Docs: replace raw setup/build commands with just tasks

[Prachi-Gupta2808]

What was changed & why

Updated the contributor documentation to use just commands instead of raw build/setup commands where equivalent just tasks are available.

Fixes: #443

Changes

• Updated setup and build instructions to use just commands.
• Replaced raw build/run commands with just equivalents where applicable.
• Updated documentation for C/C++, JS/WASM, and console examples.

Testing & Verification

• Verified the documentation builds successfully with just docs build.
• Verified the documentation serves correctly with just docs start.

Additional Resources

N/A

[coderabbitai]

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📥 Commits

Reviewing files that changed from the base of the PR and between a1aa2f6 and 447459b.

⛔ Files ignored due to path filters (5)

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• core/src/internal/graph.cpp
• core/src/internal/image_to_svg.cpp
• core/src/internal/image_utils.cpp
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• packages/js/safeWasmWrappers.js
• packages/py/img2num/api.py
• pyproject.toml

💤 Files with no reviewable changes (4)

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🧰 Additional context used

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• Follow the repository's coding style rules.
• Use the issue and PR templates when filing issues or submitting code. Your PR will be rejected if you don't.

If you're unsure what to change, open a discussion and someone will assist you.

Questions?

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• Create an issue
• Check existing PRs for ideas

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.coderabbit.yaml

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example-apps/**

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example-apps/**: - Example applications. These are for demonstration; keep them minimal and ensure
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**/*.py

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bindings/**

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Our Pledge

We as members, contributors, and leaders pledge to make participation in our
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identity and expression, level of experience, education, socio-economic status,
nationality, personal appearance, race, religion, or sexual identity
and orientation.

We pledge to act and interact in ways that contribute to an open, welcoming,
diverse, inclusive, and healthy community.

Our Standards

Examples of behavior that contributes to a positive environment for our
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• Being respectful of differing opinions, viewpoints, and experiences
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• Accepting responsibility and apologizing to those affected by our mistakes,
  and learning from the experience
• Focusing on what is best not just for us as individuals, but for the
  overall community

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• The use of sexualized language or imagery, and sexual attention or
  advances of any kind
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Enforcement Responsibilities

Community leaders are responsible for clarifying and enforcing our standards of
acceptable behavior and will take appropriate and fair corrective action in
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or harmful.

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docs/docs/contributing/setup-and-dependencies/**

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title: Setup & Dependencies
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Prerequisites

• Git
• Docker (choose one of the following):
  • Docker Desktop (recommended)
  • Docker Engine

Verify Prerequisite Installations

git --version
docker --version

:::important Docker Dev Environment
We recommend using the Docker dev environment.
Setting up the environment locally adds unnecessary complexity and is not officially supported.

If you choose to develop locally, you are responsible for configuring and maintaining your own environment.
:::

Clone the repository

git clone --recursive https://github.com/Ryan-Millard/Img2Num.git
cd Img2Num/

:::warning[Missing submodules after cloning]

If you cloned without --recursive, required dependencies will be missing.

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• stb (required)
• dawn (optional, required for local native builds)

git submodule update --init third_party

stb is always required.

git submodule update --init third_party/stb

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🧠 Learnings (16)

📓 Common learnings

Learnt from: CR
Repo: Ryan-Millard/Img2Num

Timestamp: 2026-06-26T14:47:50.827Z
Learning: Use the Docker dev environment; local development is not officially supported and, if chosen, you are responsible for configuring and maintaining your own environment.

Learnt from: CR
Repo: Ryan-Millard/Img2Num

Timestamp: 2026-06-26T14:47:50.827Z
Learning: Clone the repository with `--recursive`, or otherwise initialize the required submodules (`stb` is required; `dawn` is only needed for local native builds).

Learnt from: CR
Repo: Ryan-Millard/Img2Num

Timestamp: 2026-06-26T14:47:50.827Z
Learning: Run all CMake commands from the root of the project.

Learnt from: CR
Repo: Ryan-Millard/Img2Num

Timestamp: 2026-06-26T14:47:50.827Z
Learning: Compile the library to WebAssembly before using the JavaScript library or running the example apps that depend on it.

