大模型推理服务

409 条

vLLM / SGLang / TGI 这类推理引擎,关注吞吐与显存效率。

#仓库Stars
351FujitsuResearch/OneCompression
Python package for LLM compression
446
352jy-yuan/KIVI
[ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache
438
353intel/xFasterTransformer435
354datawhalechina/llm-deploy
大模型/LLM推理和部署理论与实践
434
355neuml/annotateai
📝 Automatically annotate papers using LLMs
430
356cloudshipai/station
Station is our open-source runtime that lets teams deploy agents on their own infrastructure with full control.
430
357ekzhang/resin
🧱 Experimental library for building inference engines
423
358chtmp223/topicGPT
TopicGPT: A Prompt-Based Framework for Topic Modeling [NAACL'24]
422
359TensorOpsAI/LLMstudio
Framework to bring LLM applications to production
390
360Hon-Wong/VoRA
[Fully open] [Encoder-free MLLM] Vision as LoRA
387
361Tejas-TA/predikit
The missing bridge between your ML models and your AI agents.
382
362opendilab/LightRFT
LightRFT: Light, Efficient, Omni-modal & Reward-model Driven Reinforcement Fine-Tuning Framework
379
363baaivision/EVE
EVE Series: Encoder-Free Vision-Language Models from BAAI
376
364cirolini/genai-code-review
GitHub Action that reviews pull request diffs with an LLM and posts the comments on the PR
372
365init-co-jp/diff-tour
Walk through a diff the way a senior engineer reads it. A read-only TUI that turns a git change into a guided tour.
368
366interestingLSY/swiftLLM
A tiny yet powerful LLM inference system tailored for researching purpose. vLLM-equivalent performance with only 2k lines of code (2% of vLLM).
363
367nshiab/simple-data-analysis
Fast DuckDB-powered TypeScript library for tabular analysis, geospatial analysis, network graph analysis, vector similarity search, AI, Google Sheets, and data visualization.
360
368jasonacox/TinyLLM
Setup and run a local LLM and Chatbot using consumer grade hardware.
354
369guoqingbao/xinfer
Blazing-fast LLM inference in pure Rust. No PyTorch and Python runtime.
350
370thushan/olla
High-performance lightweight proxy and load balancer for LLM infrastructure. Intelligent routing, automatic failover and unified model discovery across local and remote inference backends.
338
371vakovalskii/NeuralDeskApp
Versatile Almost Local, Eventually Reasonable Assistant 🔫
331
372pensarai/apex
AI-powered offensive security testing using autonomous agents, directly in your terminal.
324
373fabriziosalmi/UglyFeed
Retrieve, aggregate, filter, evaluate, rewrite and serve RSS feeds using Large Language Models for fun, research and learning purposes
324
374Picovoice/picollm
On-device LLM Inference Powered by X-Bit Quantization
319
375albond/DGX_Spark_Qwen3.5-122B-A10B-AR-INT4
Qwen3.5-122B-A10B on DGX Spark: 28.3 → 51 tok/s (+80%)
316
376InftyAI/llmaz
☸️ Easy, advanced inference platform for large language models on Kubernetes. 🌟 Star to support our work!
314
377vlm-run/vlmrun-cookbook
Examples and guides for using the VLM Run API
313
378yaof20/Flash-RL
Implementation for FP8/INT8 Rollout for RL training without performence drop.
309
379DaoyuanLi2816/mini-verl
verl for a single consumer GPU. PPO, GRPO and on-policy distillation on NVIDIA GPUs.
309
380MemTensor/skills-vote
SkillsVote: Lifecycle Governance of Agent Skills from Collection, Recommendation to Evolution
309
381vortico/flama
The production framework for Predictive and Generative AI. Serve any model as an API in one line, with OpenAI/Anthropic/Ollama-compatible endpoints, a built-in chat UI, and native MCP.
307
382hardrave/NIGHTRUN
Boot your PC straight into an LLM. Rust, UEFI-resident, no operating system underneath.
304
383mbodiai/embodied-agents
Seamlessly integrate state-of-the-art transformer models into robotics stacks
302
384jolibrain/colette
Multimodal RAG to search and interact locally with technical documents of any kind
301
385T-Crypt/berth
Berth is a lightweight GPU resource manager written in Go. It controls which applications get access to your GPU, when they get it, and how that access is handed off.
291
386ai-dynamo/aitune
NVIDIA AITune is an inference toolkit designed for tuning and deploying Deep Learning models with a focus on NVIDIA GPUs.
290
387wuwangzhang1216/abliterix
Automated alignment adjustment for LLMs — direct steering, LoRA, and MoE expert-granular abliteration, optimized via multi-objective Optuna TPE.
286
388walkinglabs/modern-llm-notebook
A hands-on course on modern LLM architectures, training, and inference, with step-by-step PyTorch implementations and runnable notebooks.
280
389NatsUIJM/autoContents
扫描版 PDF 的书签自动生成工具,可以根据 PDF 目录页内容,为 PDF 设置可跳转的书签。
272
390lightseekorg/TorchSpec
A PyTorch native library for training speculative decoding models
267
391xberg-io/liter-llm
One API for every LLM: 170+ providers through one client, with a Rust core and native bindings for every major language.
265
392SunzeY/SEAgent
[ICML-2026] Official implementation of "SEAgent: Self-Evolving Computer Use Agent with Autonomous Learning from Experience"
264
393AstraNetLab/CacheRoute
CacheRoute is an innovative LLM scheduling scheme dedicated to enabling flexible KV cache reuse across LLM systems, improving task performance and system efficiency.
264
394kiyoakii/is-gpt-nerfed
Shrinkflation detector for Codex
262
395praetorian-inc/julius
Simple LLM service identification - translate IP:Port to Ollama, vLLM, LiteLLM, or 60+ other AI services in seconds
255
396Pelochus/ezrknpu
Easy installation and usage of Rockchip's NPUs found in RK3588 and similar SoCs
255
397vEduardovich/dodari
Translate entire books with AI you already have.
247
398anakin87/llm-rl-environments-lil-course
🌱 A little course on Reinforcement Learning Environments for evaluating and training Language Models
243
399Event-AHU/Medical_Image_Analysis
Foundation models based medical image analysis
243
400InternLM/CapRL
[ICLR 2026] An official implementation of "CapRL: Stimulating Dense Image Caption Capabilities via Reinforcement Learning"
236