    +fn example<'py>(py: Python<'py>) -> PyResult<()> {
    +// create a new Python `tuple`, and use `.into_any()` to erase the type
    +let obj: Bound<'py, PyAny> = Bound::new(py, MyClass {})?.into_any();
    +
    +// use `.downcast()` to cast to `MyClass` without transferring ownership
    +let _: &Bound<'py, MyClass> = obj.downcast()?;
    +
    +// use `.downcast_into()` to cast to `MyClass` with transfer of ownership
    +let _: Bound<'py, MyClass> = obj.downcast_into()?;
    +Ok(())
    +}
    +Python::with_gil(example).unwrap()
    +

    Extracting Rust data from Python objects

    +

    To extract Rust data from Python objects, use .extract() instead of .downcast(). This method is available for all types which implement the [FromPyObject] trait.

    +

    For example, the following snippet extracts a Rust tuple of integers from a Python tuple:

    +
    use pyo3::prelude::*;
    +use pyo3::types::PyTuple;
    +fn example<'py>(py: Python<'py>) -> PyResult<()> {
    +// create a new Python `tuple`, and use `.into_any()` to erase the type
    +let obj: Bound<'py, PyAny> = PyTuple::new_bound(py, [1, 2, 3]).into_any();
    +
    +// extracting the Python `tuple` to a rust `(i32, i32, i32)` tuple
    +let (x, y, z) = obj.extract::<(i32, i32, i32)>()?;
    +assert_eq!((x, y, z), (1, 2, 3));
    +Ok(())
    +}
    +Python::with_gil(example).unwrap()
    +

    To avoid copying data, #[pyclass] types can directly reference Rust data stored within the Python objects without needing to .extract(). See the corresponding documentation in the class section of the guide +for more detail.

    +

    The GIL Refs API

    +

    The GIL Refs API was PyO3's primary API prior to PyO3 0.21. The main difference was that instead of the Bound<'py, PyAny> smart pointer, the "GIL Reference" &'py PyAny was used. (This was similar for other Python types.)

    +

    As of PyO3 0.21, the GIL Refs API is deprecated. See the migration guide for details on how to upgrade.

    +

    The following sections note some historical detail about the GIL Refs API.

    +

    PyAny

    +

    Represented: a Python object of unspecified type. In the GIL Refs API, this was only accessed as the GIL Ref &'py PyAny.

    +

    Used: &'py PyAny was used to refer to some Python object when the GIL lifetime was available for the whole duration access was needed. For example, intermediate values and arguments to pyfunctions or pymethods implemented in Rust where any type is allowed.

    +

    Conversions:

    +

    For a &PyAny object reference any where the underlying object is a Python-native type such as +a list:

    +
    #![allow(unused_imports)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyList;
    +#[cfg(feature = "gil-refs")]
    +Python::with_gil(|py| -> PyResult<()> {
    +#[allow(deprecated)] // PyList::empty is part of the deprecated "GIL Refs" API.
    +let obj: &PyAny = PyList::empty(py);
    +
    +// To &PyList with PyAny::downcast
    +let _: &PyList = obj.downcast()?;
    +
    +// To Py<PyAny> (aka PyObject) with .into()
    +let _: Py<PyAny> = obj.into();
    +
    +// To Py<PyList> with PyAny::extract
    +let _: Py<PyList> = obj.extract()?;
    +Ok(())
    +}).unwrap();
    +

    For a &PyAny object reference any where the underlying object is a #[pyclass]:

    +
    #![allow(unused_imports)]
    +use pyo3::prelude::*;
    +#[pyclass] #[derive(Clone)] struct MyClass { }
    +#[cfg(feature = "gil-refs")]
    +Python::with_gil(|py| -> PyResult<()> {
    +#[allow(deprecated)] // into_ref is part of the deprecated GIL Refs API
    +let obj: &PyAny = Py::new(py, MyClass {})?.into_ref(py);
    +
    +// To &PyCell<MyClass> with PyAny::downcast
    +#[allow(deprecated)] // &PyCell is part of the deprecated GIL Refs API
    +let _: &PyCell<MyClass> = obj.downcast()?;
    +
    +// To Py<PyAny> (aka PyObject) with .into()
    +let _: Py<PyAny> = obj.into();
    +
    +// To Py<MyClass> with PyAny::extract
    +let _: Py<MyClass> = obj.extract()?;
    +
    +// To MyClass with PyAny::extract, if MyClass: Clone
    +let _: MyClass = obj.extract()?;
    +
    +// To PyRef<'_, MyClass> or PyRefMut<'_, MyClass> with PyAny::extract
    +let _: PyRef<'_, MyClass> = obj.extract()?;
    +let _: PyRefMut<'_, MyClass> = obj.extract()?;
    +Ok(())
    +}).unwrap();
    +

