We are currently solving the following issue within our repository. Here is the issue text:
--- BEGIN ISSUE ---
Fix codespell build for tutorial docs
Not sure if this is possible, but codespell will pick up image text and try to suggest text edits and says the build is broken. 
Hoping there is a setting somewhere that we can add to ignore the image text. 

Here is an example: https://github.com/projectmesa/mesa/pull/1656/files#diff-732a7eb31fbbd25075ee965837dc0092fb53c2cb64c068e60392d9bf69d9f9bbR877

<img width="1052" alt="Screenshot 2023-04-25 at 12 17 29 PM" src="https://user-images.githubusercontent.com/166734/234368855-d62da5a6-aff8-46f1-bae5-bcf8aa05607f.png">

<img width="708" alt="Screenshot 2023-04-25 at 12 26 06 PM" src="https://user-images.githubusercontent.com/166734/234369720-91c22dbb-f7b9-4b9c-8764-832eb6e63cad.png">



--- END ISSUE ---

Below are some code segments, each from a relevant file. One or more of these files may contain bugs.
--- BEGIN FILES ---
Path: `setup.py`
Content:
```
1 #!/usr/bin/env python
2 import os
3 import re
4 import shutil
5 import urllib.request
6 import zipfile
7 from codecs import open
8 
9 from setuptools import find_packages, setup
10 
11 requires = ["click", "cookiecutter", "networkx", "numpy", "pandas", "tornado", "tqdm"]
12 
13 extras_require = {
14     "dev": [
15         "black",
16         "ruff==0.0.254",
17         "coverage",
18         "pytest >= 4.6",
19         "pytest-cov",
20         "sphinx",
21     ],
22     # Constrain sphinx version until https://github.com/readthedocs/readthedocs.org/issues/10279
23     # is fixed.
24     "docs": ["sphinx<7", "ipython", "nbsphinx"],
25 }
26 
27 version = ""
28 with open("mesa/__init__.py") as fd:
29     version = re.search(
30         r'^__version__\s*=\s*[\'"]([^\'"]*)[\'"]', fd.read(), re.MULTILINE
31     ).group(1)
32 
33 with open("README.rst", "rb", encoding="utf-8") as f:
34     readme = f.read()
35 
36 # Ensure JS dependencies are downloaded
37 external_dir = "mesa/visualization/templates/external"
38 # We use a different path for single-file JS because some of them are loaded
39 # the same way as Mesa JS files
40 external_dir_single = "mesa/visualization/templates/js/external"
41 # First, ensure that the external directories exists
42 os.makedirs(external_dir, exist_ok=True)
43 os.makedirs(external_dir_single, exist_ok=True)
44 
45 
46 def ensure_js_dep(dirname, url):
47     dst_path = os.path.join(external_dir, dirname)
48     if os.path.isdir(dst_path):
49         # Do nothing if already downloaded
50         return
51     print(f"Downloading the {dirname} dependency from the internet...")
52     zip_file = dirname + ".zip"
53     urllib.request.urlretrieve(url, zip_file)
54     with zipfile.ZipFile(zip_file, "r") as zip_ref:
55         zip_ref.extractall()
56     shutil.move(dirname, dst_path)
57     # Cleanup
58     os.remove(zip_file)
59     print("Done")
60 
61 
62 def ensure_js_dep_single(url, out_name=None):
63     # Used for downloading e.g. D3.js single file
64     if out_name is None:
65         out_name = url.split("/")[-1]
66     dst_path = os.path.join(external_dir_single, out_name)
67     if os.path.isfile(dst_path):
68         return
69     print(f"Downloading the {out_name} dependency from the internet...")
70     urllib.request.urlretrieve(url, out_name)
71     shutil.move(out_name, dst_path)
72 
73 
74 # Important: when you update JS dependency version, make sure to also update the
75 # hardcoded included files and versions in: mesa/visualization/templates/modular_template.html
76 
77 # Ensure Bootstrap
78 bootstrap_version = "5.1.3"
79 ensure_js_dep(
80     f"bootstrap-{bootstrap_version}-dist",
81     f"https://github.com/twbs/bootstrap/releases/download/v{bootstrap_version}/bootstrap-{bootstrap_version}-dist.zip",
82 )
83 
84 # Ensure Bootstrap Slider
85 bootstrap_slider_version = "11.0.2"
86 ensure_js_dep(
87     f"bootstrap-slider-{bootstrap_slider_version}",
88     f"https://github.com/seiyria/bootstrap-slider/archive/refs/tags/v{bootstrap_slider_version}.zip",
89 )
90 
91 # Important: when updating the D3 version, make sure to update the constant
92 # D3_JS_FILE in mesa/visualization/ModularVisualization.py.
93 d3_version = "7.4.3"
94 ensure_js_dep_single(
95     f"https://cdnjs.cloudflare.com/ajax/libs/d3/{d3_version}/d3.min.js",
96     out_name=f"d3-{d3_version}.min.js",
97 )
98 # Important: Make sure to update CHART_JS_FILE in
99 # mesa/visualization/ModularVisualization.py.
100 chartjs_version = "3.6.1"
101 ensure_js_dep_single(
102     f"https://cdn.jsdelivr.net/npm/chart.js@{chartjs_version}/dist/chart.min.js",
103     out_name=f"chart-{chartjs_version}.min.js",
104 )
105 
106 
107 setup(
108     name="Mesa",
109     version=version,
110     description="Agent-based modeling (ABM) in Python 3+",
111     long_description=readme,
112     author="Project Mesa Team",
113     author_email="projectmesa@googlegroups.com",
114     url="https://github.com/projectmesa/mesa",
115     packages=find_packages(),
116     package_data={
117         "mesa": [
118             "visualization/templates/*.html",
119             "visualization/templates/css/*",
120             "visualization/templates/js/*",
121             "visualization/templates/external/**/*",
122         ],
123         "cookiecutter-mesa": ["cookiecutter-mesa/*"],
124     },
125     include_package_data=True,
126     install_requires=requires,
127     extras_require=extras_require,
128     keywords="agent based modeling model ABM simulation multi-agent",
129     license="Apache 2.0",
130     zip_safe=False,
131     classifiers=[
132         "Topic :: Scientific/Engineering",
133         "Topic :: Scientific/Engineering :: Artificial Life",
134         "Topic :: Scientific/Engineering :: Artificial Intelligence",
135         "Intended Audience :: Science/Research",
136         "Programming Language :: Python :: 3 :: Only",
137         "Programming Language :: Python :: 3.8",
138         "Programming Language :: Python :: 3.9",
139         "Programming Language :: Python :: 3.10",
140         "License :: OSI Approved :: Apache Software License",
141         "Operating System :: OS Independent",
142         "Development Status :: 3 - Alpha",
143         "Natural Language :: English",
144     ],
145     entry_points="""
146         [console_scripts]
147         mesa=mesa.main:cli
148     """,
149     python_requires=">=3.8",
150 )
151
```
--- END FILES ---

