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05 / Retrieval-Augmented Generation (RAG) & Knowledge

Embedding Models

4 projects catalogued in this category.
4 projects

BGE (FlagEmbedding)

FlagOpen/FlagEmbedding

BAAI's best-in-class embedding family.

unknown unknownactivity unknown

FastEmbed (Qdrant)

qdrant/fastembed

Lightweight, fast Python library for embedding generation with ONNX Runtime. Supports text, sparse (SPLADE), and late-interaction (ColBERT) embeddings without GPU dependencies. Apache 2.0 licensed.

unknown unknownactivity unknown

EmbedAnything

StarlightSearch/EmbedAnything

Minimalist, highly performant multimodal embedding pipeline built in Rust. Memory-safe, modular, and production-ready for text, image, and audio embeddings with seamless vector DB integration. Apache 2.0 licensed.

unknown unknownactivity unknown

Text Embeddings Inference (Hugging Face)

huggingface/text-embeddings-inference

Blazing fast inference solution for text embedding models. High-performance extraction with token-based dynamic batching, Flash Attention, and support for FlagEmbedding, E5, GTE, and more. OpenAI-compatible API with Docker deployment. Apache 2.0 licensed.

unknown unknownactivity unknown