embedding - 技术专题深度解读

chatchat-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

chatbot llama gpt knowledge-base embedding faiss rag milvus streamlit llm chatgpt langchain chatglm fastchat retrieval-augmented-generation ollama qwen langchain-chatglm chatchat xinference

Updated Nov 10, 2025
Python

modelscope / ms-swift

Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3.6, DeepSeek-V4, GLM-5.1, InternLM3, Llama4, ...) and 300+ MLLMs (Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, GLM4.5v, Gemma4, Llava, Phi4, ...) (AAAI 2025).

moe llama lora embedding liger peft multimodal reranker sft megatron llm internvl deepseek-r1 grpo open-r1 qwen3 llama4 qwen3-vl qwen3-omni qwen3-6

Updated Jul 24, 2026
Python

RyanCodrai / turbovec

A vector index built on TurboQuant, written in Rust with Python bindings

python rust neon embeddings simd nearest-neighbor quant ann quantization avx512 embedding faiss rag vector-search turboquant

Updated Jul 26, 2026
Python

PaddlePaddle / PaddleNLP

Easy-to-use and powerful LLM and SLM library with awesome model zoo.

nlp search-engine compression sentiment-analysis transformers information-extraction question-answering llama pretrained-models embedding bert semantic-analysis distributed-training ernie neural-search uie document-intelligence paddlenlp llm

Updated May 23, 2026
Python

Embedding / Chinese-Word-Vectors

100+ Chinese Word Vectors 上百种预训练中文词向量

word-embeddings embeddings chinese embedding chinese-word-segmentation vectors-trained

Updated Oct 30, 2023
Python

zilliztech / claude-context

Code search MCP for Claude Code. Make entire codebase the context for any coding agent.

Updated Jul 14, 2026
TypeScript

datawhalechina / 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/

python ai neo4j embedding multimodal rag milvus llm langchain llama-index deepseek kimi-k2

Updated Jul 20, 2026
Python

TencentCloud / 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.

agent memory embedding long-term-memory vector-search local-first ai-agent llm openclaw-plugin

Updated Jul 24, 2026
TypeScript

OpenBMB / UltraRAG

A Low-Code MCP Framework for Building Complex and Innovative RAG Pipelines

flask demo ui mcp openai easy gpt embedding vlm multimodal rag sentence-transformers huggingface-transformers llm vllm qwen deepseek

Updated Jul 26, 2026
Python

apple / embedding-atlas

Embedding Atlas is a tool that provides interactive visualizations for large embeddings. It allows you to visualize, cross-filter, and search embeddings and metadata.

visualization embedding

Updated Jul 22, 2026
TypeScript

infiniflow / 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.