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NVIDIA
NVIDIA
Merlin Tensorflow Inference
Container
NVIDIA
NVIDIA
Merlin Tensorflow Inference

This container allows users to deploy NVTabular workflows and TensorFlow models to Triton Inference server for production.

LayerLabelCreated
4ecb4b84c18d8339e8ef63afa1408ee72667588ee97ffa1ef43041dc01741600RUN
/bin/sh
04/07/2022 3:21 AM UTC
071159a8c2b693360caa49fa34c36769cd78599559f64813fe81576a16208e2fHEALTHCHECK
&{["NONE"] "0s" "0s" "0s" '\x00'}
04/07/2022 3:21 AM UTC
b31a6d4283876c33aaddf560d55f7eefbb223fdfeecad6bfe22a4d1a5543f5d1RUN
CORE_VER=v0.2.0 CUDF_VER=v22.02.00 HUGECTR_BACKEND_VER=v3.5 HUGECTR_VER=v3.5 MODELS_VER=v0.3.0 NVTAB_BACKEND_VER=v0.6.0 NVTAB_VER=v1.0.0 RMM_VER=v22.02.00 SYSTEMS_VER=v0.1.0 TF4REC_VER=v0.1.7 TRITON_VERSION=22.03 rm -rf /repos
04/07/2022 3:21 AM UTC
71ad72e88329b5850bdd629ed6fff13447a7644f61d6f38e4d0ae73d22f20903RUN
CORE_VER=v0.2.0 CUDF_VER=v22.02.00 HUGECTR_BACKEND_VER=v3.5 HUGECTR_VER=v3.5 MODELS_VER=v0.3.0 NVTAB_BACKEND_VER=v0.6.0 NVTAB_VER=v1.0.0 RMM_VER=v22.02.00 SYSTEMS_VER=v0.1.0 TF4REC_VER=v0.1.7 TRITON_VERSION=22.03 git clone https://github.com/NVIDIA-Merlin/nvtabular_triton_backend.git build-env &&
  cd build-env &&
  git checkout ${NVTAB_BACKEND_VER} &&
  cd .. &&
  pushd build-env &&
  mkdir build &&
  cd build &&
  cmake -Dpybind11_DIR=/usr/local/lib/python3.8/dist-packages/pybind11/share/cmake/pybind11 -D TRITON_COMMON_REPO_TAG="r$TRITON_VERSION" -D TRITON_CORE_REPO_TAG="r$TRITON_VERSION" -D TRITON_BACKEND_REPO_TAG="r$TRITON_VERSION" .. &&
  make -j &&
  mkdir /opt/tritonserver/backends/nvtabular &&
  cp libtriton_nvtabular.so /opt/tritonserver/backends/nvtabular/ &&
  popd &&
  rm -rf build-env
04/07/2022 3:21 AM UTC
4b7643b2cac7ff12f174343df5c45e7dddb65ebec6ae409a2b7c61644fb8c0f8ARG
TRITON_VERSION
04/07/2022 3:21 AM UTC
c6c240b0a8673236dd443ffab1eb67dce8b988bbc428f23597dcddd3e98d6b18RUN
CORE_VER=v0.2.0 CUDF_VER=v22.02.00 HUGECTR_BACKEND_VER=v3.5 HUGECTR_VER=v3.5 MODELS_VER=v0.3.0 NVTAB_BACKEND_VER=v0.6.0 NVTAB_VER=v1.0.0 RMM_VER=v22.02.00 SYSTEMS_VER=v0.1.0 TF4REC_VER=v0.1.7 git clone https://github.com/NVIDIA-Merlin/Merlin/ /Merlin
04/07/2022 3:21 AM UTC
ec1cab558a880db0dc4ee6796e42d6dab8a31d7583a6357140cb45dc4caf1b06ENV
PYTHONPATH=/usr/lib/python3.8/site-packages::/core:/systems:/nvtabular:/transformers4rec:/models
04/07/2022 3:20 AM UTC
9e0c4239239d62cae24d8b52dcbd90a1a0bd2afb2eeec4c7dc60fd443ed969c5RUN
CORE_VER=v0.2.0 CUDF_VER=v22.02.00 HUGECTR_BACKEND_VER=v3.5 HUGECTR_VER=v3.5 MODELS_VER=v0.3.0 NVTAB_BACKEND_VER=v0.6.0 NVTAB_VER=v1.0.0 RMM_VER=v22.02.00 SYSTEMS_VER=v0.1.0 TF4REC_VER=v0.1.7 git clone https://github.com/NVIDIA-Merlin/Models.git /models/ &&
  cd /models/ &&
  git checkout ${MODELS_VER} &&
  pip install -e . --no-deps;
04/07/2022 3:20 AM UTC
1490a2724e4ab71560e393e25aa1004bd344bc974a81c9b8dfb6b1f449be0656ENV
PYTHONPATH=/usr/lib/python3.8/site-packages::/core:/systems:/nvtabular:/transformers4rec
04/07/2022 3:20 AM UTC
9439a0facd12392b83315532ef20de5b8c16b658f10d117ded1f5845762759ccRUN
CORE_VER=v0.2.0 CUDF_VER=v22.02.00 HUGECTR_BACKEND_VER=v3.5 HUGECTR_VER=v3.5 MODELS_VER=v0.3.0 NVTAB_BACKEND_VER=v0.6.0 NVTAB_VER=v1.0.0 RMM_VER=v22.02.00 SYSTEMS_VER=v0.1.0 TF4REC_VER=v0.1.7 git clone https://github.com/NVIDIA-Merlin/Transformers4Rec.git /transformers4rec &&
  cd /transformers4rec/ &&
  git checkout ${TF4REC_VER} &&
  pip install -e . --no-deps
04/07/2022 3:20 AM UTC
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