Embedding Python Packages

redisvl

Redis Vector Library (RedisVL) -- the AI-native Python client for Redis.

pymilvus-model

A library integrating embedding and reranker models from OpenAI, SentenceTransformers etc for semantic search in vector database.

nano-vectordb

A simple, easy-to-hack Vector Database

opentsne

Extensible, parallel implementations of t-SNE

ms-swift

Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3.6, DeepSeek-R1, GLM-5.1, InternLM3, Llama4, ...) and 300+ MLLMs (Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, GLM4.5v, Gemma4, Llava, Phi4, ...) (AAAI 2025).

milvus-model

A library integrating embedding and reranker models from OpenAI, SentenceTransformers etc for semantic search in vector database.

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.

paddlenlp

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

sphinxcontrib-asciinema

Easily embed asciinema videos into Sphinx documentation

openl3

OpenL3: Open-source deep audio and image embeddings

gritlm

Generative Representational Instruction Tuning

pymde

Minimum-distortion embedding with PyTorch

memtomem

Markdown-first, long-term memory infrastructure for AI agents. Hybrid BM25 + semantic search across markdown/code files via MCP.

tool-helpers

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

fast-dataindex

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

keras-embed-sim

Calculate similarity with embedding

keras-pos-embd

Position embedding layers in Keras

turbovec

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

cogdb

Embedded Graph Database for Python. Lives inside your Python process. Quick setup. No server. Runs in notebooks, apps, even your browser.

embedding-as-service

One-Stop Solution to encode sentence to fixed length vectors from various embedding techniques

autoembedder

PyTorch autoencoder with additional embeddings layer for categorical data 🚘

file-brain

Smart local file search app that understands your files

django-graph-search

Production-ready semantic vector search for Django — searches across FK, M2M, and reverse relations by traversing your model graph. Pluggable backends: ChromaDB, FAISS, Qdrant.

synaptic-memory

Brain-inspired knowledge graph: spreading activation, Hebbian learning, memory consolidation.