Awesome Python

Hand-picked awesome Python libraries and frameworks, organised by category 🐍

Interactive version: www.awesomepython.org

Updated 08 Jan 2025

Categories

• Newly Created Repositories - Awesome Python is regularly updated, and this category lists the most recently created GitHub repositories from all the other repositories here (10 repos)
• Code Quality - Code quality tooling: linters, formatters, pre-commit hooks, unused code removal (16 repos)
• Crypto and Blockchain - Cryptocurrency and blockchain libraries: trading bots, API integration, Ethereum virtual machine, solidity (13 repos)
• Data - General data libraries: data processing, serialisation, formats, databases, SQL, connectors, web crawlers, data generation/augmentation/checks (113 repos)
• Debugging - Debugging and tracing tools (10 repos)
• Diffusion Text to Image - Text-to-image diffusion model libraries, tools and apps for generating images from natural language (42 repos)
• Finance - Financial and quantitative libraries: investment research tools, market data, algorithmic trading, backtesting, financial derivatives (34 repos)
• Game Development - Game development tools, engines and libraries (7 repos)
• GIS - Geospatial libraries: raster and vector data formats, interactive mapping and visualisation, computing frameworks for processing images, projections (28 repos)
• Graph - Graphs and network libraries: network analysis, graph machine learning, visualisation (6 repos)
• GUI - Graphical user interface libraries and toolkits (8 repos)
• Jupyter - Jupyter and JupyterLab and Notebook tools, libraries and plugins (27 repos)
• LLMs and ChatGPT - Large language model and GPT libraries and frameworks: auto-gpt, agents, QnA, chain-of-thought workflows, API integations. Also see the Natural Language Processing category for crossover (329 repos)
• Math and Science - Mathematical, numerical and scientific libraries (30 repos)
• Machine Learning - General - General and classical machine learning libraries. See below for other sections covering specialised ML areas (160 repos)
• Machine Learning - Deep Learning - Machine learning libraries that cross over with deep learning in some way (79 repos)
• Machine Learning - Interpretability - Machine learning interpretability libraries. Covers explainability, prediction explainations, dashboards, understanding knowledge development in training (22 repos)
• Machine Learning - Ops - MLOps tools, frameworks and libraries: intersection of machine learning, data engineering and DevOps; deployment, health, diagnostics and governance of ML models (43 repos)
• Machine Learning - Reinforcement - Machine learning libraries and toolkits that cross over with reinforcement learning in some way: agent reinforcement learning, agent environemnts, RLHF (24 repos)
• Machine Learning - Time Series - Machine learning and classical timeseries libraries: forecasting, seasonality, anomaly detection, econometrics (19 repos)
• Natural Language Processing - Natural language processing libraries and toolkits: text processing, topic modelling, tokenisers, chatbots. Also see the LLMs and ChatGPT category for crossover (88 repos)
• Packaging - Python packaging, dependency management and bundling (28 repos)
• Pandas - Pandas and dataframe libraries: data analysis, statistical reporting, pandas GUIs, pandas performance optimisations (24 repos)
• Performance - Performance, parallelisation and low level libraries (28 repos)
• Profiling - Memory and CPU/GPU profiling tools and libraries (11 repos)
• Security - Security related libraries: vulnerability discovery, SQL injection, environment auditing (15 repos)
• Simulation - Simulation libraries: robotics, economic, agent-based, traffic, physics, astronomy, chemistry, quantum simulation. Also see the Maths and Science category for crossover (36 repos)
• Study - Miscellaneous study resources: algorithms, general resources, system design, code repos for textbooks, best practices, tutorials (59 repos)
• Template - Template tools and libraries: cookiecutter repos, generators, quick-starts (9 repos)
• Terminal - Terminal and console tools and libraries: CLI tools, terminal based formatters, progress bars (15 repos)
• Testing - Testing libraries: unit testing, load testing, acceptance testing, code coverage, browser automation, plugins (24 repos)
• Typing - Typing libraries: static and run-time type checking, annotations (12 repos)
• Utility - General utility libraries: miscellaneous tools, linters, code formatters, version management, package tools, documentation tools (207 repos)
• Vizualisation - Vizualisation tools and libraries. Application frameworks, 2D/3D plotting, dashboards, WebGL (36 repos)
• Web - Web related frameworks and libraries: webapp servers, WSGI, ASGI, asyncio, HTTP, REST, user management (58 repos)

Newly Created Repositories

Awesome Python is regularly updated, and this category lists the most recently created GitHub repositories from all the other repositories here.

