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awesome-LLM-resourses

🧑‍🚀 全世界最好的LLM资料总结 | Summary of the world's best LLM resources.
https://github.com/WangRongsheng/awesome-LLM-resourses

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微调 Fine-Tuning
- AutoTrain - of-the-art Machine Learning models.
- workbench-llamafactory - to-end model development workflow using Llamafactory.
- TRL
- LLaMA-Factory - Tuning of 100+ LLMs.
- unsloth - 5X faster 80% less memory LLM finetuning.
- Firefly
- Xtuner - featured toolkit for fine-tuning large models.
- torchtune - PyTorch Library for LLM Fine-tuning.
- Ludwig - code framework for building custom LLMs, neural networks, and other AI models.
- aikit - tune, build, and deploy open-source LLMs easily!
- H2O-LLMStudio - a framework and no-code GUI for fine-tuning LLMs.
- LitGPT - of-the-art techniques: flash attention, FSDP, 4-bit, LoRA, and more.
- LLMBox
- PaddleNLP - to-use and powerful NLP and LLM library.
- TinyLLaVA Factory - scale Large Multimodal Models.
- LLM-Foundry
- ChatLearn - scale alignment.
- Meta Lingua - to-hack codebase to research LLMs.
- mistral-finetune - weight codebase that enables memory-efficient and performant finetuning of Mistral's models.
- lmms-finetune - 1.5, qwen-vl, llava-interleave, llava-next-video, phi3-v etc.
- Simplifine
- Transformer Lab - tune, and evaluate large language models on your own computer.
- Liger-Kernel
- nanotron - parallelism training.
- Proxy Tuning
- Effective LLM Alignment
- Autotrain-advanced
智能体 Agents
- LinkAI
- Baidu APPBuilder
- AutoGen - studio.com/)
- AgentGPT
- XAgent
- MobileAgent
- Lagent - based agents.
- Qwen-Agent
- LazyLLM
- AgentScope - empowered multi-agent applications in an easier way.
- MoA - of-the-art results.
- Agently
- Tribe - agent teams.
- CAMEL - agent framework.
- IoA - source framework for collaborative AI agents, enabling diverse, distributed agents to team up and tackle complex tasks through internet-like connectivity.
- Agent Zero
- Agents - source Framework for Data-centric, Self-evolving Autonomous Language Agents.
- FastAgency - agent workflows to production.
- agentUniverse - agent framework that allows developers to easily build multi-agent applications. Furthermore, through the community, they can exchange and share practices of patterns across different domains.
- OmAgent
- CrewAI - playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.
- Coze
- Swarm - agent systems. Managed by OpenAI Solutions team. Experimental framework.
课程 Course
教程 Tutorial
体验 Usage
Tips
书籍 Book
课程
- 李宏毅 GenAI课程
教程
- YTB：AI Anytime
- YTB: AI超元域
软件
- 沉浸式翻译
- ![Forkers repo roster for @WangRongsheng/awesome-LLM-resourses - LLM-resourses/network/members)
- ![Stargazers repo roster for @WangRongsheng/awesome-LLM-resourses - LLM-resourses/stargazers)
- POT
- Bob
- OpenAI Translator Bob Plugin
- ![Forkers repo roster for @WangRongsheng/awesome-LLM-resourses - LLM-resourses/network/members)
- ![Stargazers repo roster for @WangRongsheng/awesome-LLM-resourses - LLM-resourses/stargazers)
知识库 RAG
- FlashRAG
- AnythingLLM - in-one AI app for any LLM with full RAG and AI Agent capabilites.
- MaxKB
- RAGFlow - source RAG (Retrieval-Augmented Generation) engine based on deep document understanding.
- Dify - source LLM app development platform. Dify's intuitive interface combines AI workflow, RAG pipeline, agent capabilities, model management, observability features and more, letting you quickly go from prototype to production.
- FastGPT - based platform built on the LLM, offers out-of-the-box data processing and model invocation capabilities, allows for workflow orchestration through Flow visualization.
- Langchain-Chatchat
- QAnything
- Quivr - augmented generation.
- Verba
- GraphRAG - based Retrieval-Augmented Generation (RAG) system.
- TEN - Gen AI-Agent Framework, the world's first truly real-time multimodal AI agent framework.
- nano-GraphRAG - to-hack GraphRAG implementation.
- RAG Techniques - Augmented Generation (RAG) systems. RAG systems combine information retrieval with generative models to provide accurate and contextually rich responses.
- ragas
- kotaemon - source clean & customizable RAG UI for chatting with your documents. Built with both end users and developers in mind.
- AutoRAG
- RAGapp
- KAG - enhanced generation framework based on OpenSPG engine, which is used to build knowledge-enhanced rigorous decision-making and information retrieval knowledge services.
- TurboRAG - Augmented Generation with Precomputed KV Caches for Chunked Text.
- LightRAG - Augmented Generation.
数据 Data
- AotoLabel
- LabelLLM - Source Data Annotation Platform.
- OmniParser
- MinerU - stop, open-source, high-quality data extraction tool, supports PDF/webpage/e-book extraction.
- PDF-Extract-Kit - Quality PDF Content Extraction.
- Docling
- GOT-OCR2.0
- Zerox - 4o-mini.
- data-juicer - stop data processing system to make data higher-quality, juicier, and more digestible for LLMs!
- Parsera - sites with LLMs.
- Sparrow - source solution for efficient data extraction and processing from various documents and images.
- DocLayout-YOLO - to-Local Adaptive Perception.
- TensorZero
- Promptwright
- LLM Decontaminator
- DataTrove
- llm-swarm
- Tabled
- Distilabel
- Common-Crawl-Pipeline-Creator
推理 Inference
- ollama
- Open WebUI - friendly WebUI for LLMs (Formerly Ollama WebUI).
- Text Generation WebUI
- Xinference
- LangChain - aware reasoning applications.
- LlamaIndex
- TensorRT-LLM - LLM provides users with an easy-to-use Python API to define Large Language Models (LLMs) and build TensorRT engines that contain state-of-the-art optimizations to perform inference efficiently on NVIDIA GPUs.
- LlamaChat
- RouteLLM - save LLM costs without compromising quality!
- MInference
- Mem0
- SGLang
- GuideLLM
- LLM-Engines - source models (VLLM, SGLang, Together) and commercial models (OpenAI, Mistral, Claude).
- lobe-chat - source, modern-design LLMs/AI chat framework. Supports Multi AI Providers, Multi-Modals (Vision/TTS) and plugin system.
- vllm - throughput and memory-efficient inference and serving engine for LLMs.
- NVIDIA ChatRTX
- LM Studio
- chat-with-mlx
- LLM Pricing
- Open Interpreter
- Chat-ollama
- chat-ui
- MemGPT - term memory and custom tools.
- koboldcpp - file way to run various GGML and GGUF models with KoboldAI's UI.
- LLMFarm
- enchanted
- Flowise
- Jan - LLM).
- LMDeploy
- AirLLM
- LLMHub
- YuanChat
- LiteLLM
- OARC - TTS speech models, Keras classifiers, Llava vision, Whisper recognition, and more to create a unified chatbot agent for local, custom automation.
- g1 - 3.1 70b on Groq to create o1-like reasoning chains.
- MemoryScope - term memory capabilities, offering a framework for building such abilities.
- OpenLLM - source LLMs, such as Llama 3.1, Gemma, as OpenAI compatible API endpoint in the cloud.
- Infinity - native database built for LLM applications, providing incredibly fast hybrid search of dense embedding, sparse embedding, tensor and full-text.
评估 Evaluation
- lm-evaluation-harness - shot evaluation of language models.
- opencompass - 4,LLaMa2, Qwen,GLM, Claude, etc) over 100+ datasets.
- llm-comparator - by-side, developed.
- Ollama Benchmark
- VLMEvalKit - source evaluation toolkit of large vision-language models (LVLMs), support ~100 VLMs, 40+ benchmarks.
- EvalScope
- Weave
- Evaluation guidebook
RAG
- LightRAG - Agent-Generator pipelines.
搜索 Search
- OpenSearch GPT
- nanoPerplexityAI - source implementation of perplexity.ai.
- curiosity - like user experience.
- MindSearch - based Multi-agent Framework of Web Search Engine (like Perplexity.ai Pro and SearchGPT).
论文 Paper

