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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 8.2k 1.5k

  2. core core Public

    The core library and APIs implementing the Triton Inference Server.

    C++ 104 101

  3. backend backend Public

    Common source, scripts and utilities for creating Triton backends.

    C++ 291 89

  4. client client Public

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

    C++ 559 231

  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 425 74

  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 183 25

Repositories

Showing 10 of 35 repositories
  • onnxruntime_backend Public

    The Triton backend for the ONNX Runtime.

    triton-inference-server/onnxruntime_backend’s past year of commit activity
    C++ 127 BSD-3-Clause 56 70 4 Updated Oct 26, 2024
  • 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 8,242 BSD-3-Clause 1,470 571 (1 issue needs help) 59 Updated Oct 26, 2024
  • tutorials Public

    This repository contains tutorials and examples for Triton Inference Server

    triton-inference-server/tutorials’s past year of commit activity
    Python 549 BSD-3-Clause 92 8 13 Updated Oct 26, 2024
  • triton-inference-server/perf_analyzer’s past year of commit activity
    C++ 14 BSD-3-Clause 4 8 8 Updated Oct 26, 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++ 559 BSD-3-Clause 231 30 28 Updated Oct 25, 2024
  • 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 49 2 3 1 Updated Oct 25, 2024
  • core Public

    The core library and APIs implementing the Triton Inference Server.

    triton-inference-server/core’s past year of commit activity
    C++ 104 BSD-3-Clause 101 0 18 Updated Oct 26, 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++ 534 BSD-3-Clause 144 0 13 Updated Oct 25, 2024
  • fil_backend Public

    FIL backend for the Triton Inference Server

    triton-inference-server/fil_backend’s past year of commit activity
    Jupyter Notebook 71 Apache-2.0 36 51 3 Updated Oct 25, 2024
  • common Public

    Common source, scripts and utilities shared across all Triton repositories.

    triton-inference-server/common’s past year of commit activity
    C++ 62 BSD-3-Clause 74 0 3 Updated Oct 24, 2024