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NVIDIA Triton Inference Server Organization

NVIDIA Triton Inference Server provides a cloud and edge inferencing solution optimized for both CPUs and GPUs.

This top level GitHub organization host repositories for officially supported backends, including TensorRT, TensorFlow, PyTorch, Python, ONNX Runtime, and OpenVino. The organization also hosts several popular Triton tools, including:

  • Model Analyzer: A tool to analyze the runtime performance of a model and provide an optimized model configuration for Triton Inference Server.

  • Model Navigator: a tool that provides the ability to automate the process of moving a model from source to optimal format and configuration for deployment on Triton Inference Server.

Getting Started

To learn about NVIDIA Triton Inference Server, refer to the Triton developer page and read our Quickstart Guide. Official Triton Docker containers are available from NVIDIA NGC.

Product Documentation

User documentation on Triton features, APIs, and architecture is located in the server documents on GitHub. A table of contents for the user documentation is located in the server README file.

Release Notes, Support Matrix, and Licenses information are available in the NVIDIA Triton Inference Server Documentation.

Examples

Specific end-to-end examples for popular models, such as ResNet, BERT, and DLRM are located in the NVIDIA Deep Learning Examples page on GitHub. Additional generic examples can be found in the server documents.

FAQ

For technical questions about Triton Inference Server, please consult the Triton FAQ Guide. Information about future support & updates for Triton can be found in the Dynamo FAQ Guide.

Feedback

Share feedback or ask questions about NVIDIA Triton Inference Server by filing a GitHub issue.

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  1. server server Public

    The Triton Inference Server provides an optimized cloud and edge inferencing solution.

    Python 9.6k 1.6k

  2. core core Public

    The core library and APIs implementing the Triton Inference Server.

    C++ 145 111

  3. backend backend Public

    Common source, scripts and utilities for creating Triton backends.

    C++ 337 100

  4. client client Public

    Triton Python, C++ and Java client libraries, and GRPC-generated client examples for go, java and scala.

    Python 639 245

  5. model_analyzer model_analyzer Public

    Triton Model Analyzer is a CLI tool to help with better understanding of the compute and memory requirements of the Triton Inference Server models.

    Python 482 78

  6. model_navigator model_navigator Public

    Triton Model Navigator is an inference toolkit designed for optimizing and deploying Deep Learning models with a focus on NVIDIA GPUs.

    Python 211 27

Repositories

Showing 10 of 35 repositories
  • server Public

    The Triton Inference Server provides an optimized cloud and edge inferencing solution.

    triton-inference-server/server’s past year of commit activity
    Python 9,591 BSD-3-Clause 1,626 737 (3 issues need help) 82 Updated Aug 6, 2025
  • python_backend Public

    Triton backend that enables pre-process, post-processing and other logic to be implemented in Python.

    triton-inference-server/python_backend’s past year of commit activity
    C++ 630 BSD-3-Clause 175 0 15 Updated Aug 6, 2025
  • fil_backend Public

    FIL backend for the Triton Inference Server

    triton-inference-server/fil_backend’s past year of commit activity
    Jupyter Notebook 81 Apache-2.0 37 51 0 Updated Aug 5, 2025
  • onnxruntime_backend Public

    The Triton backend for the ONNX Runtime.

    triton-inference-server/onnxruntime_backend’s past year of commit activity
    C++ 156 BSD-3-Clause 68 73 3 Updated Aug 5, 2025
  • dali_backend Public

    The Triton backend that allows running GPU-accelerated data pre-processing pipelines implemented in DALI's python API.

    triton-inference-server/dali_backend’s past year of commit activity
    C++ 136 MIT 33 23 (8 issues need help) 6 Updated Aug 5, 2025
  • vllm_backend Public
    triton-inference-server/vllm_backend’s past year of commit activity
    Python 284 BSD-3-Clause 31 0 9 Updated Aug 4, 2025
  • tutorials Public

    This repository contains tutorials and examples for Triton Inference Server

    triton-inference-server/tutorials’s past year of commit activity
    Python 750 BSD-3-Clause 124 8 16 Updated Aug 4, 2025
  • triton_cli Public

    Triton CLI is an open source command line interface that enables users to create, deploy, and profile models served by the Triton Inference Server.

    triton-inference-server/triton_cli’s past year of commit activity
    Python 66 5 3 3 Updated Aug 4, 2025
  • third_party Public

    Third-party source packages that are modified for use in Triton.

    triton-inference-server/third_party’s past year of commit activity
    C 7 BSD-3-Clause 61 0 4 Updated Aug 4, 2025
  • tensorrt_backend Public

    The Triton backend for TensorRT.

    triton-inference-server/tensorrt_backend’s past year of commit activity
    C++ 77 BSD-3-Clause 33 0 1 Updated Aug 4, 2025