Windows 10でQuiverのインストールに失敗する場合の対応方法をご紹介します。
目次
条件
- Windows 10 64bit
Quiverとは？
畳み込みニューラルネットワークの特徴をインタラクティブな方法で可視化することが出来るソフトです。
詳細は以下のサイトをご確認ください。
https://github.com/keplr-io/quiver
インストール失敗
インストール実行
以下のコマンドでインストールを行いますが、現時点（2019/6/21）で失敗するようです。
> pip install quiver_engine
エラーログ
以下のようなログが出力されます。
よくわからない感じです。
Collecting quiver_engine
Downloading https://files.pythonhosted.org/packages/57/9a/90f21cf6c092bf6e72dad3e5725c6a0f2fae34a069ce6ad56a00dc1de68e/quiver_engine-0.1.4.1.4.tar.gz (398kB)
Requirement already satisfied: keras in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from quiver_engine) (2.2.4)
Requirement already satisfied: tensorflow in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from quiver_engine) (1.13.1)
Collecting flask (from quiver_engine)
Downloading https://files.pythonhosted.org/packages/9a/74/670ae9737d14114753b8c8fdf2e8bd212a05d3b361ab15b44937dfd40985/Flask-1.0.3-py2.py3-none-any.whl (92kB)
Collecting flask_cors (from quiver_engine)
Downloading https://files.pythonhosted.org/packages/78/38/e68b11daa5d613e3a91e4bf3da76c94ac9ee0d9cd515af9c1ab80d36f709/Flask_Cors-3.0.8-py2.py3-none-any.whl
Collecting gevent (from quiver_engine)
Downloading https://files.pythonhosted.org/packages/8a/dd/417aad4e69fa7f8882534b778c46cb28eb0421ffa1e924ec3b4efcfcc81f/gevent-1.4.0-cp37-cp37m-win_amd64.whl (3.0MB)
Requirement already satisfied: numpy in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from quiver_engine) (1.16.4)
Collecting pillow (from quiver_engine)
Downloading https://files.pythonhosted.org/packages/40/f2/a424d4d5dd6aa8c26636969decbb3da1c01286d344e71429b1d648bccb64/Pillow-6.0.0-cp37-cp37m-win_amd64.whl (2.0MB)
Requirement already satisfied: scipy>=0.14 in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from keras->quiver_engine) (1.3.0)
Requirement already satisfied: keras-applications>=1.0.6 in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from keras->quiver_engine) (1.0.8)
Requirement already satisfied: keras-preprocessing>=1.0.5 in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from keras->quiver_engine) (1.1.0)
Requirement already satisfied: pyyaml in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from keras->quiver_engine) (5.1.1)
Requirement already satisfied: six>=1.9.0 in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from keras->quiver_engine) (1.12.0)
Requirement already satisfied: h5py in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from keras->quiver_engine) (2.9.0)
Requirement already satisfied: absl-py>=0.1.6 in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from tensorflow->quiver_engine) (0.7.1)
Requirement already satisfied: tensorflow-estimator<1.14.0rc0,>=1.13.0 in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from tensorflow->quiver_engine) (1.13.0)
Requirement already satisfied: astor>=0.6.0 in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from tensorflow->quiver_engine) (0.8.0)
Requirement already satisfied: gast>=0.2.0 in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from tensorflow->quiver_engine) (0.2.2)
Requirement already satisfied: protobuf>=3.6.1 in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from tensorflow->quiver_engine) (3.8.0)
Requirement already satisfied: grpcio>=1.8.6 in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from tensorflow->quiver_engine) (1.21.1)
Requirement already satisfied: wheel>=0.26 in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from tensorflow->quiver_engine) (0.33.4)
Requirement already satisfied: tensorboard<1.14.0,>=1.13.0 in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from tensorflow->quiver_engine) (1.13.1)
Requirement already satisfied: termcolor>=1.1.0 in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from tensorflow->quiver_engine) (1.1.0)
Collecting click>=5.1 (from flask->quiver_engine)
Using cached https://files.pythonhosted.org/packages/fa/37/45185cb5abbc30d7257104c434fe0b07e5a195a6847506c074527aa599ec/Click-7.0-py2.py3-none-any.whl
Collecting Jinja2>=2.10 (from flask->quiver_engine)
