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| 1 | +FROM nvidia/cuda:10.0-base-ubuntu16.04 |
| 2 | + |
| 3 | +LABEL maintainer="Amazon AI" |
| 4 | + |
| 5 | +RUN apt-get update && apt-get install -y --no-install-recommends --allow-unauthenticated \ |
| 6 | + software-properties-common && \ |
| 7 | + add-apt-repository ppa:deadsnakes/ppa -y && \ |
| 8 | + rm -rf /var/lib/apt/lists/* |
| 9 | + |
| 10 | +RUN apt-get update && apt-get install -y --no-install-recommends --allow-unauthenticated \ |
| 11 | + ca-certificates \ |
| 12 | + cuda-command-line-tools-10-0 \ |
| 13 | + cuda-cublas-dev-10-0 \ |
| 14 | + cuda-cudart-dev-10-0 \ |
| 15 | + cuda-cufft-dev-10-0 \ |
| 16 | + cuda-curand-dev-10-0 \ |
| 17 | + cuda-cusolver-dev-10-0 \ |
| 18 | + cuda-cusparse-dev-10-0 \ |
| 19 | + curl \ |
| 20 | + libcudnn7=7.4.1.5-1+cuda10.0 \ |
| 21 | + # TensorFlow doesn't require libnccl anymore but Open MPI still depends on it |
| 22 | + libnccl2 \ |
| 23 | + libnccl-dev \ |
| 24 | + libfreetype6-dev \ |
| 25 | + libhdf5-serial-dev \ |
| 26 | + libpng12-dev \ |
| 27 | + libzmq3-dev \ |
| 28 | + wget \ |
| 29 | + openssh-client \ |
| 30 | + openssh-server \ |
| 31 | + build-essential && \ |
| 32 | + # The 'apt-get install' of nvinfer-runtime-trt-repo-ubuntu1604-4.0.1-ga-cuda9.0 |
| 33 | + # adds a new list which contains libnvinfer library, so it needs another |
| 34 | + # 'apt-get update' to retrieve that list before it can actually install the |
| 35 | + # library. |
| 36 | + # We don't install libnvinfer-dev since we don't need to build against TensorRT, |
| 37 | + # and libnvinfer4 doesn't contain libnvinfer.a static library. |
| 38 | + apt-get update && apt-get install -y --no-install-recommends --allow-unauthenticated \ |
| 39 | + nvinfer-runtime-trt-repo-ubuntu1604-5.0.2-ga-cuda10.0 && \ |
| 40 | + apt-get update && apt-get install -y --no-install-recommends --allow-unauthenticated \ |
| 41 | + libnvinfer5=5.0.2-1+cuda10.0 && \ |
| 42 | + rm /usr/lib/x86_64-linux-gnu/libnvinfer_plugin* && \ |
| 43 | + rm /usr/lib/x86_64-linux-gnu/libnvcaffe_parser* && \ |
| 44 | + rm /usr/lib/x86_64-linux-gnu/libnvparsers* && \ |
| 45 | + rm -rf /var/lib/apt/lists/* |
| 46 | + |
| 47 | +########################################################################### |
| 48 | +# Horovod & its dependencies |
| 49 | +########################################################################### |
| 50 | + |
| 51 | +# Install Open MPI |
| 52 | +RUN mkdir /tmp/openmpi && \ |
| 53 | + cd /tmp/openmpi && \ |
| 54 | + curl -fSsL -O https://www.open-mpi.org/software/ompi/v3.1/downloads/openmpi-3.1.2.tar.gz && \ |
| 55 | + tar zxf openmpi-3.1.2.tar.gz && \ |
| 56 | + cd openmpi-3.1.2 && \ |
| 57 | + ./configure --enable-orterun-prefix-by-default && \ |
| 58 | + make -j $(nproc) all && \ |
| 59 | + make install && \ |
| 60 | + ldconfig && \ |
| 61 | + rm -rf /tmp/openmpi |
| 62 | + |
| 63 | +ARG py_version |
| 64 | +ARG framework_installable |
| 65 | +ARG framework_support_installable |
| 66 | + |
| 67 | +RUN if [ $py_version -eq 3 ]; then PYTHON_VERSION=python3.6; else PYTHON_VERSION=python2.7; fi && \ |
| 68 | + apt-get update && apt-get install -y --no-install-recommends $PYTHON_VERSION-dev --allow-unauthenticated && \ |
| 69 | + ln -s -f /usr/bin/$PYTHON_VERSION /usr/bin/python && \ |
| 70 | + rm -rf /var/lib/apt/lists/* |
| 71 | + |