1. deepseek-ai/DeepSeek-V3 ⭐ 16,791
   A strong Mixture-of-Experts (MoE) language model with 671B total parameters with 37B activated for each token.

2. tencent/HunyuanVideo ⭐ 7,111
   HunyuanVideo: A Systematic Framework For Large Video Generation Model
   🔗 aivideo.hunyuan.tencent.com

3. microsoft/TRELLIS ⭐ 6,109
   A large 3D asset generation model. It takes in text or image prompts and generates high-quality 3D assets in various formats, such as Radiance Fields, 3D Gaussians, and meshes.
   🔗 trellis3d.github.io

4. virattt/ai-hedge-fund ⭐ 5,794
   AI-powered hedge fund. The goal of this project is to explore the use of AI to make trading decisions.

5. cyclotruc/gitingest ⭐ 4,351
   Turn any Git repository into a prompt-friendly text ingest for LLMs.
   🔗 gitingest.com

6. huggingface/smolagents ⭐ 3,695
   🤗 smolagents: a barebones library for agents. Agents write python code to call tools and orchestrate other agents.
   🔗 huggingface.co/docs/smolagents

7. facebookresearch/large_concept_model ⭐ 1,471
   Large Concept Models: Language modeling in a sentence representation space

8. thytu/Agentarium ⭐ 747
   Framework for managing and orchestrating AI agents with ease. Agentarium provides a flexible and intuitive way to create, manage, and coordinate interactions between multiple AI agents in various environments.

9. polymathicai/the_well ⭐ 703
   15TB of Physics Simulations: collection of machine learning datasets containing numerical simulations of a wide variety of spatiotemporal physical systems.
   🔗 polymathic-ai.org/the_well

10. neuml/annotateai ⭐ 240
    Automatically annotates papers using Large Language Models (LLMs)

Code Quality

Code quality tooling: linters, formatters, pre-commit hooks, unused code removal.

1. psf/black ⭐ 39,403
   The uncompromising Python code formatter
   🔗 black.readthedocs.io/en/stable

2. astral-sh/ruff ⭐ 34,331
   An extremely fast Python linter and code formatter, written in Rust.
   🔗 docs.astral.sh/ruff

3. google/yapf ⭐ 13,817
   A formatter for Python files

4. pre-commit/pre-commit ⭐ 13,179
   A framework for managing and maintaining multi-language pre-commit hooks.
   🔗 pre-commit.com

5. sqlfluff/sqlfluff ⭐ 8,413
   A modular SQL linter and auto-formatter with support for multiple dialects and templated code.
   🔗 www.sqlfluff.com

6. pycqa/isort ⭐ 6,553
   A Python utility / library to sort imports.
   🔗 pycqa.github.io/isort

7. davidhalter/jedi ⭐ 5,847
   Awesome autocompletion, static analysis and refactoring library for python
   🔗 jedi.readthedocs.io

8. pycqa/pylint ⭐ 5,364
   It's not just a linter that annoys you!
   🔗 pylint.readthedocs.io/en/latest

9. asottile/pyupgrade ⭐ 3,650
   A tool (and pre-commit hook) to automatically upgrade syntax for newer versions of the language.

10. jendrikseipp/vulture ⭐ 3,600
    Find dead Python code

11. pycqa/flake8 ⭐ 3,502
    flake8 is a python tool that glues together pycodestyle, pyflakes, mccabe, and third-party plugins to check the style and quality of some python code.
    🔗 flake8.pycqa.org

12. wemake-services/wemake-python-styleguide ⭐ 2,633
    The strictest and most opinionated python linter ever!
    🔗 wemake-python-styleguide.rtfd.io

13. python-lsp/python-lsp-server ⭐ 2,017
    Fork of the python-language-server project, maintained by the Spyder IDE team and the community

14. codespell-project/codespell ⭐ 1,974
    check code for common misspellings

15. sourcery-ai/sourcery ⭐ 1,578
    Instant AI code reviews
    🔗 sourcery.ai

16. tconbeer/sqlfmt ⭐ 423
    sqlfmt formats your dbt SQL files so you don't have to
    🔗 sqlfmt.com

Crypto and Blockchain

Cryptocurrency and blockchain libraries: trading bots, API integration, Ethereum virtual machine, solidity.

