Tensorflowの環境バージョンマッチングの問題
10254 ワード
多くの学生がtensorflowを使っている間に、環境に苦しめられていると信じています.あるパッケージが一致しないと、実行エラーが発生します.バージョンが高くても低くても問題が発生する可能性があります.(本当に気持ち悪いです)
1 tensorflowとpipパケットの対応関係
幸いなことに、誰かが環境をシステム的に整理して、あなたがインストールしたtensorflowバージョンを見つけるだけで、あなたがマッチングする必要がある他のパッケージのバージョン情報を見ることができます.
リンクは次のとおりです.https://docs.floydhub.com/guides/tensorflow/
たとえばtensorflow-1.14をインストールすると、他のpythonパッケージのバージョン情報が次のように表示されます.
これにより、これらの情報に基づいて他のパケットをインストールし、ピットの数を減らすことができます.
2 tensorflowとkerasの対応関係
リンク:https://docs.floydhub.com/guides/environments/
Framework
Env name (--env parameter)
Description
Docker Image
Packages and Nvidia Settings
TensorFlow 2.2
tensorflow-2.2
TensorFlow 2.2.0 + Keras 2.3.1 on Python 3.7.
floydhub/tensorflow
TensorFlow-2.2
TensorFlow 2.1
tensorflow-2.1
TensorFlow 2.1.0 + Keras 2.3.1 on Python 3.6.
floydhub/tensorflow
TensorFlow-2.1
TensorFlow 2.0
tensorflow-2.0
TensorFlow 2.0.0 + Keras 2.3.1 on Python 3.6.
floydhub/tensorflow
TensorFlow-2.0
TensorFlow 1.15
tensorflow-1.15
TensorFlow 1.15.0 + Keras 2.3.1 on Python 3.6.
floydhub/tensorflow
TensorFlow-1.15
TensorFlow 1.14
tensorflow-1.14
TensorFlow 1.14.0 + Keras 2.2.5 on Python 3.6.
floydhub/tensorflow
TensorFlow-1.14
TensorFlow 1.13
tensorflow-1.13
TensorFlow 1.13.0 + Keras 2.2.4 on Python 3.6.
floydhub/tensorflow
TensorFlow-1.13
TensorFlow 1.12
tensorflow-1.12
TensorFlow 1.12.0 + Keras 2.2.4 on Python 3.6.
floydhub/tensorflow
TensorFlow-1.12
tensorflow-1.12:py2
TensorFlow 1.12.0 + Keras 2.2.4 on Python 2.
floydhub/tensorflow
TensorFlow 1.11
tensorflow-1.11
TensorFlow 1.11.0 + Keras 2.2.4 on Python 3.6.
floydhub/tensorflow
TensorFlow-1.11
tensorflow-1.11:py2
TensorFlow 1.11.0 + Keras 2.2.4 on Python 2.
floydhub/tensorflow
TensorFlow 1.10
tensorflow-1.10
TensorFlow 1.10.0 + Keras 2.2.0 on Python 3.6.
floydhub/tensorflow
TensorFlow-1.10
tensorflow-1.10:py2
TensorFlow 1.10.0 + Keras 2.2.0 on Python 2.
floydhub/tensorflow
TensorFlow 1.9
tensorflow-1.9
TensorFlow 1.9.0 + Keras 2.2.0 on Python 3.6.
floydhub/tensorflow
TensorFlow-1.9
tensorflow-1.9:py2
TensorFlow 1.9.0 + Keras 2.2.0 on Python 2.
floydhub/tensorflow
TensorFlow 1.8
tensorflow-1.8
TensorFlow 1.8.0 + Keras 2.1.6 on Python 3.6.
floydhub/tensorflow
TensorFlow-1.8
tensorflow-1.8:py2
TensorFlow 1.8.0 + Keras 2.1.6 on Python 2.
floydhub/tensorflow
TensorFlow 1.7
tensorflow-1.7
TensorFlow 1.7.0 + Keras 2.1.6 on Python 3.6.
floydhub/tensorflow
TensorFlow-1.7
tensorflow-1.7:py2
TensorFlow 1.7.0 + Keras 2.1.6 on Python 2.
floydhub/tensorflow
TensorFlow 1.5
tensorflow-1.5
TensorFlow 1.5.0 + Keras 2.1.6 on Python 3.6.
floydhub/tensorflow
TensorFlow-1.5
tensorflow-1.5:py2
TensorFlow 1.5.0 + Keras 2.1.6 on Python 2.
floydhub/tensorflow
TensorFlow 1.4
tensorflow-1.4
TensorFlow 1.4.0 + Keras 2.0.8 on Python 3.6.
floydhub/tensorflow
tensorflow-1.4:py2
TensorFlow 1.4.0 + Keras 2.0.8 on Python 2.
