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-V4, GLM-5.1, InternLM3, Llama4, ...) and 300+ MLLMs (Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, GLM4.5v, Gemma4, Llava, Phi4, ...) (AAAI 2025).

turbovec

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

paddlenlp

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

openl3

OpenL3: Open-source deep audio and image embeddings

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.

pymde

Minimum-distortion embedding with PyTorch

tool-helpers

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

sphinxcontrib-asciinema

Easily embed asciinema videos into Sphinx documentation

taosmd

Local-first AI memory — runs offline on any machine with 8 GB+ RAM (SBC, mini PC, laptop, workstation). Zero-loss verbatim archive, knowledge graph, hybrid retrieval. Framework-agnostic, no cloud.

gritlm

Generative Representational Instruction Tuning

keras-embed-sim

Calculate similarity with embedding

keras-pos-embd

Position embedding layers in Keras

fast-dataindex

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

embedding-as-service

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

memtomem

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

cogdb

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

hsl-embedding

Non-learned byte-level signal encoder for PyTorch - one modality-agnostic 27-D exact base (anchor rule, Delta = Gray code), losslessly invertible. pip install hsl-embedding

llm-join

Fuzzy join pandas DataFrames using LLM scoring and embedding retrieval — record linkage, entity resolution, approximate join

autoembedder

PyTorch autoencoder with additional embeddings layer for categorical data 🚘