TensorFlow¶
Below is the list of python packages already installed with the Tensorflow environments. Don't worry if the package you are looking for is missing, you can easily install extra-dependencies by following this guide.
Important
Installing a different TensorFlow
version from the one provided by the environment can break the existing environment and cause reproducibility issue. Be careful!
Warning
Some packages may have different version according to the machine selected.
TensorFlow-2.2¶
Nvidia Setup:
Machine | Nvidia CUDA | Nvidia CuDNN |
---|---|---|
GPU | Cuda v10.2.89 | CuDNN 7.6.5 |
GPU2 | Cuda v10.2.89 | CuDNN 7.6.5 |
Python packages:
absl-py==0.9.0 annoy==1.16.3 appdirs==1.4.4 args==0.1.0 astunparse==1.6.3 atari-py==0.2.6 attrs==19.3.0 backcall==0.1.0 bleach==3.1.5 blis==0.4.1 box2d-py==2.3.8 cachetools==4.1.0 catalogue==1.0.0 certifi==2020.4.5.1 chardet==3.0.4 click==6.7 clint==0.5.1 cloudpickle==1.3.0 cupy==7.4.0 cupy-cuda102==7.4.0 cycler==0.10.0 cymem==2.0.3 Cython==0.29.17 cytoolz==0.10.1 decorator==4.4.2 defusedxml==0.6.0 distlib==0.3.0 dlib==19.19.0 entrypoints==0.3 fastrlock==0.4 (GPU machines) filelock==3.0.12 Flask==1.1.2 floyd-cli==0.11.17 funcsigs==1.0.2 future==0.18.2 gast==0.3.3 google-auth==1.14.3 google-auth-oauthlib==0.4.1 google-pasta==0.2.0 grpcio==1.28.1 gym==0.17.2 gym-retro==0.8.0 h5py==2.10.0 idna==2.9 imagecodecs==2020.2.18 imageio==2.8.0 importlib-metadata==1.6.0 incremental==17.5.0 ipykernel==5.2.1 ipython==7.14.0 ipython-genutils==0.2.0 ipywidgets==7.5.1 itsdangerous==1.1.0 jedi==0.17.0 jellyfish==0.7.2 Jinja2==2.11.2 joblib==0.14.1 json5==0.9.4 jsonschema==3.2.0 jupyter==1.0.0 jupyter-client==6.1.3 jupyter-console==6.1.0 jupyter-core==4.6.3 jupyterlab==2.1.2 jupyterlab-server==1.1.3 kaggle==1.5.6 Keras @ git+git://github.com/fchollet/keras.git@f295e8ee39d4ba841ac281a9337d69c7bc5e0eb6 Keras-Applications==1.0.8 Keras-Preprocessing==1.1.0 kiwisolver==1.2.0 Markdown==3.2.2 MarkupSafe==1.1.1 marshmallow==2.21.0 matplotlib==3.2.1 menpo==0.10.0 mistune==0.8.4 mock==4.0.2 mpmath==1.1.0 murmurhash==1.0.2 nbconvert==5.6.1 nbformat==5.0.6 networkx==2.4 nltk==3.5 notebook==6.0.3 numpy==1.18.4 oauthlib==3.1.0 opencv-contrib-python==4.2.0.34 opencv-python==4.2.0.34 opt-einsum==3.2.1 packaging==20.3 pandas==1.0.3 pandocfilters==1.4.2 parso==0.7.0 path==13.1.0 path.py==12.4.0 pathlib2==2.3.5 pbr==5.4.5 pexpect==4.8.0 pickleshare==0.7.5 Pillow==7.1.2 plac==1.1.3 plotly==4.7.1 pooch==1.1.0 preshed==3.0.2 prometheus-client==0.7.1 prompt-toolkit==3.0.5 protobuf==3.11.3 ptyprocess==0.6.0 pyasn1==0.4.8 pyasn1-modules==0.2.8 pydot==1.4.1 pyemd==0.5.1 pyglet==1.5.0 Pygments==2.6.1 pynvrtc==9.2 PyOpenGL==3.1.5 PyOpenGL-accelerate==3.1.5 pyparsing==2.4.7 Pyphen==0.9.5 pyrsistent==0.16.0 python-dateutil==2.8.1 python-slugify==4.0.0 pytz==2020.1 PyWavelets==1.1.1 PyYAML==5.3.1 pyzmq==19.0.1 qtconsole==4.7.3 QtPy==1.9.0 raven==6.10.0 regex==2020.5.7 requests==2.23.0 requests-oauthlib==1.3.0 requests-toolbelt==0.9.1 retrowrapper==0.3.0 retrying==1.3.3 rsa==4.0 scikit-image==0.17.1 scikit-learn==0.22.2.post1 scipy==1.4.1 seaborn==0.10.1 Send2Trash==1.5.0 six==1.14.0 sklearn==0.0 spacy==2.2.4 srsly==2.0.1 sympy==1.5.1 tabulate==0.8.7 tensorboard==2.2.1 tensorboard-plugin-wit==1.6.0.post3 tensorflow @ file:///tmp/pip/tensorflow-2.2.0-cp37-cp37m-linux_x86_64.whl tensorflow-estimator==2.2.0 termcolor==1.1.0 terminado==0.8.3 testpath==0.4.4 text-unidecode==1.3 textacy==0.10.0 thinc==7.4.0 tifffile==2020.5.7 toolz==0.10.0 tornado==6.0.4 tqdm==4.46.0 traitlets==4.3.3 urllib3==1.24.3 uWSGI==2.0.18 virtualenv==20.0.20 wasabi==0.6.0 wcwidth==0.1.9 webencodings==0.5.1 Werkzeug==1.0.1 widgetsnbextension==3.5.1 wrapt==1.12.1 xgboost==1.0.2 zipp==3.1.0 zmq==0.0.0
TensorFlow-2.1¶
Nvidia Setup:
Machine | Nvidia CUDA | Nvidia CuDNN |
---|---|---|
GPU | Cuda v10.0.130 | CuDNN 7.6.3 |
GPU2 | Cuda v10.0.130 | CuDNN 7.6.3 |
Python packages:
absl-py==0.9.0 annoy==1.16.2 args==0.1.0 astor==0.8.1 atari-py==0.2.6 attrs==19.3.0 backcall==0.1.0 bleach==3.1.0 blis==0.4.1 box2d-py==2.3.8 cachetools==3.1.1 catalogue==0.0.8 certifi==2019.11.28 cffi==1.13.2 (GPU machines) chardet==3.0.4 click==6.7 clint==0.5.1 cloudpickle==1.2.2 cudf-cuda100==0.6.1 (GPU machines) cuml-cuda100==0.6.1 (GPU machines) cupy==7.0.0 (GPU machines) cupy-cuda100==7.0.0 (GPU machines) cycler==0.10.0 cymem==2.0.3 Cython==0.29.14 cytoolz==0.10.1 decorator==4.4.1 defusedxml==0.6.0 dlib==19.18.0 entrypoints==0.3 fastrlock==0.4 (GPU machines) Flask==1.1.1 floyd-cli==0.11.17 funcsigs==1.0.2 future==0.18.2 gast==0.2.2 google-auth==1.10.1 google-auth-oauthlib==0.4.1 google-pasta==0.1.8 grpcio==1.26.0 gym==0.15.4 gym-retro==0.7.0 h5py==2.10.0 idna==2.8 imageio==2.6.1 importlib-metadata==1.2.0 incremental==17.5.0 