ContainersNVIDIADeepSeek-R1NVIDIALlama-3.1-Nemotron-70B-InstructNVIDIAPyTorch
CollectionsNVIDIAOmniverse Kit (FB)NVIDIADeepStream SDKNVIDIAOmniverse Kit App Streaming
ModelsNVIDIAStyleGAN3 pretrained modelsNVIDIAPeopleNetNVIDIATrafficCamNet
ResourcesNVIDIARiva Skills Quick Start
Helm ChartsNVIDIAGPU OperatorNVIDIANVIDIA NIM Operator
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
sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4CMD
/bin/bash
04/07/2022 3:21 AM UTC
sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4HEALTHCHECK
&{["NONE"] "0s" "0s" "0s" '\x00'}
04/07/2022 3:21 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 3:21 AM UTC
sha256:dbab93200130ff8218784811fa71a57f60158ccb244b5a889d96e69ab195badeRUN
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
sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ARG
TRITON_VERSION
04/07/2022 3:21 AM UTC
sha256:cdb357f9b80f9d77a54855a5c8fc92ea204de15bd434d5fa70310cb4c598e0c7RUN
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
sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ENV
PYTHONPATH=/usr/lib/python3.8/site-packages::/core:/systems:/nvtabular:/transformers4rec:/models
04/07/2022 3:20 AM UTC
sha256:c4990e11c4e41368bff210cdbc8767ffe3515f0182ecba425958a853bd9066d3RUN
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
sha256:a3ed95caeb02ffe68cdd9fd84406680ae93d633cb16422d00e8a7c22955b46d4ENV
PYTHONPATH=/usr/lib/python3.8/site-packages::/core:/systems:/nvtabular:/transformers4rec
04/07/2022 3:20 AM UTC
sha256:8963b6d151bba41cfc0dbe63f9ff9efe17a5b7014afe43d2161c65fbf432bdddRUN
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
...

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.