Triton Inference Server

backend

Common source, scripts and utilities for creating Triton backends.

client

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

core

The core library and APIs implementing the Triton Inference Server.

model_analyzer

Triton Model Analyzer is a CLI tool to help with better understanding of the compute and memory requirements of the Triton Inference Server models.

model_navigator

Triton Model Navigator is an inference toolkit designed for optimizing and deploying Deep Learning models with a focus on NVIDIA GPUs.

python_backend

Triton backend that enables pre-process, post-processing and other logic to be implemented in Python.

pytriton

PyTriton is a Flask/FastAPI-like interface that simplifies Triton's deployment in Python environments.

server

The Triton Inference Server provides an optimized cloud and edge inferencing solution.

tensorrtllm_backend

The Triton TensorRT-LLM Backend

tutorials

This repository contains tutorials and examples for Triton Inference Server

triton-inference-server/server

The Triton Inference Server provides an optimized cloud and edge inferencing solution.

triton-inference-server/pytriton

PyTriton is a Flask/FastAPI-like interface that simplifies Triton's deployment in Python environments.

triton-inference-server/tensorrtllm_backend

The Triton TensorRT-LLM Backend

triton-inference-server/client

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

triton-inference-server/python_backend

Triton backend that enables pre-process, post-processing and other logic to be implemented in Python.

triton-inference-server/tutorials

This repository contains tutorials and examples for Triton Inference Server

triton-inference-server/model_analyzer

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/backend

Common source, scripts and utilities for creating Triton backends.

triton-inference-server/model_navigator

Triton Model Navigator is an inference toolkit designed for optimizing and deploying Deep Learning models with a focus on NVIDIA GPUs.

triton-inference-server/vllm_backend

triton-inference-server/dali_backend

The Triton backend that allows running GPU-accelerated data pre-processing pipelines implemented in DALI's python API.

triton-inference-server/onnxruntime_backend

The Triton backend for the ONNX Runtime.

triton-inference-server/pytorch_backend

The Triton backend for the PyTorch TorchScript models.

triton-inference-server/core

The core library and APIs implementing the Triton Inference Server.

triton-inference-server/fil_backend

FIL backend for the Triton Inference Server

triton-inference-server/common

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

triton-inference-server/tensorrt_backend

The Triton backend for TensorRT.

triton-inference-server/tensorflow_backend

The Triton backend for TensorFlow.

triton-inference-server/triton_cli

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/openvino_backend

OpenVINO backend for Triton.

triton-inference-server/developer_tools

triton-inference-server/stateful_backend

Triton backend for managing the model state tensors automatically in sequence batcher

triton-inference-server/checksum_repository_agent

The Triton repository agent that verifies model checksums.

triton-inference-server/contrib

Community contributions to Triton that are not officially supported or maintained by the Triton project.

triton-inference-server/redis_cache

TRITONCACHE implementation of a Redis cache

triton-inference-server/third_party

Third-party source packages that are modified for use in Triton.

triton-inference-server/identity_backend

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

triton-inference-server/repeat_backend

An example Triton backend that demonstrates sending zero, one, or multiple responses for each request.

triton-inference-server/local_cache

Implementation of a local in-memory cache for Triton Inference Server's TRITONCACHE API

triton-inference-server/square_backend

Simple Triton backend used for testing.