ipykernel==5.1.3 ipython==7.10.1 ipython-genutils==0.2.0 ipywidgets==7.5.1 itsdangerous==1.1.0 jedi==0.15.1 jellyfish==0.7.2 Jinja2==2.10.3 joblib==0.14.0 json5==0.8.5 jsonschema==3.2.0 jupyter==1.0.0 jupyter-client==5.3.4 jupyter-console==6.0.0 jupyter-core==4.6.1 jupyterlab==1.2.3 jupyterlab-server==1.0.6 kaggle==1.5.6 Keras==2.3.1 Keras-Applications==1.0.8 Keras-Preprocessing==1.1.0 kiwisolver==1.1.0 llvmlite==0.30.0 (GPU machines) Markdown==3.1.1 MarkupSafe==1.1.1 marshmallow==2.20.5 matplotlib==3.1.2 menpo==0.9.2 mistune==0.8.4 mock==3.0.5 more-itertools==8.0.0 mpmath==1.1.0 murmurhash==1.0.2 nbconvert==5.6.1 nbformat==4.4.0 networkx==2.4 nltk==3.4.5 notebook==6.0.3 numba==0.41.0 (GPU machines) numpy==1.17.4 nvstrings-cuda100==0.3.0.post1 (GPU machines) oauthlib==3.1.0 opencv-contrib-python==3.4.0.12 opencv-python==4.1.2.30 opt-einsum==3.1.0 pandas==0.25.3 pandocfilters==1.4.2 parso==0.5.1 path==13.1.0 path.py==12.4.0 pathlib2==2.3.5 pbr==5.4.4 pexpect==4.7.0 pickleshare==0.7.5 Pillow==6.2.1 plac==1.1.3 plotly==4.3.0 preshed==3.0.2 prometheus-client==0.7.1 prompt-toolkit==2.0.10 protobuf==3.11.2 ptyprocess==0.6.0 pyarrow==0.12.1 (GPU machines) pyasn1==0.4.8 pyasn1-modules==0.2.8 pycparser==2.19 (GPU machines) pydot==1.4.1 pyemd==0.5.1 pyglet==1.3.2 Pygments==2.5.2 pynvrtc==9.2 PyOpenGL==3.1.4 PyOpenGL-accelerate==3.1.4 pyparsing==2.4.5 Pyphen==0.9.5 pyrsistent==0.15.6 python-dateutil==2.8.1 python-slugify==4.0.0 pytz==2019.3 PyWavelets==1.1.1 PyYAML==5.2 pyzmq==18.1.1 qtconsole==4.6.0 raven==6.10.0 requests==2.22.0 requests-oauthlib==1.3.0 requests-toolbelt==0.9.1 retrowrapper==0.3.0 retrying==1.3.3 rsa==4.0 scikit-image==0.16.2 scikit-learn==0.22 scikit-umfpack==0.3.2 scipy==1.4.1 seaborn==0.9.0 Send2Trash==1.5.0 six==1.13.0 sklearn==0.0 spacy==2.2.3 srsly==0.2.0 sympy==1.4 tabulate==0.8.6 tensorboard==2.1.0 tensorflow==2.1.0 tensorflow-estimator==2.1.0 termcolor==1.1.0 terminado==0.8.3 testpath==0.4.4 text-unidecode==1.3 textacy==0.9.1 thinc==7.3.1 toolz==0.10.0 tornado==6.0.3 tqdm==4.40.0 traitlets==4.3.3 urllib3==1.24.3 uWSGI==2.0.18 virtualenv==16.7.8 wasabi==0.4.2 wcwidth==0.1.7 webencodings==0.5.1 Werkzeug==0.16.0 widgetsnbextension==3.5.1 wrapt==1.11.2 xgboost==0.90 zipp==0.6.0 zmq==0.0.0
TensorFlow-2.0¶
Nvidia Setup:
Machine | Nvidia CUDA | Nvidia CuDNN |
---|---|---|
GPU | Cuda v10.0.130 | CuDNN 7.6.3 |
GPU2 | Cuda v10.0.130 | CuDNN 7.6.3 |
Python packages:
absl-py==0.8.1 annoy==1.16.2 args==0.1.0 astor==0.8.0 atari-py==0.2.6 attrs==19.3.0 backcall==0.1.0 bleach==3.1.0 blis==0.4.1 box2d-py==2.3.8 cachetools==3.1.1 catalogue==0.0.8 certifi==2019.11.28 cffi==1.13.2 (GPU machines) chardet==3.0.4 click==6.7 clint==0.5.1 cloudpickle==1.2.2 cudf-cuda100==0.6.1 (GPU machines) cuml-cuda100==0.6.1 (GPU machines) cupy==7.0.0 (GPU machines) cupy-cuda100==7.0.0 (GPU machines) cycler==0.10.0 cymem==2.0.3 Cython==0.29.14 cytoolz==0.10.1 decorator==4.4.1 defusedxml==0.6.0 dlib==19.18.0 entrypoints==0.3 fastrlock==0.4 (GPU machines) Flask==1.1.1 floyd-cli==0.11.17 funcsigs==1.0.2 future==0.18.2 gast==0.2.2 google-auth==1.7.2 google-auth-oauthlib==0.4.1 google-pasta==0.1.8 grpcio==1.25.0 gym==0.15.4 gym-retro==0.7.0 h5py==2.10.0 idna==2.8 imageio==2.6.1 importlib-metadata==1.2.0 incremental==17.5.0 ipykernel==5.1.3 ipython==7.10.1 ipython-genutils==0.2.0 ipywidgets==7.5.1 itsdangerous==1.1.0 jedi==0.15.1 jellyfish==0.7.2 Jinja2==2.10.3 joblib==0.14.0 json5==0.8.5 jsonschema==3.2.0 jupyter==1.0.0 jupyter-client==5.3.4 jupyter-console==6.0.0 jupyter-core==4.6.1 jupyterlab==1.2.3 jupyterlab-server==1.0.6 kaggle==1.5.6 Keras==2.3.1 Keras-Applications==1.0.8 Keras-Preprocessing==1.1.0 kiwisolver==1.1.0 llvmlite==0.30.0 (GPU machines) Markdown==3.1.1 MarkupSafe==1.1.1 marshmallow==2.20.5 matplotlib==3.1.2 menpo==0.9.2 mistune==0.8.4 mock==3.0.5 more-itertools==8.0.0 mpmath==1.1.0 murmurhash==1.0.2 nbconvert==5.6.1 nbformat==4.4.0 networkx==2.4 nltk==3.4.5 notebook==6.0.3 numba==0.41.0 (GPU machines) numpy==1.17.4 nvstrings-cuda100==0.3.0.post1 (GPU machines) oauthlib==3.1.0 opencv-contrib-python==3.4.0.12 opencv-python==4.1.2.30 opt-einsum==3.1.0 pandas==0.25.3 pandocfilters==1.4.2 parso==0.5.1 path==13.1.0 path.py==12.4.0 pathlib2==2.3.5 pbr==5.4.4 pexpect==4.7.0 pickleshare==0.7.5 Pillow==6.2.1 plac==1.1.3 plotly==4.3.0 preshed==3.0.2 prometheus-client==0.7.1 prompt-toolkit==2.0.10 protobuf==3.11.1 ptyprocess==0.6.0 pyarrow==0.12.1 (GPU machines) pyasn1==0.4.8 pyasn1-modules==0.2.7 pycparser==2.19 (GPU machines) pydot==1.4.1 pyemd==0.5.1 pyglet==1.3.2 Pygments==2.5.2 pynvrtc==9.2 PyOpenGL==3.1.4 PyOpenGL-accelerate==3.1.4 pyparsing==2.4.5 Pyphen==0.9.5 pyrsistent==0.15.6 python-dateutil==2.8.1 python-slugify==4.0.0 pytz==2019.3 PyWavelets==1.1.1 PyYAML==5.2 pyzmq==18.1.1 