We are currently solving the following issue within our repository. Here is the issue text:
--- BEGIN ISSUE ---
ENH+TST find a way of testing GPU code
With not too much investment in 💲 💰  it should be possible to set up a `jenkins` testing suite on amazon aws: The idea is to have a micro machine that costs 1c/h run the jenkins server. When tests should be run, this should somehow spawn a couple of GPU machines with different GPUs, ideally as spot instances, run the tests and then shut them down again.
I looked into this at the very beginning of `kymatio`, but I don't really know how to set this up yet. If anybody has experience with this, feel free to try! :)

--- 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 # -*- coding: utf-8 -*-
3 
4 import csv
5 import importlib
6 import os
7 import shutil
8 import sys
9 from setuptools import setup, find_packages
10 
11 # Constants
12 DISTNAME = 'kymatio'
13 DESCRIPTION = 'Wavelet scattering transforms in Python with GPU acceleration'
14 URL = 'https://www.kymat.io'
15 LICENSE = 'BSD-3-Clause'
16 
17 
18 # Parse description
19 with open('README.md') as f:
20     README = f.read().split('\n')
21     LONG_DESCRIPTION = '\n'.join([x for x in README if not x[:3]=='[!['])
22 
23 
24 # Parse version.py
25 kymatio_version_spec = importlib.util.spec_from_file_location(
26     'kymatio_version', 'kymatio/version.py')
27 kymatio_version_module = importlib.util.module_from_spec(kymatio_version_spec)
28 kymatio_version_spec.loader.exec_module(kymatio_version_module)
29 VERSION = kymatio_version_module.version
30 
31 
32 # Parse requirements.txt
33 with open('requirements.txt', 'r') as f:
34     REQUIREMENTS = f.read().split('\n')
35 
36 
37 setup_info = dict(
38     # Metadata
39     name=DISTNAME,
40     version=VERSION,
41     author=('Edouard Oyallon, Eugene Belilovsky, Sergey Zagoruyko, '
42             'Michael Eickenberg, Mathieu Andreux, Georgios Exarchakis, '
43             'Louis Thiry, Vincent Lostanlen, Joakim Andén, '
44             'Tomás Angles, Gabriel Huang, Roberto Leonarduzzi'),
45     author_email=('edouard.oyallon@centralesupelec.fr, belilove@iro.umontreal.ca, '
46                   'sergey.zagoruyko@inria.fr, michael.eickenberg@berkeley.edu, '
47                   'mathieu.andreux@ens.fr, georgios.exarchakis@ens.fr, '
48                   'louis.thiry@ens.fr, vincent.lostanlen@nyu.edu, janden@flatironinstitute.org, '
49                   'tomas.angles@ens.fr, gabriel.huang@umontreal.ca, roberto.leonarduzzi@ens.fr'),
50     url=URL,
51     download_url='https://github.com/kymatio/kymatio/releases',
52     project_urls={
53         'Documentation': 'https://www.kymat.io/codereference.html',
54         'Source': 'https://github.com/kymatio/kymatio/',
55         'Tracker': 'https://github.com/kymatio/kymatio/issues',
56         'Authors': 'https://github.com/kymatio/kymatio/blob/master/AUTHORS.md'
57     },
58     classifiers=['Intended Audience :: Education',
59                  'Intended Audience :: Science/Research',
60                  'License :: OSI Approved :: BSD License',
61                  'Natural Language :: English',
62                  'Operating System :: MacOS',
63                  'Operating System :: POSIX :: Linux',
64                  'Programming Language :: Python :: 3.5',
65                  'Programming Language :: Python :: 3.6',
66                  'Programming Language :: Python :: 3.7',
67                  'Programming Language :: Python :: 3.8',
68                  'Topic :: Multimedia :: Graphics :: 3D Modeling',
69                  'Topic :: Multimedia :: Sound/Audio :: Analysis',
70                  'Topic :: Scientific/Engineering :: Artificial Intelligence',
71                  'Topic :: Scientific/Engineering :: Chemistry',
72                  'Topic :: Scientific/Engineering :: Image Recognition',
73                  'Topic :: Scientific/Engineering :: Information Analysis',
74                  'Topic :: Scientific/Engineering :: Mathematics',
75                  'Topic :: Scientific/Engineering :: Physics',
76                  'Topic :: Software Development :: Libraries :: Python Modules',
77                  ],
78     description=DESCRIPTION,
79     long_description=LONG_DESCRIPTION,
80     long_description_content_type='text/markdown',
81     python_requires='>=3.5',
82     license=LICENSE,
