Skip to content

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.

Pinned Loading

  1. server server Public

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

    Python 7.8k 1.4k

  2. core core Public

    The core library and APIs implementing the Triton Inference Server.

    C++ 101 93

  3. backend backend Public

    Common source, scripts and utilities for creating Triton backends.

    C++ 274 81

  4. client client Public

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

    C++ 532 226

  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 409 75

  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 170 24

Repositories

Showing 10 of 34 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 7,846 BSD-3-Clause 1,429 505 (1 issue needs help) 49 Updated Aug 2, 2024
  • client Public

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

    triton-inference-server/client’s past year of commit activity
    C++ 532 BSD-3-Clause 226 19 30 Updated Aug 2, 2024
  • triton-inference-server/vllm_backend’s past year of commit activity
    Python 154 BSD-3-Clause 14 0 5 Updated Aug 1, 2024
  • 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 695 Apache-2.0 47 7 0 Updated Aug 1, 2024
  • tutorials Public

    This repository contains tutorials and examples for Triton Inference Server

    triton-inference-server/tutorials’s past year of commit activity
    Python 490 BSD-3-Clause 87 8 14 Updated Aug 1, 2024
  • onnxruntime_backend Public

    The Triton backend for the ONNX Runtime.

    triton-inference-server/onnxruntime_backend’s past year of commit activity
    C++ 119 BSD-3-Clause 54 65 3 Updated Aug 1, 2024
  • core Public

    The core library and APIs implementing the Triton Inference Server.

    triton-inference-server/core’s past year of commit activity
    C++ 101 BSD-3-Clause 93 0 19 Updated Aug 1, 2024
  • 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++ 507 BSD-3-Clause 141 0 10 Updated Aug 1, 2024
  • tensorrtllm_backend Public

    The Triton TensorRT-LLM Backend

    triton-inference-server/tensorrtllm_backend’s past year of commit activity
    Python 621 Apache-2.0 87 220 (1 issue needs help) 12 Updated Aug 1, 2024
  • 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.

    triton-inference-server/model_analyzer’s past year of commit activity
    Python 409 Apache-2.0 75 18 4 Updated Aug 1, 2024