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@triton-inference-server Triton Inference Server

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    36 repositories

    • server

      Public
      The Triton Inference Server provides an optimized cloud and edge inferencing solution.
      machine-learningclouddeep-learninggpuinferenceedgedatacenter
      Python
      •
      BSD 3-Clause "New" or "Revised" License
      •1.5k•8.6k•618•63•Updated Jan 27, 2025Jan 27, 2025

    • client

      Public
      Triton Python, C++ and Java client libraries, and GRPC-generated client examples for go, java and scala.
      Python
      •
      BSD 3-Clause "New" or "Revised" License
      •235•590•36•26•Updated Jan 27, 2025Jan 27, 2025

    • perf_analyzer

      Public
      C++
      •
      BSD 3-Clause "New" or "Revised" License
      •10•36•8•15•Updated Jan 25, 2025Jan 25, 2025

    • triton_distributed

      Public
      Python
      •
      Apache License 2.0
      •3•17•5•6•Updated Jan 25, 2025Jan 25, 2025

    • python_backend

      Public
      Triton backend that enables pre-process, post-processing and other logic to be implemented in Python.
      C++
      •
      BSD 3-Clause "New" or "Revised" License
      •153•581•0•11•Updated Jan 25, 2025Jan 25, 2025

    • vllm_backend

      Public
      Python
      •
      BSD 3-Clause "New" or "Revised" License
      •19•218•0•5•Updated Jan 23, 2025Jan 23, 2025

    • tutorials

      Public
      This repository contains tutorials and examples for Triton Inference Server
      Python
      •
      BSD 3-Clause "New" or "Revised" License
      •103•630•8•13•Updated Jan 23, 2025Jan 23, 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.
      Python
      •2•52•2•0•Updated Jan 23, 2025Jan 23, 2025

    • core

      Public
      The core library and APIs implementing the Triton Inference Server.
      C++
      •
      BSD 3-Clause "New" or "Revised" License
      •104•114•0•18•Updated Jan 22, 2025Jan 22, 2025

    • tensorflow_backend

      Public
      The Triton backend for TensorFlow.
      C++
      •
      BSD 3-Clause "New" or "Revised" License
      •20•47•0•2•Updated Jan 22, 2025Jan 22, 2025

    • onnxruntime_backend

      Public
      The Triton backend for the ONNX Runtime.
      inferencebackendtriton-inference-serveronnx-runtime
      C++
      •
      BSD 3-Clause "New" or "Revised" License
      •58•136•73•4•Updated Jan 22, 2025Jan 22, 2025

    • openvino_backend

      Public
      OpenVINO backend for Triton.
      C++
      •
      BSD 3-Clause "New" or "Revised" License
      •16•30•6•4•Updated Jan 22, 2025Jan 22, 2025

    • pytorch_backend

      Public
      The Triton backend for the PyTorch TorchScript models.
      C++
      •
      BSD 3-Clause "New" or "Revised" License
      •45•141•0•4•Updated Jan 22, 2025Jan 22, 2025

    • developer_tools

      Public
      C++
      •10•18•0•4•Updated Jan 21, 2025Jan 21, 2025

    • dali_backend

      Public
      The Triton backend that allows running GPU-accelerated data pre-processing pipelines implemented in DALI's python API.
      pythondeep-learninggpuimage-processingdalidata-preprocessingnvidia-dalifast-data-pipeline
      C++
      •
      MIT License
      •31•132•21•6•Updated Jan 16, 2025Jan 16, 2025

    • third_party

      Public
      Third-party source packages that are modified for use in Triton.
      C
      •
      BSD 3-Clause "New" or "Revised" License
      •58•7•0•5•Updated Jan 16, 2025Jan 16, 2025

    • backend

      Public
      Common source, scripts and utilities for creating Triton backends.
      C++
      •
      BSD 3-Clause "New" or "Revised" License
      •91•306•0•3•Updated Jan 15, 2025Jan 15, 2025

    • tensorrt_backend

      Public
      The Triton backend for TensorRT.
      C++
      •
      BSD 3-Clause "New" or "Revised" License
      •30•68•0•1•Updated Jan 13, 2025Jan 13, 2025

    • square_backend

      Public
      Simple Triton backend used for testing.
      C++
      •
      BSD 3-Clause "New" or "Revised" License
      •4•2•0•0•Updated Jan 13, 2025Jan 13, 2025

    • repeat_backend

      Public
      An example Triton backend that demonstrates sending zero, one, or multiple responses for each request.
      C++
      •
      BSD 3-Clause "New" or "Revised" License
      •7•5•0•0•Updated Jan 13, 2025Jan 13, 2025

    • redis_cache

      Public
      TRITONCACHE implementation of a Redis cache
      C++
      •
      BSD 3-Clause "New" or "Revised" License
      •4•13•2•0•Updated Jan 13, 2025Jan 13, 2025

    • 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.
      deep-learninggpuinferenceperformance-analysis
      Python
      •
      Apache License 2.0
      •76•447•26•4•Updated Jan 13, 2025Jan 13, 2025

    • local_cache

      Public
      Implementation of a local in-memory cache for Triton Inference Server's TRITONCACHE API
      C++
      •
      BSD 3-Clause "New" or "Revised" License
      •1•5•1•0•Updated Jan 13, 2025Jan 13, 2025

    • identity_backend

      Public
      Example Triton backend that demonstrates most of the Triton Backend API.
      C++
      •
      BSD 3-Clause "New" or "Revised" License
      •12•6•0•0•Updated Jan 13, 2025Jan 13, 2025

    • common

      Public
      Common source, scripts and utilities shared across all Triton repositories.
      C++
      •
      BSD 3-Clause "New" or "Revised" License
      •74•67•0•3•Updated Jan 13, 2025Jan 13, 2025

    • checksum_repository_agent

      Public
      The Triton repository agent that verifies model checksums.
      C++
      •
      BSD 3-Clause "New" or "Revised" License
      •7•11•0•0•Updated Jan 13, 2025Jan 13, 2025

    • model_navigator

      Public
      Triton Model Navigator is an inference toolkit designed for optimizing and deploying Deep Learning models with a focus on NVIDIA GPUs.
      deep-learninggpuinference
      Python
      •
      Apache License 2.0
      •26•193•4•0•Updated Jan 13, 2025Jan 13, 2025

    • fil_backend

      Public
      FIL backend for the Triton Inference Server
      Jupyter Notebook
      •
      Apache License 2.0
      •35•76•51•2•Updated Jan 8, 2025Jan 8, 2025

    • tensorrtllm_backend

      Public
      The Triton TensorRT-LLM Backend
      Python
      •
      Apache License 2.0
      •113•757•282•21•Updated Jan 7, 2025Jan 7, 2025

    • pytriton

      Public
      PyTriton is a Flask/FastAPI-like interface that simplifies Triton's deployment in Python environments.
      gpudeep-learninginference
      Python
      •
      Apache License 2.0
      •53•765•10•0•Updated Nov 19, 2024Nov 19, 2024