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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
    BUILD_HADOOP=false HADOOP_VER=3.3.2 HIREDIS_VER=1.0.2 HUGECTR_BACKEND_VER=v3.7 HUGECTR_DEV_MODE=false HUGECTR_HOME=/usr/local/hugectr HUGECTR_VER=v3.8 HWLOC_VER=2.4.1 INSTALL_HDFS=false PROTOC_VER=3.19.4 RDKAFKA_VER=1.8.2 REDIS_PP_VER=1.3.3 ROCKSDB_VER=6.29.3 TRITON_VERSION=22.06 _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
    08/01/2022 11:23 AM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4RUN
    BUILD_HADOOP=false HADOOP_VER=3.3.2 HIREDIS_VER=1.0.2 HUGECTR_BACKEND_VER=v3.7 HUGECTR_DEV_MODE=false HUGECTR_HOME=/usr/local/hugectr HUGECTR_VER=v3.8 HWLOC_VER=2.4.1 INSTALL_HDFS=false PROTOC_VER=3.19.4 RDKAFKA_VER=1.8.2 REDIS_PP_VER=1.3.3 ROCKSDB_VER=6.29.3 TRITON_VERSION=22.06 _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
    08/01/2022 11:23 AM UTC
    sha256:9aa2a97c25d09eb3c4aa5672febcb8869d907da5c534a37d8fb61c21b34ab263RUN
    BUILD_HADOOP=false HADOOP_VER=3.3.2 HIREDIS_VER=1.0.2 HUGECTR_BACKEND_VER=v3.7 HUGECTR_DEV_MODE=false HUGECTR_HOME=/usr/local/hugectr HUGECTR_VER=v3.8 HWLOC_VER=2.4.1 INSTALL_HDFS=false PROTOC_VER=3.19.4 RDKAFKA_VER=1.8.2 REDIS_PP_VER=1.3.3 ROCKSDB_VER=6.29.3 TRITON_VERSION=22.06 _CI_JOB_TOKEN= _HUGECTR_BACKEND_REPO=github.com/triton-inference-server/hugectr_backend.git _HUGECTR_REPO=github.com/NVIDIA-Merlin/HugeCTR.git rm -rf /repos
    08/01/2022 11:23 AM UTC
    sha256:b0158c093599d59a3ae3fd1eaf08ee0ffdae318ce12aa702e69ae21fcf7cd3caRUN
    BUILD_HADOOP=false HADOOP_VER=3.3.2 HIREDIS_VER=1.0.2 HUGECTR_BACKEND_VER=v3.7 HUGECTR_DEV_MODE=false HUGECTR_HOME=/usr/local/hugectr HUGECTR_VER=v3.8 HWLOC_VER=2.4.1 INSTALL_HDFS=false PROTOC_VER=3.19.4 RDKAFKA_VER=1.8.2 REDIS_PP_VER=1.3.3 ROCKSDB_VER=6.29.3 TRITON_VERSION=22.06 _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
    08/01/2022 11:23 AM UTC
    sha256:bb10679942b99e5fdaff9229f5518d1422af82d98e1bbe78262d5973b5ec3d26RUN
    BUILD_HADOOP=false HADOOP_VER=3.3.2 HIREDIS_VER=1.0.2 HUGECTR_BACKEND_VER=v3.7 HUGECTR_DEV_MODE=false HUGECTR_HOME=/usr/local/hugectr HUGECTR_VER=v3.8 HWLOC_VER=2.4.1 INSTALL_HDFS=false PROTOC_VER=3.19.4 RDKAFKA_VER=1.8.2 REDIS_PP_VER=1.3.3 ROCKSDB_VER=6.29.3 TRITON_VERSION=22.06 _CI_JOB_TOKEN= _HUGECTR_BACKEND_REPO=github.com/triton-inference-server/hugectr_backend.git _HUGECTR_REPO=github.com/NVIDIA-Merlin/HugeCTR.git ln -s ${HUGECTR_HOME}/backends/hugectr /opt/tritonserver/backends/hugectr
    08/01/2022 11:23 AM UTC
    sha256:89dd18f95628a0700c9298dee74839c1212b5e382c34926233e039ba0bf0681dRUN