Downloading https://files.pythonhosted.org/packages/1d/e7/fd8b501e7a6dfe492a433deb7b9d833d39ca74916fa8bc63dd1a4947a671/Jinja2-2.10.1-py2.py3-none-any.whl (124kB)
Collecting itsdangerous>=0.24 (from flask->quiver_engine)
Downloading https://files.pythonhosted.org/packages/76/ae/44b03b253d6fade317f32c24d100b3b35c2239807046a4c953c7b89fa49e/itsdangerous-1.1.0-py2.py3-none-any.whl
Requirement already satisfied: Werkzeug>=0.14 in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from flask->quiver_engine) (0.15.4)
Collecting greenlet>=0.4.14; platform_python_implementation == "CPython" (from gevent->quiver_engine)
Downloading https://files.pythonhosted.org/packages/90/a3/da8593df08ee2efeb86ccf3201508a1fd2a3749e2735b7cadb7dd00416c6/greenlet-0.4.15-cp37-cp37m-win_amd64.whl
Collecting cffi>=1.11.5; sys_platform == "win32" and platform_python_implementation == "CPython" (from gevent->quiver_engine)
Downloading https://files.pythonhosted.org/packages/2f/ad/9722b7752fdd88c858be57b47f41d1049b5fb0ab79caf0ab11407945c1a7/cffi-1.12.3-cp37-cp37m-win_amd64.whl (171kB)
Requirement already satisfied: mock>=2.0.0 in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from tensorflow-estimator<1.14.0rc0,>=1.13.0->tensorflow->quiver_engine) (3.0.5)
Requirement already satisfied: setuptools in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from protobuf>=3.6.1->tensorflow->quiver_engine) (41.0.1)
Requirement already satisfied: markdown>=2.6.8 in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from tensorboard<1.14.0,>=1.13.0->tensorflow->quiver_engine) (3.1.1)
Collecting MarkupSafe>=0.23 (from Jinja2>=2.10->flask->quiver_engine)
Using cached https://files.pythonhosted.org/packages/65/c6/2399700d236d1dd681af8aebff1725558cddfd6e43d7a5184a675f4711f5/MarkupSafe-1.1.1-cp37-cp37m-win_amd64.whl
Collecting pycparser (from cffi>=1.11.5; sys_platform == "win32" and platform_python_implementation == "CPython"->gevent->quiver_engine)
Using cached https://files.pythonhosted.org/packages/68/9e/49196946aee219aead1290e00d1e7fdeab8567783e83e1b9ab5585e6206a/pycparser-2.19.tar.gz
Building wheels for collected packages: quiver-engine, pycparser
Building wheel for quiver-engine (setup.py): started
Building wheel for quiver-engine (setup.py): finished with status 'error'
Running setup.py clean for quiver-engine
Building wheel for pycparser (setup.py): started
Building wheel for pycparser (setup.py): finished with status 'done'
Stored in directory: C:\Users\user\AppData\Local\pip\Cache\wheels\f2\9a\90\de94f8556265ddc9d9c8b271b0f63e57b26fb1d67a45564511
Successfully built pycparser
Failed to build quiver-engine
Installing collected packages: click, MarkupSafe, Jinja2, itsdangerous, flask, flask-cors, greenlet, pycparser, cffi, gevent, pillow, quiver-engine
Running setup.py install for quiver-engine: started
Running setup.py install for quiver-engine: finished with status 'error'
ERROR: Complete output from command 'C:\Users\user\AppData\Local\Programs\Python\Python37\python.exe' -u -c 'import setuptools, tokenize;__file__='"'"'C:\\Users\\user\\AppData\\Local\\Temp\\pycharm-packaging\\quiver-engine\\setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(__file__);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' bdist_wheel -d 'C:\Users\user\AppData\Local\Temp\pip-wheel-cry_3y4a' --python-tag cp37:
ERROR: running bdist_wheel
running build
running build_py
creating build
creating build\lib
creating build\lib\quiver_engine
copying quiver_engine\imagenet_utils.py -> build\lib\quiver_engine
copying quiver_engine\layer_result_generators.py -> build\lib\quiver_engine
copying quiver_engine\server.py -> build\lib\quiver_engine
copying quiver_engine\util.py -> build\lib\quiver_engine
copying quiver_engine\__init__.py -> build\lib\quiver_engine
running egg_info
writing quiver_engine.egg-info\PKG-INFO
writing dependency_links to quiver_engine.egg-info\dependency_links.txt
writing requirements to quiver_engine.egg-info\requires.txt
writing top-level names to quiver_engine.egg-info\top_level.txt
reading manifest file 'quiver_engine.egg-info\SOURCES.txt'
reading manifest template 'MANIFEST.in'
writing manifest file 'quiver_engine.egg-info\SOURCES.txt'