1. freqtrade/freqtrade ⭐ 34,099
   Free, open source crypto trading bot
   🔗 www.freqtrade.io

2. ccxt/ccxt ⭐ 33,931
   A JavaScript / TypeScript / Python / C# / PHP cryptocurrency trading API with support for more than 100 bitcoin/altcoin exchanges
   🔗 docs.ccxt.com

3. crytic/slither ⭐ 5,425
   Static Analyzer for Solidity and Vyper
   🔗 blog.trailofbits.com/2018/10/19/slither-a-solidity-static-analysis-framework

4. ethereum/web3.py ⭐ 5,103
   A python interface for interacting with the Ethereum blockchain and ecosystem.
   🔗 web3py.readthedocs.io

5. ethereum/consensus-specs ⭐ 3,610
   Ethereum Proof-of-Stake Consensus Specifications

6. cyberpunkmetalhead/Binance-volatility-trading-bot ⭐ 3,438
   This is a fully functioning Binance trading bot that measures the volatility of every coin on Binance and places trades with the highest gaining coins If you like this project consider donating though the Brave browser to allow me to continuously improve the script.

7. bmoscon/cryptofeed ⭐ 2,305
   Cryptocurrency Exchange Websocket Data Feed Handler

8. ethereum/py-evm ⭐ 2,296
   A Python implementation of the Ethereum Virtual Machine
   🔗 py-evm.readthedocs.io/en/latest

9. binance/binance-public-data ⭐ 1,639
   Details on how to get Binance public data

10. ofek/bit ⭐ 1,258
    Bitcoin made easy.
    🔗 ofek.dev/bit

11. man-c/pycoingecko ⭐ 1,058
    Python wrapper for the CoinGecko API

12. palkeo/panoramix ⭐ 822
    Ethereum decompiler

13. dylanhogg/awesome-crypto ⭐ 71
    A list of awesome crypto and blockchain projects
    🔗 www.awesomecrypto.xyz

Data

General data libraries: data processing, serialisation, formats, databases, SQL, connectors, web crawlers, data generation/augmentation/checks.

1. scrapy/scrapy ⭐ 53,715
   Scrapy, a fast high-level web crawling & scraping framework for Python.
   🔗 scrapy.org

2. apache/spark ⭐ 40,295
   Apache Spark - A unified analytics engine for large-scale data processing
   🔗 spark.apache.org

3. microsoft/markitdown ⭐ 32,671
   A utility for converting files to Markdown, supports: PDF, PPT, Word, Excel, Images etc

4. mindsdb/mindsdb ⭐ 27,032
   AGI's query engine - Platform for building AI that can learn and answer questions over federated data.
   🔗 mindsdb.com

5. getredash/redash ⭐ 26,704
   Make Your Company Data Driven. Connect to any data source, easily visualize, dashboard and share your data.
   🔗 redash.io

6. jaidedai/EasyOCR ⭐ 25,091
   Ready-to-use OCR with 80+ supported languages and all popular writing scripts including Latin, Chinese, Arabic, Devanagari, Cyrillic and etc.
   🔗 www.jaided.ai

7. qdrant/qdrant ⭐ 21,242
   Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
   🔗 qdrant.tech

8. humansignal/label-studio ⭐ 20,092
   Label Studio is an open source data labeling tool. It lets you label data types like audio, text, images, videos, and time series with a simple and straightforward UI and export to various model formats.
   🔗 labelstud.io

9. joke2k/faker ⭐ 17,898
   Faker is a Python package that generates fake data for you.
   🔗 faker.readthedocs.io

10. avaiga/taipy ⭐ 17,561
    Turns Data and AI algorithms into production-ready web applications in no time.
    🔗 www.taipy.io

11. ds4sd/docling ⭐ 17,528
    Docling parses documents and exports them to the desired format with ease and speed.
    🔗 ds4sd.github.io/docling

12. airbytehq/airbyte ⭐ 16,691
    The leading data integration platform for ETL / ELT data pipelines from APIs, databases & files to data warehouses, data lakes & data lakehouses. Both self-hosted and Cloud-hosted.
    🔗 airbyte.com

13. chroma-core/chroma ⭐ 16,574
    the AI-native open-source embedding database
    🔗 www.trychroma.com

14. binux/pyspider ⭐ 16,523
    A Powerful Spider(Web Crawler) System in Python.
    🔗 docs.pyspider.org

15. twintproject/twint ⭐ 15,911
    An advanced Twitter scraping & OSINT tool written in Python that doesn't use Twitter's API, allowing you to scrape a user's followers, following, Tweets and more while evading most API limitations.