Please first localize the bug based on the issue statement, and then generate a patch according to the `git diff` format fenced by three backticks.

Here is an example:

```diff
diff --git a/examples/server_async.py b/examples/server_async.py
--- a/examples/server_async.py
+++ b/examples/server_async.py
@@ -313,4 +313,4 @@
 
 
 if __name__ == "__main__":
-    asyncio.run(run_async_server("."), debug=True)
+    asyncio.run(run_async_server(), debug=True)
diff --git a/examples/server_sync.py b/examples/server_sync.py
--- a/examples/server_sync.py
+++ b/examples/server_sync.py
@@ -313,5 +313,5 @@
 
 
 if __name__ == "__main__":
-    server = run_sync_server(".")
+    server = run_sync_server()
     server.shutdown()

```

diff --git a/setup.py b/setup.py
--- a/setup.py
+++ b/setup.py
@@ -21,7 +21,10 @@
     ],
     # Constrain sphinx version until https://github.com/readthedocs/readthedocs.org/issues/10279
     # is fixed.
-    "docs": ["sphinx<7", "ipython", "nbsphinx"],
+    # Explicitly install ipykernel for Python 3.8.
+    # See https://stackoverflow.com/questions/28831854/how-do-i-add-python3-kernel-to-jupyter-ipython
+    # Could be removed in the future
+    "docs": ["sphinx<7", "ipython", "nbsphinx", "ipykernel"],
 }
 
 version = ""

