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padeoe/dl-env

By padeoe

•Updated almost 7 years ago

Image
0

323

padeoe/dl-env repository overview

⁠Set up Deep Learning Development Environment

This will help you build a environment for deep learning, including installing all common dependencies and providing ssh acess and jupyter notebook.

⁠Get image

pull image from dockerhub

docker pull padeoe/dl-env

⁠Run container

SSH_PORT=2229
JUPYTER_PORT=2230
docker run \
    --name dl \
    --restart always \
    --gpus all \
    -p $SSH_PORT:22 \
    -p $JUPYTER_PORT:8888 \
    -d \
    padeoe/dl-env

Now we can access ssh at ssh -p 2229 root@localhost and jupyter notebook at http://localhost:2230⁠.

The ssh password is cail by default, you can change it in Dockerfile⁠

⁠Append

This image contains dependencies:

absl-py==0.7.1
asn1crypto==0.24.0
astor==0.7.1
bleach==3.1.0
boto==2.49.0
boto3==1.9.146
botocore==1.12.146
bz2file==0.98
certifi==2019.3.9
chardet==3.0.4
cryptography==2.1.4
cycler==0.10.0
Cython==0.29.7
decorator==4.1.2
docutils==0.14
fasttext==0.8.3
future==0.17.1
gast==0.2.2
gensim==3.7.3
grpcio==1.20.1
h5py==2.9.0
html5lib==1.0.1
idna==2.8
ipython==5.5.0
ipython-genutils==0.2.0
jieba==0.39
jmespath==0.9.4
joblib==0.13.2
JPype1==0.6.3
Keras==2.2.4
Keras-Applications==1.0.7
keras-bert==0.50.0
keras-embed-sim==0.4.0
keras-layer-normalization==0.12.0
keras-multi-head==0.20.0
keras-pos-embd==0.10.0
keras-position-wise-feed-forward==0.5.0
Keras-Preprocessing==1.0.9
keras-self-attention==0.41.0
keras-transformer==0.23.0
keyring==10.6.0
keyrings.alt==3.0
kiwisolver==1.1.0
lightgbm==2.2.3
Mako==1.0.10
Markdown==3.1
MarkupSafe==1.1.1
matplotlib==3.0.3
memory-profiler==0.55.0
mock==3.0.5
nltk==3.2.1
numpy==1.16.3
pandas==0.24.2
pexpect==4.2.1
pickleshare==0.7.4
Pillow==6.0.0
# pip==9.0.1
prompt-toolkit==1.0.15
protobuf==3.7.1
psutil==5.6.2
pycrypto==2.6.1
Pygments==2.2.0
# pygobject==3.26.1
pyhanlp==0.1.45
pyltp==0.2.1
pyparsing==2.4.0
# python-apt==1.6.3+ubuntu1
python-dateutil==2.8.0
transformers==2.2.1
pytz==2019.1
pyxdg==0.25
PyYAML>=5.1
regex==2019.4.14
requests==2.21.0
s3transfer==0.2.0
scikit-learn==0.21.0
scikit-multilearn==0.2.0
scipy==1.2.1
SecretStorage==2.3.1
setuptools==41.0.1
simplegeneric==0.8.1
six==1.12.0
sklearn==0.0
smart-open==1.8.3
tensorboard==1.13.1
tensorflow-estimator==1.13.0
tensorflow-gpu==1.13.1
termcolor==1.1.0
tflearn==0.3.2
Theano==1.0.4
thulac==0.2.0
torch==1.2.0
torchvision==0.2.2.post3
tqdm==4.31.1
traitlets==4.3.2
# unattended-upgrades==0.1
urllib3==1.24.3
wcwidth==0.1.7
webencodings==0.5.1
Werkzeug==0.15.2
# wheel==0.33.3
xgboost==0.82

Tag summary

Content type

Image

Digest

Size

5.2 GB

Last updated

almost 7 years ago

docker pull padeoe/dl-env