83     packages=find_packages(exclude=('test',)),
84     install_requires=REQUIREMENTS,
85     zip_safe=True,
86 )
87 
88 setup(**setup_info)
89
```
--- 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
@@ -16,7 +16,7 @@
 
 
 # Parse description
-with open('README.md') as f:
+with open('README.md', encoding='utf8') as f:
     README = f.read().split('\n')
     LONG_DESCRIPTION = '\n'.join([x for x in README if not x[:3]=='[!['])

{"golden_diff": "diff --git a/setup.py b/setup.py\n--- a/setup.py\n+++ b/setup.py\n@@ -16,7 +16,7 @@\n \n \n # Parse description\n-with open('README.md') as f:\n+with open('README.md', encoding='utf8') as f:\n     README = f.read().split('\\n')\n     LONG_DESCRIPTION = '\\n'.join([x for x in README if not x[:3]=='[!['])\n", "issue": "ENH+TST find a way of testing GPU code\nWith not too much investment in \ud83d\udcb2 \ud83d\udcb0  it should be possible to set up a `jenkins` testing suite on amazon aws: The idea is to have a micro machine that costs 1c/h run the jenkins server. When tests should be run, this should somehow spawn a couple of GPU machines with different GPUs, ideally as spot instances, run the tests and then shut them down again.\r\nI looked into this at the very beginning of `kymatio`, but I don't really know how to set this up yet. If anybody has experience with this, feel free to try! :)\n", "before_files": [{"content": "#!/usr/bin/env python\n# -*- coding: utf-8 -*-\n\nimport csv\nimport importlib\nimport os\nimport shutil\nimport sys\nfrom setuptools import setup, find_packages\n\n# Constants\nDISTNAME = 'kymatio'\nDESCRIPTION = 'Wavelet scattering transforms in Python with GPU acceleration'\nURL = 'https://www.kymat.io'\nLICENSE = 'BSD-3-Clause'\n\n\n# Parse description\nwith open('README.md') as f:\n    README = f.read().split('\\n')\n    LONG_DESCRIPTION = '\\n'.join([x for x in README if not x[:3]=='[!['])\n\n\n# Parse version.py\nkymatio_version_spec = importlib.util.spec_from_file_location(\n    'kymatio_version', 'kymatio/version.py')\nkymatio_version_module = importlib.util.module_from_spec(kymatio_version_spec)\nkymatio_version_spec.loader.exec_module(kymatio_version_module)\nVERSION = kymatio_version_module.version\n\n\n# Parse requirements.txt\nwith open('requirements.txt', 'r') as f:\n    REQUIREMENTS = f.read().split('\\n')\n\n\nsetup_info = dict(\n    # Metadata\n    name=DISTNAME,\n    version=VERSION,\n    author=('Edouard Oyallon, Eugene Belilovsky, Sergey Zagoruyko, '\n            'Michael Eickenberg, Mathieu Andreux, Georgios Exarchakis, '\n            'Louis Thiry, Vincent Lostanlen, Joakim And\u00e9n, '\n            'Tom\u00e1s Angles, Gabriel Huang, Roberto Leonarduzzi'),\n    author_email=('edouard.oyallon@centralesupelec.fr, belilove@iro.umontreal.ca, '\n                  'sergey.zagoruyko@inria.fr, michael.eickenberg@berkeley.edu, '\n                  'mathieu.andreux@ens.fr, georgios.exarchakis@ens.fr, '\n                  'louis.thiry@ens.fr, vincent.lostanlen@nyu.edu, janden@flatironinstitute.org, '\n                  'tomas.angles@ens.fr, gabriel.huang@umontreal.ca, roberto.leonarduzzi@ens.fr'),\n    url=URL,\n    download_url='https://github.com/kymatio/kymatio/releases',\n    project_urls={\n        'Documentation': 'https://www.kymat.io/codereference.html',\n        'Source': 'https://github.com/kymatio/kymatio/',\n        'Tracker': 'https://github.com/kymatio/kymatio/issues',\n        'Authors': 'https://github.com/kymatio/kymatio/blob/master/AUTHORS.md'\n    },\n    classifiers=['Intended Audience :: Education',\n                 'Intended Audience :: Science/Research',\n                 'License :: OSI Approved :: BSD License',\n                 'Natural Language :: English',\n                 'Operating System :: MacOS',\n                 'Operating System :: POSIX :: Linux',\n                 'Programming Language :: Python :: 3.5',\n                 'Programming Language :: Python :: 3.6',\n                 'Programming Language :: Python :: 3.7',\n                 'Programming Language :: Python :: 3.8',\n                 'Topic :: Multimedia :: Graphics :: 3D Modeling',\n                 'Topic :: Multimedia :: Sound/Audio :: Analysis',\n                 'Topic :: Scientific/Engineering :: Artificial Intelligence',\n                 'Topic :: Scientific/Engineering :: Chemistry',\n                 'Topic :: Scientific/Engineering :: Image Recognition',\n                 'Topic :: Scientific/Engineering :: Information Analysis',\n                 'Topic :: Scientific/Engineering :: Mathematics',\n                 'Topic :: Scientific/Engineering :: Physics',\n                 'Topic :: Software Development :: Libraries :: Python Modules',\n                 ],\n    description=DESCRIPTION,\n    long_description=LONG_DESCRIPTION,\n    long_description_content_type='text/markdown',\n    python_requires='>=3.5',\n    license=LICENSE,\n    packages=find_packages(exclude=('test',)),\n    install_requires=REQUIREMENTS,\n    zip_safe=True,\n)\n\nsetup(**setup_info)\n", "path": "setup.py"}], "after_files": [{"content": "#!/usr/bin/env python\n# -*- coding: utf-8 -*-\n\nimport csv\nimport importlib\nimport os\nimport shutil\nimport sys\nfrom setuptools import setup, find_packages\n\n# Constants\nDISTNAME = 'kymatio'\nDESCRIPTION = 'Wavelet scattering transforms in Python with GPU acceleration'\nURL = 'https://www.kymat.io'\nLICENSE = 'BSD-3-Clause'\n\n\n# Parse description\nwith open('README.md', encoding='utf8') as f:\n    README = f.read().split('\\n')\n    LONG_DESCRIPTION = '\\n'.join([x for x in README if not x[:3]=='[!['])\n\n\n# Parse version.py\nkymatio_version_spec = importlib.util.spec_from_file_location(\n    'kymatio_version', 'kymatio/version.py')\nkymatio_version_module = importlib.util.module_from_spec(kymatio_version_spec)\nkymatio_version_spec.loader.exec_module(kymatio_version_module)\nVERSION = kymatio_version_module.version\n\n\n# Parse requirements.txt\nwith open('requirements.txt', 'r') as f:\n    REQUIREMENTS = f.read().split('\\n')\n\n\nsetup_info = dict(\n    # Metadata\n    name=DISTNAME,\n    version=VERSION,\n    author=('Edouard Oyallon, Eugene Belilovsky, Sergey Zagoruyko, '\n            'Michael Eickenberg, Mathieu Andreux, Georgios Exarchakis, '\n            'Louis Thiry, Vincent Lostanlen, Joakim And\u00e9n, '\n            'Tom\u00e1s Angles, Gabriel Huang, Roberto Leonarduzzi'),\n    author_email=('edouard.oyallon@centralesupelec.fr, belilove@iro.umontreal.ca, '\n                  'sergey.zagoruyko@inria.fr, michael.eickenberg@berkeley.edu, '\n                  'mathieu.andreux@ens.fr, georgios.exarchakis@ens.fr, '\n                  'louis.thiry@ens.fr, vincent.lostanlen@nyu.edu, janden@flatironinstitute.org, '\n                  'tomas.angles@ens.fr, gabriel.huang@umontreal.ca, roberto.leonarduzzi@ens.fr'),\n    url=URL,\n    download_url='https://github.com/kymatio/kymatio/releases',\n    project_urls={\n        'Documentation': 'https://www.kymat.io/codereference.html',\n        'Source': 'https://github.com/kymatio/kymatio/',\n        'Tracker': 'https://github.com/kymatio/kymatio/issues',\n        'Authors': 'https://github.com/kymatio/kymatio/blob/master/AUTHORS.md'\n    },\n    classifiers=['Intended Audience :: Education',\n                 'Intended Audience :: Science/Research',\n                 'License :: OSI Approved :: BSD License',\n                 'Natural Language :: English',\n                 'Operating System :: MacOS',\n                 'Operating System :: POSIX :: Linux',\n                 'Programming Language :: Python :: 3.5',\n                 'Programming Language :: Python :: 3.6',\n                 'Programming Language :: Python :: 3.7',\n                 'Programming Language :: Python :: 3.8',\n                 'Topic :: Multimedia :: Graphics :: 3D Modeling',\n                 'Topic :: Multimedia :: Sound/Audio :: Analysis',\n                 'Topic :: Scientific/Engineering :: Artificial Intelligence',\n                 'Topic :: Scientific/Engineering :: Chemistry',\n                 'Topic :: Scientific/Engineering :: Image Recognition',\n                 'Topic :: Scientific/Engineering :: Information Analysis',\n                 'Topic :: Scientific/Engineering :: Mathematics',\n                 'Topic :: Scientific/Engineering :: Physics',\n                 'Topic :: Software Development :: Libraries :: Python Modules',\n                 ],\n    description=DESCRIPTION,\n    long_description=LONG_DESCRIPTION,\n    long_description_content_type='text/markdown',\n    python_requires='>=3.5',\n    license=LICENSE,\n    packages=find_packages(exclude=('test',)),\n    install_requires=REQUIREMENTS,\n    zip_safe=True,\n)\n\nsetup(**setup_info)\n", "path": "setup.py"}]}