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@triton-inference-server Triton Inference Server

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    35 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•8.4k•586•60•Updated Nov 28, 2024Nov 28, 2024

    • perf_analyzer

      Public
      C++
      •
      BSD 3-Clause "New" or "Revised" License
      •6•28•10•9•Updated Nov 28, 2024Nov 28, 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.
      Python
      •2•51•2•2•Updated Nov 27, 2024Nov 27, 2024

    • vllm_backend

      Public
      Python
      •
      BSD 3-Clause "New" or "Revised" License
      •20•196•0•5•Updated Nov 27, 2024Nov 27, 2024

    • backend

      Public
      Common source, scripts and utilities for creating Triton backends.
      C++
      •
      BSD 3-Clause "New" or "Revised" License
      •91•297•0•3•Updated Nov 26, 2024Nov 26, 2024

    • 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
      •234•575•32•26•Updated Nov 26, 2024Nov 26, 2024

    • common

      Public
      Common source, scripts and utilities shared across all Triton repositories.
      C++
      •
      BSD 3-Clause "New" or "Revised" License
      •75•63•0•3•Updated Nov 26, 2024Nov 26, 2024

    • core

      Public
      The core library and APIs implementing the Triton Inference Server.
      C++
      •
      BSD 3-Clause "New" or "Revised" License
      •105•107•0•19•Updated Nov 26, 2024Nov 26, 2024

    • developer_tools

      Public
      C++
      •10•18•0•4•Updated Nov 26, 2024Nov 26, 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.
      deep-learninggpuinferenceperformance-analysis
      Python
      •
      Apache License 2.0
      •75•435•22•4•Updated Nov 26, 2024Nov 26, 2024

    • onnxruntime_backend

      Public
      The Triton backend for the ONNX Runtime.
      inferencebackendtriton-inference-serveronnx-runtime
      C++
      •
      BSD 3-Clause "New" or "Revised" License
      •57•134•71•3•Updated Nov 26, 2024Nov 26, 2024

    • 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
      •146•555•0•10•Updated Nov 26, 2024Nov 26, 2024

    • pytorch_backend

      Public
      The Triton backend for the PyTorch TorchScript models.
      C++
      •
      BSD 3-Clause "New" or "Revised" License
      •43•127•0•3•Updated Nov 26, 2024Nov 26, 2024

    • redis_cache

      Public
      TRITONCACHE implementation of a Redis cache
      C++
      •
      BSD 3-Clause "New" or "Revised" License
      •4•12•2•0•Updated Nov 26, 2024Nov 26, 2024

    • 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 Nov 26, 2024Nov 26, 2024

    • third_party

      Public
      Third-party source packages that are modified for use in Triton.
      C
      •
      BSD 3-Clause "New" or "Revised" License
      •56•6•0•5•Updated Nov 26, 2024Nov 26, 2024

    • tensorrt_backend

      Public
      The Triton backend for TensorRT.
      C++
      •
      BSD 3-Clause "New" or "Revised" License
      •29•64•0•1•Updated Nov 26, 2024Nov 26, 2024

    • tensorflow_backend

      Public
      The Triton backend for TensorFlow.
      C++
      •
      BSD 3-Clause "New" or "Revised" License
      •20•45•0•2•Updated Nov 26, 2024Nov 26, 2024

    • tutorials

      Public
      This repository contains tutorials and examples for Triton Inference Server
      Python
      •
      BSD 3-Clause "New" or "Revised" License
      •96•578•8•13•Updated Nov 26, 2024Nov 26, 2024

    • tensorrtllm_backend

      Public
      The Triton TensorRT-LLM Backend
      Python
      •
      Apache License 2.0
      •108•715•263•19•Updated Nov 26, 2024Nov 26, 2024

    • fil_backend

      Public
      FIL backend for the Triton Inference Server
      Jupyter Notebook
      •
      Apache License 2.0
      •36•72•51•3•Updated Nov 22, 2024Nov 22, 2024

    • openvino_backend

      Public
      OpenVINO backend for Triton.
      C++
      •
      BSD 3-Clause "New" or "Revised" License
      •16•30•5•5•Updated Nov 20, 2024Nov 20, 2024

    • pytriton

      Public
      PyTriton is a Flask/FastAPI-like interface that simplifies Triton's deployment in Python environments.
      gpudeep-learninginference
      Python
      •
      Apache License 2.0
      •51•746•11•0•Updated Nov 19, 2024Nov 19, 2024

    • square_backend

      Public
      Simple Triton backend used for testing.
      C++
      •
      BSD 3-Clause "New" or "Revised" License
      •4•2•0•0•Updated Nov 19, 2024Nov 19, 2024

    • 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 Nov 19, 2024Nov 19, 2024

    • 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 Nov 19, 2024Nov 19, 2024

    • checksum_repository_agent

      Public
      The Triton repository agent that verifies model checksums.
      C++
      •
      BSD 3-Clause "New" or "Revised" License
      •7•10•0•0•Updated Nov 19, 2024Nov 19, 2024

    • 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
      •29•126•22•5•Updated Nov 5, 2024Nov 5, 2024

    • 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
      •25•185•4•1•Updated Sep 10, 2024Sep 10, 2024

    • contrib

      Public
      Community contributions to Triton that are not officially supported or maintained by the Triton project.
      Python
      •
      BSD 3-Clause "New" or "Revised" License
      •7•8•0•1•Updated Jun 5, 2024Jun 5, 2024