Traceback (most recent call last):
File "<string>", line 1, in <module>
File "C:\Users\user\AppData\Local\Temp\pycharm-packaging\quiver-engine\setup.py", line 21, in <module>
'pillow'
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\site-packages\setuptools\__init__.py", line 145, in setup
return distutils.core.setup(**attrs)
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\distutils\core.py", line 148, in setup
dist.run_commands()
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\distutils\dist.py", line 966, in run_commands
self.run_command(cmd)
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\distutils\dist.py", line 985, in run_command
cmd_obj.run()
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\site-packages\wheel\bdist_wheel.py", line 192, in run
self.run_command('build')
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\distutils\cmd.py", line 313, in run_command
self.distribution.run_command(command)
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\distutils\dist.py", line 985, in run_command
cmd_obj.run()
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\distutils\command\build.py", line 135, in run
self.run_command(cmd_name)
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\distutils\cmd.py", line 313, in run_command
self.distribution.run_command(command)
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\distutils\dist.py", line 985, in run_command
cmd_obj.run()
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\site-packages\setuptools\command\build_py.py", line 53, in run
self.build_package_data()
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\site-packages\setuptools\command\build_py.py", line 118, in build_package_data
for package, src_dir, build_dir, filenames in self.data_files:
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\site-packages\setuptools\command\build_py.py", line 66, in __getattr__
self.data_files = self._get_data_files()
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\site-packages\setuptools\command\build_py.py", line 83, in _get_data_files
return list(map(self._get_pkg_data_files, self.packages or ()))
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\site-packages\setuptools\command\build_py.py", line 95, in _get_pkg_data_files
for file in self.find_data_files(package, src_dir)
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\site-packages\setuptools\command\build_py.py", line 114, in find_data_files
return self.exclude_data_files(package, src_dir, files)
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\site-packages\setuptools\command\build_py.py", line 198, in exclude_data_files
files = list(files)
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\site-packages\setuptools\command\build_py.py", line 234, in <genexpr>
for pattern in raw_patterns
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\distutils\util.py", line 110, in convert_path
raise ValueError("path '%s' cannot be absolute" % pathname)
ValueError: path '/' cannot be absolute
----------------------------------------
ERROR: Failed building wheel for quiver-engine
ERROR: Complete output from command 'C:\Users\user\AppData\Local\Programs\Python\Python37\python.exe' -u -c 'import setuptools, tokenize;__file__='"'"'C:\\Users\\user\\AppData\\Local\\Temp\\pycharm-packaging\\quiver-engine\\setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(__file__);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' install --record 'C:\Users\user\AppData\Local\Temp\pip-record-jyz9exys\install-record.txt' --single-version-externally-managed --compile:
ERROR: running install
running build
running build_py
creating build
creating build\lib
creating build\lib\quiver_engine
copying quiver_engine\imagenet_utils.py -> build\lib\quiver_engine
copying quiver_engine\layer_result_generators.py -> build\lib\quiver_engine
copying quiver_engine\server.py -> build\lib\quiver_engine
copying quiver_engine\util.py -> build\lib\quiver_engine
copying quiver_engine\__init__.py -> build\lib\quiver_engine
running egg_info
writing quiver_engine.egg-info\PKG-INFO
