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Embedding Python Packages

Python packages with the GitHub topic embedding. Sorted by relevance, with stars and monthly downloads.
redis
redisvl

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

2.2M 400 84
milvus-io
pymilvus-model

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

263K 60 30
gusye1234
nano-vectordb

A simple, easy-to-hack Vector Database

261K 201 11
pavlin-policar
opentsne

Extensible, parallel implementations of t-SNE

157K 2K 176
modelscope
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).

141K 14K 1K
milvus-io
milvus-model

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

43K 60 30
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.

34K 5K 290
PaddlePaddle
paddlenlp

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

32K 13K 3K
divi255
sphinxcontrib-asciinema

Easily embed asciinema videos into Sphinx documentation

22K 23 14
marl
openl3

OpenL3: Open-source deep audio and image embeddings

21K 589 65
ContextualAI
gritlm

Generative Representational Instruction Tuning

15K 691 50
cvxgrp
pymde

Minimum-distortion embedding with PyTorch

13K 586 30
memtomem
memtomem

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

10K 4 23
PaddlePaddle
tool-helpers

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

10K 13K 3K
PaddlePaddle
fast-dataindex

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

10K 13K 3K
CyberZHG
keras-embed-sim

Calculate similarity with embedding

8K 11 3
CyberZHG
keras-pos-embd

Position embedding layers in Keras

7K 58 22
RyanCodrai
turbovec

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

6K 984 83
arun1729
cogdb

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

4K 357 35
amansrivastava17
embedding-as-service

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

3K 210 32
chrislemke
autoembedder

PyTorch autoencoder with additional embeddings layer for categorical data 🚘

2K 7 0
Hamza5
file-brain

Smart local file search app that understands your files

2K 184 8
svalench
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.

1K 2 0
PlateerLab
synaptic-memory

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

1K 29 1
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