{"golden_diff": "diff --git a/setup.py b/setup.py\n--- a/setup.py\n+++ b/setup.py\n@@ -21,7 +21,10 @@\n     ],\n     # Constrain sphinx version until https://github.com/readthedocs/readthedocs.org/issues/10279\n     # is fixed.\n-    \"docs\": [\"sphinx<7\", \"ipython\", \"nbsphinx\"],\n+    # Explicitly install ipykernel for Python 3.8.\n+    # See https://stackoverflow.com/questions/28831854/how-do-i-add-python3-kernel-to-jupyter-ipython\n+    # Could be removed in the future\n+    \"docs\": [\"sphinx<7\", \"ipython\", \"nbsphinx\", \"ipykernel\"],\n }\n \n version = \"\"\n", "issue": "Fix codespell build for tutorial docs\nNot sure if this is possible, but codespell will pick up image text and try to suggest text edits and says the build is broken. \r\nHoping there is a setting somewhere that we can add to ignore the image text. \r\n\r\nHere is an example: https://github.com/projectmesa/mesa/pull/1656/files#diff-732a7eb31fbbd25075ee965837dc0092fb53c2cb64c068e60392d9bf69d9f9bbR877\r\n\r\n<img width=\"1052\" alt=\"Screenshot 2023-04-25 at 12 17 29 PM\" src=\"https://user-images.githubusercontent.com/166734/234368855-d62da5a6-aff8-46f1-bae5-bcf8aa05607f.png\">\r\n\r\n<img width=\"708\" alt=\"Screenshot 2023-04-25 at 12 26 06 PM\" src=\"https://user-images.githubusercontent.com/166734/234369720-91c22dbb-f7b9-4b9c-8764-832eb6e63cad.png\">\r\n\r\n\n", "before_files": [{"content": "#!/usr/bin/env python\nimport os\nimport re\nimport shutil\nimport urllib.request\nimport zipfile\nfrom codecs import open\n\nfrom setuptools import find_packages, setup\n\nrequires = [\"click\", \"cookiecutter\", \"networkx\", \"numpy\", \"pandas\", \"tornado\", \"tqdm\"]\n\nextras_require = {\n    \"dev\": [\n        \"black\",\n        \"ruff==0.0.254\",\n        \"coverage\",\n        \"pytest >= 4.6\",\n        \"pytest-cov\",\n        \"sphinx\",\n    ],\n    # Constrain sphinx version until https://github.com/readthedocs/readthedocs.org/issues/10279\n    # is fixed.\n    \"docs\": [\"sphinx<7\", \"ipython\", \"nbsphinx\"],\n}\n\nversion = \"\"\nwith open(\"mesa/__init__.py\") as fd:\n    version = re.search(\n        r'^__version__\\s*=\\s*[\\'\"]([^\\'\"]*)[\\'\"]', fd.read(), re.MULTILINE\n    ).group(1)\n\nwith open(\"README.rst\", \"rb\", encoding=\"utf-8\") as f:\n    readme = f.read()\n\n# Ensure JS dependencies are downloaded\nexternal_dir = \"mesa/visualization/templates/external\"\n# We use a different path for single-file JS because some of them are loaded\n# the same way as Mesa JS files\nexternal_dir_single = \"mesa/visualization/templates/js/external\"\n# First, ensure that the external directories exists\nos.makedirs(external_dir, exist_ok=True)\nos.makedirs(external_dir_single, exist_ok=True)\n\n\ndef ensure_js_dep(dirname, url):\n    dst_path = os.path.join(external_dir, dirname)\n    if os.path.isdir(dst_path):\n        # Do nothing if already downloaded\n        return\n    print(f\"Downloading the {dirname} dependency from the internet...\")\n    zip_file = dirname + \".zip\"\n    urllib.request.urlretrieve(url, zip_file)\n    with zipfile.ZipFile(zip_file, \"r\") as zip_ref:\n        zip_ref.extractall()\n    shutil.move(dirname, dst_path)\n    # Cleanup\n    os.remove(zip_file)\n    print(\"Done\")\n\n\ndef ensure_js_dep_single(url, out_name=None):\n    # Used for downloading e.g. D3.js single file\n    if out_name is None:\n        out_name = url.split(\"/\")[-1]\n    dst_path = os.path.join(external_dir_single, out_name)\n    if os.path.isfile(dst_path):\n        return\n    print(f\"Downloading the {out_name} dependency from the internet...