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=v4.0 HUGECTR_DEV_MODE=false HUGECTR_HOME=/usr/local/hugectr HUGECTR_VER=v4.0 HWLOC_VER=2.4.1 INSTALL_HDFS=false TRITON_VERSION=22.08 _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
    09/30/2022 11:16 AM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4RUN
    HUGECTR_BACKEND_VER=v4.0 HUGECTR_DEV_MODE=false HUGECTR_HOME=/usr/local/hugectr HUGECTR_VER=v4.0 HWLOC_VER=2.4.1 INSTALL_HDFS=false TRITON_VERSION=22.08 _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
    09/30/2022 11:16 AM UTC
    sha256:b191cb49252985285358796f7f149e9c8b80a8bfc3fcda82a71573c5d185e321RUN
    HUGECTR_BACKEND_VER=v4.0 HUGECTR_DEV_MODE=false HUGECTR_HOME=/usr/local/hugectr HUGECTR_VER=v4.0 HWLOC_VER=2.4.1 INSTALL_HDFS=false TRITON_VERSION=22.08 _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
    09/30/2022 11:16 AM UTC
    sha256:e9a075573de9bb07356a1cd180ad7ee8914346bc4c1ae943f0c922ef9e7b08a8RUN
    HUGECTR_BACKEND_VER=v4.0 HUGECTR_DEV_MODE=false HUGECTR_HOME=/usr/local/hugectr HUGECTR_VER=v4.0 HWLOC_VER=2.4.1 INSTALL_HDFS=false TRITON_VERSION=22.08 _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
    09/30/2022 11:16 AM UTC
    sha256:1632d42c9fe7c833711e6887b8def53d973116b2a458855f1c6179214f390a9bRUN
    HUGECTR_BACKEND_VER=v4.0 HUGECTR_DEV_MODE=false HUGECTR_HOME=/usr/local/hugectr HUGECTR_VER=v4.0 HWLOC_VER=2.4.1 INSTALL_HDFS=false TRITON_VERSION=22.08 _CI_JOB_TOKEN= _HUGECTR_BACKEND_REPO=github.com/triton-inference-server/hugectr_backend.git _HUGECTR_REPO=github.com/NVIDIA-Merlin/HugeCTR.git ln -s ${HUGECTR_HOME}/backends/hugectr /opt/tritonserver/backends/hugectr
    09/30/2022 11:16 AM UTC
    sha256:84307b65522c8b80a73a56ccba8b27887e1906772af84a32ff62fbc36ad20283RUN
    HUGECTR_BACKEND_VER=v4.0 HUGECTR_DEV_MODE=false HUGECTR_HOME=/usr/local/hugectr HUGECTR_VER=v4.0 HWLOC_VER=2.4.1 INSTALL_HDFS=false TRITON_VERSION=22.08 _CI_JOB_TOKEN= _HUGECTR_BACKEND_REPO=github.com/triton-inference-server/hugectr_backend.git _HUGECTR_REPO=github.com/NVIDIA-Merlin/HugeCTR.git if [ "${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 ${HUGECTR_HOME}/backends/hugectr/*.so ; fi
    09/30/2022 11:16 AM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ARG
    TRITON_VERSION
    09/30/2022 11:15 AM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ARG
    _HUGECTR_BACKEND_REPO=github.com/triton-inference-server/hugectr_backend.git
    09/30/2022 11:15 AM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ENV
    PATH=/usr/local/cuda/lib64/:/opt/tritonserver/bin:/usr/local/cuda/lib64/:/usr/local/mpi/bin:/usr/local/nvidia/bin:/usr/local/cuda/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/usr/local/ucx/bin:/usr/local/cuda/bin::/usr/local/cuda/bin:/usr/lib/x86_64-linux-gnu/:/opt/hadoop/bin:/opt/hadoop/sbin:/usr/local/hugectr/bin CPATH=:/usr/local/hugectr/include LD_LIBRARY_PATH=/usr/local/cuda/compat/lib:/usr/local/nvidia/lib:/usr/local/nvidia/lib64:/usr/local/cuda/lib64:/usr/local/cuda/extras/CUPTI/lib64:/usr/local/lib:/repos/dist/lib:/opt/tritonserver/lib:/usr/local/cuda/lib64:/usr/local/cuda/extras/CUPTI/lib64:/usr/local/lib:/repos/dist/lib:/usr/lib/jvm/default-java/lib:/usr/lib/jvm/default-java/lib/server:/usr/local/hugectr/lib PYTHONPATH=:/usr/local/lib/python3.8/dist-packages/:/usr/local/hugectr/lib
    09/30/2022 11:15 AM UTC
    sha256:320220d7e954740a4f15fb2b152b89a90c6d22165b10368de1642a123d4603e9RUN
    HUGECTR_BACKEND_VER=v4.0 HUGECTR_DEV_MODE=false HUGECTR_HOME=/usr/local/hugectr HUGECTR_VER=v4.0 HWLOC_VER=2.4.1 INSTALL_HDFS=false _CI_JOB_TOKEN= _HUGECTR_REPO=github.com/NVIDIA-Merlin/HugeCTR.git if [[ "${HUGECTR_DEV_MODE}" == "false" ]]; then 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-${CUDA_SHORT_VERSION}/compat &&
      if [[ "${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
    09/30/2022 11:15 AM UTC
    ...