triton-inference-server / tutorials
This repository contains tutorials and examples for Triton Inference Server
☆671Updated this week
Alternatives and similar repositories for tutorials:
Users that are interested in tutorials are comparing it to the libraries listed below
- Triton backend that enables pre-process, post-processing and other logic to be implemented in Python.☆597Updated this week
- PyTriton is a Flask/FastAPI-like interface that simplifies Triton's deployment in Python environments.☆781Updated last month
- Triton Python, C++ and Java client libraries, and GRPC-generated client examples for go, java and scala.☆612Updated this week
- Triton Model Analyzer is a CLI tool to help with better understanding of the compute and memory requirements of the Triton Inference Serv…☆462Updated last week
- The Triton TensorRT-LLM Backend☆809Updated last week
- Common source, scripts and utilities for creating Triton backends.☆310Updated last week
- Triton Model Navigator is an inference toolkit designed for optimizing and deploying Deep Learning models with a focus on NVIDIA GPUs.☆199Updated 2 months ago
- ☆238Updated this week
- A unified library of state-of-the-art model optimization techniques such as quantization, pruning, distillation, speculative decoding, et…☆808Updated this week
- The Triton backend for the ONNX Runtime.☆140Updated last week
- A library for accelerating Transformer models on NVIDIA GPUs, including using 8-bit floating point (FP8) precision on Hopper and Ada GPUs…☆2,299Updated this week
- ☆51Updated this week
- The Triton backend for the PyTorch TorchScript models.☆144Updated last week
- FP16xINT4 LLM inference kernel that can achieve near-ideal ~4x speedups up to medium batchsizes of 16-32 tokens.☆775Updated 6 months ago
- 🏋️ A unified multi-backend utility for benchmarking Transformers, Timm, PEFT, Diffusers and Sentence-Transformers with full support of O…☆289Updated last month
- ☆411Updated last year
- 🤗 Optimum Intel: Accelerate inference with Intel optimization tools☆451Updated this week
- Pipeline Parallelism for PyTorch☆759Updated 7 months ago
- OpenAI compatible API for TensorRT LLM triton backend☆201Updated 7 months ago
- A pytorch quantization backend for optimum☆902Updated 2 weeks ago
- Transformers-compatible library for applying various compression algorithms to LLMs for optimized deployment with vLLM☆1,113Updated this week
- The Triton backend that allows running GPU-accelerated data pre-processing pipelines implemented in DALI's python API.☆132Updated this week
- The core library and APIs implementing the Triton Inference Server.☆123Updated this week
- Serving multiple LoRA finetuned LLM as one☆1,040Updated 10 months ago
- MII makes low-latency and high-throughput inference possible, powered by DeepSpeed.☆1,990Updated this week
- A Python-level JIT compiler designed to make unmodified PyTorch programs faster.☆1,037Updated 11 months ago
- FlashInfer: Kernel Library for LLM Serving☆2,439Updated this week
- RAFT contains fundamental widely-used algorithms and primitives for machine learning and information retrieval. The algorithms are CUDA-a…☆858Updated this week
- Common source, scripts and utilities shared across all Triton repositories.☆69Updated this week
- A throughput-oriented high-performance serving framework for LLMs☆773Updated 6 months ago