Learnt from: CR
Repo: Ryan-Millard/Img2Num

Timestamp: 2026-06-26T14:47:50.827Z
Learning: Install JavaScript dependencies with `pnpm install` (either inside the Docker terminal or via the Docker wrapper script).

📚 Learning: 2025-12-31T17:46:54.476Z

Learnt from: fransafu
Repo: Ryan-Millard/Img2Num PR: 176
File: src/wasm/modules/image/src/bilateral_filter.cpp:98-101
Timestamp: 2025-12-31T17:46:54.476Z
Learning: In bilateral_filter.cpp (src/wasm/modules/image/src/bilateral_filter.cpp), rely on the fact that the center pixel contributes a weight of exactly 1.0 to both spatial and range components (exp(0) = 1) so the normalization sum cannot be zero. This implies you do not need explicit guards against division by zero for normalization in this implementation.

Applied to files:

• core/src/internal/image_to_svg.cpp
• core/src/internal/kmeans_gpu.cpp
• core/src/internal/image_utils.cpp
• core/src/internal/douglas_peucker.cpp
• example-apps/console-cpp/main.cpp
• core/src/internal/bezier.cpp
• bindings/c/src/cimg2num.cpp
• core/src/internal/labels_to_svg.cpp
• bindings/py/src/img2num_pybind.cpp
• core/src/internal/graph.cpp
• core/src/internal/shared_contours.cpp
• core/src/internal/contours.cpp

📚 Learning: 2026-01-06T04:56:57.269Z

Learnt from: Ryan-Millard
Repo: Ryan-Millard/Img2Num PR: 191
File: src/wasm/modules/image/src/kmeans.cpp:128-134
Timestamp: 2026-01-06T04:56:57.269Z
Learning: In C++ sources compiled for WASM with Emscripten/Clang, designated initializers (e.g., RGBXY{.r = ..., .g = ...}) are allowed as a C++17 extension. When reviewing code that relies on designated initializers, verify that the target toolchain enables CXX_STANDARD 17 or higher and that the build system (CMake/emsdk) uses Emscripten with a compatible clang. If not, avoid such initializers or provide portable alternatives.

Applied to files:

• core/src/internal/image_to_svg.cpp
• core/src/internal/kmeans_gpu.cpp
• core/src/internal/image_utils.cpp
• core/src/internal/douglas_peucker.cpp
• example-apps/console-cpp/main.cpp
• core/src/internal/bezier.cpp
• bindings/c/src/cimg2num.cpp
• core/src/internal/labels_to_svg.cpp
• bindings/py/src/img2num_pybind.cpp
• core/src/internal/graph.cpp
• core/src/internal/shared_contours.cpp
• core/src/internal/contours.cpp

📚 Learning: 2026-01-06T21:06:24.476Z

Learnt from: Ryan-Millard
Repo: Ryan-Millard/Img2Num PR: 191
File: src/wasm/modules/image/src/cielab.cpp:43-57
Timestamp: 2026-01-06T21:06:24.476Z
Learning: In the Img2Num project, prefer recommending and using the provided docker/script wrappers (e.g., ./img2num format-wasm, ./img2num clean-wasm) instead of invoking local tools directly (e.g., clang-format -i). This reduces dependency requirements for users and ensures consistent tooling across environments. Apply this guidance to C++ source files under the project when reviewing changes.