16. tiangolo/sqlmodel ⭐ 14,949
    SQL databases in Python, designed for simplicity, compatibility, and robustness.
    🔗 sqlmodel.tiangolo.com

17. apache/arrow ⭐ 14,810
    Apache Arrow is the universal columnar format and multi-language toolbox for fast data interchange and in-memory analytics
    🔗 arrow.apache.org

18. redis/redis-py ⭐ 12,773
    Redis Python client

19. pathwaycom/pathway ⭐ 12,339
    Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG.
    🔗 pathway.com

20. weaviate/weaviate ⭐ 11,971
    Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native database​.
    🔗 weaviate.io/developers/weaviate

21. coleifer/peewee ⭐ 11,306
    a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb
    🔗 docs.peewee-orm.com

22. s0md3v/Photon ⭐ 11,155
    Incredibly fast crawler designed for OSINT.

23. sqlalchemy/sqlalchemy ⭐ 9,875
    The Database Toolkit for Python
    🔗 www.sqlalchemy.org

24. simonw/datasette ⭐ 9,699
    An open source multi-tool for exploring and publishing data
    🔗 datasette.io

25. bigscience-workshop/petals ⭐ 9,333
    🌸 Run LLMs at home, BitTorrent-style. Fine-tuning and inference up to 10x faster than offloading
    🔗 petals.dev

26. voxel51/fiftyone ⭐ 9,039
    Refine high-quality datasets and visual AI models
    🔗 fiftyone.ai

27. yzhao062/pyod ⭐ 8,722
    A Python Library for Outlier and Anomaly Detection, Integrating Classical and Deep Learning Techniques
    🔗 pyod.readthedocs.io

28. gristlabs/grist-core ⭐ 7,467
    Grist is the evolution of spreadsheets.
    🔗 www.getgrist.com

29. tobymao/sqlglot ⭐ 6,941
    Python SQL Parser and Transpiler
    🔗 sqlglot.com

30. alirezamika/autoscraper ⭐ 6,564
    A Smart, Automatic, Fast and Lightweight Web Scraper for Python

31. kaggle/kaggle-api ⭐ 6,376
    Official Kaggle API

32. madmaze/pytesseract ⭐ 5,949
    A Python wrapper for Google Tesseract

33. vi3k6i5/flashtext ⭐ 5,605
    Extract Keywords from sentence or Replace keywords in sentences.

34. airbnb/knowledge-repo ⭐ 5,495
    A next-generation curated knowledge sharing platform for data scientists and other technical professions.

35. ibis-project/ibis ⭐ 5,424
    Ibis is a Python library that provides a lightweight, universal interface for data wrangling. It helps Python users explore and transform data of any size, stored anywhere.
    🔗 ibis-project.org

36. lancedb/lancedb ⭐ 5,203
    Developer-friendly, serverless vector database for AI applications. Easily add long-term memory to your LLM apps!
    🔗 lancedb.github.io/lancedb

37. facebookresearch/AugLy ⭐ 4,981
    A data augmentations library for audio, image, text, and video.
    🔗 ai.facebook.com/blog/augly-a-new-data-augmentation-library-to-help-build-more-robust-ai-models

38. superduperdb/superduper ⭐ 4,896
    Superduper: Build end-to-end AI applications and agent workflows on your existing data infrastructure and preferred tools - without migrating your data.
    🔗 superduper.io

39. jazzband/tablib ⭐ 4,650
    Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.
    🔗 tablib.readthedocs.io

40. lk-geimfari/mimesis ⭐ 4,468
    Mimesis is a robust data generator for Python that can produce a wide range of fake data in multiple languages.
    🔗 mimesis.name

41. amundsen-io/amundsen ⭐ 4,466
    Amundsen is a metadata driven application for improving the productivity of data analysts, data scientists and engineers when interacting with data.
    🔗 www.amundsen.io/amundsen

42. cyclotruc/gitingest ⭐ 4,351
    Turn any Git repository into a prompt-friendly text ingest for LLMs.
    🔗 gitingest.com

43. giskard-ai/giskard ⭐ 4,197
    🐢 Open-Source Evaluation & Testing for AI & LLM systems
    🔗 docs.giskard.ai

44. mongodb/mongo-python-driver ⭐ 4,171
    PyMongo - the Official MongoDB Python driver
    🔗 www.mongodb.com/docs/languages/python/pymongo-driver/current

45. rom1504/img2dataset ⭐ 3,833
    Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one machine.