writing dependency_links to quiver_engine.egg-info\dependency_links.txt
writing requirements to quiver_engine.egg-info\requires.txt
writing top-level names to quiver_engine.egg-info\top_level.txt
reading manifest file 'quiver_engine.egg-info\SOURCES.txt'
reading manifest template 'MANIFEST.in'
writing manifest file 'quiver_engine.egg-info\SOURCES.txt'
Traceback (most recent call last):
File "<string>", line 1, in <module>
File "C:\Users\user\AppData\Local\Temp\pycharm-packaging\quiver-engine\setup.py", line 21, in <module>
'pillow'
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\site-packages\setuptools\__init__.py", line 145, in setup
return distutils.core.setup(**attrs)
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\distutils\core.py", line 148, in setup
dist.run_commands()
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\distutils\dist.py", line 966, in run_commands
self.run_command(cmd)
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\distutils\dist.py", line 985, in run_command
cmd_obj.run()
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\site-packages\setuptools\command\install.py", line 61, in run
return orig.install.run(self)
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\distutils\command\install.py", line 545, in run
self.run_command('build')
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\distutils\cmd.py", line 313, in run_command
self.distribution.run_command(command)
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\distutils\dist.py", line 985, in run_command
cmd_obj.run()
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\distutils\command\build.py", line 135, in run
self.run_command(cmd_name)
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\distutils\cmd.py", line 313, in run_command
self.distribution.run_command(command)
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\distutils\dist.py", line 985, in run_command
cmd_obj.run()
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\site-packages\setuptools\command\build_py.py", line 53, in run
self.build_package_data()
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\site-packages\setuptools\command\build_py.py", line 118, in build_package_data
for package, src_dir, build_dir, filenames in self.data_files:
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\site-packages\setuptools\command\build_py.py", line 66, in __getattr__
self.data_files = self._get_data_files()
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\site-packages\setuptools\command\build_py.py", line 83, in _get_data_files
return list(map(self._get_pkg_data_files, self.packages or ()))
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\site-packages\setuptools\command\build_py.py", line 95, in _get_pkg_data_files
for file in self.find_data_files(package, src_dir)
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\site-packages\setuptools\command\build_py.py", line 114, in find_data_files
return self.exclude_data_files(package, src_dir, files)
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\site-packages\setuptools\command\build_py.py", line 198, in exclude_data_files
files = list(files)
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\site-packages\setuptools\command\build_py.py", line 234, in <genexpr>
for pattern in raw_patterns
File "C:\Users\user\AppData\Local\Programs\Python\Python37\lib\distutils\util.py", line 110, in convert_path
raise ValueError("path '%s' cannot be absolute" % pathname)
ValueError: path '/' cannot be absolute
----------------------------------------
ERROR: Command "'C:\Users\user\AppData\Local\Programs\Python\Python37\python.exe' -u -c 'import setuptools, tokenize;__file__='"'"'C:\\Users\\user\\AppData\\Local\\Temp\\pycharm-packaging\\quiver-engine\\setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(__file__);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' install --record 'C:\Users\user\AppData\Local\Temp\pip-record-jyz9exys\install-record.txt' --single-version-externally-managed --compile" failed with error code 1 in C:\Users\user\AppData\Local\Temp\pycharm-packaging\quiver-engine\
対応方法
インストール実行