    PyTuple, PyDict, and many more

    +

    Represented: a native Python object of known type. In the GIL Refs API, they were only accessed as the GIL Refs &'py PyTuple, &'py PyDict.

    +

    Used: &'py PyTuple and similar were used to operate with native Python types while holding the GIL. Like PyAny, this is the most convenient form to use for function arguments and intermediate values.

    +

    These GIL Refs implement Deref<Target = PyAny>, so they all expose the same methods which can be found on PyAny.

    +

    To see all Python types exposed by PyO3 consult the pyo3::types module.

    +

    Conversions:

    +
    #![allow(unused_imports)]
    +use pyo3::prelude::*;
    +use pyo3::types::PyList;
    +#[cfg(feature = "gil-refs")]
    +Python::with_gil(|py| -> PyResult<()> {
    +#[allow(deprecated)] // PyList::empty is part of the deprecated "GIL Refs" API.
    +let list = PyList::empty(py);
    +
    +// Use methods from PyAny on all Python types with Deref implementation
    +let _ = list.repr()?;
    +
    +// To &PyAny automatically with Deref implementation
    +let _: &PyAny = list;
    +
    +// To &PyAny explicitly with .as_ref()
    +#[allow(deprecated)] // as_ref is part of the deprecated "GIL Refs" API.
    +let _: &PyAny = list.as_ref();
    +
    +// To Py<T> with .into() or Py::from()
    +let _: Py<PyList> = list.into();
    +
    +// To PyObject with .into() or .to_object(py)
    +let _: PyObject = list.into();
    +Ok(())
    +}).unwrap();
    +

    Py<T> and PyObject

    +

    Represented: a GIL-independent reference to a Python object. This can be a Python native type +(like PyTuple), or a pyclass type implemented in Rust. The most commonly-used variant, +Py<PyAny>, is also known as PyObject.

    +

    Used: Whenever you want to carry around references to a Python object without caring about a +GIL lifetime. For example, storing Python object references in a Rust struct that outlives the +Python-Rust FFI boundary, or returning objects from functions implemented in Rust back to Python.

    +

    Can be cloned using Python reference counts with .clone().

    +

    PyCell<SomeType>

    +

    Represented: a reference to a Rust object (instance of PyClass) wrapped in a Python object. The cell part is an analog to stdlib's RefCell to allow access to &mut references.

    +

    Used: for accessing pure-Rust API of the instance (members and functions taking &SomeType or &mut SomeType) while maintaining the aliasing rules of Rust references.

    +

    Like PyO3's Python native types, the GIL Ref &PyCell<T> implements Deref<Target = PyAny>, so it also exposed all of the methods on PyAny.

    +

    Conversions:

    +

    PyCell<T> was used to access &T and &mut T via PyRef<T> and PyRefMut<T> respectively.

    +
    #![allow(unused_imports)]
    +use pyo3::prelude::*;
    +#[pyclass] struct MyClass { }
    +#[cfg(feature = "gil-refs")]
    +Python::with_gil(|py| -> PyResult<()> {
    +#[allow(deprecated)] // &PyCell is part of the deprecated GIL Refs API
    +let cell: &PyCell<MyClass> = PyCell::new(py, MyClass {})?;
    +
    +// To PyRef<T> with .borrow() or .try_borrow()
    +let py_ref: PyRef<'_, MyClass> = cell.try_borrow()?;
    +let _: &MyClass = &*py_ref;
    +drop(py_ref);
    +
    +// To PyRefMut<T> with .borrow_mut() or .try_borrow_mut()
    +let mut py_ref_mut: PyRefMut<'_, MyClass> = cell.try_borrow_mut()?;
    +let _: &mut MyClass = &mut *py_ref_mut;
    +Ok(())
    +}).unwrap();
    +

    PyCell<T> was also accessed like a Python-native type.

