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.
- docker
- (optional) nvidia-docker - required to run on GPU
Jupyter:
docker run --rm -p 8888:8888 -v <local path>:/home/jovyan/ timesler/jupyter-dl-gpu:latestJupyter lab:
docker run --rm -p 8888:8888 -v <local path>:/home/jovyan/ timesler/jupyter-dl-gpu:latest jupyter labIPython:
docker run --rm -p 8888:8888 -v <local path>:/home/jovyan/ timesler/jupyter-dl-gpu:latest ipythonBash:
docker run --rm -p 8888:8888 -v <local path>:/home/jovyan/ timesler/jupyter-dl-gpu:latest bashDepending on your system's configuration, you may need to call nvidia-docker instead of docker or specify nvidia as the docker runtime.
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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