46. andialbrecht/sqlparse ⭐ 3,790
    A non-validating SQL parser module for Python

47. jmcnamara/XlsxWriter ⭐ 3,687
    A Python module for creating Excel XLSX files.
    🔗 xlsxwriter.readthedocs.io

48. deepchecks/deepchecks ⭐ 3,661
    Deepchecks: Tests for Continuous Validation of ML Models & Data. Deepchecks is a holistic open-source solution for all of your AI & ML validation needs, enabling to thoroughly test your data and models from research to production.
    🔗 docs.deepchecks.com/stable

49. praw-dev/praw ⭐ 3,558
    PRAW, an acronym for "Python Reddit API Wrapper", is a python package that allows for simple access to Reddit's API.
    🔗 praw.readthedocs.io

50. run-llama/llama-hub ⭐ 3,463
    A library of data loaders for LLMs made by the community -- to be used with LlamaIndex and/or LangChain
    🔗 llamahub.ai

51. rapidai/RapidOCR ⭐ 3,327
    📄 Awesome OCR multiple programing languages toolkits based on ONNXRuntime, OpenVINO and PaddlePaddle.
    🔗 rapidai.github.io/rapidocrdocs

52. pyeve/cerberus ⭐ 3,182
    Lightweight, extensible data validation library for Python
    🔗 python-cerberus.org

53. zoomeranalytics/xlwings ⭐ 3,045
    xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on Windows and macOS as well as with Google Sheets and Excel on the web.
    🔗 www.xlwings.org

54. docarray/docarray ⭐ 3,002
    Represent, send, store and search multimodal data
    🔗 docs.docarray.org

55. sqlalchemy/alembic ⭐ 2,980
    A database migrations tool for SQLAlchemy.

56. pallets/itsdangerous ⭐ 2,953
    Safely pass trusted data to untrusted environments and back.
    🔗 itsdangerous.palletsprojects.com

57. datafold/data-diff ⭐ 2,951
    Compare tables within or across databases
    🔗 docs.datafold.com

58. goldsmith/Wikipedia ⭐ 2,906
    A Pythonic wrapper for the Wikipedia API
    🔗 wikipedia.readthedocs.org

59. dlt-hub/dlt ⭐ 2,902
    data load tool (dlt) is an open source Python library that makes data loading easy 🛠️
    🔗 dlthub.com/docs

60. awslabs/amazon-redshift-utils ⭐ 2,781
    Amazon Redshift Utils contains utilities, scripts and view which are useful in a Redshift environment

61. kayak/pypika ⭐ 2,584
    PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects the resulting query. PyPika excels at all sorts of SQL queries but is especially useful for data analysis.
    🔗 pypika.readthedocs.io/en/latest

62. pynamodb/PynamoDB ⭐ 2,469
    A pythonic interface to Amazon's DynamoDB
    🔗 pynamodb.readthedocs.io

63. sdv-dev/SDV ⭐ 2,434
    Synthetic data generation for tabular data
    🔗 docs.sdv.dev/sdv

64. mlabonne/llm-datasets ⭐ 2,332
    High-quality datasets, tools, and concepts for LLM fine-tuning.

65. uqfoundation/dill ⭐ 2,295
    serialize all of Python
    🔗 dill.rtfd.io

66. emirozer/fake2db ⭐ 2,285
    Generate fake but valid data filled databases for test purposes using most popular patterns(AFAIK). Current support is sqlite, mysql, postgresql, mongodb, redis, couchdb.

67. samuelcolvin/arq ⭐ 2,231
    Fast job queuing and RPC in python with asyncio and redis.
    🔗 arq-docs.helpmanual.io

68. pikepdf/pikepdf ⭐ 2,226
    A Python library for reading and writing PDF, powered by QPDF
    🔗 pikepdf.readthedocs.io

69. graphistry/pygraphistry ⭐ 2,195
    PyGraphistry is a Python library to quickly load, shape, embed, and explore big graphs with the GPU-accelerated Graphistry visual graph analyzer

70. accenture/AmpliGraph ⭐ 2,176
    Python library for Representation Learning on Knowledge Graphs https://docs.ampligraph.org

71. huggingface/datatrove ⭐ 2,141
    DataTrove is a library to process, filter and deduplicate text data at a very large scale. It provides a set of prebuilt commonly used processing blocks with a framework to easily add custom functionality

72. sfu-db/connector-x ⭐ 2,057
    Fastest library to load data from DB to DataFrames in Rust and Python
    🔗 sfu-db.github.io/connector-x

73. aminalaee/sqladmin ⭐ 1,983
    SQLAlchemy Admin for FastAPI and Starlette
    🔗 aminalaee.dev/sqladmin

74. milvus-io/bootcamp ⭐ 1,962
    Dealing with all unstructured data, such as reverse image search, audio search, molecular search, video analysis, question and answer systems, NLP, etc.
    🔗 milvus.io

75. agronholm/sqlacodegen ⭐ 1,948
    Automatic model code generator for SQLAlchemy

76. uber/petastorm ⭐ 1,809
    Petastorm library enables single machine or distributed training and evaluation of deep learning models from datasets in Apache Parquet format. It supports ML frameworks such as Tensorflow, Pytorch, and PySpark and can be used from pure Python code.

