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=v23.09.00 HUGECTR_DEV_MODE=false HUGECTR_HOME=/usr/local/hugectr HUGECTR_VER=v24.06.00 HWLOC_VER=2.4.1 INSTALL_HDFS=false TRITON_VERSION=24.03 _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
    06/15/2024 1:04 AM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4RUN
    HUGECTR_BACKEND_VER=v23.09.00 HUGECTR_DEV_MODE=false HUGECTR_HOME=/usr/local/hugectr HUGECTR_VER=v24.06.00 HWLOC_VER=2.4.1 INSTALL_HDFS=false TRITON_VERSION=24.03 _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
    06/15/2024 1:04 AM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ENV
    PYTHONPATH=:/usr/local/lib/python3.10/dist-packages/:/usr/local/hugectr/lib
    06/15/2024 1:04 AM UTC
    sha256:0b280b5bbcf4e29c6c15e1ed5971d3351c9602d5baaf77902d58ad721d3fac2fRUN
    HUGECTR_BACKEND_VER=v23.09.00 HUGECTR_DEV_MODE=false HUGECTR_HOME=/usr/local/hugectr HUGECTR_VER=v24.06.00 HWLOC_VER=2.4.1 INSTALL_HDFS=false TRITON_VERSION=24.03 _CI_JOB_TOKEN= _HUGECTR_BACKEND_REPO=github.com/triton-inference-server/hugectr_backend.git _HUGECTR_REPO=github.com/NVIDIA-Merlin/HugeCTR.git ln -s ${HUGECTR_HOME}/backends/hps /opt/tritonserver/backends/hps
    06/15/2024 1:04 AM UTC
    sha256:8c2b42b48472487836bc37d54880bc4c453d90fc1d229ae8e7cbadbece915c38RUN
    HUGECTR_BACKEND_VER=v23.09.00 HUGECTR_DEV_MODE=false HUGECTR_HOME=/usr/local/hugectr HUGECTR_VER=v24.06.00 HWLOC_VER=2.4.1 INSTALL_HDFS=false TRITON_VERSION=24.03 _CI_JOB_TOKEN= _HUGECTR_BACKEND_REPO=github.com/triton-inference-server/hugectr_backend.git _HUGECTR_REPO=github.com/NVIDIA-Merlin/HugeCTR.git if [ "${HUGECTR_DEV_MODE}" == "false" ]; then git clone --branch ${HUGECTR_VER} --depth 1 https://${_CI_JOB_TOKEN}${_HUGECTR_REPO} /hugectr &&
      cd /hugectr &&
      git submodule update --init --recursive &&
      mkdir build &&
      cd build &&
      if [[ "${INSTALL_HDFS}" == "false" ]]; then cmake -DCMAKE_BUILD_TYPE=Release -DSM="70;75;80;90" -DENABLE_INFERENCE=ON .. ; else cmake -DCMAKE_BUILD_TYPE=Release -DSM="70;75;80;90" -DENABLE_INFERENCE=ON -DENABLE_HDFS=ON .. ; fi &&
      make -j$(nproc) &&
      make install &&
      rm -rf ./* &&
      git clone --branch ${HUGECTR_BACKEND_VER} --depth 1 https://${_CI_JOB_TOKEN}${_HUGECTR_BACKEND_REPO} /repos/hugectr_triton_backend &&
      mkdir /repos/hugectr_triton_backend/hps_backend/build &&
      cd /repos/hugectr_triton_backend/hps_backend/build &&
      cmake -DCMAKE_INSTALL_PREFIX:PATH=${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 &&
      chmod +x ${HUGECTR_HOME}/lib/*.so ${HUGECTR_HOME}/backends/hps/*.so &&
      cd ../../.. &&
      rm -rf hugectr_triton_backend &&
      rm -rf ${HUGECTR_HOME}/lib/libgmock* ${HUGECTR_HOME}/lib/pkgconfig/gmock* ${HUGECTR_HOME}/include/gmock &&
      rm -rf ${HUGECTR_HOME}/lib/libgtest* ${HUGECTR_HOME}/lib/pkgconfig/gtest* ${HUGECTR_HOME}/include/gtest &&
      cd /hugectr/build &&
      LD_LIBRARY_PATH=/usr/local/cuda/lib64/stubs/:$LD_LIBRARY_PATH &&
      export PATH=$PATH:/usr/local/cuda-$(echo $CUDA_VERSION | awk -F'.' '{print $1"."$2}')/compat &&
      if [[ "${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 &&
      chmod +x ${HUGECTR_HOME}/bin/* ${HUGECTR_HOME}/lib/*.so &&
      cd ../hps_trt &&
      mkdir build &&
      cd build &&
      cmake -DSM="70;75;80;90" .. &&
      make -j$(nproc) &&
      make install &&
      cd ../../onnx_converter &&
      python setup.py install &&
      pip --no-cache-dir install ninja tf2onnx &&
      cd ../sparse_operation_kit &&
      python setup.py install &&
      cd ../hps_tf &&
      python setup.py install &&
      cd ../hps_torch/ &&
      TORCH_CUDA_ARCH_LIST="7.0 7.5 8.0 9.0" python setup.py install &&
      mv /hugectr/ci ~/hugectr-ci &&
      mv /hugectr/sparse_operation_kit/sparse_operation_kit ~/hugectr-sparse_operation_kit &&
      rm -rf /hugectr &&
      mkdir -p /hugectr /hugectr/sparse_operation_kit &&
      mv ~/hugectr-ci /hugectr/ci &&
      mv ~/hugectr-sparse_operation_kit /hugectr/sparse_operation_kit/sparse_operation_kit &&
      chmod +x /hugectr/ci/* /hugectr/sparse_operation_kit/sparse_operation_kit/* ; fi
    06/15/2024 1:04 AM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ENV
    PATH=/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 CPATH=:/usr/local/hugectr/include LD_LIBRARY_PATH=/usr/local/lib/python3.10/dist-packages/tensorflow:/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
    06/15/2024 12:38 AM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ARG
    TRITON_VERSION
    06/15/2024 12:38 AM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ARG
    HUGECTR_HOME=/usr/local/hugectr
    06/15/2024 12:38 AM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ARG
    _HUGECTR_BACKEND_REPO=github.com/triton-inference-server/hugectr_backend.git
    06/15/2024 12:38 AM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ARG
    _CI_JOB_TOKEN=
    06/15/2024 12:38 AM UTC
    ...