qtconsole==4.6.0 raven==6.10.0 requests==2.22.0 requests-oauthlib==1.3.0 requests-toolbelt==0.9.1 retrowrapper==0.3.0 retrying==1.3.3 rsa==4.0 scikit-image==0.16.2 scikit-learn==0.22 scikit-umfpack==0.3.2 scipy==1.3.3 seaborn==0.9.0 Send2Trash==1.5.0 six==1.13.0 sklearn==0.0 spacy==2.2.3 srsly==0.2.0 sympy==1.4 tabulate==0.8.6 tensorboard==2.0.2 tensorflow==2.0.0 tensorflow-estimator==2.0.1 termcolor==1.1.0 terminado==0.8.3 testpath==0.4.4 text-unidecode==1.3 textacy==0.9.1 thinc==7.3.1 toolz==0.10.0 tornado==6.0.3 tqdm==4.40.0 traitlets==4.3.3 urllib3==1.24.3 uWSGI==2.0.18 virtualenv==16.7.8 wasabi==0.4.2 wcwidth==0.1.7 webencodings==0.5.1 Werkzeug==0.16.0 widgetsnbextension==3.5.1 wrapt==1.11.2 xgboost==0.90 zipp==0.6.0 zmq==0.0.0
TensorFlow-1.15¶
Nvidia Setup:
Machine | Nvidia CUDA | Nvidia CuDNN |
---|---|---|
GPU | Cuda v10.0.130 | CuDNN 7.6.3 |
GPU2 | Cuda v10.0.130 | CuDNN 7.6.3 |
Python packages:
absl-py==0.8.1 annoy==1.16.2 args==0.1.0 astor==0.8.0 atari-py==0.2.6 attrs==19.3.0 backcall==0.1.0 bleach==3.1.0 blis==0.4.1 box2d-py==2.3.8 cachetools==3.1.1 catalogue==0.0.8 certifi==2019.11.28 cffi==1.13.2 (GPU machines) chardet==3.0.4 click==6.7 clint==0.5.1 cloudpickle==1.2.2 cudf-cuda100==0.6.1 (GPU machines) cuml-cuda100==0.6.1 (GPU machines) cupy==7.0.0 (GPU machines) cupy-cuda100==7.0.0 (GPU machines) cycler==0.10.0 cymem==2.0.3 Cython==0.29.14 cytoolz==0.10.1 decorator==4.4.1 defusedxml==0.6.0 dlib==19.18.0 entrypoints==0.3 fastrlock==0.4 (GPU machines) Flask==1.1.1 floyd-cli==0.11.17 funcsigs==1.0.2 future==0.18.2 gast==0.2.2 google-pasta==0.1.8 grpcio==1.25.0 gym==0.15.4 gym-retro==0.7.0 h5py==2.10.0 idna==2.8 imageio==2.6.1 importlib-metadata==1.2.0 incremental==17.5.0 ipykernel==5.1.3 ipython==7.10.1 ipython-genutils==0.2.0 ipywidgets==7.5.1 itsdangerous==1.1.0 jedi==0.15.1 jellyfish==0.7.2 Jinja2==2.10.3 joblib==0.14.0 json5==0.8.5 jsonschema==3.2.0 jupyter==1.0.0 jupyter-client==5.3.4 jupyter-console==6.0.0 jupyter-core==4.6.1 jupyterlab==1.2.3 jupyterlab-server==1.0.6 kaggle==1.5.6 Keras==2.3.1 Keras-Applications==1.0.8 Keras-Preprocessing==1.1.0 kiwisolver==1.1.0 llvmlite==0.30.0 (GPU machines) Markdown==3.1.1 MarkupSafe==1.1.1 marshmallow==2.20.5 matplotlib==3.1.2 menpo==0.9.2 mistune==0.8.4 mock==3.0.5 more-itertools==8.0.0 mpmath==1.1.0 murmurhash==1.0.2 nbconvert==5.6.1 nbformat==4.4.0 networkx==2.4 nltk==3.4.5 notebook==6.0.3 numba==0.41.0 (GPU machines) numpy==1.17.4 nvstrings-cuda100==0.3.0.post1 (GPU machines) opencv-contrib-python==3.4.0.12 opencv-python==4.1.2.30 opt-einsum==3.1.0 pandas==0.25.3 pandocfilters==1.4.2 parso==0.5.1 path==13.1.0 path.py==12.4.0 pathlib2==2.3.5 pbr==5.4.4 pexpect==4.7.0 pickleshare==0.7.5 Pillow==6.2.1 plac==1.1.3 plotly==4.3.0 preshed==3.0.2 prometheus-client==0.7.1 prompt-toolkit==2.0.10 protobuf==3.11.1 ptyprocess==0.6.0 pyarrow==0.12.1 (GPU machines) pycparser==2.19 (GPU machines) pydot==1.4.1 pyemd==0.5.1 pyglet==1.3.2 Pygments==2.5.2 pynvrtc==9.2 PyOpenGL==3.1.4 PyOpenGL-accelerate==3.1.4 pyparsing==2.4.5 Pyphen==0.9.5 pyrsistent==0.15.6 python-dateutil==2.8.1 python-slugify==4.0.0 pytz==2019.3 PyWavelets==1.1.1 PyYAML==5.2 pyzmq==18.1.1 qtconsole==4.6.0 raven==6.10.0 requests==2.22.0 requests-toolbelt==0.9.1 retrowrapper==0.3.0 retrying==1.3.3 scikit-image==0.16.2 scikit-learn==0.22 scikit-umfpack==0.3.2 scipy==1.3.3 seaborn==0.9.0 Send2Trash==1.5.0 six==1.13.0 sklearn==0.0 spacy==2.2.3 srsly==0.2.0 sympy==1.4 tabulate==0.8.6 tensorboard==1.15.0 tensorflow==1.15.0 tensorflow-estimator==1.15.1 termcolor==1.1.0 terminado==0.8.3 testpath==0.4.4 text-unidecode==1.3 textacy==0.9.1 thinc==7.3.1 toolz==0.10.0 tornado==6.0.3 tqdm==4.40.0 traitlets==4.3.3 urllib3==1.24.3 uWSGI==2.0.18 virtualenv==16.7.8 wasabi==0.4.2 wcwidth==0.1.7 webencodings==0.5.1 Werkzeug==0.16.0 widgetsnbextension==3.5.1 wrapt==1.11.2 xgboost==0.90 zipp==0.6.0 zmq==0.0.0
TensorFlow-1.14¶
Nvidia Setup:
Machine | Nvidia CUDA | Nvidia CuDNN |
---|---|---|
GPU | Cuda v9.2.148 | CuDNN 7.4.1 |
GPU2 | Cuda v9.2.148 | CuDNN 7.4.1 |
Python packages:
