向量化 / 重排服务

102 条

Embedding 与 rerank 的推理服务,RAG 的基础设施。

#仓库Stars
1supabase/supabase
The Postgres development platform. Supabase gives you a dedicated Postgres database to build your web, mobile, and AI applications.
115k
2chatchat-space/Langchain-Chatchat
Langchain-Chatchat(原Langchain-ChatGLM)基于 Langchain 与 ChatGLM, Qwen 与 Llama 等语言模型的 RAG 与 Agent 应用 | Langchain-Chatchat (formerly langchain-ChatGLM), local knowledge based LLM (like ChatGLM, Qwen and Llama) RAG and Agent app with langchain
39k
3Tencent/WeKnora
Open-source LLM knowledge platform: turn raw documents into a queryable RAG, an autonomous reasoning agent, and a self-maintaining Wiki.
37k
4TencentCloud/TencentDB-Agent-Memory
TencentDB Agent Memory is a team-level memory hub for AI Agents — turning conversations, docs, and code into four reusable memory assets (Chat Memory, Skill, LLM-Wiki, Code-Graph) that are governed, shared, and equipped across agents and frameworks.
31k
5NirDiamant/RAG_Techniques
This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each technique has a detailed notebook tutorial.
30k
6RyanCodrai/turbovec
A vector index built on TurboQuant, written in Rust with Python bindings
17k
7modelscope/ms-swift
Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3.8, DeepSeek-V4, GLM-5.1, InternLM3, Llama4, ...) and 300+ MLLMs (Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, GLM5.3, Gemma4, Llava, Phi4, ...) (AAAI 2025).
16k
8langchain4j/langchain4j
LangChain4j is an idiomatic, open-source Java library for building LLM-powered applications on the JVM. It offers a unified API over popular LLM providers and vector stores, and makes implementing tool calling (including MCP support), agents and RAG easy. It integrates seamlessly with enterprise Java frameworks like Quarkus and Spring Boot.
13k
9datawhalechina/all-in-rag
🔍大模型应用开发实战一:RAG 技术全栈指南,在线阅读地址:https://datawhalechina.github.io/all-in-rag/
13k
10PaddlePaddle/PaddleNLP
Easy-to-use and powerful LLM and SLM library with awesome model zoo.
13k
11FlagOpen/FlagEmbedding
Retrieval and Retrieval-augmented LLMs
12k
12h2oai/h2ogpt
Private chat with local GPT with document, images, video, etc. 100% private, Apache 2.0. Supports oLLaMa, Mixtral, llama.cpp, and more. Demo: https://gpt.h2o.ai/ https://gpt-docs.h2o.ai/
12k
13apache/seatunnel
SeaTunnel is a multimodal, high-performance, distributed, massive data integration tool.
9.8k
14lance-format/lance
Open Lakehouse Format for Multimodal AI. Convert from Parquet in 2 lines of code for 100x faster random access, vector index, and data versioning. Compatible with Pandas, DuckDB, Polars, Pyarrow, and PyTorch with more integrations coming..
7.3k
15postgresml/postgresml
Postgres with GPUs for ML/AI apps.
6.8k
16MinishLab/semble
Fast and Accurate Code Search for Agents. Uses 99% fewer tokens than grep+read
6.4k
17ARahim3/DigUp
Search your computer by what's in your files: photos, PDFs, documents, recordings, videos and code. On-device on Mac, Windows and Linux, built on Google DeepMind's EmbeddingGemma 2.
6.3k
18KevinMusgrave/pytorch-metric-learning
Train and evaluate embeddings for similarity search with PyTorch. Includes contrastive losses, hard example mining, samplers, and retrieval metrics.
6.3k
19OpenBMB/UltraRAG
A Low-Code MCP Framework for Building Complex and Innovative RAG Pipelines
5.7k
20brianpetro/obsidian-smart-connections
Find related notes and excerpts while writing. Your link building copilot displays relevant content in graph + list view. A local embedding model powers semantic search. Zero setup. No API key.
5.6k
21Marker-Inc-Korea/AutoRAG
Your Personal Librarian Agent. Ask anything on your computer, organize files, remember important info and files.
5.5k
22huggingface/text-embeddings-inference