\")\n    urllib.request.urlretrieve(url, out_name)\n    shutil.move(out_name, dst_path)\n\n\n# Important: when you update JS dependency version, make sure to also update the\n# hardcoded included files and versions in: mesa/visualization/templates/modular_template.html\n\n# Ensure Bootstrap\nbootstrap_version = \"5.1.3\"\nensure_js_dep(\n    f\"bootstrap-{bootstrap_version}-dist\",\n    f\"https://github.com/twbs/bootstrap/releases/download/v{bootstrap_version}/bootstrap-{bootstrap_version}-dist.zip\",\n)\n\n# Ensure Bootstrap Slider\nbootstrap_slider_version = \"11.0.2\"\nensure_js_dep(\n    f\"bootstrap-slider-{bootstrap_slider_version}\",\n    f\"https://github.com/seiyria/bootstrap-slider/archive/refs/tags/v{bootstrap_slider_version}.zip\",\n)\n\n# Important: when updating the D3 version, make sure to update the constant\n# D3_JS_FILE in mesa/visualization/ModularVisualization.py.\nd3_version = \"7.4.3\"\nensure_js_dep_single(\n    f\"https://cdnjs.cloudflare.com/ajax/libs/d3/{d3_version}/d3.min.js\",\n    out_name=f\"d3-{d3_version}.min.js\",\n)\n# Important: Make sure to update CHART_JS_FILE in\n# mesa/visualization/ModularVisualization.py.\nchartjs_version = \"3.6.1\"\nensure_js_dep_single(\n    f\"https://cdn.jsdelivr.net/npm/chart.js@{chartjs_version}/dist/chart.min.js\",\n    out_name=f\"chart-{chartjs_version}.min.js\",\n)\n\n\nsetup(\n    name=\"Mesa\",\n    version=version,\n    description=\"Agent-based modeling (ABM) in Python 3+\",\n    long_description=readme,\n    author=\"Project Mesa Team\",\n    author_email=\"projectmesa@googlegroups.com\",\n    url=\"https://github.com/projectmesa/mesa\",\n    packages=find_packages(),\n    package_data={\n        \"mesa\": [\n            \"visualization/templates/*.html\",\n            \"visualization/templates/css/*\",\n            \"visualization/templates/js/*\",\n            \"visualization/templates/external/**/*\",\n        ],\n        \"cookiecutter-mesa\": [\"cookiecutter-mesa/*\"],\n    },\n    include_package_data=True,\n    install_requires=requires,\n    extras_require=extras_require,\n    keywords=\"agent based modeling model ABM simulation multi-agent\",\n    license=\"Apache 2.0\",\n    zip_safe=False,\n    classifiers=[\n        \"Topic :: Scientific/Engineering\",\n        \"Topic :: Scientific/Engineering :: Artificial Life\",\n        \"Topic :: Scientific/Engineering :: Artificial Intelligence\",\n        \"Intended Audience :: Science/Research\",\n        \"Programming Language :: Python :: 3 :: Only\",\n        \"Programming Language :: Python :: 3.8\",\n        \"Programming Language :: Python :: 3.9\",\n        \"Programming Language :: Python :: 3.10\",\n        \"License :: OSI Approved :: Apache Software License\",\n        \"Operating System :: OS Independent\",\n        \"Development Status :: 3 - Alpha\",\n        \"Natural Language :: English\",\n    ],\n    entry_points=\"\"\"\n        [console_scripts]\n        mesa=mesa.main:cli\n    \"\"\",\n    python_requires=\">=3.8\",\n)\n", "path": "setup.py"}], "after_files": [{"content": "#!/usr/bin/env python\nimport os\nimport re\nimport shutil\nimport urllib.request\nimport zipfile\nfrom codecs import open\n\nfrom setuptools import find_packages, setup\n\nrequires = [\"click\", \"cookiecutter\", \"networkx\", \"numpy\", \"pandas\", \"tornado\", \"tqdm\"]\n\nextras_require = {\n    \"dev\": [\n        \"black\",\n        \"ruff==0.0.254\",\n        \"coverage\",\n        \"pytest >= 4.6\",\n        \"pytest-cov\",\n        \"sphinx\",\n    ],\n    # Constrain sphinx version until https://github.com/readthedocs/readthedocs.org/issues/10279\n    # is fixed.\n    # Explicitly install ipykernel for Python 3.8.\n    # See https://stackoverflow.com/questions/28831854/how-do-i-add-python3-kernel-to-jupyter-ipython\n    # Could be removed in the future\n    \"docs\": [\"sphinx<7\", \"ipython\", \"nbsphinx\", \"ipykernel\"],\n}\n\nversion = \"\"\nwith open(\"mesa/__init__.py\") as fd:\n    version = re.search(\n        r'^__version__\\s*=\\s*[\\'\"]([^\\'\"]*)[\\'\"]', fd.read(), re.MULTILINE\n    ).group(1)\n\nwith open(\"README.rst\", \"rb\", encoding=\"utf-8\") as f:\n    readme = f.read()\n\n# Ensure JS dependencies are downloaded\nexternal_dir = \"mesa/visualization/templates/external\"\n# We use a different path for single-file JS because some of them are loaded\n# the same way as Mesa JS files\nexternal_dir_single = \"mesa/visualization/templates/js/external\"\n# First, ensure that the external directories exists\nos.makedirs(external_dir, exist_ok=True)\nos.makedirs(external_dir_single, exist_ok=True)\n\n\ndef ensure_js_dep(dirname, url):\n    dst_path = os.path.join(external_dir, dirname)\n    if os.path.isdir(dst_path):\n        # Do nothing if already downloaded\n        return\n    print(f\"Downloading the {dirname} dependency from the internet...