absl-py==0.8.0 annoy==1.16.0 args==0.1.0 astor==0.8.0 atari-py==0.2.6 attrs==19.1.0 backcall==0.1.0 bleach==3.0.2 blis==0.2.4 box2d-py==2.3.8 cachetools==3.1.1 certifi==2019.6.16 cffi==1.12.3 (GPU machines) chardet==3.0.4 click==6.7 clint==0.5.1 cloudpickle==1.2.1 (GPU machines) cudf-cuda92==0.6.1 (GPU machines) cuml-cuda92==0.6.1 (GPU machines) cupy==5.1.0 (GPU machines) cupy-cuda92==6.3.0 (GPU machines) cycler==0.10.0 cymem==2.0.2 Cython==0.29.2 cytoolz==0.10.0 decorator==4.3.0 defusedxml==0.5.0 (GPU machines) dlib==19.17.0 entrypoints==0.2.3 fastrlock==0.4 (GPU machines) Flask==1.1.0 floyd-cli==0.11.17 funcsigs==1.0.2 future==0.17.1 gast==0.2.2 google-pasta==0.1.7 grpcio==1.23.0 gym==0.14.0 gym-retro==0.7.0 h5py==2.9.0 idna==2.8 imageio==2.5.0 importlib-metadata==0.8 incremental==17.5.0 ipykernel==5.1.0 ipython==7.2.0 ipython-genutils==0.2.0 ipywidgets==7.4.2 itsdangerous==1.1.0 jedi==0.13.2 jellyfish==0.6.1 Jinja2==2.10.1 joblib==0.13.2 json5==0.8.5 jsonschema==3.0.2 jupyter==1.0.0 jupyter-client==5.2.4 jupyter-console==6.0.0 jupyter-core==4.4.0 jupyterlab==1.0.9 jupyterlab-server==1.0.6 kaggle==1.5.5 Keras==2.2.4 Keras-Applications==1.0.8 Keras-Preprocessing==1.1.0 kiwisolver==1.0.1 llvmlite==0.29.0 (GPU machines) Markdown==3.1.1 MarkupSafe==1.1.0 marshmallow==2.20.2 matplotlib==3.0.2 menpo==0.9.2 mistune==0.8.4 mock==3.0.5 mpmath==1.1.0 murmurhash==1.0.2 nbconvert==5.4.0 nbformat==4.4.0 networkx==2.3 nltk==3.4.5 notebook==5.6.0 numba==0.41.0 (GPU machines) numpy==1.15.4 nvstrings-cuda92==0.3.0.post1 (GPU machines) opencv-contrib-python==3.4.0.12 opencv-python==4.1.0.25 pandas==0.23.4 pandocfilters==1.4.2 parso==0.3.1 path.py==11.5.0 pathlib2==2.3.4 pbr==5.4.2 pexpect==4.6.0 pickleshare==0.7.5 Pillow==5.4.0 plac==0.9.6 plotly==4.1.0 preshed==2.0.1 prometheus-client==0.5.0 prompt-toolkit==2.0.7 protobuf==3.9.1 ptyprocess==0.6.0 pyarrow==0.12.1 (GPU machines) pycparser==2.19 (GPU machines) pydot==1.4.1 pyemd==0.5.1 pyglet==1.3.2 Pygments==2.3.1 pynvrtc==9.2 PyOpenGL==3.1.0 PyOpenGL-accelerate==3.1.0 pyparsing==2.3.0 Pyphen==0.9.5 pyrsistent==0.15.4 python-dateutil==2.7.5 python-slugify==3.0.3 pytz==2018.7 PyWavelets==1.0.3 PyYAML==3.13 pyzmq==17.1.2 qtconsole==4.4.3 raven==6.10.0 requests==2.22.0 requests-toolbelt==0.9.1 retrowrapper==0.3.0 retrying==1.3.3 scikit-image==0.15.0 scikit-learn==0.20.2 scikit-umfpack==0.3.2 scipy==1.2.0 seaborn==0.9.0 Send2Trash==1.5.0 six==1.12.0 sklearn==0.0 spacy==2.1.8 srsly==0.1.0 sympy==1.3 tabulate==0.8.3 tensorboard==1.14.0 tensorflow==1.14.0 tensorflow-estimator==1.14.0 termcolor==1.1.0 terminado==0.8.1 testpath==0.4.2 text-unidecode==1.2 textacy==0.8.0 tflearn==0.3.2 thinc==7.0.8 toolz==0.10.0 tornado==5.1.1 tqdm==4.35.0 traitlets==4.3.2 urllib3==1.24.3 uWSGI==2.0.18 virtualenv==16.2.0 wasabi==0.2.2 wcwidth==0.1.7 webencodings==0.5.1 Werkzeug==0.15.5 widgetsnbextension==3.4.2 wrapt==1.11.2 xgboost==0.81 zipp==0.3.3 (GPU machines) zmq==0.0.0
TensorFlow-1.13¶
Nvidia Setup:
Machine | Nvidia CUDA | Nvidia CuDNN |
---|---|---|
GPU | Cuda v9.2.148 | CuDNN 7.4.1 |
GPU2 | Cuda v9.2.148 | CuDNN 7.4.1 |
Python packages:
absl-py==0.7.1 annoy==1.15.2 args==0.1.0 astor==0.7.1 atari-py==0.1.7 backcall==0.1.0 bleach==3.0.2 blis==0.2.4 box2d-py==2.3.8 cachetools==3.1.0 certifi==2019.3.9 cffi==1.12.3 (GPU machines) chardet==3.0.4 click==6.7 clint==0.5.1 cudf-cuda92==0.6.1 (GPU machines) cuml-cuda92==0.6.1 (GPU machines) cupy==5.1.0 (GPU machines) cupy-cuda92==5.4.0 (GPU machines) cycler==0.10.0 cymem==2.0.2 Cython==0.29.2 cytoolz==0.9.0.1 decorator==4.3.0 defusedxml==0.5.0 (GPU machines) dlib==19.17.0 entrypoints==0.2.3 fastrlock==0.4 (GPU machines) Flask==1.0.2 floyd-cli==0.11.17 ftfy==4.4.3 funcsigs==1.0.2 future==0.17.1 gast==0.2.2 grpcio==1.20.1 gym==0.12.1 gym-retro==0.7.0 h5py==2.9.0 html5lib==1.0.1 idna==2.8 ijson==2.3 imageio==2.5.0 importlib-metadata==0.8 incremental==17.5.0 ipykernel==5.1.0 ipython==7.2.0 ipython-genutils==0.2.0 ipywidgets==7.4.2 itsdangerous==1.1.0 jedi==0.13.2 Jinja2==2.10 jsonschema==2.6.0 jupyter==1.0.0 jupyter-client==5.2.4 jupyter-console==6.0.0 jupyter-core==4.4.0 jupyterlab==0.35.4 jupyterlab-server==0.2.0 kaggle==1.5.3 Keras==2.2.4 Keras-Applications==1.0.7 Keras-Preprocessing==1.0.9 kiwisolver==1.0.1 llvmlite==0.28.0 (GPU machines) Markdown==3.1 MarkupSafe==1.1.0 marshmallow==2.19.2 matplotlib==3.0.2 menpo==0.8.1 mistune==0.8.4 mock==2.0.0 mpmath==1.1.0 murmurhash==1.0.2 mwparserfromhell==0.5.3 nbconvert==5.4.0 nbformat==4.4.0 networkx==2.3 nltk==3.4.1 notebook==5.6.0 numba==0.41.0 (GPU machines) numpy==1.15.4 nvstrings-cuda92==0.3.0.post1 (GPU machines) opencv-contrib-python==3.4.0.12 pandas==0.23.4 pandocfilters==1.4.2 parso==0.3.1 path.py==11.5.0 pathlib2==2.3.3 pbr==5.1.3 pexpect==4.6.0 pickleshare==0.7.5 Pillow==5.4.0 plac==0.9.6 plotly==3.8.1 preshed==2.0.1 prometheus-client==0.5.0 prompt-toolkit==2.0.7 protobuf==3.7.1 ptyprocess==0.6.0 pyarrow==0.12.1 (GPU machines) pycparser==2.19 (GPU machines) pydot==1.4.1 pyemd==0.5.1 pyglet==1.3.2 Pygments==2.3.1 pynvrtc==9.2 PyOpenGL==3.1.0 PyOpenGL-accelerate==3.1.0 pyparsing==2.3.0 Pyphen==0.9.5 python-dateutil==2.7.5 python-Levenshtein==0.12.0 python-slugify==3.0.2 pytz==2018.7 PyWavelets==1.0.3 PyYAML==3.13 pyzmq==17.1.2 qtconsole==4.4.3 raven==6.10.0 requests==2.21.0 requests-toolbelt==0.9.1 retrowrapper==0.3.0 retrying==1.3.3 scikit-image==0.15.0 scikit-learn==0.20.2 scikit-umfpack==0.3.2 scipy==1.2.0 seaborn==0.9.0 Send2Trash==1.5.0 six==1.12.0 sklearn==0.0 spacy==2.1.3 srsly==0.0.5 sympy==1.3 tabulate==0.8.3 tensorboard==1.13.1 tensorflow==1.13.1 tensorflow-estimator==1.13.0 termcolor==1.1.0 terminado==0.8.1 testpath==0.4.2 text-unidecode==1.2 textacy==0.6.3 tflearn==0.3.2 thinc==7.0.4 toolz==0.9.0 tornado==5.1.1 tqdm==4.31.1 traitlets==4.3.2 urllib3==1.24.2 uWSGI==2.0.17 virtualenv==16.2.0 wasabi==0.2.1 wcwidth==0.1.7 webencodings==0.5.1 Werkzeug==0.15.2 widgetsnbextension==3.4.2 xgboost==0.81 zipp==0.3.3 (GPU machines) zmq==0.0.0
