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docker-jupyter-dl-gpu

Build Status

GPU-enabled docker image for deep learning.

The image provides a complete environment for deep learning in pytorch, including ipython, conda, cuda, pytorch, torchvision, tensorboard, numpy, pandas, scipy, matplotlib, seaborn, and many more (see below for a full package list).

This image is fully compatible as the user image for a JupyterHub deployment.

Prerequisites

  • docker
  • (optional) nvidia-docker - required to run on GPU

Usage

Jupyter:

docker run --rm -p 8888:8888 -v <local path>:/home/jovyan/ timesler/jupyter-dl-gpu:latest

Jupyter lab:

docker run --rm -p 8888:8888 -v <local path>:/home/jovyan/ timesler/jupyter-dl-gpu:latest jupyter lab

IPython:

docker run --rm -p 8888:8888 -v <local path>:/home/jovyan/ timesler/jupyter-dl-gpu:latest ipython

Bash:

docker run --rm -p 8888:8888 -v <local path>:/home/jovyan/ timesler/jupyter-dl-gpu:latest bash

Depending on your system's configuration, you may need to call nvidia-docker instead of docker or specify nvidia as the docker runtime.

Complete package list

Below is a complete list of conda packages installed in the image:

Name Version Build Channel
_libgcc_mutex 0.1 main defaults
alembic 1.2.0 py_0 conda-forge
asn1crypto 0.24.0 py37_1003 conda-forge
async_generator 1.10 py_0 conda-forge
attrs 19.1.0 py_0 conda-forge
backcall 0.1.0 py_0 conda-forge
beautifulsoup4 4.8.0 py37_0 conda-forge
blas 2.12 openblas conda-forge
bleach 3.1.0 py_0 conda-forge
blinker 1.4 py_1 conda-forge
bokeh 1.3.4 py37_0 conda-forge
bzip2 1.0.8 h516909a_1 conda-forge
ca-certificates 2019.9.11 hecc5488_0 conda-forge
certifi 2019.9.11 py37_0 conda-forge
certipy 0.1.3 py_0 conda-forge
cffi 1.12.3 py37h8022711_0 conda-forge
chardet 3.0.4 py37_1003 conda-forge
click 7.0 py_0 conda-forge
cloudpickle 1.2.2 py_0 conda-forge
conda 4.7.10 py37_0 conda-forge
conda-package-handling 1.6.0 py37h516909a_0 conda-forge
configurable-http-proxy 4.1.0 node11_1 conda-forge
cryptography 2.7 py37h72c5cf5_0 conda-forge
cudatoolkit 10.0.130 0 defaults
cycler 0.10.0 py_1 conda-forge
cython 0.29.13 py37he1b5a44_0 conda-forge
cytoolz 0.10.0 py37h516909a_0 conda-forge
dask 2.2.0 py_0 conda-forge
dask-core 2.2.0 py_0 conda-forge
decorator 4.4.0 py_0 conda-forge
defusedxml 0.5.0 py_1 conda-forge
dill 0.3.0 py37_2 conda-forge
distributed 2.4.0 py_0 conda-forge
entrypoints 0.3 py37_1000 conda-forge
fastcache 1.1.0 py37h516909a_0 conda-forge
freetype 2.10.0 he983fc9_1 conda-forge
fsspec 0.5.1 py_0 conda-forge
future 0.17.1 pypi_0 pypi
gmp 6.1.2 hf484d3e_1000 conda-forge
gmpy2 2.1.0b1 py37h04dde30_0 conda-forge
h5py 2.9.0 nompi_py37h513d04c_1104 conda-forge