Programming Languages

Python 95 Jupyter Notebook 22 TypeScript 14 JavaScript 5 Swift 3 C++ 3 Go 3 HTML 2 Rust 1 Vue 1

Categories

课程 Course 45 推理 Inference 39 Tips 37 教程 Tutorial 28 微调 Fine-Tuning 27 智能体 Agents 23 论文 Paper 23 知识库 RAG 21 数据 Data 20 书籍 Book 15 体验 Usage 8 软件 8 评估 Evaluation 8 搜索 Search 4 教程 2 课程 1 RAG 1

Sub Categories

Keywords

llm 61 gpt 28 ai 24 llama 23 llms 21 large-language-models 18 chatgpt 18 rag 17 openai 17 python 15 llama2 14 gpt-4 13 agent 13 chatbot 13 llama3 11 llmops 10 pytorch 9 deep-learning 9 mistral 9 fine-tuning 9 ollama 8 machine-learning 8 generative-ai 7 qwen 7 transformers 7 langchain 7 nlp 6 chatglm 6 artificial-intelligence 6 framework 6 llava 6 llm-inference 5 llamacpp 5 llm-agent 5 huggingface 5 language-model 5 gemma 5 retrieval-augmented-generation 5 lora 5 finetuning 5 qlora 5 agents 4 javascript 4 vector-database 4 chat 4 macos 4 inference 4 data-science 4 transformer 4 evaluation 4