TensorFlow-1.12¶
Nvidia Setup:
Machine | Nvidia CUDA | Nvidia CuDNN |
---|---|---|
GPU | Cuda v9.2.148 | CuDNN 7.4.1 |
GPU2 | Cuda v9.2.148 | CuDNN 7.4.1 |
Python packages:
absl-py==0.6.1 annoy==1.15.0 args==0.1.0 astor==0.7.1 atari-py==0.1.7 backcall==0.1.0 bleach==3.0.2 box2d-py==2.3.8 cachetools==3.0.0 certifi==2018.11.29 chardet==3.0.4 click==6.7 clint==0.5.1 cloudpickle==0.6.1 cupy==5.1.0 (GPU machines) cupy-cuda91==5.1.0 (GPU machines) cycler==0.10.0 cymem==2.0.2 Cython==0.29.2 cytoolz==0.9.0.1 dask==1.0.0 decorator==4.3.0 defusedxml==0.5.0 (GPU machines) dill==0.2.8.2 dlib==19.16.0 entrypoints==0.2.3 fastrlock==0.4 (GPU machines) Flask==1.0.2 floyd-cli==0.11.17 ftfy==4.4.3 funcsigs==1.0.2 future==0.17.1 gast==0.2.0 grpcio==1.17.1 gym==0.10.9 gym-retro==0.6.0 h5py==2.8.0 html5lib==1.0.1 idna==2.8 ijson==2.3 importlib-metadata==0.8 incremental==17.5.0 ipykernel==5.1.0 ipython==7.2.0 ipython-genutils==0.2.0 ipywidgets==7.4.2 itsdangerous==1.1.0 jedi==0.13.2 Jinja2==2.10 jsonschema==2.6.0 jupyter==1.0.0 jupyter-client==5.2.4 jupyter-console==6.0.0 jupyter-core==4.4.0 jupyterlab==0.33.12 jupyterlab-launcher==0.11.2 kaggle==1.5.1.1 Keras==2.2.4 Keras-Applications==1.0.6 Keras-Preprocessing==1.0.5 kiwisolver==1.0.1 Markdown==3.0.1 MarkupSafe==1.1.0 marshmallow==2.17.0 matplotlib==3.0.2 menpo==0.8.1 mistune==0.8.4 mock==2.0.0 mpmath==1.1.0 msgpack==0.5.6 msgpack-numpy==0.4.3.2 murmurhash==1.0.1 nbconvert==5.4.0 nbformat==4.4.0 networkx==2.2 nltk==3.4 notebook==5.6.0 numpy==1.15.4 opencv-contrib-python==3.4.0.12 pandas==0.23.4 pandocfilters==1.4.2 parso==0.3.1 path.py==11.5.0 pathlib2==2.3.3 pbr==5.1.1 pexpect==4.6.0 pickleshare==0.7.5 Pillow==5.4.0 plac==0.9.6 plotly==3.4.2 preshed==2.0.1 prometheus-client==0.5.0 prompt-toolkit==2.0.7 protobuf==3.6.1 ptyprocess==0.6.0 pydot==1.4.1 pyemd==0.5.1 pyglet==1.3.2 Pygments==2.3.1 pynvrtc==9.2 PyOpenGL==3.1.0 PyOpenGL-accelerate==3.1.0 pyparsing==2.3.0 Pyphen==0.9.5 python-dateutil==2.7.5 python-Levenshtein==0.12.0 python-slugify==2.0.1 pytz==2018.7 PyWavelets==1.0.1 PyYAML==3.13 pyzmq==17.1.2 qtconsole==4.4.3 raven==6.10.0 regex==2018.1.10 requests==2.21.0 requests-toolbelt==0.8.0 retrowrapper==0.3.0 retrying==1.3.3 scikit-image==0.14.1 scikit-learn==0.20.2 scikit-umfpack==0.3.2 scipy==1.2.0 seaborn==0.9.0 Send2Trash==1.5.0 singledispatch==3.4.0.3 six==1.12.0 sklearn==0.0 spacy==2.0.18 sympy==1.3 tabulate==0.8.2 tensorboard==1.12.2 tensorflow==1.12.0 termcolor==1.1.0 terminado==0.8.1 testpath==0.4.2 textacy==0.6.2 tflearn==0.3.2 thinc==6.12.1 toolz==0.9.0 tornado==5.1.1 tqdm==4.28.1 traitlets==4.3.2 ujson==1.35 Unidecode==1.0.23 urllib3==1.22 uWSGI==2.0.17 virtualenv==16.2.0 wcwidth==0.1.7 webencodings==0.5.1 Werkzeug==0.14.1 widgetsnbextension==3.4.2 wrapt==1.10.11 xgboost==0.81 zipp==0.3.3 (GPU machines) zmq==0.0.0
TensorFlow-1.11¶
Nvidia Setup:
Machine | Nvidia CUDA | Nvidia CuDNN |
---|---|---|
GPU | Cuda v9.1.85 | CuDNN 7.1.2 |
GPU2 | Cuda v9.1.85 | CuDNN 7.1.2 |
Python packages:
absl-py==0.5.0 annoy==1.12.0 args==0.1.0 astor==0.7.1 atari-py==0.1.1 backcall==0.1.0 bleach==2.1.4 Box2D-kengz==2.3.3 cachetools==2.1.0 certifi==2018.8.13 chardet==3.0.4 click==6.7 clint==0.5.1 cloudpickle==0.5.3 cupy==4.3.0 (GPU machines) cupy-cuda91==4.3.0 (GPU machines) cycler==0.10.0 cymem==1.31.2 Cython==0.28.5 cytoolz==0.9.0.1 dask==0.18.2 decorator==4.3.0 dill==0.2.8.2 dlib==19.15.0 entrypoints==0.2.3 fastrlock==0.3 (GPU machines) Flask==1.0.2 floyd-cli==0.11.11 ftfy==4.4.3 funcsigs==1.0.2 future==0.16.0 gast==0.2.0 grpcio==1.15.0 gym==0.10.5 gym-retro==0.5.6 h5py==2.8.0 html5lib==1.0.1 idna==2.7 ijson==2.3 incremental==17.5.0 ipykernel==4.8.2 ipython==6.5.0 ipython-genutils==0.2.0 ipywidgets==7.4.0 itsdangerous==0.24 jedi==0.12.1 Jinja2==2.10 jsonschema==2.6.0 jupyter==1.0.0 jupyter-client==5.2.3 jupyter-console==5.2.0 jupyter-core==4.4.0 jupyterlab==0.33.8 jupyterlab-launcher==0.11.2 kaggle==1.4.6 Keras==2.2.4 Keras-Applications==1.0.6 Keras-Preprocessing==1.0.5 kiwisolver==1.0.1 Markdown==3.0.1 MarkupSafe==1.0 marshmallow==2.15.4 matplotlib==2.2.3 menpo==0.8.1 mistune==0.8.3 mock==2.0.0 mpmath==1.0.0 msgpack==0.5.6 msgpack-numpy==0.4.3.1 murmurhash==0.28.0 nbconvert==5.3.1 nbformat==4.4.0 networkx==2.1 nltk==3.3 notebook==5.6.0 numpy==1.15.1 