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
    sha256:1cdd8c4c20ddfb33dbf3b82eb26740d56bda54364f770f42c159493f29103ef8RUN
    HUGECTR_DEV_MODE=false HUGECTR_VER=v4.2 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 ${TFDE_VER} &&
      git submodule update --init --recursive &&
      make pip_pkg &&
      pip install artifacts/*.whl &&
      make clean; fi
    11/23/2022 5:25 PM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ARG
    TFDE_VER=v0.2
    11/23/2022 5:22 PM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ARG
    INSTALL_DISTRIBUTED_EMBEDDINGS=true
    11/23/2022 5:22 PM UTC
    sha256:c368eb918542684e60f77176a2e9abaf28534b99a992f5b06d357e555d4f32c5RUN
    HUGECTR_DEV_MODE=false HUGECTR_VER=v4.2 _CI_JOB_TOKEN= _HUGECTR_REPO=github.com/NVIDIA-Merlin/HugeCTR.git if [ "$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
    11/23/2022 5:22 PM UTC
    sha256:c3d7f63516a2dfb728eff04f7236b0b8ff9816a0903213cb78dfe865e8cbb5bdRUN
    HUGECTR_DEV_MODE=false HUGECTR_VER=v4.2 _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
    11/23/2022 5:11 PM UTC
    sha256:2d879e2efa401f115e42bf114ba0d4b8048f2971ad173ccdc4bb95f70973b86dRUN
    HUGECTR_DEV_MODE=false HUGECTR_VER=v4.2 _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
    11/23/2022 5:11 PM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ARG
    HUGECTR_VER=main
    11/23/2022 5:11 PM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ARG
    _CI_JOB_TOKEN=
    11/23/2022 5:11 PM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ARG
    _HUGECTR_REPO=github.com/NVIDIA-Merlin/HugeCTR.git
    11/23/2022 5:11 PM UTC
    sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ARG
    HUGECTR_DEV_MODE=false
    11/23/2022 5:11 PM UTC
    ...

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