Lablup FF 20.07 with Python 3.6 & CUDA 10.1

Author: hephaex

python-ff/Dockerfile.20.07-py36-cuda10.1

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+FROM lablup/common-base:20.07-py36-cuda10.1
+
+# Install TensorFlow, Keras, PyTorch and MXNet
+ENV TENSORFLOW_VERSION=2.2.0
+ENV PYTORCH_VERSION=1.5.0
+ENV TORCHVISION_VERSION=0.6.0
+ENV TORCHAUDIO_VERSION=0.5.0
+ENV TORCHTEXT_VERSION=0.6.0
+ENV TENSORBOARDX_VERSION=1.9
+ENV MXNET_VERSION=1.5.1
+ARG CUDA=10.1
+ARG LIBNVINFER=6.0.1-1
+ARG LIBNVINFER_MAJOR_VERSION=6
+ENV CUDNN_VERSION=7.6.5.32-1+cuda10.1
+ENV NCCL_VERSION=2.7.3-1+cuda10.1
+ENV DEBIAN_FRONTEND=noninteractive
+ENV mecab_dicdir /usr/local/lib/mecab/dic/mecab-ko-dic
+ENV MPLBACKEND=Svg
+ENV PYTHONUNBUFFERED=1 \
+    LD_LIBRARY_PATH="/usr/local/cuda/extras/CUPTI/lib64:/usr/local/cuda/lib64:/usr/local/nvidia/lib64:/usr/include/x86_64-linux-gnu" \
+    PATH="/usr/local/nvidia/bin:/usr/local/cuda/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/usr/local/bin/mecab" \
+    LANG=C.UTF-8
+
+# Set default shell to /bin/bash
+SHELL ["/bin/bash", "-cu"]
+
+RUN python3 -m pip install --no-cache-dir --upgrade \
+	    gast==0.2.2 \
+	    'httplib2<0.18.0,>=0.8' \
+	    'coverage<5.0,>=4.5' \
+	    'mock<4.0,>=3.0' \
+    	    tensorflow==${TENSORFLOW_VERSION}  \
+       	    tensorboard==2.2.2 
+
+RUN python3 -m pip install --no-cache-dir --upgrade \
+	    -q git+https://github.com/google-research/tensorflow_constrained_optimization 
+RUN python3 -m pip install --no-cache-dir --upgrade \
+	    -q git+https://github.com/tensorflow/fairness-indicators
+RUN python3 -m pip install --no-cache-dir \
+	    cachetools==3.1.0 \
+	    tensorflow-transform==0.22.0 \
+	    tensorflow_model_analysis==0.22.2 \
+	    ngraph-tensorflow-bridge==0.18.0 \
+	    tensorflow-metadata==0.22.2 \
+	    tensorflow-datasets==3.1.0 \
+	    tensorflow_probability \ 
+	    tensorflow-addons==0.10.0 \
+	    neural-structured-learning==1.1.0 \
+	    tensorflow-model-optimization==0.3.0 
+RUN python3 -m pip install --no-cache-dir \
+	    tfx==0.22.0 \
+	    tfx-bsl==0.22.0 \
+	    tf-agents==0.5.0  
+RUN python3 -m pip install --no-cache-dir \
+	    tensorflow_constrained_optimization \
+	    tensorflow-hub==0.8.0 \
+	    tensorflow_text==2.2.1 \
+	    tensorflow-graphics-gpu==1.0.0 \
+	    tensorflow-gan==2.0.0 \
+	    tensorflow-data-validation==0.22.0 
+RUN python3 -m pip install --no-cache-dir \
+	    jupyter-tensorboard==0.2.0 \
+	    tensorflow-plot==0.3.2 \
+	    tensorflow-lattice==2.0.5 \
+	    tensorflow_ranking==0.3.1 \
+	    tensorflow-compression==1.3 \
+	    tensor2tensor \
+	    mesh-tensorflow==0.1.13 \
+    	    tensorwatch==0.9.1 \
+	    tensorflow-io==0.13.0  \
+	    jupyterlab-nvdashboard==0.3.1 
+
+RUN python3 -m pip install pip --no-cache-dir \
+    	https://download.pytorch.org/whl/cu101/torch-${PYTORCH_VERSION}%2Bcu101-cp36-cp36m-linux_x86_64.whl \
+        https://download.pytorch.org/whl/cu101/torchvision-${TORCHVISION_VERSION}%2Bcu101-cp36-cp36m-linux_x86_64.whl \
+        https://download.pytorch.org/whl/torchaudio-${TORCHAUDIO_VERSION}-cp36-cp36m-linux_x86_64.whl \
+        torchtext==${TORCHTEXT_VERSION} && \
+    python3 -m pip install --no-cache-dir tensorboardX==${TENSORBOARDX_VERSION}	    
+
+RUN python3 -m pip install --no-cache-dir mxnet-cu101==${MXNET_VERSION}
+
+# Install Horovod, temporarily using CUDA stubs
+RUN ldconfig /usr/local/cuda/targets/x86_64-linux/lib/stubs && \
+    HOROVOD_GPU_ALLREDUCE=NCCL HOROVOD_GPU_BROADCAST=NCCL \
+    HOROVOD_WITH_TENSORFLOW=1 HOROVOD_WITH_PYTORCH=1 HOROVOD_WITH_MXNET=1 \
+    pip install --no-cache-dir horovod==0.19.4 && \
+    ldconfig
+
+RUN python3 -m pip install --no-cache-dir --upgrade \
+    	    mpi4py==3.0.3 \
+	    nni==1.6 \
+	    scikit-nni==0.2.1
+
+# Install ipython kernelspec
+Run python3 -m ipykernel install --display-name "Lablup FF 20.07 on Python 3.6 (CUDA 10.1)" && \
+    cat /usr/local/share/jupyter/kernels/python3/kernel.json
+
+RUN jupyter nbextension enable --py --sys-prefix widgetsnbextension && \
+    jupyter nbextension enable --py tensorflow_model_analysis
+    
+# Backend.AI specifics
+LABEL ai.backend.kernelspec="1" \
+      ai.backend.envs.corecount="OPENBLAS_NUM_THREADS,OMP_NUM_THREADS,NPROC" \
+      ai.backend.features="batch query uid-match user-input" \
+      ai.backend.base-distro="ubuntu16.04" \
+      ai.backend.resource.min.cpu="1" \
+      ai.backend.resource.min.mem="1g" \
+      ai.backend.resource.min.cuda.device=0 \
+      ai.backend.resource.min.cuda.shares=0 \
+      ai.backend.runtime-type="python" \
+      ai.backend.runtime-path="/usr/bin/python3" \
+      ai.backend.service-ports="ipython:pty:3000,tensorboard:http:6006,jupyter:http:8080,jupyterlab:http:8090,mne:http:5000"
+
+WORKDIR /home/work
+# vim: ft=dockerfile