NVIDIA
Merlin HugeCTR
Container
NVIDIA
Merlin HugeCTR

The Merlin HugeCTR container enables you to perform data preprocessing, feature engineering, train models with HugeCTR, and then serve the trained model with Triton Inference Server.

  • LayerLabelCreated
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4RUN
    HUGECTR_BACKEND_VER=release-23.06 HUGECTR_DEV_MODE=false HUGECTR_HOME=/usr/local/hugectr HUGECTR_VER=v23.06.00 HWLOC_VER=2.4.1 INSTALL_HDFS=false TRITON_VERSION=23.04 _CI_JOB_TOKEN= _HUGECTR_BACKEND_REPO=github.com/triton-inference-server/hugectr_backend.git _HUGECTR_REPO=github.com/NVIDIA-Merlin/HugeCTR.git rm -rf /usr/local/share/jupyter/lab/staging/node_modules/node-fetch
    06/23/2023 9:18 AM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4RUN
    HUGECTR_BACKEND_VER=release-23.06 HUGECTR_DEV_MODE=false HUGECTR_HOME=/usr/local/hugectr HUGECTR_VER=v23.06.00 HWLOC_VER=2.4.1 INSTALL_HDFS=false TRITON_VERSION=23.04 _CI_JOB_TOKEN= _HUGECTR_BACKEND_REPO=github.com/triton-inference-server/hugectr_backend.git _HUGECTR_REPO=github.com/NVIDIA-Merlin/HugeCTR.git rm -rf /usr/local/share/jupyter/lab/staging/node_modules/marked
    06/23/2023 9:18 AM UTC
    sha256:80405c878d980da9c347bde13c7a1e17301d2fc1fc444db8e27a8085aed4e873RUN
    HUGECTR_BACKEND_VER=release-23.06 HUGECTR_DEV_MODE=false HUGECTR_HOME=/usr/local/hugectr HUGECTR_VER=v23.06.00 HWLOC_VER=2.4.1 INSTALL_HDFS=false TRITON_VERSION=23.04 _CI_JOB_TOKEN= _HUGECTR_BACKEND_REPO=github.com/triton-inference-server/hugectr_backend.git _HUGECTR_REPO=github.com/NVIDIA-Merlin/HugeCTR.git rm /usr/local/cuda/lib64/stubs/libcuda.so.1
    06/23/2023 9:18 AM UTC
    sha256:7ced779d3d0c9ef640af9015361a4fb2930d18e8a0338d4afef311960fc411dcRUN
    HUGECTR_BACKEND_VER=release-23.06 HUGECTR_DEV_MODE=false HUGECTR_HOME=/usr/local/hugectr HUGECTR_VER=v23.06.00 HWLOC_VER=2.4.1 INSTALL_HDFS=false TRITON_VERSION=23.04 _CI_JOB_TOKEN= _HUGECTR_BACKEND_REPO=github.com/triton-inference-server/hugectr_backend.git _HUGECTR_REPO=github.com/NVIDIA-Merlin/HugeCTR.git ln -s ${HUGECTR_HOME}/backends/hugectr /opt/tritonserver/backends/hugectr
    06/23/2023 9:18 AM UTC
    sha256:2f39e592403985047650d6d0e67da1741ff1dc2ad18f0d6e0fdd33f967f1f4dfRUN
    HUGECTR_BACKEND_VER=release-23.06 HUGECTR_DEV_MODE=false HUGECTR_HOME=/usr/local/hugectr HUGECTR_VER=v23.06.00 HWLOC_VER=2.4.1 INSTALL_HDFS=false TRITON_VERSION=23.04 _CI_JOB_TOKEN= _HUGECTR_BACKEND_REPO=github.com/triton-inference-server/hugectr_backend.git _HUGECTR_REPO=github.com/NVIDIA-Merlin/HugeCTR.git if [ "${HUGECTR_DEV_MODE}" == "false" ]; then git clone --branch ${HUGECTR_BACKEND_VER} --depth 1 https://${_CI_JOB_TOKEN}${_HUGECTR_BACKEND_REPO} /repos/hugectr_triton_backend &&
      mkdir /repos/hugectr_triton_backend/build &&
      cd /repos/hugectr_triton_backend/build &&
      cmake -DCMAKE_INSTALL_PREFIX:PATH=${HUGECTR_HOME} -DTRITON_COMMON_REPO_TAG="r${TRITON_VERSION}" -DTRITON_CORE_REPO_TAG="r${TRITON_VERSION}" -DTRITON_BACKEND_REPO_TAG="r${TRITON_VERSION}" .. &&
      make -j$(nproc) &&
      make install &&
