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NVIDIA
Merlin TensorFlow
Container
NVIDIA
Merlin TensorFlow

The Merlin TensorFlow container allows users to do preprocessing and feature engineering with NVTabular, and then train a deep-learning based recommender system model with TensorFlow, and serve the trained model on Triton Inference Server.

  • LayerLabelCreated
    sha256:8feec0e2f21fd8365de47af1abd69a70e97962233e9e357cee41f991b1f550c9RUN
    HUGECTR_DEV_MODE=false HUGECTR_VER=v4.1 INSTALL_DISTRIBUTED_EMBEDDINGS=true TFDE_VER=v0.2 _CI_JOB_TOKEN= _HUGECTR_REPO=github.com/NVIDIA-Merlin/HugeCTR.git if [ "$INSTALL_DISTRIBUTED_EMBEDDINGS" == "true" ]; then git clone https://github.com/NVIDIA-Merlin/distributed-embeddings.git /distributed_embeddings/ &&
      cd /distributed_embeddings &&
      git checkout ${TFDE_VER} &&
      git submodule update --init --recursive &&
      make pip_pkg &&
      pip install artifacts/*.whl &&
      make clean; fi
    10/27/2022 12:56 PM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ARG
    TFDE_VER=v0.2
    10/27/2022 12:54 PM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ARG
    INSTALL_DISTRIBUTED_EMBEDDINGS=true
    10/27/2022 12:54 PM UTC
    sha256:74596a75b5a8b356c1800eacee9d28f4d47280e61ef760cf05080c05309db651RUN
    HUGECTR_DEV_MODE=false HUGECTR_VER=v4.1 _CI_JOB_TOKEN= _HUGECTR_REPO=github.com/NVIDIA-Merlin/HugeCTR.git if [ "$HUGECTR_DEV_MODE" == "false" ]; then git clone --branch ${HUGECTR_VER} --depth 1 https://${_CI_JOB_TOKEN}${_HUGECTR_REPO} /hugectr &&
      pushd /hugectr &&
      pip install ninja &&
      git submodule update --init --recursive &&
      cd sparse_operation_kit &&
      python setup.py install &&
      cd ../hierarchical_parameter_server &&
      python setup.py install &&
      popd; fi
    10/27/2022 12:54 PM UTC
    sha256:a61a7183cf15fe7f9c7e06889800f7f87f38fdf1640c3d5826fedd2c78d747bbRUN
    HUGECTR_DEV_MODE=false HUGECTR_VER=v4.1 _CI_JOB_TOKEN= _HUGECTR_REPO=github.com/NVIDIA-Merlin/HugeCTR.git ln -s /usr/lib/x86_64-linux-gnu/libibverbs.so.1 /usr/lib/x86_64-linux-gnu/libibverbs.so
    10/27/2022 12:43 PM UTC
    sha256:9a03484ce70821ce2d15cd699e7ab5641680d9a39e008b9bcc0c188243a78b00RUN
    HUGECTR_DEV_MODE=false HUGECTR_VER=v4.1 _CI_JOB_TOKEN= _HUGECTR_REPO=github.com/NVIDIA-Merlin/HugeCTR.git mkdir -p /usr/local/nvidia/lib64 &&
      ln -s /usr/local/cuda/lib64/libcusolver.so /usr/local/nvidia/lib64/libcusolver.so.10
    10/27/2022 12:43 PM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ARG
    HUGECTR_VER=main
    10/27/2022 12:43 PM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ARG
    _CI_JOB_TOKEN=
    10/27/2022 12:43 PM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ARG
    _HUGECTR_REPO=github.com/NVIDIA-Merlin/HugeCTR.git
    10/27/2022 12:43 PM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ARG
    HUGECTR_DEV_MODE=false
    10/27/2022 12:43 PM UTC
    ...

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