\")\n    zip_file = dirname + \".zip\"\n    urllib.request.urlretrieve(url, zip_file)\n    with zipfile.ZipFile(zip_file, \"r\") as zip_ref:\n        zip_ref.extractall()\n    shutil.move(dirname, dst_path)\n    # Cleanup\n    os.remove(zip_file)\n    print(\"Done\")\n\n\ndef ensure_js_dep_single(url, out_name=None):\n    # Used for downloading e.g. D3.js single file\n    if out_name is None:\n        out_name = url.split(\"/\")[-1]\n    dst_path = os.path.join(external_dir_single, out_name)\n    if os.path.isfile(dst_path):\n        return\n    print(f\"Downloading the {out_name} dependency from the internet...\")\n    urllib.request.urlretrieve(url, out_name)\n    shutil.move(out_name, dst_path)\n\n\n# Important: when you update JS dependency version, make sure to also update the\n# hardcoded included files and versions in: mesa/visualization/templates/modular_template.html\n\n# Ensure Bootstrap\nbootstrap_version = \"5.1.3\"\nensure_js_dep(\n    f\"bootstrap-{bootstrap_version}-dist\",\n    f\"https://github.com/twbs/bootstrap/releases/download/v{bootstrap_version}/bootstrap-{bootstrap_version}-dist.zip\",\n)\n\n# Ensure Bootstrap Slider\nbootstrap_slider_version = \"11.0.2\"\nensure_js_dep(\n    f\"bootstrap-slider-{bootstrap_slider_version}\",\n    f\"https://github.com/seiyria/bootstrap-slider/archive/refs/tags/v{bootstrap_slider_version}.zip\",\n)\n\n# Important: when updating the D3 version, make sure to update the constant\n# D3_JS_FILE in mesa/visualization/ModularVisualization.py.\nd3_version = \"7.4.3\"\nensure_js_dep_single(\n    f\"https://cdnjs.cloudflare.com/ajax/libs/d3/{d3_version}/d3.min.js\",\n    out_name=f\"d3-{d3_version}.min.js\",\n)\n# Important: Make sure to update CHART_JS_FILE in\n# mesa/visualization/ModularVisualization.py.\nchartjs_version = \"3.6.1\"\nensure_js_dep_single(\n    f\"https://cdn.jsdelivr.net/npm/chart.js@{chartjs_version}/dist/chart.min.js\",\n    out_name=f\"chart-{chartjs_version}.min.js\",\n)\n\n\nsetup(\n    name=\"Mesa\",\n    version=version,\n    description=\"Agent-based modeling (ABM) in Python 3+\",\n    long_description=readme,\n    author=\"Project Mesa Team\",\n    author_email=\"projectmesa@googlegroups.com\",\n    url=\"https://github.com/projectmesa/mesa\",\n    packages=find_packages(),\n    package_data={\n        \"mesa\": [\n            \"visualization/templates/*.html\",\n            \"visualization/templates/css/*\",\n            \"visualization/templates/js/*\",\n            \"visualization/templates/external/**/*\",\n        ],\n        \"cookiecutter-mesa\": [\"cookiecutter-mesa/*\"],\n    },\n    include_package_data=True,\n    install_requires=requires,\n    extras_require=extras_require,\n    keywords=\"agent based modeling model ABM simulation multi-agent\",\n    license=\"Apache 2.0\",\n    zip_safe=False,\n    classifiers=[\n        \"Topic :: Scientific/Engineering\",\n        \"Topic :: Scientific/Engineering :: Artificial Life\",\n        \"Topic :: Scientific/Engineering :: Artificial Intelligence\",\n        \"Intended Audience :: Science/Research\",\n        \"Programming Language :: Python :: 3 :: Only\",\n        \"Programming Language :: Python :: 3.8\",\n        \"Programming Language :: Python :: 3.9\",\n        \"Programming Language :: Python :: 3.10\",\n        \"License :: OSI Approved :: Apache Software License\",\n        \"Operating System :: OS Independent\",\n        \"Development Status :: 3 - Alpha\",\n        \"Natural Language :: English\",\n    ],\n    entry_points=\"\"\"\n        [console_scripts]\n        mesa=mesa.main:cli\n    \"\"\",\n    python_requires=\">=3.8\",\n)\n", "path": "setup.py"}]}