      cd ../.. &&
      rm -rf hugectr_triton_backend &&
      chmod +x ${HUGECTR_HOME}/lib/*.so ${HUGECTR_HOME}/backends/hugectr/*.so &&
      rm -rf /repos ; fi
    06/23/2023 9:18 AM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ARG
    TRITON_VERSION
    06/23/2023 9:17 AM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ARG
    _HUGECTR_BACKEND_REPO=github.com/triton-inference-server/hugectr_backend.git
    06/23/2023 9:17 AM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ENV
    PATH=/usr/local/cuda/lib64/:/opt/tritonserver/bin:/usr/local/cuda/lib64/:/usr/local/mpi/bin:/usr/local/nvidia/bin:/usr/local/cuda/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/usr/local/ucx/bin:/usr/local/cuda/bin::/opt/hadoop/bin:/opt/hadoop/sbin:/usr/local/hugectr/bin:/usr/local/cuda/bin:/usr/lib/x86_64-linux-gnu/:/usr/local/hugectr/bin CPATH=:/usr/local/hugectr/include:/usr/local/hugectr/include LD_LIBRARY_PATH=/usr/local/cuda/compat/lib:/usr/local/nvidia/lib:/usr/local/nvidia/lib64:/usr/local/cuda/lib64:/usr/local/cuda/extras/CUPTI/lib64:/usr/local/lib:/repos/dist/lib:/usr/lib/jvm/default-java/lib:/usr/lib/jvm/default-java/lib/server:/opt/tritonserver/lib:/usr/local/hugectr/lib:/usr/local/cuda/lib64:/usr/local/cuda/extras/CUPTI/lib64:/usr/local/lib:/repos/dist/lib:/usr/local/hugectr/lib PYTHONPATH=:/usr/local/lib/python3.8/dist-packages/:/usr/local/hugectr/lib
    06/23/2023 9:17 AM UTC
    sha256:c4579744ead0ae7c70f9277018c778bf0f1ca44e9e8739550152f10ff3ccde08RUN
    HUGECTR_BACKEND_VER=release-23.06 HUGECTR_DEV_MODE=false HUGECTR_HOME=/usr/local/hugectr HUGECTR_VER=v23.06.00 HWLOC_VER=2.4.1 INSTALL_HDFS=false _CI_JOB_TOKEN= _HUGECTR_REPO=github.com/NVIDIA-Merlin/HugeCTR.git if [[ "${HUGECTR_DEV_MODE}" == "false" ]]; then rm -rf /usr/local/hugectr/lib/libgmock* /usr/local/hugectr/lib/pkgconfig/gmock* /usr/local/hugectr/include/gmock &&
      rm -rf /usr/local/hugectr/lib/libgtest* /usr/local/hugectr/lib/pkgconfig/gtest* /usr/local/hugectr/include/gtest &&
      git clone --branch ${HUGECTR_VER} --depth 1 https://${_CI_JOB_TOKEN}${_HUGECTR_REPO} /hugectr &&
      cd /hugectr &&
      git submodule update --init --recursive &&
      mkdir build &&
      cd build &&
      LD_LIBRARY_PATH=/usr/local/cuda/lib64/stubs/:$LD_LIBRARY_PATH &&
      export PATH=$PATH:/usr/local/cuda-${CUDA_SHORT_VERSION}/compat &&
      if [[ "${INSTALL_HDFS}" == "false" ]]; then cmake -DCMAKE_BUILD_TYPE=Release -DSM="60;61;70;75;80;90" -DENABLE_MULTINODES=ON .. ; else cmake -DCMAKE_BUILD_TYPE=Release -DSM="60;61;70;75;80;90" -DENABLE_MULTINODES=ON -DENABLE_HDFS=ON .. ; fi &&
      make -j$(nproc) &&
      make install &&
      rm -rf ./* &&
      chmod +x ${HUGECTR_HOME}/bin/* ${HUGECTR_HOME}/lib/*.so &&
      cd ../onnx_converter &&
      python setup.py install &&
      mv /hugectr/ci ~/hugectr-ci &&
      rm -rf /hugectr &&
      mkdir -p /hugectr &&
      mv ~/hugectr-ci /hugectr/ci ; fi
    06/23/2023 9:17 AM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ARG
    HUGECTR_HOME=/usr/local/hugectr
    06/23/2023 8:43 AM UTC
    ...