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Embeddings Python Packages

Python packages with the GitHub topic embeddings. Sorted by relevance, with stars and monthly downloads.
qdrant
fastembed

Fast, Accurate, Lightweight Python library to make State of the Art Embedding

13.3M 3K 199
KevinMusgrave
pytorch-metric-learning

The easiest way to use deep metric learning in your application. Modular, flexible, and extensible. Written in PyTorch.

3.5M 6K 660
plastic-labs
honcho-ai

Memory library for building stateful agents

2.2M 4K 430
tensorflow
tensorflow-hub

A library for transfer learning by reusing parts of TensorFlow models.

2M 4K 2K
Eventual-Inc
daft

High-performance data engine for AI and multimodal workloads. Process images, audio, video, and structured data at any scale

810K 5K 474
FlagOpen
flagembedding

Retrieval and Retrieval-augmented LLMs

529K 12K 876
MinishLab
model2vec

Fast State-of-the-Art Static Embeddings

527K 2K 121
HKUNLP
instructorembedding

[ACL 2023] One Embedder, Any Task: Instruction-Finetuned Text Embeddings

439K 2K 157
baidubce
qianfan

Provide best practices for LMOps, as well as elegant and convenient access to the features of the Qianfan MaaS Platform. (提供大模型工具链最佳实践,以及优雅且便捷地访问千帆大模型平台)

296K 385 61
lightly-ai
lightly

A python library for self-supervised learning on images.

219K 4K 326
lightly-ai
lightly-utils

A python library for self-supervised learning on images.

199K 4K 326
supabase
vecs

Postgres/pgvector Python Client

147K 289 44
MinishLab
vicinity

Lightweight Nearest Neighbors with Flexible Backends

112K 341 11
Blaizzy
mlx-embeddings

MLX-Embeddings is the best package for running Vision and Language Embedding models locally on your Mac using MLX.

75K 384 48
eliorc
node2vec

Implementation of the node2vec algorithm.

63K 1K 253
MinishLab
semble

Fast and Accurate Code Search for Agents. Uses ~98% fewer tokens than grep+read

58K 827 66
tensorflow
tf-hub-nightly

A library for transfer learning by reusing parts of TensorFlow models.

55K 4K 2K
natasha
navec

Compact high quality word embeddings for Russian language

51K 219 19
MaartenGr
polyfuzz

Fuzzy string matching, grouping, and evaluation.

51K 796 72
natasha
natasha

Solves basic Russian NLP tasks, API for lower level Natasha projects

49K 1K 116
codelion
adaptive-classifier

A flexible, adaptive classification system for dynamic text classification

49K 552 39
yantrikos
yantrikdb

Cognitive memory engine for AI agents — temporal decay, contradiction detection, autonomous consolidation, knowledge graph, ANN recall via HNSW. Embeddable Rust library with Python bindings; powers yantrikdb-server (HTTP gateway, MCP server, openraft cluster). AGPL.

45K 20 6
neuml
txtai

💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows

43K 13K 829
tobocop2
lilbee

Terminal-first local search and AI chat over your documents, code, and crawled websites. Semantic + hybrid search, vision OCR, auto-built wiki, browsable GGUF model catalog. Works as CLI, TUI, MCP server, REST API, or Python library. Offline by default, no sidecar services.

37K 18 3
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