    +
    #![allow(unused_imports)]
    +use pyo3::prelude::*;
    +#[pyclass] struct MyClass { }
    +#[cfg(feature = "gil-refs")]
    +Python::with_gil(|py| -> PyResult<()> {
    +#[allow(deprecated)] // &PyCell is part of the deprecate GIL Refs API
    +let cell: &PyCell<MyClass> = PyCell::new(py, MyClass {})?;
    +
    +// Use methods from PyAny on PyCell<T> with Deref implementation
    +let _ = cell.repr()?;
    +
    +// To &PyAny automatically with Deref implementation
    +let _: &PyAny = cell;
    +
    +// To &PyAny explicitly with .as_ref()
    +#[allow(deprecated)] // as_ref is part of the deprecated "GIL Refs" API.
    +let _: &PyAny = cell.as_ref();
    +Ok(())
    +}).unwrap();
    + +
    + + +
    +
    + + + +
    + + + + + + + + + + + + + + + + + + +
    + +
    + + + + + + + + + + + + + + + + + + + +
    + +
    + + + + + + + + +
    +
    +

    Python functions

    +

    The #[pyfunction] attribute is used to define a Python function from a Rust function. Once defined, the function needs to be added to a module using the wrap_pyfunction! macro.

    +

    The following example defines a function called double in a Python module called my_extension:

    +
    use pyo3::prelude::*;
    +
    +#[pyfunction]
    +fn double(x: usize) -> usize {
    +    x * 2
    +}
    +
    +#[pymodule]
    +fn my_extension(m: &Bound<'_, PyModule>) -> PyResult<()> {
    +    m.add_function(wrap_pyfunction!(double, m)?)?;
    +    Ok(())
    +}
    +

    This chapter of the guide explains full usage of the #[pyfunction] attribute. In this first section, the following topics are covered:

    + +

    There are also additional sections on the following topics:

    + +

    Function options

    +

    The #[pyo3] attribute can be used to modify properties of the generated Python function. It can take any combination of the following options:

    +
      +
    • +

      #[pyo3(name = "...")]

      +

      Overrides the name exposed to Python.

      +

      In the following example, the Rust function no_args_py will be added to the Python module +module_with_functions as the Python function no_args:

      +
      use pyo3::prelude::*;
      +
      +#[pyfunction]
      +#[pyo3(name = "no_args")]
      +fn no_args_py() -> usize {
      +    42
      +}
      +
      +#[pymodule]
      +fn module_with_functions(m: &Bound<'_, PyModule>) -> PyResult<()> {
      +    m.add_function(wrap_pyfunction!(no_args_py, m)?)?;
      +    Ok(())
      +}
      +
      +Python::with_gil(|py| {
      +    let m = pyo3::wrap_pymodule!(module_with_functions)(py);
      +    assert!(m.getattr(py, "no_args").is_ok());
      +    assert!(m.getattr(py, "no_args_py").is_err());
      +});
      +
    • +
    • +

      #[pyo3(signature = (...))]

      +

      Defines the function signature in Python. See Function Signatures.

      +
    • +
    • +

      #[pyo3(text_signature = "...")]

      +

      Overrides the PyO3-generated function signature visible in Python tooling (such as via inspect.signature). See the corresponding topic in the Function Signatures subchapter.

      +
    • +
    • +

      #[pyo3(pass_module)]

      +

      Set this option to make PyO3 pass the containing module as the first argument to the function. It is then possible to use the module in the function body. The first argument must be of type &Bound<'_, PyModule>, Bound<'_, PyModule>, or Py<PyModule>.

      +

      The following example creates a function pyfunction_with_module which returns the containing module's name (i.e. module_with_fn):

      +
      use pyo3::prelude::*;
      +use pyo3::types::PyString;
      +
      +#[pyfunction]
      +#[pyo3(pass_module)]
      +fn pyfunction_with_module<'py>(
      +    module: &Bound<'py, PyModule>,
      +) -> PyResult<Bound<'py, PyString>> {
      +    module.name()
      +}
      +
      +#[pymodule]
      +fn module_with_fn(m: &Bound<'_, PyModule>) -> PyResult<()> {
      +    m.add_function(wrap_pyfunction!(pyfunction_with_module, m)?)
      +}
      +
    • +
    +

    Per-argument options

    +

    The #[pyo3] attribute can be used on individual arguments to modify properties of them in the generated function. It can take any combination of the following options:

    +
      +
    • +

      #[pyo3(from_py_with = "...")]

