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IGX - Triton Inference Server PB October 2023 (PB 23h2)

Logo for IGX - Triton Inference Server PB October 2023 (PB 23h2)
Associated Products
Features
Description
IGX Triton Inference Server Production Branch October 2023, part of NVIDIA AI Enterprise - IGX and purpose-built for the NVIDIA IGX Orin platforms, offers a 9-month lifecycle for API stability, with monthly patches for high and critical vulnerabilities.
Publisher
NVIDIA
Latest Tag
23.08.07-py3-sdk-dgpu
Modified
April 16, 2024
Compressed Size
4.69 GB
Multinode Support
No
Multi-Arch Support
No
23.08.07-py3-sdk-dgpu (Latest) Security Scan Results

Linux / arm64

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What Is Triton Inference Server?

Triton Inference Server provides a cloud and edge inferencing solution optimized for both CPUs and GPUs. Triton supports an HTTP/REST and GRPC protocol that allows remote clients to request inferencing for any model being managed by the server. For edge deployments, Triton is available as a shared library with a C API that allows the full functionality of Triton to be included directly in an application.

Eight Docker images are available:

  • The 23.08.xx-py3-igpu/-dgpu images contain the Triton inference server with support for Tensorflow, PyTorch, TensorRT, ONNX and OpenVINO models.

  • The 23.08.xx-py3-sdk-igpu/-dgpu images contain Python and C++ client libraries, client examples, and the Model Analyzer.

  • The 23.08.xx-py3-min-igpu/-dgpu images are used as the base for creating custom Triton server containers as described in Customize Triton Container.

  • The 23.08.xx-pyt-python-py3-dgpu image contains the Triton Inference Server with support for PyTorch and Python backends only.

  • The 23.08.xx-tf2-python-py3-dgpu image contains the Triton Inference Server with support for TensorFlow 2.x and Python backends only.

What Is Triton Inference Server Production Branch October 2023?

The IGX Triton Inference Server Production Branch, part of NVIDIA AI Enterprise -IGX and purpose-built for NVIDIA IGX Orin platforms, provides an API-stable branch that includes monthly fixes for high and critical software vulnerabilities. This branch provides a stable and secure environment for building your mission-critical AI applications running at the edge. The Triton Inference Server production branch releases every six months with a three-month overlap in between two releases.

Getting started with IGX Triton Inference Server Production Branche

Before you start, ensure that your environment is set up by following one of the deployment guides available in the NVIDIA IGX Orin Documentation.

For an overview of the features included in the Triton Inference Server Production Branch as of October 2023, please refer to the Release Notes for Triton Inference Server 23.08.

For more information about the Triton Inference Server, see:

Additionally, if you're looking for information on Docker containers and guidance on running a container, review the Containers For Deep Learning Frameworks User Guide.

Security Vulnerabilities in Open Source Packages

Please review the Security Scanning tab to view the latest security scan results.

For certain open-source vulnerabilities listed in the scan results, NVIDIA provides a response in the form of a Vulnerability Exploitability eXchange (VEX) document. The VEX information can be reviewed and downloaded from the Security Scanning tab.

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