opencv-contrib-python==3.4.0.12 pandas==0.23.4 pandocfilters==1.4.2 parso==0.3.1 path.py==11.0.1 pathlib2==2.3.2 pbr==4.3.0 pexpect==4.6.0 pickleshare==0.7.4 Pillow==5.2.0 plac==0.9.6 plotly==3.1.1 preshed==1.0.1 prometheus-client==0.3.1 prompt-toolkit==1.0.15 protobuf==3.6.1 ptyprocess==0.6.0 pydot==1.2.4 pyemd==0.5.1 pyglet==1.3.2 Pygments==2.2.0 pynvrtc==9.2 PyOpenGL==3.1.0 PyOpenGL-accelerate==3.1.0 pyparsing==2.2.0 Pyphen==0.9.4 python-dateutil==2.7.3 python-Levenshtein==0.12.0 pytz==2018.5 PyWavelets==0.5.2 PyYAML==3.13 pyzmq==17.1.2 qtconsole==4.4.1 raven==6.9.0 regex==2017.4.5 requests==2.19.1 requests-toolbelt==0.8.0 retrowrapper==0.2.1 retrying==1.3.3 scikit-image==0.14.0 scikit-learn==0.19.2 scikit-umfpack==0.3.1 scipy==1.1.0 seaborn==0.9.0 Send2Trash==1.5.0 simplegeneric==0.8.1 six==1.11.0 sklearn==0.0 spacy==2.0.12 sympy==1.2 tabulate==0.8.2 tensorboard==1.11.0 tensorflow==1.11.0 termcolor==1.1.0 terminado==0.8.1 testpath==0.3.1 textacy==0.6.2 tflearn==0.3.2 thinc==6.10.3 toolz==0.9.0 tornado==5.1 tqdm==4.25.0 traitlets==4.3.2 ujson==1.35 Unidecode==1.0.22 urllib3==1.22 uWSGI==2.0.17 virtualenv==16.0.0 wcwidth==0.1.7 webencodings==0.5.1 Werkzeug==0.14.1 widgetsnbextension==3.4.0 wrapt==1.10.11 xgboost==0.80 zmq==0.0.0
TensorFlow-1.10¶
Nvidia Setup:
Machine | Nvidia CUDA | Nvidia CuDNN |
---|---|---|
GPU | Cuda v9.1.85 | CuDNN 7.1.2 |
GPU2 | Cuda v9.1.85 | CuDNN 7.1.2 |
Python packages:
absl-py==0.4.1 annoy==1.12.0 args==0.1.0 astor==0.7.1 atari-py==0.1.1 backcall==0.1.0 bleach==2.1.4 Box2D-kengz==2.3.3 cachetools==2.1.0 certifi==2018.8.13 chardet==3.0.4 click==6.7 clint==0.5.1 cloudpickle==0.5.3 cycler==0.10.0 cymem==1.31.2 Cython==0.28.5 cytoolz==0.9.0.1 cupy==4.3.0 (GPU machines) cupy-cuda91==4.3.0 (GPU machines) dask==0.18.2 decorator==4.3.0 dill==0.2.8.2 dlib==19.15.0 entrypoints==0.2.3 Flask==1.0.2 floyd-cli==0.11.11 ftfy==4.4.3 future==0.16.0 gast==0.2.0 grpcio==1.14.2 gym==0.10.5 gym-retro==0.5.6 h5py==2.8.0 html5lib==1.0.1 idna==2.7 ijson==2.3 incremental==17.5.0 ipykernel==4.8.2 ipython==6.5.0 ipython-genutils==0.2.0 ipywidgets==7.4.0 itsdangerous==0.24 jedi==0.12.1 Jinja2==2.10 jsonschema==2.6.0 jupyter==1.0.0 jupyter-client==5.2.3 jupyter-console==5.2.0 jupyter-core==4.4.0 jupyterlab==0.33.8 jupyterlab-launcher==0.11.2 kaggle==1.4.6 Keras==2.2.2 Keras-Applications==1.0.4 Keras-Preprocessing==1.0.2 kiwisolver==1.0.1 Markdown==2.6.11 MarkupSafe==1.0 marshmallow==2.15.4 matplotlib==2.2.3 menpo==0.8.1 mistune==0.8.3 mpmath==1.0.0 msgpack==0.5.6 msgpack-numpy==0.4.3.1 murmurhash==0.28.0 nbconvert==5.3.1 nbformat==4.4.0 networkx==2.1 nltk==3.3 notebook==5.6.0 numpy==1.14.5 opencv-contrib-python==3.4.0.12 pandas==0.23.4 pandocfilters==1.4.2 parso==0.3.1 path.py==11.0.1 pathlib2==2.3.2 pexpect==4.6.0 pickleshare==0.7.4 Pillow==5.2.0 plac==0.9.6 plotly==3.1.1 preshed==1.0.1 prometheus-client==0.3.1 prompt-toolkit==1.0.15 protobuf==3.6.1 ptyprocess==0.6.0 pydot==1.2.4 pyemd==0.5.1 pyglet==1.3.2 Pygments==2.2.0 pynvrtc==9.2 PyOpenGL==3.1.0 PyOpenGL-accelerate==3.1.0 pyparsing==2.2.0 Pyphen==0.9.4 python-dateutil==2.7.3 python-Levenshtein==0.12.0 pytz==2018.5 PyWavelets==0.5.2 PyYAML==3.13 pyzmq==17.1.2 qtconsole==4.4.1 raven==6.9.0 regex==2017.4.5 requests==2.19.1 requests-toolbelt==0.8.0 retrowrapper==0.2.1 retrying==1.3.3 scikit-image==0.14.0 scikit-learn==0.19.2 scikit-umfpack==0.3.1 scipy==1.1.0 seaborn==0.9.0 Send2Trash==1.5.0 simplegeneric==0.8.1 six==1.11.0 sklearn==0.0 spacy==2.0.12 sympy==1.2 tabulate==0.8.2 tensorboard==1.10.0 tensorflow==1.10.1 termcolor==1.1.0 terminado==0.8.1 testpath==0.3.1 textacy==0.6.2 tflearn==0.3.2 thinc==6.10.3 toolz==0.9.0 tornado==5.1 tqdm==4.25.0 traitlets==4.3.2 ujson==1.35 Unidecode==1.0.22 urllib3==1.22 uWSGI==2.0.17 virtualenv==16.0.0 wcwidth==0.1.7 webencodings==0.5.1 Werkzeug==0.14.1 widgetsnbextension==3.4.0 wrapt==1.10.11 xgboost==0.80 zmq==0.0.0
TensorFlow-1.9¶
Nvidia Setup:
Machine | Nvidia CUDA | Nvidia CuDNN |
---|---|---|
GPU | Cuda v9.1.85 | CuDNN 7.1.2 |
GPU2 | Cuda v9.1.85 | CuDNN 7.1.2 |
Python packages:
absl-py==0.4.1 annoy==1.12.0 args==0.1.0 astor==0.7.1 atari-py==0.1.1 backcall==0.1.0 bleach==2.1.4 Box2D-kengz==2.3.3 cachetools==2.1.0 certifi==2018.8.13 chardet==3.0.4 click==6.7 clint==0.5.1 cloudpickle==0.5.3 cupy==4.3.0 (GPU machines) cupy-cuda91==4.3.0 (GPU machines) cycler==0.10.0 cymem==1.31.2 Cython==0.28.5 cytoolz==0.9.0.1 dask==0.18.2 decorator==4.3.0 dill==0.2.8.2 dlib==19.15.0 entrypoints==0.2.3 fastrlock==0.3 (GPU machines) Flask==1.0.2 floyd-cli==0.11.11 ftfy==4.4.3 future==0.16.0 gast==0.2.0 grpcio==1.14.2 gym==0.10.5 gym-retro==0.5.6 h5py==2.8.0 html5lib==1.0.1 idna==2.7 ijson==2.3 incremental==17.5.0 ipykernel==4.8.2 ipython==6.5.0 ipython-genutils==0.2.0 ipywidgets==7.4.0 itsdangerous==0.24 jedi==0.12.1 Jinja2==2.10 jsonschema==2.6.0 jupyter==1.0.0 jupyter-client==5.2.3 jupyter-console==5.2.0 jupyter-core==4.4.0 jupyterlab==0.33.8 jupyterlab-launcher==0.11.2 kaggle==1.4.6 Keras==2.2.0 Keras-Applications==1.0.2 Keras-Preprocessing==1.0.1 kiwisolver==1.0.1 Markdown==2.6.11 MarkupSafe==1.0 marshmallow==2.15.4 matplotlib==2.2.3 menpo==0.8.1 mistune==0.8.3 mpmath==1.0.0 msgpack==0.5.6 msgpack-numpy==0.4.3.1 murmurhash==0.28.0 nbconvert==5.3.1 nbformat==4.4.0 networkx==2.1 nltk==3.3 notebook==5.6.0 numpy==1.15.1 opencv-contrib-python==3.4.0.12 pandas==0.23.4 pandocfilters==1.4.2 parso==0.3.1 path.py==11.0.1 pathlib2==2.3.2 pexpect==4.6.0 pickleshare==0.7.4 Pillow==5.2.0 plac==0.9.6 plotly==3.1.1 preshed==1.0.1 prometheus-client==0.3.1 prompt-toolkit==1.0.15 protobuf==3.6.1 ptyprocess==0.6.0 pydot==1.2.4 pyemd==0.5.1 pyglet==1.3.2 Pygments==2.2.0 pynvrtc==9.2 PyOpenGL==3.1.0 PyOpenGL-accelerate==3.1.0 pyparsing==2.2.0 Pyphen==0.9.4 python-dateutil==2.7.3 python-Levenshtein==0.12.0 pytz==2018.5 PyWavelets==0.5.2 PyYAML==3.13 pyzmq==17.1.2 qtconsole==4.4.1 raven==6.9.0 regex==2017.4.5 requests==2.19.1 requests-toolbelt==0.8.0 retrowrapper==0.2.1 retrying==1.3.3 scikit-image==0.14.0 scikit-learn==0.19.2 scikit-umfpack==0.3.1 scipy==1.1.0 seaborn==0.9.0 Send2Trash==1.5.0 simplegeneric==0.8.1 six==1.11.0 sklearn==0.0 spacy==2.0.12 sympy==1.2 tabulate==0.8.2 tensorboard==1.9.0 tensorflow==1.9.0 termcolor==1.1.0 terminado==0.8.1 testpath==0.3.1 textacy==0.6.2 tflearn==0.3.2 thinc==6.10.3 toolz==0.9.0 tornado==5.1 tqdm==4.25.0 traitlets==4.3.2 ujson==1.35 Unidecode==1.0.22 urllib3==1.22 uWSGI==2.0.17 virtualenv==16.0.0 wcwidth==0.1.7 webencodings==0.5.1 Werkzeug==0.14.1 widgetsnbextension==3.4.0 wrapt==1.10.11 xgboost==0.80 zmq==0.0.0
TensorFlow-1.8¶
Nvidia Setup:
Machine | Nvidia CUDA | Nvidia CuDNN |
---|---|---|
GPU | Cuda v9.1.85 | CuDNN 7.1.2 |
GPU2 | Cuda v9.1.85 | CuDNN 7.1.2 |
Python packages:
absl-py==0.4.1 annoy==1.12.0 args==0.1.0 astor==0.7.1 atari-py==0.1.1 backcall==0.1.0 bleach==1.5.0 Box2D-kengz==2.3.3 cachetools==2.1.0 certifi==2018.8.13 chardet==3.0.4 click==6.7 clint==0.5.1 cloudpickle==0.5.3 cupy==4.3.0 (GPU machines) cupy-cuda91==4.3.0 (GPU machines) cycler==0.10.0 cymem==1.31.2 Cython==0.28.5 cytoolz==0.9.0.1 dask==0.18.2 decorator==4.3.0 dill==0.2.8.2 dlib==19.15.0 entrypoints==0.2.3 fastrlock==0.3 (GPU machines) Flask==1.0.2 floyd-cli==0.11.11 ftfy==4.4.3 future==0.16.0 gast==0.2.0 grpcio==1.14.2 gym==0.10.5 gym-retro==0.5.6 h5py==2.8.0 html5lib==0.9999999 idna==2.7 ijson==2.3 incremental==17.5.0 ipykernel==4.8.2 ipython==6.5.0 ipython-genutils==0.2.0 ipywidgets==7.4.0 itsdangerous==0.24 jedi==0.12.1 Jinja2==2.10 jsonschema==2.6.0 jupyter==1.0.0 jupyter-client==5.2.3 jupyter-console==5.2.0 jupyter-core==4.4.0 jupyterlab==0.33.8 jupyterlab-launcher==0.11.2 kaggle==1.4.6 Keras==2.1.6 kiwisolver==1.0.1 Markdown==2.6.11 MarkupSafe==1.0 marshmallow==2.15.4 matplotlib==2.2.3 menpo==0.8.1 mistune==0.8.3 mpmath==1.0.0 msgpack==0.5.6 msgpack-numpy==0.4.3.1 murmurhash==0.28.0 nbconvert==5.3.1 nbformat==4.4.0 networkx==2.1 nltk==3.3 notebook==5.6.0 numpy==1.15.1 opencv-contrib-python==3.4.0.12 pandas==0.23.4 pandocfilters==1.4.2 parso==0.3.1 path.py==11.0.1 pathlib2==2.3.2 pexpect==4.6.0 pickleshare==0.7.4 Pillow==5.2.0 plac==0.9.6 plotly==3.1.1 preshed==1.0.1 prometheus-client==0.3.1 prompt-toolkit==1.0.15 protobuf==3.6.1 ptyprocess==0.6.0 pydot==1.2.4 pyemd==0.5.1 pyglet==1.3.2 Pygments==2.2.0 pynvrtc==9.2 PyOpenGL==3.1.0 PyOpenGL-accelerate==3.1.0 pyparsing==2.2.0 Pyphen==0.9.4 python-dateutil==2.7.3 python-Levenshtein==0.12.0 pytz==2018.5 PyWavelets==0.5.2 PyYAML==3.13 pyzmq==17.1.2 qtconsole==4.4.1 raven==6.9.0 regex==2017.4.5 requests==2.19.1 requests-toolbelt==0.8.0 retrowrapper==0.2.1 retrying==1.3.3 scikit-image==0.14.0 scikit-learn==0.19.2 scikit-umfpack==0.3.1 scipy==1.1.0 seaborn==0.9.0 Send2Trash==1.5.0 simplegeneric==0.8.1 six==1.11.0 sklearn==0.0 spacy==2.0.12 sympy==1.2 tabulate==0.8.2 tensorboard==1.8.0 tensorflow==1.8.0 termcolor==1.1.0 terminado==0.8.1 testpath==0.3.1 textacy==0.6.2 tflearn==0.3.2 thinc==6.10.3 toolz==0.9.0 tornado==5.1 tqdm==4.25.0 traitlets==4.3.2 ujson==1.35 Unidecode==1.0.22 urllib3==1.22 uWSGI==2.0.17 virtualenv==16.0.0 wcwidth==0.1.7 webencodings==0.5.1 Werkzeug==0.14.1 widgetsnbextension==3.4.0 wrapt==1.10.11 xgboost==0.80 zmq==0.0.0
TensorFlow-1.7¶
Nvidia Setup:
Machine | Nvidia CUDA | Nvidia CuDNN |
---|---|---|
GPU | Cuda v9.1.85 | CuDNN 7.1.2 |
GPU2 | Cuda v9.1.85 | CuDNN 7.1.2 |
Python packages:
absl-py==0.4.1 annoy==1.12.0 args==0.1.0 astor==0.7.1 atari-py==0.1.1 backcall==0.1.0 bleach==1.5.0 Box2D-kengz==2.3.3 cachetools==2.1.0 certifi==2018.8.13 chardet==3.0.4 click==6.7 clint==0.5.1 cloudpickle==0.5.3 cupy==4.3.0 (GPU machines) cupy-cuda91==4.3.0 (GPU machines) cycler==0.10.0 cymem==1.31.2 Cython==0.28.5 cytoolz==0.9.0.1 dask==0.18.2 decorator==4.3.0 dill==0.2.8.2 dlib==19.15.0 entrypoints==0.2.3 fastrlock==0.3 (GPU machines) Flask==1.0.2 floyd-cli==0.11.11 ftfy==4.4.3 future==0.16.0 gast==0.2.0 grpcio==1.14.2 gym==0.10.5 gym-retro==0.5.6 h5py==2.8.0 html5lib==0.9999999 idna==2.7 ijson==2.3 incremental==17.5.0 ipykernel==4.8.2 ipython==6.5.0 ipython-genutils==0.2.0 ipywidgets==7.4.0 itsdangerous==0.24 jedi==0.12.1 Jinja2==2.10 jsonschema==2.6.0 jupyter==1.0.0 jupyter-client==5.2.3 jupyter-console==5.2.0 jupyter-core==4.4.0 jupyterlab==0.33.8 jupyterlab-launcher==0.11.2 kaggle==1.4.6 Keras==2.1.6 kiwisolver==1.0.1 Markdown==2.6.11 MarkupSafe==1.0 marshmallow==2.15.4 matplotlib==2.2.3 menpo==0.8.1 mistune==0.8.3 mpmath==1.0.0 msgpack==0.5.6 msgpack-numpy==0.4.3.1 murmurhash==0.28.0 nbconvert==5.3.1 nbformat==4.4.0 networkx==2.1 nltk==3.3 notebook==5.6.0 numpy==1.15.1 opencv-contrib-python==3.4.0.12 pandas==0.23.4 pandocfilters==1.4.2 parso==0.3.1 path.py==11.0.1 pathlib2==2.3.2 pexpect==4.6.0 pickleshare==0.7.4 Pillow==5.2.0 plac==0.9.6 plotly==3.1.1 preshed==1.0.1 prometheus-client==0.3.1 prompt-toolkit==1.0.15 protobuf==3.6.1 ptyprocess==0.6.0 pydot==1.2.4 pyemd==0.5.1 pyglet==1.3.2 Pygments==2.2.0 pynvrtc==9.2 PyOpenGL==3.1.0 PyOpenGL-accelerate==3.1.0 pyparsing==2.2.0 Pyphen==0.9.4 python-dateutil==2.7.3 python-Levenshtein==0.12.0 pytz==2018.5 PyWavelets==0.5.2 PyYAML==3.13 pyzmq==17.1.2 qtconsole==4.4.1 raven==6.9.0 regex==2017.4.5 requests==2.19.1 requests-toolbelt==0.8.0 retrowrapper==0.2.1 retrying==1.3.3 scikit-image==0.14.0 scikit-learn==0.19.2 scikit-umfpack==0.3.1 scipy==1.1.0 seaborn==0.9.0 Send2Trash==1.5.0 simplegeneric==0.8.1 six==1.11.0 sklearn==0.0 spacy==2.0.12 sympy==1.2 tabulate==0.8.2 tensorboard==1.7.0 tensorflow==1.7.1 termcolor==1.1.0 terminado==0.8.1 testpath==0.3.1 textacy==0.6.2 tflearn==0.3.2 thinc==6.10.3 toolz==0.9.0 tornado==5.1 tqdm==4.25.0 traitlets==4.3.2 ujson==1.35 Unidecode==1.0.22 urllib3==1.22 uWSGI==2.0.17 virtualenv==16.0.0 wcwidth==0.1.7 webencodings==0.5.1 Werkzeug==0.14.1 widgetsnbextension==3.4.0 wrapt==1.10.11 xgboost==0.80 zmq==0.0.0
TensorFlow-1.5¶
Nvidia Setup:
Machine | Nvidia CUDA | Nvidia CuDNN |
---|---|---|
GPU | Cuda v9.1.85 | CuDNN 7.1.2 |
GPU2 | Cuda v9.1.85 | CuDNN 7.1.2 |
Python packages:
absl-py==0.4.1 annoy==1.12.0 args==0.1.0 atari-py==0.1.1 backcall==0.1.0 bleach==1.5.0 Box2D-kengz==2.3.3 cachetools==2.1.0 certifi==2018.8.13 chardet==3.0.4 click==6.7 clint==0.5.1 cloudpickle==0.5.3 cupy==4.3.0 cupy-cuda91==4.3.0 cycler==0.10.0 cymem==1.31.2 Cython==0.28.5 cytoolz==0.9.0.1 dask==0.18.2 decorator==4.3.0 dill==0.2.8.2 dlib==19.15.0 entrypoints==0.2.3 fastrlock==0.3 Flask==1.0.2 floyd-cli==0.11.11 ftfy==4.4.3 future==0.16.0 gym==0.10.5 gym-retro==0.5.6 h5py==2.8.0 html5lib==0.9999999 idna==2.7 ijson==2.3 incremental==17.5.0 ipykernel==4.8.2 ipython==6.5.0 ipython-genutils==0.2.0 ipywidgets==7.4.0 itsdangerous==0.24 jedi==0.12.1 Jinja2==2.10 jsonschema==2.6.0 jupyter==1.0.0 jupyter-client==5.2.3 jupyter-console==5.2.0 jupyter-core==4.4.0 jupyterlab==0.33.8 jupyterlab-launcher==0.11.2 kaggle==1.4.6 Keras==2.1.6 kiwisolver==1.0.1 Markdown==2.6.11 MarkupSafe==1.0 marshmallow==2.15.4 matplotlib==2.2.3 menpo==0.8.1 mistune==0.8.3 mpmath==1.0.0 msgpack==0.5.6 msgpack-numpy==0.4.3.1 murmurhash==0.28.0 nbconvert==5.3.1 nbformat==4.4.0 networkx==2.1 nltk==3.3 notebook==5.6.0 numpy==1.15.1 opencv-contrib-python==3.4.0.12 pandas==0.23.4 pandocfilters==1.4.2 parso==0.3.1 path.py==11.0.1 pathlib2==2.3.2 pexpect==4.6.0 pickleshare==0.7.4 Pillow==5.2.0 plac==0.9.6 plotly==3.1.1 preshed==1.0.1 prometheus-client==0.3.1 prompt-toolkit==1.0.15 protobuf==3.6.1 ptyprocess==0.6.0 pydot==1.2.4 pyemd==0.5.1 pyglet==1.3.2 Pygments==2.2.0 pynvrtc==9.2 PyOpenGL==3.1.0 PyOpenGL-accelerate==3.1.0 pyparsing==2.2.0 Pyphen==0.9.4 python-dateutil==2.7.3 python-Levenshtein==0.12.0 pytz==2018.5 PyWavelets==0.5.2 PyYAML==3.13 pyzmq==17.1.2 qtconsole==4.4.1 raven==6.9.0 regex==2017.4.5 requests==2.19.1 requests-toolbelt==0.8.0 retrowrapper==0.2.1 retrying==1.3.3 scikit-image==0.14.0 scikit-learn==0.19.2 scikit-umfpack==0.3.1 scipy==1.1.0 seaborn==0.9.0 Send2Trash==1.5.0 simplegeneric==0.8.1 six==1.11.0 sklearn==0.0 spacy==2.0.12 sympy==1.2 tabulate==0.8.2 tensorflow==1.5.1 tensorflow-tensorboard==1.5.1 terminado==0.8.1 testpath==0.3.1 textacy==0.6.2 tflearn==0.3.2 thinc==6.10.3 toolz==0.9.0 tornado==5.1 tqdm==4.25.0 traitlets==4.3.2 ujson==1.35 Unidecode==1.0.22 urllib3==1.22 uWSGI==2.0.17 virtualenv==16.0.0 wcwidth==0.1.7 webencodings==0.5.1 Werkzeug==0.14.1 widgetsnbextension==3.4.0 wrapt==1.10.11 xgboost==0.80 zmq==0.0.0