hdf5 1.10.5 nompi_h3c11f04_1103 conda-forge
heapdict 1.0.0 py37_1000 conda-forge
icu 64.2 he1b5a44_1 conda-forge
idna 2.8 py37_1000 conda-forge
imageio 2.5.0 py37_0 conda-forge
intel-openmp 2019.5 281 defaults
ipykernel 5.1.2 py37h5ca1d4c_0 conda-forge
ipython 7.8.0 py37h5ca1d4c_0 conda-forge
ipython_genutils 0.2.0 py_1 conda-forge
ipywidgets 7.5.1 py_0 conda-forge
jedi 0.15.1 py37_0 conda-forge
jinja2 2.10.1 py_0 conda-forge
joblib 0.13.2 py_0 conda-forge
jpeg 9c h14c3975_1001 conda-forge
json5 0.8.5 py_0 conda-forge
jsonschema 3.0.2 py37_0 conda-forge
jupyter_client 5.3.1 py_0 conda-forge
jupyter_core 4.4.0 py_0 conda-forge
jupyterhub 1.0.0 py37_0 conda-forge
jupyterlab 1.1.3 pyhf63ae98_0 defaults
jupyterlab_server 1.0.6 py_0 conda-forge
kiwisolver 1.1.0 py37hc9558a2_0 conda-forge
krb5 1.16.3 h05b26f9_1001 conda-forge
libblas 3.8.0 12_openblas conda-forge
libcblas 3.8.0 12_openblas conda-forge
libcurl 7.65.3 hda55be3_0 conda-forge
libedit 3.1.20170329 hf8c457e_1001 conda-forge
libffi 3.2.1 he1b5a44_1006 conda-forge
libgcc-ng 9.1.0 hdf63c60_0 defaults
libgfortran-ng 7.3.0 hdf63c60_0 defaults
liblapack 3.8.0 12_openblas conda-forge
liblapacke 3.8.0 12_openblas conda-forge
libopenblas 0.3.7 h6e990d7_1 conda-forge
libpng 1.6.37 hed695b0_0 conda-forge
libprotobuf 3.9.2 h8b12597_0 conda-forge
libsodium 1.0.17 h516909a_0 conda-forge
libssh2 1.8.2 h22169c7_2 conda-forge
libstdcxx-ng 9.1.0 hdf63c60_0 defaults
libtiff 4.0.10 h57b8799_1003 conda-forge
llvmlite 0.29.0 py37hfd453ef_1 conda-forge
locket 0.2.0 py_2 conda-forge
lz4-c 1.8.3 he1b5a44_1001 conda-forge
mako 1.1.0 py_0 conda-forge
markdown 3.1.1 py_0 conda-forge
markupsafe 1.1.1 py37h14c3975_0 conda-forge
matplotlib-base 3.1.1 py37he7580a8_1 conda-forge
mistune 0.8.4 py37h14c3975_1000 conda-forge
mkl 2019.4 243 defaults
mpc 1.1.0 hb20f59a_1006 conda-forge
mpfr 4.0.2 ha14ba45_0 conda-forge
mpmath 1.1.0 py_0 conda-forge
msgpack-python 0.6.2 py37hc9558a2_0 conda-forge
nbconvert 5.6.0 py37_1 conda-forge
nbformat 4.4.0 py_1 conda-forge
ncurses 6.1 hf484d3e_1002 conda-forge
networkx 2.3 py_0 conda-forge
ninja 1.9.0 h6bb024c_0 conda-forge
nodejs 11.14.0 he1b5a44_1 conda-forge
notebook 6.0.0 py37_0 defaults
numba 0.45.1 py37hb3f55d8_0 conda-forge
numexpr 2.6.9 py37h637b7d7_1000 conda-forge
numpy 1.16.5 py37h99e49ec_0 defaults
numpy-base 1.16.5 py37h2f8d375_0 defaults
oauthlib 3.0.1 py_0 conda-forge
olefile 0.46 py_0 conda-forge
openssl 1.1.1c h516909a_0 conda-forge
packaging 19.2 py_0 conda-forge
pamela 1.0.0 py_0 conda-forge
pandas 0.24.2 py37hb3f55d8_0 conda-forge
pandoc 2.7.3 0 conda-forge
pandocfilters 1.4.2 py_1 conda-forge
parso 0.5.1 py_0 conda-forge