77. aio-libs/aiomysql ⭐ 1,773
    aiomysql is a library for accessing a MySQL database from the asyncio
    🔗 aiomysql.rtfd.io

78. simonw/sqlite-utils ⭐ 1,727
    Python CLI utility and library for manipulating SQLite databases
    🔗 sqlite-utils.datasette.io

79. simple-salesforce/simple-salesforce ⭐ 1,718
    A very simple Salesforce.com REST API client for Python

80. collerek/ormar ⭐ 1,690
    python async orm with fastapi in mind and pydantic validation
    🔗 collerek.github.io/ormar

81. zarr-developers/zarr-python ⭐ 1,558
    An implementation of chunked, compressed, N-dimensional arrays for Python.
    🔗 zarr.readthedocs.io

82. eleutherai/the-pile ⭐ 1,520
    The Pile is a large, diverse, open source language modelling data set that consists of many smaller datasets combined together.

83. ydataai/ydata-synthetic ⭐ 1,473
    Synthetic data generators for tabular and time-series data
    🔗 docs.synthetic.ydata.ai

84. scholarly-python-package/scholarly ⭐ 1,466
    Retrieve author and publication information from Google Scholar in a friendly, Pythonic way without having to worry about CAPTCHAs!
    🔗 scholarly.readthedocs.io

85. sdispater/orator ⭐ 1,423
    The Orator ORM provides a simple yet beautiful ActiveRecord implementation.
    🔗 orator-orm.com

86. mchong6/JoJoGAN ⭐ 1,423
    Official PyTorch repo for JoJoGAN: One Shot Face Stylization

87. google/tensorstore ⭐ 1,369
    Library for reading and writing large multi-dimensional arrays.
    🔗 google.github.io/tensorstore

88. quixio/quix-streams ⭐ 1,255
    Python stream processing for Kafka
    🔗 docs.quix.io

89. aio-libs/aiocache ⭐ 1,191
    Asyncio cache manager for redis, memcached and memory
    🔗 aiocache.readthedocs.io

90. eliasdabbas/advertools ⭐ 1,168
    advertools - online marketing productivity and analysis tools
    🔗 advertools.readthedocs.io

91. pytorch/data ⭐ 1,152
    A PyTorch repo for data loading and utilities to be shared by the PyTorch domain libraries.

92. d-star-ai/dsRAG ⭐ 1,105
    A retrieval engine for unstructured data. It is especially good at handling challenging queries over dense text, like financial reports, legal documents, and academic papers.

93. brettkromkamp/contextualise ⭐ 1,061
    Contextualise is an effective tool particularly suited for organising information-heavy projects and activities consisting of unstructured and widely diverse data and information resources
    🔗 contextualise.dev

94. uber/fiber ⭐ 1,041
    Distributed Computing for AI Made Simple
    🔗 uber.github.io/fiber

95. intake/intake ⭐ 1,019
    Intake is a lightweight package for finding, investigating, loading and disseminating data.
    🔗 intake.readthedocs.io

96. duckdb/dbt-duckdb ⭐ 961
    dbt (http://getdbt.com) adapter for DuckDB (http://duckdb.org)

97. goccy/bigquery-emulator ⭐ 872
    BigQuery emulator provides a way to launch a BigQuery server on your local machine for testing and development.

98. scikit-hep/awkward ⭐ 854
    Manipulate JSON-like data with NumPy-like idioms.
    🔗 awkward-array.org

99. macbre/sql-metadata ⭐ 821
    Uses tokenized query returned by python-sqlparse and generates query metadata
    🔗 pypi.python.org/pypi/sql-metadata

100. koaning/human-learn ⭐ 800
     Natural Intelligence is still a pretty good idea.
     🔗 koaning.github.io/human-learn

101. googleapis/python-bigquery ⭐ 749
     Python Client for Google BigQuery

102. igorbenav/fastcrud ⭐ 735
     FastCRUD is a Python package for FastAPI, offering robust async CRUD operations and flexible endpoint creation utilities.

