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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 8.5k 1.5k

  2. core core Public

    The core library and APIs implementing the Triton Inference Server.

    C++ 110 104

  3. backend backend Public

    Common source, scripts and utilities for creating Triton backends.

    C++ 300 90

  4. client client Public

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

    Python 579 234

  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 444 76

  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 187 26

Repositories

Showing 10 of 35 repositories
  • perf_analyzer Public
    triton-inference-server/perf_analyzer’s past year of commit activity
    C++ 35 BSD-3-Clause 9 9 10 Updated Dec 25, 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 8,508 BSD-3-Clause 1,502 608 (1 issue needs help) 60 Updated Dec 25, 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++ 570 BSD-3-Clause 149 0 10 Updated Dec 24, 2024
  • tensorrtllm_backend Public

    The Triton TensorRT-LLM Backend

    triton-inference-server/tensorrtllm_backend’s past year of commit activity
    Python 733 Apache-2.0 111 274 (1 issue needs help) 20 Updated Dec 24, 2024
  • 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++ 129 MIT 29 22 (8 issues need help) 6 Updated Dec 24, 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 444 Apache-2.0 76 23 4 Updated Dec 23, 2024
  • vllm_backend Public
    triton-inference-server/vllm_backend’s past year of commit activity
    Python 208 BSD-3-Clause 20 0 5 Updated Dec 23, 2024
  • pytorch_backend Public

    The Triton backend for the PyTorch TorchScript models.

    triton-inference-server/pytorch_backend’s past year of commit activity
    C++ 131 BSD-3-Clause 44 0 3 Updated Dec 22, 2024
  • core Public

    The core library and APIs implementing the Triton Inference Server.

    triton-inference-server/core’s past year of commit activity
    C++ 110 BSD-3-Clause 104 0 17 Updated Dec 21, 2024
  • onnxruntime_backend Public

    The Triton backend for the ONNX Runtime.

    triton-inference-server/onnxruntime_backend’s past year of commit activity
    C++ 135 BSD-3-Clause 57 71 4 Updated Dec 20, 2024