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NVIDIA
NVIDIA
Merlin PyTorch Inference
Container
NVIDIA
NVIDIA
Merlin PyTorch Inference

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

LayerLabelCreated
sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ENTRYPOINT
["/bin/bash" "-c" "/opt/nvidia/nvidia_entrypoint.sh"]
05/12/2022 5:54 PM UTC
sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4CMD
/bin/bash
05/12/2022 5:54 PM UTC
sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4HEALTHCHECK
&{["NONE"] "0s" "0s" "0s" '\x00'}
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sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4RUN
CORE_VER=v0.3.0 CUDF_VER=v22.02.00 HUGECTR_BACKEND_VER=v3.6 HUGECTR_VER=v3.6 MODELS_VER=v0.4.0 NVTAB_BACKEND_VER=v0.6.0 NVTAB_VER=v1.1.1 RMM_VER=v22.02.00 SYSTEMS_VER=v0.2.0 TF4REC_VER=v0.1.8 TRITON_VERSION=22.03 rm -rf /repos
05/12/2022 5:54 PM UTC
sha256:f8461d31085777348b8f1f0e67d95e541f42076931838ee9ea6362f4239c12baRUN
CORE_VER=v0.3.0 CUDF_VER=v22.02.00 HUGECTR_BACKEND_VER=v3.6 HUGECTR_VER=v3.6 MODELS_VER=v0.4.0 NVTAB_BACKEND_VER=v0.6.0 NVTAB_VER=v1.1.1 RMM_VER=v22.02.00 SYSTEMS_VER=v0.2.0 TF4REC_VER=v0.1.8 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
05/12/2022 5:54 PM UTC
sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ARG
TRITON_VERSION
05/12/2022 5:54 PM UTC
sha256:238c4a8e609c7513d4da3966786af2f54aea189e42c2de41e00171adda0afc17RUN
CORE_VER=v0.3.0 CUDF_VER=v22.02.00 HUGECTR_BACKEND_VER=v3.6 HUGECTR_VER=v3.6 MODELS_VER=v0.4.0 NVTAB_BACKEND_VER=v0.6.0 NVTAB_VER=v1.1.1 RMM_VER=v22.02.00 SYSTEMS_VER=v0.2.0 TF4REC_VER=v0.1.8 git clone https://github.com/NVIDIA-Merlin/Merlin/ /Merlin
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sha256:671621c997954cb3bdb931f2ec5f14baa08b48988bb1a08556248edf50452cdbRUN
CORE_VER=v0.3.0 CUDF_VER=v22.02.00 HUGECTR_BACKEND_VER=v3.6 HUGECTR_VER=v3.6 MODELS_VER=v0.4.0 NVTAB_BACKEND_VER=v0.6.0 NVTAB_VER=v1.1.1 RMM_VER=v22.02.00 SYSTEMS_VER=v0.2.0 TF4REC_VER=v0.1.8 git clone https://github.com/NVIDIA-Merlin/Models.git /models/ &&
  cd /models/ &&
  git checkout ${MODELS_VER} &&
  pip install . --no-deps;
05/12/2022 5:54 PM UTC
sha256:795138b6bc9b350150bad43b0d569b6dd09c696b22c2397adadfa4060f539ad7RUN
CORE_VER=v0.3.0 CUDF_VER=v22.02.00 HUGECTR_BACKEND_VER=v3.6 HUGECTR_VER=v3.6 MODELS_VER=v0.4.0 NVTAB_BACKEND_VER=v0.6.0 NVTAB_VER=v1.1.1 RMM_VER=v22.02.00 SYSTEMS_VER=v0.2.0 TF4REC_VER=v0.1.8 git clone https://github.com/NVIDIA-Merlin/Transformers4Rec.git /transformers4rec &&
  cd /transformers4rec/ &&
  git checkout ${TF4REC_VER} &&
  pip install . --no-deps
05/12/2022 5:53 PM UTC
sha256:db70342288b02e403e0ac98f36e8f80f449d7079423e82646c624a9645a17b23RUN
CORE_VER=v0.3.0 CUDF_VER=v22.02.00 HUGECTR_BACKEND_VER=v3.6 HUGECTR_VER=v3.6 MODELS_VER=v0.4.0 NVTAB_BACKEND_VER=v0.6.0 NVTAB_VER=v1.1.1 RMM_VER=v22.02.00 SYSTEMS_VER=v0.2.0 TF4REC_VER=v0.1.8 git clone https://github.com/NVIDIA-Merlin/NVTabular.git /nvtabular/ &&
  cd /nvtabular/ &&
  git checkout ${NVTAB_VER} &&
  pip install . --no-deps
05/12/2022 5:50 PM UTC
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