103. hyperqueryhq/whale ⭐ 725
     🐳 The stupidly simple CLI workspace for your data warehouse.
     🔗 rsyi.gitbook.io/whale

104. dgarnitz/vectorflow ⭐ 682
     VectorFlow is a high volume vector embedding pipeline that ingests raw data, transforms it into vectors and writes it to a vector DB of your choice.
     🔗 www.getvectorflow.com

105. kagisearch/vectordb ⭐ 661
     A minimal Python package for storing and retrieving text using chunking, embeddings, and vector search.
     🔗 vectordb.com

106. weaviate/recipes ⭐ 629
     This repository shares end-to-end notebooks on how to use various Weaviate features and integrations!

107. unstructured-io/unstructured-api ⭐ 612
     API for Open-Source Pre-Processing Tools for Unstructured Data

108. jina-ai/vectordb ⭐ 581
     A Python vector database you just need - no more, no less.

109. koaning/bulk ⭐ 559
     Bulk is a quick UI developer tool to apply some bulk labels.

110. apache/iceberg-python ⭐ 539
     PyIceberg is a Python library for programmatic access to Iceberg table metadata as well as to table data in Iceberg format.
     🔗 py.iceberg.apache.org

111. koaning/doubtlab ⭐ 507
     Doubt your data, find bad labels.
     🔗 koaning.github.io/doubtlab

112. titan-systems/titan ⭐ 444
     Snowflake infrastructure-as-code. Provision environments, automate deploys, CI/CD. Manage RBAC, users, roles, and data access. Declarative Python Resource API.

113. stackloklabs/promptwright ⭐ 357
     Promptwright is a Python library designed for generating large synthetic datasets using LLMs

Debugging

Debugging and tracing tools.

1. cool-rr/PySnooper ⭐ 16,412
   Never use print for debugging again

2. gruns/icecream ⭐ 9,403
   🍦 Never use print() to debug again.

3. shobrook/rebound ⭐ 4,119
   Get Stack Overflow results in your terminal whenever an error is thrown

4. inducer/pudb ⭐ 3,013
   Full-screen console debugger for Python
   🔗 documen.tician.de/pudb

5. gotcha/ipdb ⭐ 1,876
   Integration of IPython pdb

6. alexmojaki/heartrate ⭐ 1,772
   Simple real time visualisation of the execution of a Python program.

7. alexmojaki/birdseye ⭐ 1,662
   Graphical Python debugger which lets you easily view the values of all evaluated expressions
   🔗 birdseye.readthedocs.io

8. pdbpp/pdbpp ⭐ 1,321
   pdb++, a drop-in replacement for pdb (the Python debugger)

9. alexmojaki/snoop ⭐ 1,305
   A powerful set of Python debugging tools, based on PySnooper

10. samuelcolvin/python-devtools ⭐ 1,001
    Dev tools for python
    🔗 python-devtools.helpmanual.io

Diffusion Text to Image

Text-to-image diffusion model libraries, tools and apps for generating images from natural language.

1. automatic1111/stable-diffusion-webui ⭐ 145,457
   Stable Diffusion web UI

2. compvis/stable-diffusion ⭐ 69,053
   A latent text-to-image diffusion model
   🔗 ommer-lab.com/research/latent-diffusion-models

3. comfyanonymous/ComfyUI ⭐ 62,658
   The most powerful and modular diffusion model GUI, api and backend with a graph/nodes interface.
   🔗 www.comfy.org

4. stability-ai/stablediffusion ⭐ 39,694
   High-Resolution Image Synthesis with Latent Diffusion Models

5. lllyasviel/ControlNet ⭐ 31,129
   Let us control diffusion models!

6. huggingface/diffusers ⭐ 26,996
   🤗 Diffusers: State-of-the-art diffusion models for image, video, and audio generation in PyTorch and FLAX.
   🔗 huggingface.co/docs/diffusers

7. invoke-ai/InvokeAI ⭐ 24,094
   Invoke is a leading creative engine for Stable Diffusion models, empowering professionals, artists, and enthusiasts to generate and create visual media using the latest AI-driven technologies. The solution offers an industry leading WebUI, and serves as the foundation for multiple commercial products.
   🔗 invoke-ai.github.io/invokeai

8. apple/ml-stable-diffusion ⭐ 17,048
   Stable Diffusion with Core ML on Apple Silicon

9. borisdayma/dalle-mini ⭐ 14,775
   DALL·E Mini - Generate images from a text prompt
   🔗 www.craiyon.com

10. openbmb/MiniCPM-V ⭐ 13,016
    MiniCPM-V 2.6: A GPT-4V Level MLLM for Single Image, Multi Image and Video on Your Phone

