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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
04/07/2022 3:11 AM UTC
sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4HEALTHCHECK
&{["NONE"] "0s" "0s" "0s" '\x00'}
04/07/2022 3:11 AM UTC
sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4RUN
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 3:11 AM UTC
sha256:e9d46bfaa742bd12bc45675f25de034df259cf0142da7aff9bcfcb18fe8b8ac1RUN
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 3:11 AM UTC
sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ARG
TRITON_VERSION
04/07/2022 3:11 AM UTC
sha256:2a0b6409351d794f4496862f0b0df19b9598311a2cbadf99513afe793a560cd6RUN
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 3:11 AM UTC
sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ENV
PYTHONPATH=/usr/lib/python3.8/site-packages::/core:/systems:/nvtabular:/transformers4rec:/models
04/07/2022 3:11 AM UTC
sha256:e825bdef33e91c51575c987068d4d9ce08000dbf8eb853e11d4c5ba81c2d22e0RUN
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 3:11 AM UTC
sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ENV
PYTHONPATH=/usr/lib/python3.8/site-packages::/core:/systems:/nvtabular:/transformers4rec
04/07/2022 3:11 AM UTC
sha256:10a4f98645ff83a607aaa21d15e2367860b391c3fb986d256ce1d1f9396794f9RUN
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 3:10 AM UTC
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