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LLM 框架与工具

构建 LLM 驱动应用的热门框架

共 38 个项目

1
langchain-ai avatar

langchain-ai / langchain

构建上下文感知推理应用的Python框架

95.2k +1470 stars today Python 15.1k AI 8.9
2 29
langchain-ai avatar

langchain-ai / langchain

LangChain 是一个用于构建 AI 智能体和应用的 Python 开源开发平台。

145.0k +97 stars today Python 24.2k AI 8.8
3 115
milvus-io avatar

milvus-io / milvus

高性能云原生向量数据库,专为大规模向量近似最近邻搜索设计

45.8k +22 stars today Go 4.2k AI 8.6
4
run-llama avatar

run-llama / llama_index

LlamaIndex 是用于构建 LLM 应用的数据框架,简化 RAG 实现。

38.7k +420 stars today Python 5.2k AI 8.5
5
microsoft avatar

microsoft / autogen

微软开源的智能体AI编程框架,支持多智能体协作与自主决策。

35.6k +380 stars today Python 5.1k AI 8.5
6 33
huggingface avatar

huggingface / transformers

统一框架,轻松加载、微调和部署文本、视觉、音频等多模态SOTA预训练模型。

164.5k +42 stars today Python 34.4k AI 8.4
7 30
modelscope avatar

modelscope / FunASR

工业级语音识别工具包,支持超实时识别、50多种语言、说话人分离、情绪检测及流式服务。

20.0k +19 stars today Python 2.0k AI 8.4
8
vllm-project avatar

vllm-project / vllm

vLLM:高性能、内存高效的大模型推理与部署引擎

42.5k +650 stars today Python 5.8k AI 8.3
9 88
lance-format avatar

lance-format / lance

面向多模态AI的开放湖仓格式,性能提升百倍,兼容主流数据工具。

7.0k +1 stars today Rust 817 AI 8.1
10 3
ggml-org avatar

ggml-org / whisper.cpp

Port of OpenAI's Whisper model in C/C++

52.5k +37 stars today C++ 6.0k AI 8.0
11 25
explosion avatar

explosion / spaCy

💫 Industrial-strength Natural Language Processing (NLP) in Python

33.8k +5 stars today Python 4.7k AI 7.9
12 9
NVIDIA avatar

NVIDIA / Megatron-LM

NVIDIA 开源的用于大规模训练 Transformer 模型的研究框架。

17.6k +21 stars today Python 4.4k AI 7.8
13 NEW
apache avatar

apache / seatunnel

SeaTunnel is a multimodal, high-performance, distributed, massive data integration tool.

9.6k +7 stars today Java 2.4k AI 7.6
14 24
BlinkDL avatar

BlinkDL / RWKV-LM

RWKV 是一个兼具 RNN 高效与 Transformer 高性能的线性注意力语言模型架构,支持并行训练和无限长上下文。

14.6k +4 stars today Python 1.0k AI 7.6
15 1
run-llama avatar

run-llama / llama_index

LlamaIndex is the leading document agent and OCR platform

51.9k +27 stars today Python 8.0k AI 7.5
16 15
EleutherAI avatar

EleutherAI / lm-evaluation-harness

A framework for few-shot evaluation of language models.