A blazing fast inference solution for text embeddings models
5.1k
23shibing624/text2vec
text2vec, text to vector. 文本向量表征工具,把文本转化为向量矩阵,实现了Word2Vec、RankBM25、Sentence-BERT、CoSENT等文本表征、文本相似度计算模型,开箱即用。
5.0k
24infiniflow/infinity
The AI-native database built for LLM applications, providing incredibly fast hybrid search of dense vector, sparse vector, tensor (multi-vector), and full-text.
4.8k
25myreader-io/myGPTReader
A community-driven way to read and chat with AI bots - powered by chatGPT.
4.4k
26lightly-ai/lightly
A python library for self-supervised learning and latent world models on images.
3.8k
27filipecalegario/awesome-generative-ai
A curated list of Generative AI tools, works, models, and references
3.6k
28superlinked/sie
Open-source inference server and production cluster for all the models your agent needs.
3.5k
29giancarloerra/SocratiCode
Enterprise-grade (40m+ LOC) codebase intelligence, zero-setup, local & private Plugin/Skill/Extension or MCP: hybrid semantic search, polyglot dependency graphs, symbol-level impact analysis & call-flow, interactive HTML viewer, cross-project & branch-aware search, DB/API/infra knowledge. 61% less tokens, 84% fewer calls, 37x faster. Cloud in beta.
3.4k
30qdrant/fastembed
Fast, Accurate, Lightweight Python library to make State of the Art Embedding
3.3k
31run-llama/LlamaIndexTS
Data framework for your LLM applications. Focus on server side solution
3.1k
32hegelai/prompttools
Open-source tools for prompt testing and experimentation, with support for both LLMs (e.g. OpenAI, LLaMA) and vector databases (e.g. Chroma, Weaviate, LanceDB).
3.1k
33michaelfeil/infinity
Infinity is a high-throughput, low-latency serving engine for text-embeddings, reranking models, clip, clap and colpali
3.0k
34zilliztech/memsearch
A persistent, unified memory layer for all your AI agents (e.g. Claude Code, Codex, DSH), backed by Markdown and Milvus.
2.9k
35devflowinc/trieve
All-in-one platform for search, recommendations, RAG, and analytics offered via API
2.7k
36milvus-io/bootcamp
Dealing with all unstructured data, such as reverse image search, audio search, molecular search, video analysis, question and answer systems, NLP, etc.
2.5k
37ailia-ai/ailia-models
The collection of pre-trained, state-of-the-art AI models for ailia SDK
2.4k
38vearch/vearch
Distributed vector search for AI-native applications
2.3k
39MinishLab/model2vec
Fast State-of-the-Art Static Embeddings
2.3k
40google/generative-ai-docs
This repository is deprecated and will be archived
2.3k
41withcatai/node-llama-cpp
Run AI models locally on your machine with node.js bindings for llama.cpp. Enforce a JSON schema on the model output on the generation level
2.2k
42yoanbernabeu/grepai
Semantic Search & Call Graphs for AI Agents (100% Local)
1.9k
43nomic-ai/nomic
Nomic Developer API SDK
1.9k
44run-llama/semtools
Semantic search and document parsing tools for the command line
1.9k
45Kav-K/GPTDiscord
A robust, all-in-one GPT interface for Discord. ChatGPT-style conversations, image generation, AI-moderation, custom indexes/knowledgebase, youtube summarizer, and more!
1.9k
46AnswerDotAI/ModernBERT
Bringing BERT into modernity via both architecture changes and scaling
1.8k
47LLPhant/LLPhant
LLPhant - A comprehensive PHP Generative AI Framework using OpenAI GPT 4. Inspired by Langchain
1.7k
48aws-samples/amazon-bedrock-samples
This repository contains examples for customers to get started using the Amazon Bedrock Service. This contains examples for all available foundational models
1.5k
49roshan-research/hazm
Persian NLP Toolkit
1.4k
50jxzhangjhu/Awesome-LLM-RAG
Awesome-LLM-RAG: a curated list of advanced retrieval augmented generation (RAG) in Large Language Models
1.4k