floydhub/tensorflow
TensorFlow 1.3
tensorflow-1.3
TensorFlow 1.3.0 + Keras 2.0.6 on Python 3.6.
floydhub/tensorflow
tensorflow-1.3:py2
TensorFlow 1.3.0 + Keras 2.0.6 on Python 2.
floydhub/tensorflow
TensorFlow 1.2
tensorflow-1.2
TensorFlow 1.2.0 + Keras 2.0.6 on Python 3.5.
floydhub/tensorflow
tensorflow-1.2:py2
TensorFlow 1.2.0 + Keras 2.0.6 on Python 2.
floydhub/tensorflow
TensorFlow 1.1
tensorflow
TensorFlow 1.1.0 + Keras 2.0.6 on Python 3.5.
floydhub/tensorflow
tensorflow:py2
TensorFlow 1.1.0 + Keras 2.0.6 on Python 2.
floydhub/tensorflow
TensorFlow 1.0
tensorflow-1.0
TensorFlow 1.0.0 + Keras 2.0.6 on Python 3.5.
floydhub/tensorflow
tensorflow-1.0:py2
TensorFlow 1.0.0 + Keras 2.0.6 on Python 2.
floydhub/tensorflow
TensorFlow 0.12
tensorflow-0.12
TensorFlow 0.12.1 + Keras 1.2.2 on Python 3.5.
floydhub/tensorflow
tensorflow-0.12:py2
TensorFlow 0.12.1 + Keras 1.2.2 on Python 2.
floydhub/tensorflow
PyTorch 1.5
pytorch-1.5
PyTorch 1.5.0 + fastai 1.0.61 on Python 3.7.
floydhub/pytorch
PyTorch-1.5
PyTorch 1.4
pytorch-1.4
PyTorch 1.4.0 + fastai 1.0.60 on Python 3.6.
floydhub/pytorch
PyTorch-1.4
PyTorch 1.3
pytorch-1.3
PyTorch 1.3.0 + fastai 1.0.60 on Python 3.6.
floydhub/pytorch
PyTorch-1.3
PyTorch 1.2
pytorch-1.2
PyTorch 1.2.0 + fastai 1.0.60 on Python 3.6.
floydhub/pytorch
PyTorch-1.2
PyTorch 1.1
pytorch-1.1
PyTorch 1.1.0 + fastai 1.0.57 on Python 3.6.
floydhub/pytorch
PyTorch-1.1
PyTorch 1.0
pytorch-1.0
PyTorch 1.0.0 + fastai 1.0.51 on Python 3.6.
floydhub/pytorch
PyTorch-1.0
pytorch-1.0:py2
PyTorch 1.0.0 on Python 2.
floydhub/pytorch
PyTorch 0.4
pytorch-0.4
PyTorch 0.4.1 on Python 3.6.
floydhub/pytorch
PyTorch-0.4
pytorch-0.4:py2
PyTorch 0.4.1 on Python 2.
floydhub/pytorch
PyTorch 0.3
pytorch-0.3
PyTorch 0.3.1 on Python 3.6.
floydhub/pytorch
PyTorch-0.3
pytorch-0.3:py2
PyTorch 0.3.1 on Python 2.
floydhub/pytorch
PyTorch 0.2
pytorch-0.2
PyTorch 0.2.0 on Python 3.5
floydhub/pytorch
pytorch-0.2:py2
PyTorch 0.2.0 on Python 2.
floydhub/pytorch
PyTorch 0.1
pytorch-0.1
PyTorch 0.1.12 on Python 3.
floydhub/pytorch
pytorch-0.1:py2
PyTorch 0.1.12 on Python 2.
floydhub/pytorch
Theano 0.9
theano-0.9
Theano rel-0.8.2 + Keras 2.0.3 on Python3.5.
floydhub/theano
theano-0.9:py2
Theano rel-0.8.2 + Keras 2.0.3 on Python2.
floydhub/theano
Caffe
caffe
Caffe rc4 on Python3.5.
floydhub/caffe
caffe:py2
Caffe rc4 on Python2.
floydhub/caffe
Torch
torch
Torch 7 with Python 3 env.
floydhub/torch
torch:py2
Torch 7 with Python 2 env.
floydhub/torch
Chainer 1.23
chainer-1.23
Chainer 1.23.0 on Python 3.
floydhub/chainer
chainer-1.23:py2
Chainer 1.23.0 on Python 2.
floydhub/chainer
Chainer 2.0
chainer-2.0
Chainer 1.23.0 on Python 3.
floydhub/chainer
chainer-2.0:py2
Chainer 1.23.0 on Python 2.
floydhub/chainer
MxNet 1.0
mxnet
MxNet 1.0.0 on Python 3.6.
floydhub/mxnet
mxnet:py2
MxNet 1.0.0 on Python 2.
floydhub/mxnet
1 tensorflowとpipパケットの対応関係
幸いなことに、誰かが環境をシステム的に整理して、あなたがインストールしたtensorflowバージョンを見つけるだけで、あなたがマッチングする必要がある他のパッケージのバージョン情報を見ることができます.