以下のコマンドで最新版をインストールします。
> pip install git+git://github.com/keplr-io/quiver.git
実行ログ
以下はインストール成功のログです。
>pip install git+git://github.com/keplr-io/quiver.git Collecting git+git://github.com/keplr-io/quiver.git Cloning git://github.com/keplr-io/quiver.git to c:\users\user\appdata\local\temp\pip-req-build-t8hx_59x Running command git clone -q git://github.com/keplr-io/quiver.git 'C:\Users\user\AppData\Local\Temp\pip-req-build-t8hx_59x' Requirement already satisfied: keras in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from quiver-engine==0.1.4.1.5) (2.2.4) Requirement already satisfied: flask in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from quiver-engine==0.1.4.1.5) (1.0.3) Requirement already satisfied: flask_cors in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from quiver-engine==0.1.4.1.5) (3.0.8) Requirement already satisfied: gevent in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from quiver-engine==0.1.4.1.5) (1.4.0) Requirement already satisfied: numpy in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from quiver-engine==0.1.4.1.5) (1.16.4) Requirement already satisfied: pillow in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from quiver-engine==0.1.4.1.5) (6.0.0) Requirement already satisfied: scipy>=0.14 in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from keras->quiver-engine==0.1.4.1.5) (1.3.0) Requirement already satisfied: h5py in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from keras->quiver-engine==0.1.4.1.5) (2.9.0) Requirement already satisfied: six>=1.9.0 in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from keras->quiver-engine==0.1.4.1.5) (1.12.0) Requirement already satisfied: keras-preprocessing>=1.0.5 in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from keras->quiver-engine==0.1.4.1.5) (1.1.0) Requirement already satisfied: pyyaml in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from keras->quiver-engine==0.1.4.1.5) (5.1.1) Requirement already satisfied: keras-applications>=1.0.6 in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from keras->quiver-engine==0.1.4.1.5) (1.0.8) Requirement already satisfied: Jinja2>=2.10 in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from flask->quiver-engine==0.1.4.1.5) (2.10.1) Requirement already satisfied: itsdangerous>=0.24 in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from flask->quiver-engine==0.1.4.1.5) (1.1.0) Requirement already satisfied: Werkzeug>=0.14 in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from flask->quiver-engine==0.1.4.1.5) (0.15.4) Requirement already satisfied: click>=5.1 in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from flask->quiver-engine==0.1.4.1.5) (7.0) Requirement already satisfied: cffi>=1.11.5; sys_platform == "win32" and platform_python_implementation == "CPython" in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from gevent->quiver-engine==0.1.4.1.5) (1.12.3) Requirement already satisfied: greenlet>=0.4.14; platform_python_implementation == "CPython" in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from gevent->quiver-engine==0.1.4.1.5) (0.4.15) Requirement already satisfied: MarkupSafe>=0.23 in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (from Jinja2>=2.10->flask->quiver-engine==0.1.4.1.5) (1.1.1) Requirement already satisfied: pycparser in c:\users\user\appdata\local\programs\python\python37\lib\site-packages (fromcffi>=1.11.5; sys_platform == "win32" and platform_python_implementation == "CPython"->gevent->quiver-engine==0.1.4.1.5) (2. 19) Building wheels for collected packages: quiver-engine Building wheel for quiver-engine (setup.py) ... done Stored in directory: C:\Users\user\AppData\Local\Temp\pip-ephem-wheel-cache-fpfg99ju\wheels\f8\3d\8c\01767f90bbdb04d278ca603ff5411b06a8778421a7bd01c720 Successfully built quiver-engine Installing collected packages: quiver-engine Successfully installed quiver-engine-0.1.4.1.5
参考
GitHub：Quiver
https://github.com/keplr-io/quiver
GitHub：Error when installing on Windows 10 with Anaconda3
https://github.com/keplr-io/quiver/issues/32
直感 Deep Learning ―Python×Kerasでアイデアを形にするレシピ