Applied to files:

• core/src/internal/image_to_svg.cpp
• core/src/internal/kmeans_gpu.cpp
• core/src/internal/image_utils.cpp
• core/src/internal/douglas_peucker.cpp
• example-apps/console-cpp/main.cpp
• core/src/internal/bezier.cpp
• bindings/c/src/cimg2num.cpp
• core/src/internal/labels_to_svg.cpp
• bindings/py/src/img2num_pybind.cpp
• core/src/internal/graph.cpp
• core/src/internal/shared_contours.cpp
• core/src/internal/contours.cpp

📚 Learning: 2026-01-19T00:02:34.957Z

Learnt from: Ryan-Millard
Repo: Ryan-Millard/Img2Num PR: 234
File: src/wasm/modules/image/src/kmeans.cpp:79-81
Timestamp: 2026-01-19T00:02:34.957Z
Learning: In C++ multithreading contexts, prefer unsigned types for thread-count-like parameters (e.g., n_threads) to prevent negative values. Validate that the value is at least 1 before any division to avoid divide-by-zero at runtime. At the start of functions handling such values, create a safe count like: const unsigned int thread_count{std::max(1u, n_threads)}; This ensures non-negative, non-zero usage for divisions and related arithmetic. Apply this pattern to similar parameters across C++ modules, not just the specific file.

Applied to files:

• core/src/internal/image_to_svg.cpp
• core/src/internal/kmeans_gpu.cpp
• core/src/internal/image_utils.cpp
• core/src/internal/douglas_peucker.cpp
• example-apps/console-cpp/main.cpp
• core/src/internal/bezier.cpp
• bindings/c/src/cimg2num.cpp
• core/src/internal/labels_to_svg.cpp
• bindings/py/src/img2num_pybind.cpp
• core/src/internal/graph.cpp
• core/src/internal/shared_contours.cpp
• core/src/internal/contours.cpp

📚 Learning: 2026-02-25T21:24:19.036Z

Learnt from: Ryan-Millard
Repo: Ryan-Millard/Img2Num PR: 272
File: core/src/internal/bilateral_filter_gpu.cpp:171-185
Timestamp: 2026-02-25T21:24:19.036Z
Learning: Adopt brace initialization (e.g., Type var{}) over copy initialization (e.g., Type var = {}) for zero-initialization in C++ across the repository. This should apply to variables, arrays, and structs in most C++ files (e.g., core/src/internal/bilateral_filter_gpu.cpp). It improves safety by avoiding narrowing conversions and makes initialization intent explicit.

Applied to files:

• core/src/internal/image_to_svg.cpp
• core/src/internal/kmeans_gpu.cpp
• core/src/internal/image_utils.cpp
• core/src/internal/douglas_peucker.cpp
• example-apps/console-cpp/main.cpp
• core/src/internal/bezier.cpp
• bindings/c/src/cimg2num.cpp
• core/src/internal/labels_to_svg.cpp
• bindings/py/src/img2num_pybind.cpp
• core/src/internal/graph.cpp
• core/src/internal/shared_contours.cpp
• core/src/internal/contours.cpp

📚 Learning: 2026-01-04T15:34:04.654Z

Learnt from: Ryan-Millard
Repo: Ryan-Millard/Img2Num PR: 146
File: docs/docs/reference/react/components/ThemeSwitch/tests.md:123-124
Timestamp: 2026-01-04T15:34:04.654Z
Learning: In Docusaurus documentation, relative directory links (e.g., ../ or ../../../hooks/useTheme) resolve to index.md within the target directory. Do not require or force linking to index.md explicitly; such relative links remain valid and should not be changed when reviewing docs under the docs directory.

Applied to files:

• docs/docs/internal/scripts/help-scripts/index.md
• docs/docs/internal/bindings/c/index.md
• docs/docs/internal/scripts/help-scripts/scripts-guide.md
• docs/docs/internal/bindings/js/index.md
• docs/docs/internal/example-apps/console-c-and-console-cpp/index.md
• docs/docs/contributing/setup-and-dependencies/index.md

📚 Learning: 2026-02-22T15:20:15.304Z

Learnt from: Ryan-Millard
Repo: Ryan-Millard/Img2Num PR: 263
File: docs/docs/internal/core/api-reference.md:13-13
Timestamp: 2026-02-22T15:20:15.304Z
Learning: In Docusaurus projects, Markdown files (*.md, *.mdx) may contain anchor tags with onClick={(e) => { e.preventDefault(); window.location.href = '...'; }} to force a full page navigation, bypassing React SPA routing for static/external paths. Treat this as intentional and do not flag it as redundant in docs contexts. Apply this guidance broadly to Markdown docs across the repository (not just the single file) and focus reviews on more impactful patterns such as accessibility, SEO, and navigation consistency.