リンクは次のとおりです.https://docs.floydhub.com/guides/tensorflow/
たとえばtensorflow-1.14をインストールすると、他のpythonパッケージのバージョン情報が次のように表示されます.
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これにより、これらの情報に基づいて他のパケットをインストールし、ピットの数を減らすことができます.
2 tensorflowとkerasの対応関係
リンク:https://docs.floydhub.com/guides/environments/
Framework
Env name (--env parameter)
Description
Docker Image
Packages and Nvidia Settings
TensorFlow 2.2
tensorflow-2.2
TensorFlow 2.2.0 + Keras 2.3.1 on Python 3.7.
floydhub/tensorflow
TensorFlow-2.2
TensorFlow 2.1
tensorflow-2.1
TensorFlow 2.1.0 + Keras 2.3.1 on Python 3.6.
floydhub/tensorflow
TensorFlow-2.1
TensorFlow 2.0
tensorflow-2.0
TensorFlow 2.0.0 + Keras 2.3.1 on Python 3.6.
floydhub/tensorflow
TensorFlow-2.0
TensorFlow 1.15
tensorflow-1.15
TensorFlow 1.15.0 + Keras 2.3.1 on Python 3.6.
floydhub/tensorflow
TensorFlow-1.15
TensorFlow 1.14
tensorflow-1.14
TensorFlow 1.14.0 + Keras 2.2.5 on Python 3.6.
floydhub/tensorflow
TensorFlow-1.14
TensorFlow 1.13
tensorflow-1.13
TensorFlow 1.13.0 + Keras 2.2.4 on Python 3.6.
floydhub/tensorflow
TensorFlow-1.13
TensorFlow 1.12
tensorflow-1.12
TensorFlow 1.12.0 + Keras 2.2.4 on Python 3.6.
floydhub/tensorflow
TensorFlow-1.12
tensorflow-1.12:py2
TensorFlow 1.12.0 + Keras 2.2.4 on Python 2.
floydhub/tensorflow
TensorFlow 1.11
tensorflow-1.11
TensorFlow 1.11.0 + Keras 2.2.4 on Python 3.6.
floydhub/tensorflow
TensorFlow-1.11
tensorflow-1.11:py2
TensorFlow 1.11.0 + Keras 2.2.4 on Python 2.
floydhub/tensorflow
TensorFlow 1.10
tensorflow-1.10
TensorFlow 1.10.0 + Keras 2.2.0 on Python 3.6.
floydhub/tensorflow
TensorFlow-1.10
tensorflow-1.10:py2
TensorFlow 1.10.0 + Keras 2.2.0 on Python 2.
floydhub/tensorflow
TensorFlow 1.9
tensorflow-1.9
TensorFlow 1.9.0 + Keras 2.2.0 on Python 3.6.
floydhub/tensorflow
TensorFlow-1.9
tensorflow-1.9:py2
TensorFlow 1.9.0 + Keras 2.2.0 on Python 2.
floydhub/tensorflow
TensorFlow 1.8
tensorflow-1.8
TensorFlow 1.8.0 + Keras 2.1.6 on Python 3.6.
floydhub/tensorflow
TensorFlow-1.8
tensorflow-1.8:py2
TensorFlow 1.8.0 + Keras 2.1.6 on Python 2.
floydhub/tensorflow
TensorFlow 1.7
tensorflow-1.7
TensorFlow 1.7.0 + Keras 2.1.6 on Python 3.6.
floydhub/tensorflow
TensorFlow-1.7
tensorflow-1.7:py2
TensorFlow 1.7.0 + Keras 2.1.6 on Python 2.
floydhub/tensorflow
TensorFlow 1.5
tensorflow-1.5
TensorFlow 1.5.0 + Keras 2.1.6 on Python 3.6.
floydhub/tensorflow
TensorFlow-1.5
tensorflow-1.5:py2
TensorFlow 1.5.0 + Keras 2.1.6 on Python 2.
floydhub/tensorflow
TensorFlow 1.4
tensorflow-1.4
TensorFlow 1.4.0 + Keras 2.0.8 on Python 3.6.
floydhub/tensorflow
tensorflow-1.4:py2
TensorFlow 1.4.0 + Keras 2.0.8 on Python 2.
floydhub/tensorflow
TensorFlow 1.3
tensorflow-1.3
TensorFlow 1.3.0 + Keras 2.0.6 on Python 3.6.