| 72 | +# Create a wrapper for OpenMPI to allow running as root by default |
| 73 | +RUN mv /usr/local/bin/mpirun /usr/local/bin/mpirun.real && \ |
| 74 | + echo '#!/bin/bash' > /usr/local/bin/mpirun && \ |
| 75 | + echo 'mpirun.real --allow-run-as-root "$@"' >> /usr/local/bin/mpirun && \ |
| 76 | + chmod a+x /usr/local/bin/mpirun |
| 77 | + |
| 78 | +# Configure OpenMPI to run good defaults: |
| 79 | +# --bind-to none --map-by slot --mca btl_tcp_if_exclude lo,docker0 |
| 80 | +RUN echo "hwloc_base_binding_policy = none" >> /usr/local/etc/openmpi-mca-params.conf && \ |
| 81 | + echo "rmaps_base_mapping_policy = slot" >> /usr/local/etc/openmpi-mca-params.conf |
| 82 | + |
| 83 | +# Set default NCCL parameters |
| 84 | +RUN echo NCCL_DEBUG=INFO >> /etc/nccl.conf |
| 85 | + |
| 86 | +ENV LD_LIBRARY_PATH=/usr/local/openmpi/lib:$LD_LIBRARY_PATH |
| 87 | +ENV PATH /usr/local/openmpi/bin/:$PATH |
| 88 | +ENV PATH=/usr/local/nvidia/bin:$PATH |
| 89 | + |
| 90 | +# SSH login fix. Otherwise user is kicked off after login |
| 91 | +RUN mkdir -p /var/run/sshd && sed 's@session\s*required\s*pam_loginuid.so@session optional pam_loginuid.so@g' -i /etc/pam.d/sshd |
| 92 | + |
| 93 | +# Create SSH key. |
| 94 | +RUN mkdir -p /root/.ssh/ && \ |
| 95 | + ssh-keygen -q -t rsa -N '' -f /root/.ssh/id_rsa && \ |
| 96 | + cp /root/.ssh/id_rsa.pub /root/.ssh/authorized_keys && \ |
| 97 | + printf "Host *\n StrictHostKeyChecking no\n" >> /root/.ssh/config |
| 98 | + |
| 99 | +########################################################################### |
| 100 | +# Python won’t try to write .pyc or .pyo files on the import of source modules |
| 101 | +ENV PYTHONDONTWRITEBYTECODE=1 PYTHONUNBUFFERED=1 PYTHONIOENCODING=UTF-8 LANG=C.UTF-8 LC_ALL=C.UTF-8 |
| 102 | + |
| 103 | +RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \ |
| 104 | + python get-pip.py --disable-pip-version-check --no-cache-dir "pip==18.1" && \ |
| 105 | + rm get-pip.py |
| 106 | + |
| 107 | +WORKDIR / |
| 108 | + |
| 109 | +COPY $framework_installable tensorflow-1.13.1-py2.py3-none-any.whl |
| 110 | +COPY $framework_support_installable . |
| 111 | + |
| 112 | +RUN pip install --no-cache-dir -U \ |
| 113 | + keras==2.2.4 \ |
| 114 | + mpi4py==3.0.1 \ |
| 115 | + $framework_support_installable \ |
| 116 | + "sagemaker-tensorflow>=1.13,<1.14" \ |
| 117 | + # Let's install TensorFlow separately in the end to avoid |
| 118 | + # the library version to be overwritten |
| 119 | + && pip install --force-reinstall --no-cache-dir -U tensorflow-1.13.1-py2.py3-none-any.whl \ |
| 120 | + \ |
| 121 | + && rm -f tensorflow-1.13.1-py2.py3-none-any.whl \ |
| 122 | + && rm -f $framework_support_installable \ |
| 123 | + && pip uninstall -y --no-cache-dir \ |
| 124 | + markdown \ |
| 125 | + tensorboard |
| 126 | + |
| 127 | +# Install Horovod, temporarily using CUDA stubs |
| 128 | +RUN ldconfig /usr/local/cuda-10.0/targets/x86_64-linux/lib/stubs && \ |
| 129 | + HOROVOD_GPU_ALLREDUCE=NCCL HOROVOD_WITH_TENSORFLOW=1 pip install --no-cache-dir horovod && \ |
| 130 | + ldconfig |
| 131 | + |
| 132 | +ARG tornasole_framework_installable |
| 133 | +COPY $tornasole_framework_installable . |
| 134 | + |
| 135 | +RUN pip install $tornasole_framework_installable |
| 136 | + |
| 137 | +ENV SAGEMAKER_TRAINING_MODULE sagemaker_tensorflow_container.training:main |
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