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:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ENTRYPOINT
    /opt/nvidia/nvidia_entrypoint.sh
    07/17/2024 9:26 AM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4CMD
    /bin/bash
    07/17/2024 9:26 AM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4HEALTHCHECK
    &{["NONE"] "0s" "0s" "0s" '\x00'}
    07/17/2024 9:26 AM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4RUN
    CONTAINER=null HUGECTR_BACKEND_VER=main HUGECTR_DEV_MODE=false HUGECTR_HOME=/usr/local/hugectr HUGECTR_VER=main INSTALL_DISTRIBUTED_EMBEDDINGS=true INSTALL_HDFS=false TFDE_VER=v0.2 _CI_JOB_TOKEN= _HUGECTR_BACKEND_REPO=github.com/triton-inference-server/hugectr_backend.git _HUGECTR_REPO=github.com/NVIDIA-Merlin/HugeCTR.git if [[ ${CONTAINER} == *"tensorflow" ]]; then export LD_LIBRARY_PATH=/usr/local/hugectr/lib:$LD_LIBRARY_PATH LIBRARY_PATH=/usr/local/hugectr/lib:$LIBRARY_PATH SOK_COMPILE_UNIT_TEST=ON &&
      rm -rf /hugectr /distributed_embeddings &&
      if [ "$HUGECTR_DEV_MODE" == "false" ]; then git clone --branch ${HUGECTR_VER} --depth 1 https://${_HUGECTR_REPO} /hugectr &&
      pushd /hugectr &&
      pip install ninja &&
      git submodule update --init --recursive &&
      cd sparse_operation_kit &&
      python setup.py install &&
      cd ../hps_tf &&
      python setup.py install &&
      popd; fi &&
      if [ "$INSTALL_DISTRIBUTED_EMBEDDINGS" == "true" ]; then git clone https://github.com/NVIDIA-Merlin/distributed-embeddings.git /distributed_embeddings/ &&
      cd /distributed_embeddings &&
      git checkout ${TFDE_VER} &&
      git submodule update --init --recursive &&
      make pip_pkg &&
      pip install artifacts/*.whl &&
      make clean; fi; fi
    07/17/2024 9:26 AM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4RUN
    CONTAINER=null HUGECTR_BACKEND_VER=main HUGECTR_DEV_MODE=false HUGECTR_HOME=/usr/local/hugectr HUGECTR_VER=main INSTALL_DISTRIBUTED_EMBEDDINGS=true INSTALL_HDFS=false TFDE_VER=v0.2 _CI_JOB_TOKEN= _HUGECTR_BACKEND_REPO=github.com/triton-inference-server/hugectr_backend.git _HUGECTR_REPO=github.com/NVIDIA-Merlin/HugeCTR.git if [[ ${CONTAINER} == *"hugectr" ]]; then export HADOOP_HOME=/opt/hadoop &&
      export PATH=${PATH}:${HADOOP_HOME}/bin:${HADOOP_HOME}/sbin HDFS_NAMENODE_USER=root HDFS_SECONDARYNAMENODE_USER=root HDFS_DATANODE_USER=root YARN_RESOURCEMANAGER_USER=root YARN_NODEMANAGER_USER=root LIBHDFS_OPTS='-Djdk.lang.processReaperUseDefaultStackSize=true' UCX_ERROR_SIGNALS='' CLASSPATH=${CLASSPATH}: ${HADOOP_HOME}/etc/hadoop/*: ${HADOOP_HOME}/share/hadoop/common/*: ${HADOOP_HOME}/share/hadoop/common/lib/*: ${HADOOP_HOME}/share/hadoop/hdfs/*: ${HADOOP_HOME}/share/hadoop/hdfs/lib/*: ${HADOOP_HOME}/share/hadoop/mapreduce/*: ${HADOOP_HOME}/share/hadoop/yarn/*: ${HADOOP_HOME}/share/hadoop/yarn/lib/*; rm -rf /hugectr &&
      if [[ "${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="60;61;70;75;80" -DENABLE_INFERENCE=ON .. ; else cmake -DCMAKE_BUILD_TYPE=Release -DSM="60;61;70;75;80" -DENABLE_INFERENCE=ON -DENABLE_HDFS=ON ..; fi &&
      make -j$(nproc) &&
      make install &&
      rm -rf ./* &&
      chmod +x ${HUGECTR_HOME}/bin/* ${HUGECTR_HOME}/lib/*.so; fi &&
      if [[ "${HUGECTR_DEV_MODE}" == "false" ]]; then cd /hugectr &&
      git submodule update --init --recursive &&
      rm -rf build &&
      mkdir build &&
      cd build &&
      LD_LIBRARY_PATH=/usr/local/cuda/lib64/stubs/:$LD_LIBRARY_PATH &&
      if [[ "${INSTALL_HDFS}" == "false" ]]; then cmake -DCMAKE_BUILD_TYPE=Release -DSM="60;61;70;75;80" -DENABLE_MULTINODES=ON .. ; else cmake -DCMAKE_BUILD_TYPE=Release -DSM="60;61;70;75;80" -DENABLE_MULTINODES=ON -DENABLE_HDFS=ON ..; fi &&
      make -j$(nproc) &&
      make install &&
      rm -rf ./* &&
      chmod +x ${HUGECTR_HOME}/bin/* ${HUGECTR_HOME}/lib/*.so &&
      cd ../onnx_converter &&
      python setup.py install; fi &&
      if [ "${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${TRTOSS_VERSION}" -DTRITON_CORE_REPO_TAG="r${TRTOSS_VERSION}" -DTRITON_BACKEND_REPO_TAG="r${TRTOSS_VERSION}" .. &&
      make -j$(nproc) &&
      make install &&
      cd ../.. &&
      rm -rf hugectr_triton_backend &&
      chmod +x ${HUGECTR_HOME}/lib/*.so ${HUGECTR_HOME}/backends/hugectr/*.so; fi &&
      ln -s ${HUGECTR_HOME}/backends/hugectr /opt/tritonserver/backends/hugectr &&
      rm /usr/local/cuda/lib64/stubs/libcuda.so.1 &&
      rm -rf /repos /usr/local/share/jupyter/lab/staging/node_modules/marked /usr/local/share/jupyter/lab/staging/node_modules/node-fetch; fi
    07/17/2024 9:26 AM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4RUN
    CONTAINER=null HUGECTR_BACKEND_VER=main HUGECTR_DEV_MODE=false HUGECTR_HOME=/usr/local/hugectr HUGECTR_VER=main INSTALL_DISTRIBUTED_EMBEDDINGS=true INSTALL_HDFS=false TFDE_VER=v0.2 _CI_JOB_TOKEN= _HUGECTR_BACKEND_REPO=github.com/triton-inference-server/hugectr_backend.git _HUGECTR_REPO=github.com/NVIDIA-Merlin/HugeCTR.git if [[ ${CONTAINER} == *"hugectr" ]]; then ln -s /usr/local/cuda/lib64/stubs/libcuda.so /usr/local/cuda/lib64/stubs/libcuda.so.1; fi
    07/17/2024 9:26 AM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ARG
    TFDE_VER=v0.2
    07/17/2024 9:26 AM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ARG
    INSTALL_DISTRIBUTED_EMBEDDINGS=true
    07/17/2024 9:26 AM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ARG
    HUGECTR_HOME=/usr/local/hugectr
    07/17/2024 9:26 AM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ARG
    HUGECTR_BACKEND_VER=main
    07/17/2024 9:26 AM UTC
    ...