Embedding Python Packages

redisvl

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

nano-vectordb

A simple, easy-to-hack Vector Database

pymilvus-model

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

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).

opentsne

Extensible, parallel implementations of t-SNE

sphinxcontrib-asciinema

Easily embed asciinema videos into Sphinx documentation

milvus-model

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

paddlenlp

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

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.

openl3

OpenL3: Open-source deep audio and image embeddings

pymde

Minimum-distortion embedding with PyTorch

gritlm

Generative Representational Instruction Tuning

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

cogdb

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

synaptic-memory

Knowledge graph + MCP tool server for LLM agents — 3rd-gen retrieval, graph-aware multi-turn exploration, structured data tools, DB→ontology one-liner.

turbovec

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

file-brain

Smart local file search app that understands your files

embedding-as-service

embedding-as-service: one-stop solution to encode sentence to vectors using various embedding methods

autoembedder

PyTorch autoencoder with additional embeddings layer for categorical data 🚘

pytsetlinmachine

Implements the Tsetlin Machine, Convolutional Tsetlin Machine, Regression Tsetlin Machine, Weighted Tsetlin Machine, and Embedding Tsetlin Machine, with support for continuous features, multigranularity, clause indexing, and literal budget