floydhub/tensorflow
tensorflow-1.3:py2
TensorFlow 1.3.0 + Keras 2.0.6 on Python 2.
floydhub/tensorflow
TensorFlow 1.2
tensorflow-1.2
TensorFlow 1.2.0 + Keras 2.0.6 on Python 3.5.
floydhub/tensorflow
tensorflow-1.2:py2
TensorFlow 1.2.0 + Keras 2.0.6 on Python 2.
floydhub/tensorflow
TensorFlow 1.1
tensorflow
TensorFlow 1.1.0 + Keras 2.0.6 on Python 3.5.
floydhub/tensorflow
tensorflow:py2
TensorFlow 1.1.0 + Keras 2.0.6 on Python 2.
floydhub/tensorflow
TensorFlow 1.0
tensorflow-1.0
TensorFlow 1.0.0 + Keras 2.0.6 on Python 3.5.
floydhub/tensorflow
tensorflow-1.0:py2
TensorFlow 1.0.0 + Keras 2.0.6 on Python 2.
floydhub/tensorflow
TensorFlow 0.12
tensorflow-0.12
TensorFlow 0.12.1 + Keras 1.2.2 on Python 3.5.
floydhub/tensorflow
tensorflow-0.12:py2
TensorFlow 0.12.1 + Keras 1.2.2 on Python 2.
floydhub/tensorflow
PyTorch 1.5
pytorch-1.5
PyTorch 1.5.0 + fastai 1.0.61 on Python 3.7.
floydhub/pytorch
PyTorch-1.5
PyTorch 1.4
pytorch-1.4
PyTorch 1.4.0 + fastai 1.0.60 on Python 3.6.
floydhub/pytorch
PyTorch-1.4
PyTorch 1.3
pytorch-1.3
PyTorch 1.3.0 + fastai 1.0.60 on Python 3.6.
floydhub/pytorch
PyTorch-1.3
PyTorch 1.2
pytorch-1.2
PyTorch 1.2.0 + fastai 1.0.60 on Python 3.6.
floydhub/pytorch
PyTorch-1.2
PyTorch 1.1
pytorch-1.1
PyTorch 1.1.0 + fastai 1.0.57 on Python 3.6.
floydhub/pytorch
PyTorch-1.1
PyTorch 1.0
pytorch-1.0
PyTorch 1.0.0 + fastai 1.0.51 on Python 3.6.
floydhub/pytorch
PyTorch-1.0
pytorch-1.0:py2
PyTorch 1.0.0 on Python 2.
floydhub/pytorch
PyTorch 0.4
pytorch-0.4
PyTorch 0.4.1 on Python 3.6.
floydhub/pytorch
PyTorch-0.4
pytorch-0.4:py2
PyTorch 0.4.1 on Python 2.
floydhub/pytorch
PyTorch 0.3
pytorch-0.3
PyTorch 0.3.1 on Python 3.6.
floydhub/pytorch
PyTorch-0.3
pytorch-0.3:py2
PyTorch 0.3.1 on Python 2.
floydhub/pytorch
PyTorch 0.2
pytorch-0.2
PyTorch 0.2.0 on Python 3.5
floydhub/pytorch
pytorch-0.2:py2
PyTorch 0.2.0 on Python 2.
floydhub/pytorch
PyTorch 0.1
pytorch-0.1
PyTorch 0.1.12 on Python 3.
floydhub/pytorch
pytorch-0.1:py2
PyTorch 0.1.12 on Python 2.
floydhub/pytorch
Theano 0.9
theano-0.9
Theano rel-0.8.2 + Keras 2.0.3 on Python3.5.
floydhub/theano
theano-0.9:py2
Theano rel-0.8.2 + Keras 2.0.3 on Python2.
floydhub/theano
Caffe
caffe
Caffe rc4 on Python3.5.
floydhub/caffe
caffe:py2
Caffe rc4 on Python2.
floydhub/caffe
Torch
torch
Torch 7 with Python 3 env.
floydhub/torch
torch:py2
Torch 7 with Python 2 env.
floydhub/torch
Chainer 1.23
chainer-1.23
Chainer 1.23.0 on Python 3.
floydhub/chainer
chainer-1.23:py2
Chainer 1.23.0 on Python 2.
floydhub/chainer
Chainer 2.0
chainer-2.0
Chainer 1.23.0 on Python 3.
floydhub/chainer
chainer-2.0:py2
Chainer 1.23.0 on Python 2.
floydhub/chainer
MxNet 1.0
mxnet
MxNet 1.0.0 on Python 3.6.
floydhub/mxnet
mxnet:py2
MxNet 1.0.0 on Python 2.
floydhub/mxnet