Applied to files:

• docs/docs/internal/scripts/help-scripts/index.md
• docs/docs/internal/bindings/c/index.md
• docs/docs/internal/scripts/help-scripts/scripts-guide.md
• docs/docs/internal/bindings/js/index.md
• docs/docs/internal/example-apps/console-c-and-console-cpp/index.md
• docs/docs/contributing/setup-and-dependencies/index.md

📚 Learning: 2026-04-02T18:39:20.647Z

Learnt from: Krasner
Repo: Ryan-Millard/Img2Num PR: 290
File: core/src/internal/graph.cpp:138-208
Timestamp: 2026-04-02T18:39:20.647Z
Learning: In Ryan-Millard/Img2Num, `add_edge_pixel()` on a `Node` is intentionally designed to allow dual ownership of boundary pixels (the same pixel may appear in the node’s `m_pixels` and also in a neighboring node’s `m_edge_pixels` at the same time). This is required to avoid the SVG “1 pixel boundary problem” (a 1-pixel boundary gap artifact). Treat this as correct behavior: do not review it as a bug, memory/logic misuse, or an invalid data-structure invariant. Note that edge pixels are used only to expand the contour/binary representation for boundary tracing and do not affect node properties such as color.

Applied to files:

• .coderabbit.yaml

📚 Learning: 2026-04-11T22:21:32.583Z

Learnt from: Ryan-Millard
Repo: Ryan-Millard/Img2Num PR: 308
File: Dockerfile.dev:96-97
Timestamp: 2026-04-11T22:21:32.583Z
Learning: In this repo’s development Docker image (Dockerfile.dev), keep the root user as an intentional, acceptable design for dev workflows. Rationale to preserve: pnpm is installed under /root/.local/share/pnpm, /usr/src/app is a host-mounted volume where UID mismatches can cause permission issues, and dev tooling needs root-level flexibility. Do not suggest switching to a non-root USER for Dockerfile.dev unless you can provide a careful, qualified alternative that avoids pnpm path and host-volume permission problems.

Applied to files:

• .coderabbit.yaml

📚 Learning: 2026-04-25T22:11:19.587Z

Learnt from: Ryan-Millard
Repo: Ryan-Millard/Img2Num PR: 327
File: docs/package.json:132-132
Timestamp: 2026-04-25T22:11:19.587Z
Learning: In Ryan-Millard/Img2Num, treat `docusaurus/faster` as a required runtime dependency: ensure it is present in `docs/package.json`. This is needed for Docusaurus 3.10 builds because the project’s `docs/docusaurus.config.js` uses `future: { v4: true }`, enabling `fasterByDefault`, which requires `docusaurus/faster` to be installed; it should not be removed or considered optional for performance in this repo.

Applied to files:

• .coderabbit.yaml

📚 Learning: 2026-02-25T21:24:34.055Z

Learnt from: Ryan-Millard
Repo: Ryan-Millard/Img2Num PR: 272
File: core/include/internal/bilateral_filter_gpu.h:108-109
Timestamp: 2026-02-25T21:24:34.055Z
Learning: In WGSL shaders, .rgb swizzle on a vec4 returns the first three components regardless of color space. Do not assume data is RGB color space when the texture contains non-RGB data (e.g., CIELAB L, A, B). If LAB data is stored, treat and compute distances in LAB space, not RGB. Clearly document shader code paths that rely on specific color spaces and prefer explicit conversions or comments when using swizzled components with non-RGB textures. Apply this guidance to WGSL shader files across the codebase (not just this header) when handling color data or color-like channels.