    BUILD_HADOOP=false HADOOP_VER=3.3.2 HIREDIS_VER=1.0.2 HUGECTR_BACKEND_VER=v3.7 HUGECTR_DEV_MODE=false HUGECTR_HOME=/usr/local/hugectr HUGECTR_VER=v3.8 HWLOC_VER=2.4.1 INSTALL_HDFS=false PROTOC_VER=3.19.4 RDKAFKA_VER=1.8.2 REDIS_PP_VER=1.3.3 ROCKSDB_VER=6.29.3 TRITON_VERSION=22.06 _CI_JOB_TOKEN= _HUGECTR_BACKEND_REPO=github.com/triton-inference-server/hugectr_backend.git _HUGECTR_REPO=github.com/NVIDIA-Merlin/HugeCTR.git if [ "${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 ${HUGECTR_HOME}/backends/hugectr/*.so ; fi
    08/01/2022 11:22 AM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ARG
    TRITON_VERSION
    08/01/2022 11:22 AM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ARG
    _HUGECTR_BACKEND_REPO=github.com/triton-inference-server/hugectr_backend.git
    08/01/2022 11:22 AM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ENV
    PATH=/usr/local/cuda/lib64/:/opt/tritonserver/bin:/usr/local/cuda/lib64/:/usr/local/mpi/bin:/usr/local/nvidia/bin:/usr/local/cuda/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/usr/local/ucx/bin:/usr/local/cuda/bin::/usr/local/cuda/bin:/usr/lib/x86_64-linux-gnu/:/opt/hadoop/bin:/opt/hadoop/sbin:/usr/local/hugectr/bin CPATH=:/usr/local/hugectr/include LD_LIBRARY_PATH=/usr/local/cuda/compat/lib:/usr/local/nvidia/lib:/usr/local/nvidia/lib64:/usr/local/cuda/lib64:/usr/local/cuda/extras/CUPTI/lib64:/usr/local/lib:/repos/dist/lib:/opt/tritonserver/lib:/usr/local/cuda/lib64:/usr/local/cuda/extras/CUPTI/lib64:/usr/local/lib:/repos/dist/lib:/usr/lib/jvm/default-java/lib:/usr/lib/jvm/default-java/lib/server:/usr/local/hugectr/lib PYTHONPATH=:/usr/local/lib/python3.8/dist-packages/:/usr/local/hugectr/lib
    08/01/2022 11:22 AM UTC
    sha256:2e14c12ae30ff0bc46e77bdde7c3c6479e2e49e0f5416818b56f011df906f8c4RUN
    BUILD_HADOOP=false HADOOP_VER=3.3.2 HIREDIS_VER=1.0.2 HUGECTR_BACKEND_VER=v3.7 HUGECTR_DEV_MODE=false HUGECTR_HOME=/usr/local/hugectr HUGECTR_VER=v3.8 HWLOC_VER=2.4.1 INSTALL_HDFS=false PROTOC_VER=3.19.4 RDKAFKA_VER=1.8.2 REDIS_PP_VER=1.3.3 ROCKSDB_VER=6.29.3 _CI_JOB_TOKEN= _HUGECTR_REPO=github.com/NVIDIA-Merlin/HugeCTR.git if [[ "${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/:$LD_LIBRARY_PATH &&
      export PATH=$PATH:/usr/local/cuda-${CUDA_SHORT_VERSION}/compat &&
      if [[ -f "/usr/local/lib/libhdfs.so" ]]; then cmake -DCMAKE_BUILD_TYPE=Release -DSM="60;61;70;75;80" -DENABLE_MULTINODES=ON -DENABLE_HDFS=ON .. ; else cmake -DCMAKE_BUILD_TYPE=Release -DSM="60;61;70;75;80" -DENABLE_MULTINODES=ON .. ; fi &&
      make -j$(nproc) &&
      make install &&
      rm -rf ./* &&
      chmod +x ${HUGECTR_HOME}/bin/* ${HUGECTR_HOME}/lib/*.so &&
      cd ../onnx_converter &&
      python setup.py install ; fi
    08/01/2022 11:22 AM UTC
    ...