From 84110de749f149441c2fda7a3a58248b1350ff63 Mon Sep 17 00:00:00 2001
From: Swanand01 <75439077+Swanand01@users.noreply.github.com>
Date: Sat, 5 Jun 2021 23:15:11 +0530
Subject: [PATCH] Updated fastfn docstring and renamed kargs to kwargs (#4651)

Closes #4630
---
 pymc3/model.py | 9 +++++----
 1 file changed, 5 insertions(+), 4 deletions(-)

diff --git a/pymc3/model.py b/pymc3/model.py
index a8f355b51d..0139c430b7 100644
--- a/pymc3/model.py
+++ b/pymc3/model.py
@@ -137,7 +137,7 @@ class ContextMeta(type):
     the `with` statement.
     """
 
-    def __new__(cls, name, bases, dct, **kargs):  # pylint: disable=unused-argument
+    def __new__(cls, name, bases, dct, **kwargs):  # pylint: disable=unused-argument
         "Add __enter__ and __exit__ methods to the class."
 
         def __enter__(self):
@@ -160,7 +160,7 @@ def __exit__(self, typ, value, traceback):  # pylint: disable=unused-argument
 
         # We strip off keyword args, per the warning from
         # StackExchange:
-        # DO NOT send "**kargs" to "type.__new__".  It won't catch them and
+        # DO NOT send "**kwargs" to "type.__new__".  It won't catch them and
         # you'll get a "TypeError: type() takes 1 or 3 arguments" exception.
         return super().__new__(cls, name, bases, dct)
 
@@ -1397,7 +1397,7 @@ def makefn(self, outs, mode=None, *args, **kwargs):
         Parameters
         ----------
         outs: Aesara variable or iterable of Aesara variables
-        mode: Aesara compilation mode
+        mode: Aesara compilation mode, default=None
 
         Returns
         -------
@@ -1721,7 +1721,8 @@ def fn(outs, mode=None, model=None, *args, **kwargs):
     Parameters
     ----------
     outs: Aesara variable or iterable of Aesara variables
-    mode: Aesara compilation mode
+    mode: Aesara compilation mode, default=None
+    model: Model, default=None
 
     Returns
     -------