Applied to files:

• core/include/internal/RGBAPixel.h
• core/include/internal/RGBPixel.h
• core/include/internal/bezier.h
• core/include/internal/shared_contours.h
• core/include/internal/graph.h
• core/include/internal/LABPixel.h
• core/include/internal/gpu.h
• core/include/internal/douglas_peucker.h
• core/include/internal/LABAPixel.h
• bindings/c/include/cimg2num.h
• core/include/internal/contours.h
• core/include/img2num.h

📚 Learning: 2026-04-09T19:05:40.514Z

Learnt from: Ryan-Millard
Repo: Ryan-Millard/Img2Num PR: 302
File: core/include/internal/gpu.h:203-216
Timestamp: 2026-04-09T19:05:40.514Z
Learning: In Img2Num’s internal GPU initialization code, if querying adapter limits fails (e.g., `adapter.GetLimits(...)` returns `false`), treat this as a GPU initialization failure and route execution to the CPU fallback path. Do not continue with default limits in this case; the failure should cause the same fallback behavior as other GPU init errors.

Applied to files:

• core/include/internal/RGBAPixel.h
• core/include/internal/RGBPixel.h
• core/include/internal/bezier.h
• core/include/internal/shared_contours.h
• core/include/internal/graph.h
• core/include/internal/LABPixel.h
• core/include/internal/gpu.h
• core/include/internal/douglas_peucker.h
• core/include/internal/LABAPixel.h
• core/include/internal/contours.h

📚 Learning: 2026-05-01T22:50:11.527Z

Learnt from: Ryan-Millard
Repo: Ryan-Millard/Img2Num PR: 339
File: release-please-config.json:18-47
Timestamp: 2026-05-01T22:50:11.527Z
Learning: In this repo, release-please-action v4 preserves '/' verbatim in slash-containing path-based package keys when emitting GitHub Actions output names (e.g., `bindings/c--release_created`). When referencing these step outputs in `job.outputs` (and other expressions), use bracket notation with the exact output name: `${{ steps.release.outputs['bindings/c--release_created'] }}` rather than dot notation. If needed, map the complex step output to a clean job-level output alias so downstream jobs can use dot notation via that alias.

Applied to files:

• .github/workflows/pr-target-check.yml
• .github/workflows/release.yml

📚 Learning: 2026-05-19T17:30:09.565Z

Learnt from: Ryan-Millard
Repo: Ryan-Millard/Img2Num PR: 375
File: .github/workflows/cmake-build.yml:86-88
Timestamp: 2026-05-19T17:30:09.565Z
Learning: In Ryan-Millard/Img2Num CI/workflow YAMLs, any `uv sync` command used for the Python package build must include `--no-build-isolation` (do not remove it). If you need deterministic dependency installs for CI, you may add `--frozen` alongside it (e.g., `uv sync --frozen --no-build-isolation`), and it should not conflict with the repo’s build setup.

Applied to files:

• .github/workflows/pr-target-check.yml
• .github/workflows/release.yml

📚 Learning: 2026-04-27T15:40:33.329Z

Learnt from: Ryan-Millard
Repo: Ryan-Millard/Img2Num PR: 333
File: bindings/c/src/cimg2num.cpp:0-0
Timestamp: 2026-04-27T15:40:33.329Z
Learning: In the Ryan-Millard/Img2Num C bindings (e.g., `bindings/c/src/cimg2num.cpp`) that expose `extern "C"` functions, do not allow C++ exceptions (including `std::bad_alloc` and exceptions thrown from lambdas used internally) to propagate out of these C binding functions. Use the C-API failure idiom instead: catch exceptions internally as needed, clear/record error state via the existing error mechanism, and return `nullptr` (or the documented sentinel return value) on failure so the C caller can detect errors by checking the return value.

Applied to files:

• bindings/c/src/cimg2num.cpp

🪛 ast-grep (0.44.0)

example-apps/console-py/main.py

[warning] 29-29: File path is request-/variable-derived; validate and normalize to prevent path traversal.
Context: open(os.path.join(OUTDIR, "result.svg"),"w")
Note: [CWE-22] Improper Limitation of a Pathname to a Restricted Directory ('Path Traversal').

(open-filename-from-request)

🪛 Cppcheck (2.21.0)

core/src/internal/douglas_peucker.cpp

[style] 104-104: The function 'dp_curve_reduction' is never used.

