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
67e2ec333dce82914b600f4c0ada8011cddf62cd8d071879cef68edb365df136RUN
/bin/sh
05/11/2022 7:48 PM UTC
1042761098c1c5c03d2eee71af733cdce6cc8095e7b64e2789394f44fe6b6a6eCMD
/bin/bash
05/11/2022 7:48 PM UTC
86302e3ea1e89be31ee4f480b7e60b3ff1c009bbad4ee703951142266b45e086HEALTHCHECK
&{["NONE"] "0s" "0s" "0s" '\x00'}
05/11/2022 7:48 PM UTC
9f3a0362cbe02a1c69f720c906c8ce9dfbc0dda3a1b249df7b9743a72f939548RUN
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
05/11/2022 7:48 PM UTC
a54b9a8b637d58a4d97106a23600ffd6b0e28297835d4f973f8480eb682744eeRUN
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
05/11/2022 7:48 PM UTC
61790d7abbd209ba2a5348541dc2c4a11fba61bf3f49b8929f72fdc1e1087f5bARG
TRITON_VERSION
05/11/2022 7:47 PM UTC
277bad950df487bf21492f9deec2ecf0a344b0c3be529bd2908212a0207eb777RUN
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
05/11/2022 7:47 PM UTC
6be7ff3f089a445f7936ec74cae2f9d964c452f03ada0614d17201d82cc40f81RUN
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;
05/11/2022 7:47 PM UTC
6d6f4d02cb1ef1cedf3b37a6440cc2790ee979f6ef3643f42d6f6c9d3a4f5761RUN
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
05/11/2022 7:47 PM UTC
e44dce4f204c360fca5e462da1f0451251db398e724545fc9ac6e728bd80ff18RUN
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
05/11/2022 7:46 PM UTC
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