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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 7.7k 1.4k

  2. core core Public

    The core library and APIs implementing the Triton Inference Server.

    C++ 97 91

  3. backend backend Public

    Common source, scripts and utilities for creating Triton backends.

    C++ 268 79

  4. client client Public

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

    C++ 516 224

  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 397 73

  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 164 24

Repositories

Showing 10 of 34 repositories
  • 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
  • tensorrt_backend Public

    The Triton backend for TensorRT.

    triton-inference-server/tensorrt_backend’s past year of commit activity
    C++ 54 BSD-3-Clause 28 0 1 Updated Jul 2, 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 7,693 BSD-3-Clause 1,419 479 (1 issue needs help) 49 Updated Jul 2, 2024
  • 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 47 0 5 Updated Jul 2, 2024
  • fil_backend Public

    FIL backend for the Triton Inference Server

    triton-inference-server/fil_backend’s past year of commit activity
    Jupyter Notebook 67 Apache-2.0 35 48 4 Updated Jul 2, 2024
  • core Public

    The core library and APIs implementing the Triton Inference Server.

    triton-inference-server/core’s past year of commit activity
    C++ 97 BSD-3-Clause 90 0 21 Updated Jul 2, 2024
  • identity_backend Public

    Example Triton backend that demonstrates most of the Triton Backend API.

    triton-inference-server/identity_backend’s past year of commit activity
    C++ 6 BSD-3-Clause 12 0 0 Updated Jul 1, 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++ 516 BSD-3-Clause 224 16 32 Updated Jul 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 682 Apache-2.0 45 8 0 Updated Jun 28, 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 397 Apache-2.0 73 15 2 Updated Jun 28, 2024