partd 1.0.0 py_0 conda-forge
patsy 0.5.1 py_0 conda-forge
pexpect 4.7.0 py37_0 conda-forge
pickleshare 0.7.5 py37_1000 conda-forge
pillow 6.1.0 py37h6b7be26_1 conda-forge
pip 19.2.3 py37_0 conda-forge
prometheus_client 0.7.1 py_0 conda-forge
prompt_toolkit 2.0.9 py_0 conda-forge
protobuf 3.9.2 py37he1b5a44_0 conda-forge
psutil 5.6.3 py37h516909a_0 conda-forge
ptyprocess 0.6.0 py_1001 conda-forge
pycosat 0.6.3 py37h14c3975_1001 conda-forge
pycparser 2.19 py37_1 conda-forge
pycurl 7.43.0.2 py37h16ce93b_1 conda-forge
pygments 2.4.2 py_0 conda-forge
pyjwt 1.7.1 py_0 conda-forge
pyopenssl 19.0.0 py37_0 conda-forge
pyparsing 2.4.2 py_0 conda-forge
pyrsistent 0.15.4 py37h516909a_0 conda-forge
pysocks 1.7.1 py37_0 conda-forge
python 3.7.3 h33d41f4_1 conda-forge
python-dateutil 2.8.0 py_0 conda-forge
python-editor 1.0.4 py_0 conda-forge
pytorch 1.2.0 py3.7_cuda10.0.130_cudnn7.6.2_0 pytorch
pytz 2019.2 py_0 conda-forge
pywavelets 1.0.3 py37hd352d35_1 conda-forge
pyyaml 5.1.2 py37h516909a_0 conda-forge
pyzmq 18.1.0 py37h1768529_0 conda-forge
readline 8.0 hf8c457e_0 conda-forge
requests 2.22.0 py37_1 conda-forge
ruamel_yaml 0.15.71 py37h14c3975_1000 conda-forge
scikit-image 0.15.0 py37hb3f55d8_2 conda-forge
scikit-learn 0.21.3 py37hcdab131_0 conda-forge
scipy 1.3.1 py37h921218d_2 conda-forge
seaborn 0.9.0 py_1 conda-forge
send2trash 1.5.0 py_0 conda-forge
setuptools 41.2.0 py37_0 conda-forge
six 1.12.0 py37_1000 conda-forge
sortedcontainers 2.1.0 py_0 conda-forge
soupsieve 1.9.3 py37_0 conda-forge
sqlalchemy 1.3.8 py37h516909a_0 conda-forge
sqlite 3.29.0 hcee41ef_1 conda-forge
statsmodels 0.10.1 py37hc1659b7_0 conda-forge
sympy 1.4 py37_0 conda-forge
tblib 1.4.0 py_0 conda-forge
tensorboard 1.14.0 py37_0 conda-forge
terminado 0.8.2 py37_0 conda-forge
testpath 0.4.2 py_1001 conda-forge
tini 0.18.0 h14c3975_1001 conda-forge
tk 8.6.9 hed695b0_1003 conda-forge
toolz 0.10.0 py_0 conda-forge
torchvision 0.4.0 py37_cu100 pytorch
tornado 6.0.3 py37h516909a_0 conda-forge
tqdm 4.36.1 py_0 conda-forge
traitlets 4.3.2 py37_1000 conda-forge
urllib3 1.25.5 py37_0 conda-forge
vincent 0.4.4 py_1 conda-forge
wcwidth 0.1.7 py_1 conda-forge
webencodings 0.5.1 py_1 conda-forge
werkzeug 0.16.0 py_0 conda-forge
wheel 0.33.6 py37_0 conda-forge
widgetsnbextension 3.5.1 py37_0 conda-forge
xlrd 1.2.0 py_0 conda-forge
xz 5.2.4 h14c3975_1001 conda-forge
yaml 0.1.7 h14c3975_1001 conda-forge
zeromq 4.3.2 he1b5a44_2 conda-forge
zict 1.0.0 py_0 conda-forge
zlib 1.2.11 h516909a_1006 conda-forge
zstd 1.4.0 h3b9ef0a_0 conda-forge

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GPU-enabled docker image for deep learning

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