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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:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4CMD
/bin/bash
03/03/2022 10:11 PM UTC
sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4HEALTHCHECK
&{["NONE"] "0s" "0s" "0s" '\x00'}
03/03/2022 10:11 PM UTC
sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4RUN
CORE_VER=main CUDF_VER=v21.12.02 HUGECTR_BACKEND_VER=v3.4.1 HUGECTR_VER=v3.4.1 MODELS_VER=main NVTAB_BACKEND_VER=main NVTAB_VER=v0.11.0 RMM_VER=v21.12.00 TF4REC_VER=v0.1.6 TRITON_VERSION=22.02 rm -rf /repos
03/03/2022 10:11 PM UTC
sha256:d587c3a7dce2e84b53368e68fa0295d186c66c79ec1aea7c633cbddf706b3faaRUN
CORE_VER=main CUDF_VER=v21.12.02 HUGECTR_BACKEND_VER=v3.4.1 HUGECTR_VER=v3.4.1 MODELS_VER=main NVTAB_BACKEND_VER=main NVTAB_VER=v0.11.0 RMM_VER=v21.12.00 TF4REC_VER=v0.1.6 TRITON_VERSION=22.02 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
03/03/2022 10:11 PM UTC
sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ARG
TRITON_VERSION
03/03/2022 10:11 PM UTC
sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ENV
PYTHONPATH=/models:/transformers4rec:/nvtabular:/core:/usr/lib/python3.8/site-packages:
03/03/2022 10:11 PM UTC
sha256:b63b997fa2cb2dac40003e9b3049c8255c263c331bdfbfd03bbe1226baba0405RUN
CORE_VER=main CUDF_VER=v21.12.02 HUGECTR_BACKEND_VER=v3.4.1 HUGECTR_VER=v3.4.1 MODELS_VER=main NVTAB_BACKEND_VER=main NVTAB_VER=v0.11.0 RMM_VER=v21.12.00 TF4REC_VER=v0.1.6 git clone https://github.com/NVIDIA-Merlin/Models.git /models/ &&
  cd /models/ &&
  git checkout ${MODELS_VER} &&
  pip install -e . --no-deps;
03/03/2022 10:11 PM UTC
sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ENV
PYTHONPATH=/transformers4rec:/nvtabular:/core:/usr/lib/python3.8/site-packages:
03/03/2022 10:11 PM UTC
sha256:5586e593756dcf5465de38f532e120d73b7db87887d9fb23f55351526094fde8RUN
CORE_VER=main CUDF_VER=v21.12.02 HUGECTR_BACKEND_VER=v3.4.1 HUGECTR_VER=v3.4.1 MODELS_VER=main NVTAB_BACKEND_VER=main NVTAB_VER=v0.11.0 RMM_VER=v21.12.00 TF4REC_VER=v0.1.6 git clone https://github.com/NVIDIA-Merlin/Transformers4Rec.git /transformers4rec &&
  cd /transformers4rec/ &&
  git checkout ${TF4REC_VER} &&
  pip install -e . --no-deps
03/03/2022 10:11 PM UTC
sha256:a99661f7595ce1e32a92df2a56a76fa1c7ab2ede2d1f00080c0488e0104cbac4RUN
CORE_VER=main CUDF_VER=v21.12.02 HUGECTR_BACKEND_VER=v3.4.1 HUGECTR_VER=v3.4.1 MODELS_VER=main NVTAB_BACKEND_VER=main NVTAB_VER=v0.11.0 RMM_VER=v21.12.00 TF4REC_VER=v0.1.6 pip install transformers==4.12
03/03/2022 10:11 PM UTC
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