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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.

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 8.7k 1.5k

  2. core core Public

    The core library and APIs implementing the Triton Inference Server.

    C++ 115 104

  3. backend backend Public

    Common source, scripts and utilities for creating Triton backends.

    C++ 307 93

  4. client client Public

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

    Python 599 235

  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 453 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 196 26

Repositories

Showing 10 of 36 repositories
  • triton-inference-server/triton_distributed’s past year of commit activity
    Rust 32 Apache-2.0 6 22 (8 issues need help) 31 Updated Feb 13, 2025
  • tensorrtllm_backend Public

    The Triton TensorRT-LLM Backend

    triton-inference-server/tensorrtllm_backend’s past year of commit activity
    Python 772 Apache-2.0 114 293 (1 issue needs help) 21 Updated Feb 13, 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 53 2 2 0 Updated Feb 13, 2025
  • fil_backend Public

    FIL backend for the Triton Inference Server

    triton-inference-server/fil_backend’s past year of commit activity
    Jupyter Notebook 76 Apache-2.0 35 51 3 Updated Feb 13, 2025
  • perf_analyzer Public
    triton-inference-server/perf_analyzer’s past year of commit activity
    C++ 43 BSD-3-Clause 10 5 13 Updated Feb 13, 2025
  • 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 8,726 BSD-3-Clause 1,523 633 (3 issues need help) 67 Updated Feb 13, 2025
  • pytriton Public

    PyTriton is a Flask/FastAPI-like interface that simplifies Triton's deployment in Python environments.

    triton-inference-server/pytriton’s past year of commit activity
    Python 771 Apache-2.0 53 10 0 Updated Feb 12, 2025
  • tutorials Public

    This repository contains tutorials and examples for Triton Inference Server

    triton-inference-server/tutorials’s past year of commit activity
    Python 639 BSD-3-Clause 105 8 13 Updated Feb 12, 2025
  • pytorch_backend Public

    The Triton backend for the PyTorch TorchScript models.

    triton-inference-server/pytorch_backend’s past year of commit activity
    C++ 143 BSD-3-Clause 45 0 4 Updated Feb 11, 2025
  • vllm_backend Public
    triton-inference-server/vllm_backend’s past year of commit activity
    Python 223 BSD-3-Clause 23 0 6 Updated Feb 11, 2025