      +

      Set this on an option to specify a custom function to convert the function argument from Python to the desired Rust type, instead of using the default FromPyObject extraction. The function signature must be fn(&Bound<'_, PyAny>) -> PyResult<T> where T is the Rust type of the argument.

      +

      The following example uses from_py_with to convert the input Python object to its length:

      +
      use pyo3::prelude::*;
      +
      +fn get_length(obj: &Bound<'_, PyAny>) -> PyResult<usize> {
      +    let length = obj.len()?;
      +    Ok(length)
      +}
      +
      +#[pyfunction]
      +fn object_length(#[pyo3(from_py_with = "get_length")] argument: usize) -> usize {
      +    argument
      +}
      +
      +Python::with_gil(|py| {
      +    let f = pyo3::wrap_pyfunction_bound!(object_length)(py).unwrap();
      +    assert_eq!(f.call1((vec![1, 2, 3],)).unwrap().extract::<usize>().unwrap(), 3);
      +});
      +
    • +
    +

    Advanced function patterns

    +

    Calling Python functions in Rust

    +

    You can pass Python def'd functions and built-in functions to Rust functions PyFunction +corresponds to regular Python functions while PyCFunction describes built-ins such as +repr().

    +

    You can also use Bound<'_, PyAny>::is_callable to check if you have a callable object. is_callable +will return true for functions (including lambdas), methods and objects with a __call__ method. +You can call the object with Bound<'_, PyAny>::call with the args as first parameter and the kwargs +(or None) as second parameter. There are also Bound<'_, PyAny>::call0 with no args and +Bound<'_, PyAny>::call1 with only positional args.

    +

    Calling Rust functions in Python

    +

    The ways to convert a Rust function into a Python object vary depending on the function:

    +
      +
    • Named functions, e.g. fn foo(): add #[pyfunction] and then use wrap_pyfunction! to get the corresponding PyCFunction.
    • +
    • Anonymous functions (or closures), e.g. foo: fn() either: +
        +
      • use a #[pyclass] struct which stores the function as a field and implement __call__ to call the stored function.
      • +
      • use PyCFunction::new_closure to create an object directly from the function.
      • +
      +
    • +
    +

    Accessing the FFI functions

    +

    In order to make Rust functions callable from Python, PyO3 generates an extern "C" +function whose exact signature depends on the Rust signature. (PyO3 chooses the optimal +Python argument passing convention.) It then embeds the call to the Rust function inside this +FFI-wrapper function. This wrapper handles extraction of the regular arguments and the keyword +arguments from the input PyObjects.

    +

    The wrap_pyfunction macro can be used to directly get a Bound<PyCFunction> given a +#[pyfunction] and a Bound<PyModule>: wrap_pyfunction!(rust_fun, module).

    +

    #[pyfn] shorthand

    +

    There is a shorthand to #[pyfunction] and wrap_pymodule!: the function can be placed inside the module definition and +annotated with #[pyfn]. To simplify PyO3, it is expected that #[pyfn] may be removed in a future release (See #694).

    +

    An example of #[pyfn] is below:

    +
    use pyo3::prelude::*;
    +
    +#[pymodule]
    +fn my_extension(m: &Bound<'_, PyModule>) -> PyResult<()> {
    +    #[pyfn(m)]
    +    fn double(x: usize) -> usize {
    +        x * 2
    +    }
    +
    +    Ok(())
    +}
    +

    #[pyfn(m)] is just syntactic sugar for #[pyfunction], and takes all the same options +documented in the rest of this chapter. The code above is expanded to the following:

    +
    use pyo3::prelude::*;
    +
    +#[pymodule]
    +fn my_extension(m: &Bound<'_, PyModule>) -> PyResult<()> {
    +    #[pyfunction]
    +    fn double(x: usize) -> usize {
    +        x * 2
    +    }
    +
    +    m.add_function(wrap_pyfunction!(double, m)?)?;
    +    Ok(())
    +}
    + +
    + + +
    +
    + + + +
    + + + + + + + + + + + + + + + + + + +