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"]
05/06/2022 10:03 AM UTC
sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4CMD
/bin/bash
05/06/2022 10:03 AM UTC
sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4HEALTHCHECK
&{["NONE"] "0s" "0s" "0s" '\x00'}
05/06/2022 10:03 AM UTC
sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4RUN
CORE_VER=main CUDF_VER=v22.02.00 HUGECTR_BACKEND_VER=main HUGECTR_VER=master MODELS_VER=main NVTAB_BACKEND_VER=main NVTAB_VER=main RMM_VER=v22.02.00 SYSTEMS_VER=main TF4REC_VER=main TRITON_VERSION=22.03 rm -rf /repos
05/06/2022 10:03 AM UTC
sha256:1470497b0d2351b942d53c431b2cee5883e42d0911504326e05e25d940d96a66RUN
CORE_VER=main CUDF_VER=v22.02.00 HUGECTR_BACKEND_VER=main HUGECTR_VER=master MODELS_VER=main NVTAB_BACKEND_VER=main NVTAB_VER=main RMM_VER=v22.02.00 SYSTEMS_VER=main TF4REC_VER=main 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
05/06/2022 10:03 AM UTC
sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ARG
TRITON_VERSION
05/06/2022 10:03 AM UTC
sha256:ac175948bab62d90933ad89827c2bc43fb11597345091f37e7ec3429b759b5e0RUN
CORE_VER=main CUDF_VER=v22.02.00 HUGECTR_BACKEND_VER=main HUGECTR_VER=master MODELS_VER=main NVTAB_BACKEND_VER=main NVTAB_VER=main RMM_VER=v22.02.00 SYSTEMS_VER=main TF4REC_VER=main git clone https://github.com/NVIDIA-Merlin/Merlin/ /Merlin
05/06/2022 10:03 AM UTC
sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ENV
PYTHONPATH=/usr/lib/python3.8/site-packages::/core:/systems:/nvtabular:/transformers4rec:/models
05/06/2022 10:03 AM UTC
sha256:ed70a704b00826e1a9e096a7f8b9d4134686dc767925e86ab57f3274983ee949RUN
CORE_VER=main CUDF_VER=v22.02.00 HUGECTR_BACKEND_VER=main HUGECTR_VER=master MODELS_VER=main NVTAB_BACKEND_VER=main NVTAB_VER=main RMM_VER=v22.02.00 SYSTEMS_VER=main TF4REC_VER=main git clone https://github.com/NVIDIA-Merlin/Models.git /models/ &&
  cd /models/ &&
  git checkout ${MODELS_VER} &&
  pip install . --no-deps;
05/06/2022 10:03 AM UTC
sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ENV
PYTHONPATH=/usr/lib/python3.8/site-packages::/core:/systems:/nvtabular:/transformers4rec
05/06/2022 10:03 AM UTC
...

NVIDIA uses cookies to improve your experience on our web site. We and our third-party partners also use cookies and other tools to collect and record information you provide as well as information about your interactions with our websites for performance improvement, analytics, and to assist in marketing efforts. By clicking "Accept All", you consent to our use of cookies and other tools as described in our Cookie Policy. You can manage your cookie settings by clicking on "Manage Settings." By continuing to use this site or by clicking one of the buttons below, you agree to our Terms of Service (which contains important waivers). Please see our Privacy Policy for more information on our privacy practices.