(unusedFunction)

bindings/js/src/wasm_wrapper.c

[style] 44-44: The function 'image_to_svg' is never used.

(unusedFunction)

core/src/internal/shared_contours.cpp

[style] 61-61: The function 'build_shared_loops' is never used.

(unusedFunction)

core/src/internal/contours.cpp

[style] 834-834: The function 'coupled_smooth_junctions' is never used.

(unusedFunction)

🪛 markdownlint-cli2 (0.22.1)

.github/PULL_REQUEST_TEMPLATE.md

[warning] 11-11: First line in a file should be a top-level heading

(MD041, first-line-heading, first-line-h1)

🪛 zizmor (1.26.1)

.github/workflows/pr-target-check.yml

[warning] 21-21: permissions without explanatory comments (undocumented-permissions): needs an explanatory comment

(undocumented-permissions)

---

[warning] 9-12: insufficient job-level concurrency limits (concurrency-limits): workflow is missing concurrency setting

(concurrency-limits)

---

[info] 24-24: action functionality is already included by the runner (superfluous-actions): use gh pr comment or gh issue comment in a script step

(superfluous-actions)

.github/workflows/release.yml

[info] 43-43: code injection via template expansion (template-injection): may expand into attacker-controllable code

(template-injection)

---

[error] 48-48: code injection via template expansion (template-injection): may expand into attacker-controllable code

(template-injection)

---

[info] 55-55: workflow or action definition without a name (anonymous-definition): this job

(anonymous-definition)

---

[info] 86-86: code injection via template expansion (template-injection): may expand into attacker-controllable code

(template-injection)

---

[info] 87-87: code injection via template expansion (template-injection): may expand into attacker-controllable code

(template-injection)

---

[info] 88-88: code injection via template expansion (template-injection): may expand into attacker-controllable code

(template-injection)

---

[info] 91-91: code injection via template expansion (template-injection): may expand into attacker-controllable code

(template-injection)

---

[info] 92-92: code injection via template expansion (template-injection): may expand into attacker-controllable code

(template-injection)

---

[info] 93-93: code injection via template expansion (template-injection): may expand into attacker-controllable code

(template-injection)

---

[warning] 109-109: code injection via template expansion (template-injection): may expand into attacker-controllable code

(template-injection)

---

[info] 110-110: code injection via template expansion (template-injection): may expand into attacker-controllable code

(template-injection)

---

[warning] 157-160: credential persistence through GitHub Actions artifacts (artipacked): does not set persist-credentials: false

(artipacked)

---

[warning] 154-154: permissions without explanatory comments (undocumented-permissions): needs an explanatory comment

(undocumented-permissions)

---

[info] 147-147: workflow or action definition without a name (anonymous-definition): this job

(anonymous-definition)

---

[info] 139-139: action functionality is already included by the runner (superfluous-actions): use gh release in a script step

(superfluous-actions)

---

[warning] 192-192: code injection via template expansion (template-injection): may expand into attacker-controllable code

(template-injection)

---

[error] 184-184: runtime artifacts potentially vulnerable to a cache poisoning attack (cache-poisoning): enables caching by default

(cache-poisoning)

---

[info] 198-198: workflow or action definition without a name (anonymous-definition): this job

(anonymous-definition)

---

[info] 178-178: action functionality is already included by the runner (superfluous-actions): use gh release in a script step

(superfluous-actions)

---

[info] 302-302: workflow or action definition without a name (anonymous-definition): this job

(anonymous-definition)

---

[info] 280-280: action functionality is already included by the runner (superfluous-actions): use gh release in a script step

(superfluous-actions)

Warning

Ignoring CodeRabbit configuration file changes. For security, only the configuration from the base branch is applied for open source repositories.