13.7k +19 stars today Python 3.5k AI 7.5
17 20
Giskard-AI avatar

Giskard-AI / giskard-oss

🐢 Open-Source Evaluation & Testing library for LLM Agents

5.8k +3 stars today Python 523 AI 7.5
18 13
intel avatar

intel / neural-compressor

英特尔开源神经网络压缩工具,支持SOTA低比特量化与稀疏化,提升大模型部署效率。

2.7k Python 312 AI 7.5
19 20
openvinotoolkit avatar

openvinotoolkit / nncf

神经网络压缩框架,用于提升OpenVINO推理性能,支持量化、剪枝等压缩技术。

1.2k +1 stars today Python 298 AI 7.5
20 10
khoj-ai avatar

khoj-ai / khoj

自托管的AI第二大脑,集成搜索、问答与自动化,支持多种LLM。

36.7k +24 stars today Python 2.4k AI 7.4
21
openai avatar

openai / openai-agents-python

轻量级多代理工作流框架,用于构建和协调AI代理。

15.8k +890 stars today Python 1.8k AI 7.4
22 17
speechbrain avatar

speechbrain / speechbrain

A PyTorch-based Speech Toolkit

11.8k +6 stars today Python 1.7k AI 7.3
23 56
SharpAI avatar

SharpAI / DeepCamera

Open-Source AI Camera Skills Platform, AI NVR & CCTV Surveillance. Local VLM video analysis with Qwen, DeepSeek, SmolVLM, LLaVA, YOLO26. LLM-powered agentic security camera agent — watches, understands, remembers & guards your home via Telegram, Discord or Slack. Pluggable AI skills. OpenAI, Google, Anthropic or local AI. Runs on Mac Mini & AI PC.

3.0k JavaScript 475 AI 7.1
24 80
64bit avatar

64bit / async-openai

一个用 Rust 编写的 OpenAI API 异步客户端库,提供类型安全和高效的接口调用。

2.0k Rust 380 AI 7.0
25 18
openai avatar

openai / openai-cookbook

Examples and guides for using the OpenAI API

75.5k +57 stars today Jupyter Notebook 12.8k AI 6.9
26 4
zenml-io avatar

zenml-io / zenml

ZenML 🙏: One AI Platform from Pipelines to Agents. https://zenml.io.

5.6k Python 651 AI 6.8
27 4
TransformerLensOrg avatar

TransformerLensOrg / TransformerLens

一个用于GPT风格语言模型机械可解释性的Python库。

3.8k +6 stars today Python 663 AI 6.7
28 25
dust-tt avatar

dust-tt / dust

Custom AI agent platform to speed up your work.

1.4k +1 stars today TypeScript 302 AI 6.7
29 12
neuml avatar

neuml / txtai

一个用于语义搜索、LLM编排和语言模型工作流的全能AI框架。

12.9k +13 stars today Python 872 AI 6.6
30 11
argilla-io avatar

argilla-io / argilla

Argilla是AI工程师与领域专家协作构建高质量数据集的工具。

5.0k +1 stars today Python 490 AI 6.6
31 4
hongbo-miao avatar

hongbo-miao / hongbomiao.com

A personal research and development (R&D) lab that facilitates the sharing of knowledge.

299 Python 51 AI 6.6
32 3
DLR-RM avatar

DLR-RM / stable-baselines3

基于 PyTorch 的强化学习算法可靠实现,提供标准化的训练与评估工具。

13.7k +4 stars today Python 2.2k AI 6.4
33 21
f avatar

f / prompts.chat

f.k.a. Awesome ChatGPT Prompts. Share, discover, and collect prompts from the community. Free and open source — self-host for your organization with complete privacy.

167.7k +98 stars today HTML 21.6k AI 6.3
34 5
RasaHQ avatar

RasaHQ / rasa

💬 Open source machine learning framework to automate text- and voice-based conversations: NLU, dialogue management, connect to Slack, Facebook, and more - Create chatbots and voice assistants

21.3k Python 4.9k AI 6.3
35 1
argosopentech avatar

argosopentech / argos-translate

Open-source offline translation library written in Python

6.3k +4 stars today Python 475 AI 6.3
36 20
pionxzh avatar

pionxzh / chatgpt-exporter

一款浏览器脚本工具,可导出并分享你的ChatGPT对话历史记录。

2.6k +3 stars today TypeScript 249 AI 6.2
37 90
gitleaks avatar

gitleaks / gitleaks

Find secrets with Gitleaks 🔑

28.9k +13 stars today Go 2.2k AI 6.0
38 12
pathwaycom avatar

pathwaycom / pathway

Python流处理ETL框架,用于实时分析、LLM管道和RAG。

62.6k +12 stars today Python 1.7k AI 6.0