• Updated contributor docs to prefer just tasks over raw cmake, pnpm, python, and submodule setup commands wherever equivalents exist.
• Added new just workflows for setup, formatting, builds, cleaning, docs server/site, React app, console examples, and help output.
• Introduced and wired support for min_thickness across core APIs, C/C++ bindings, Python bindings, JS/WASM wrappers, and example apps.
• Added new contour/junction handling and shared contour infrastructure, including junction-aware curve reduction and smoothing.
• Refactored build configuration toward the new IMG2NUM_BUILD_* CMake options and aligned packaging/build config with them.
• Updated repository automation: issue and PR templates, GitHub Actions workflows, CodeRabbit config, Docker dev image, and release workflow behavior.

Contributing author	Lines added	Lines removed
Unknown	713	287

Walkthrough

The PR updates repository workflows, issue/PR templates, build/task tooling, and docs around just. It also adds min_thickness and junction-aware contour handling through core SVG generation, language bindings, and example apps.

Changes

SVG Thickness and Contour Pipeline

Layer / File(s)	Summary
API contracts core/include/img2num.h, core/include/internal/graph.h, core/include/internal/bezier.h, core/include/internal/contours.h, core/include/internal/douglas_peucker.h, core/include/internal/shared_contours.h, bindings/c/include/cimg2num.h	Core and C binding declarations add min_thickness and new junction-aware contour helpers.
Core contour implementation core/src/internal/graph.cpp, core/src/internal/bezier.cpp, core/src/internal/contours.cpp, core/src/internal/douglas_peucker.cpp, core/src/internal/shared_contours.cpp, core/src/internal/labels_to_svg.cpp, core/src/internal/image_to_svg.cpp	Graph contour assembly, shared loop fitting, junction detection, and thickness-based merging are implemented in the core sources.
Bindings and samples bindings/c/src/cimg2num.cpp, bindings/js/src/wasm_wrapper.c, bindings/py/src/img2num_pybind.cpp, packages/js/safeWasmWrappers.js, packages/py/img2num/api.py, example-apps/console-*/main.*	C, JS, Python, and example entrypoints forward min_thickness through their wrappers and sample code.

Build Tasks and Documentation

Layer / File(s)	Summary
Build configuration CMakeLists.txt, core/CMakeLists.txt, bindings/c/CMakeLists.txt, bindings/py/CMakeLists.txt, pyproject.toml, Dockerfile.dev	Root, binding, and Python packaging configs switch to the new build flags and compile options, and the dev image installs just.
Just recipes Justfile	The new Justfile defines help, build, clean, docs, react, and example-run commands.
Example app target wiring example-apps/console-c/CMakeLists.txt, example-apps/console-cpp/CMakeLists.txt	The console example CMake projects are renamed and retargeted to the new executable names and compile settings.
Command docs docs/docs/contributing/setup-and-dependencies/index.md, docs/docs/internal/bindings/*/index.md, docs/docs/internal/example-apps/console-c-and-console-cpp/index.md, docs/docs/internal/scripts/help-scripts/*	Docs pages replace raw build and run commands with the corresponding just tasks.

Repository Templates and Release Automation

Layer / File(s)	Summary
Review and issue templates .coderabbit.yaml, .github/ISSUE_TEMPLATE/bug_report.yml, .github/ISSUE_TEMPLATE/feature_request.yml, .github/PULL_REQUEST_TEMPLATE.md	The auto-review branch setting and the issue/PR templates are rewritten.
PR target check .github/workflows/pr-target-check.yml	The pull request check workflow comments on main-targeted pull requests and fails the job.
Release dry-run workflow .github/workflows/release.yml	The release workflow adds dry-run handling across branch triggers, build jobs, publish jobs, and propagation jobs.

Runtime Guards and Formatting

Layer / File(s)	Summary
Runtime guards core/src/internal/image_utils.cpp, core/include/internal/gpu.h, core/src/internal/kmeans_gpu.cpp	threshold_image and black_threshold_image return early for invalid thresholds, and GPU failure logging uses length-aware message text.
Declaration formatting core/include/internal/LABAPixel.h, core/include/internal/LABPixel.h, core/include/internal/RGBAPixel.h, core/include/internal/RGBPixel.h	Internal pixel template declarations are reformatted onto single lines.

Sequence Diagram(s)

sequenceDiagram
  participant PullRequest as Pull Request
  participant PRTargetCheck as PR target check workflow
  participant CreateOrUpdateComment as peter-evans/create-or-update-comment
  PullRequest->>PRTargetCheck: pull_request event on main or dev
  PRTargetCheck->>CreateOrUpdateComment: post warning comment
  PRTargetCheck->>PullRequest: exit 1

Loading

Estimated code review effort

🎯 5 (Critical) | ⏱️ ~120 minutes

Possibly related PRs

• Ryan-Millard/Img2Num#429: Adds the junction-aware contour and min_thickness core pipeline that this PR extends through bindings and examples.
• Ryan-Millard/Img2Num#335: Introduces the ImageToSvgConfig / image_to_svg path that now carries the new min_thickness field.
• Ryan-Millard/Img2Num#448: Covers the same CMake and C binding strict-C++ plumbing updated again here.

Suggested labels

tooling

Suggested reviewers

• Ryan-Millard

Poem

🐰 I tapped the branches, just and neat,
then hopped through builds on nimble feet.
Shared loops twined like carrot vines,
and SVG moons drew tidy lines.
Hop! The releases and warnings meet.

🚥 Pre-merge checks | ✅ 3 | ❌ 5

❌ Failed checks (2 warnings, 3 inconclusive)

Check name	Status	Explanation	Resolution
Out of Scope Changes check	⚠️ Warning	The PR includes many unrelated code and workflow changes, such as min_thickness and contour logic, beyond the docs-only issue.	Split the documentation updates from the feature, build, and workflow changes into separate PRs or justify the expanded scope explicitly.
Docstring Coverage	⚠️ Warning	Docstring coverage is 38.30% which is insufficient. The required threshold is 80.00%.	Write docstrings for the functions missing them to satisfy the coverage threshold.
No Ai Slop Pr Description	❓ Inconclusive	Repository clone failed, so this custom check could not run with code access.	Retry the review run. If this persists, inspect pre-merge custom-check logs for infrastructure or agent runtime failures.
No Strangely-Named Root Markdown Files	❓ Inconclusive	Repository clone failed, so this custom check could not run with code access.	Retry the review run. If this persists, inspect pre-merge custom-check logs for infrastructure or agent runtime failures.
Coderabbit Config Needs Update	❓ Inconclusive	Repository clone failed, so this custom check could not run with code access.	Retry the review run. If this persists, inspect pre-merge custom-check logs for infrastructure or agent runtime failures.

✅ Passed checks (3 passed)

Check name	Status	Explanation
Title check	✅ Passed	The title is specific and accurately summarizes the documentation-focused change.
Description check	✅ Passed	The description matches the PR and explains the switch from raw commands to just tasks.
Linked Issues check	✅ Passed	The PR updates the Setup & Dependencies docs and related examples to use just tasks, matching the linked documentation objective.

✨ Finishing Touches

🧪 Generate unit tests (beta)

• Create PR with unit tests

✨ Simplify code

• Create PR with simplified code

Warning

There were issues while running some tools. Please review the errors and either fix the tool's configuration or disable the tool if it's a critical failure.

🔧 ESLint

If the error stems from missing dependencies, add them to the package.json file. For unrecoverable errors (e.g., due to private dependencies), disable the tool in the CodeRabbit configuration.

ESLint install failed. For unrecoverable errors, disable the tool in CodeRabbit configuration.

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[Krasner]

@Prachi-Gupta2808 see PR #446 this all have been updates

[Prachi-Gupta2808]

Got it, I just checked it.
Should I close this PR then or is it something else I can scope it for?

[Krasner]

Yeah. Can you help me address Ryan's comments on that PR?

[Prachi-Gupta2808]

Alright @Krasner , do you want me to push directly to your branch or open a separate PR for it?

[Ryan-Millard]

Hi. What's the status on this PR?

[Prachi-Gupta2808]

@Krasner told me it's being handled in his PR, should I delete this PR then?

[Krasner]

@Krasner told me it's being handled in his PR, should I delete this PR then?

Yes you can close this PR