11. divamgupta/diffusionbee-stable-diffusion-ui ⭐ 12,848
    Diffusion Bee is the easiest way to run Stable Diffusion locally on your M1 Mac. Comes with a one-click installer. No dependencies or technical knowledge needed.
    🔗 diffusionbee.com

12. compvis/latent-diffusion ⭐ 12,167
    High-Resolution Image Synthesis with Latent Diffusion Models

13. instantid/InstantID ⭐ 11,277
    InstantID: Zero-shot Identity-Preserving Generation in Seconds 🔥
    🔗 instantid.github.io

14. lucidrains/DALLE2-pytorch ⭐ 11,198
    Implementation of DALL-E 2, OpenAI's updated text-to-image synthesis neural network, in Pytorch

15. facebookresearch/dinov2 ⭐ 9,578
    PyTorch code and models for the DINOv2 self-supervised learning method.

16. ashawkey/stable-dreamfusion ⭐ 8,400
    Text-to-3D & Image-to-3D & Mesh Exportation with NeRF + Diffusion.

17. carson-katri/dream-textures ⭐ 7,888
    Stable Diffusion built-in to Blender

18. xavierxiao/Dreambooth-Stable-Diffusion ⭐ 7,647
    Implementation of Dreambooth (https://arxiv.org/abs/2208.12242) with Stable Diffusion

19. idea-research/GroundingDINO ⭐ 7,127
    [ECCV 2024] Official implementation of the paper "Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection"
    🔗 arxiv.org/abs/2303.05499

20. opengvlab/InternVL ⭐ 6,669
    [CVPR 2024 Oral] InternVL Family: A Pioneering Open-Source Alternative to GPT-4o. 接近GPT-4o表现的开源多模态对话模型
    🔗 internvl.readthedocs.io/en/latest

21. timothybrooks/instruct-pix2pix ⭐ 6,469
    PyTorch implementation of InstructPix2Pix, an instruction-based image editing model, based on the original CompVis/stable_diffusion repo.

22. openai/consistency_models ⭐ 6,228
    Official repo for consistency models.

23. salesforce/BLIP ⭐ 4,943
    PyTorch code for BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation

24. nateraw/stable-diffusion-videos ⭐ 4,484
    Create 🔥 videos with Stable Diffusion by exploring the latent space and morphing between text prompts

25. lkwq007/stablediffusion-infinity ⭐ 3,866
    Outpainting with Stable Diffusion on an infinite canvas

26. jina-ai/discoart ⭐ 3,846
    🪩 Create Disco Diffusion artworks in one line

27. mlc-ai/web-stable-diffusion ⭐ 3,625
    Bringing stable diffusion models to web browsers. Everything runs inside the browser with no server support.
    🔗 mlc.ai/web-stable-diffusion

28. openai/glide-text2im ⭐ 3,567
    GLIDE: a diffusion-based text-conditional image synthesis model

29. openai/improved-diffusion ⭐ 3,376
    Release for Improved Denoising Diffusion Probabilistic Models

30. saharmor/dalle-playground ⭐ 2,770
    A playground to generate images from any text prompt using Stable Diffusion (past: using DALL-E Mini)

31. google-research/big_vision ⭐ 2,500
    Official codebase used to develop Vision Transformer, SigLIP, MLP-Mixer, LiT and more.

32. stability-ai/stability-sdk ⭐ 2,427
    SDK for interacting with stability.ai APIs (e.g. stable diffusion inference)
    🔗 platform.stability.ai

33. thudm/CogVLM2 ⭐ 2,192
    GPT4V-level open-source multi-modal model based on Llama3-8B

34. coyote-a/ultimate-upscale-for-automatic1111 ⭐ 1,678
    Ultimate SD Upscale extension for AUTOMATIC1111 Stable Diffusion web UI

35. open-compass/VLMEvalKit ⭐ 1,627
    Open-source evaluation toolkit of large vision-language models (LVLMs), support 160+ VLMs, 50+ benchmarks
    🔗 huggingface.co/spaces/opencompass/open_vlm_leaderboard

36. divamgupta/stable-diffusion-tensorflow ⭐ 1,593
    Stable Diffusion in TensorFlow / Keras

37. nvlabs/prismer ⭐ 1,304
    The implementation of "Prismer: A Vision-Language Model with Multi-Task Experts".
    🔗 shikun.io/projects/prismer

38. chenyangqiqi/FateZero ⭐ 1,126
    [ICCV 2023 Oral] "FateZero: Fusing Attentions for Zero-shot Text-based Video Editing"
    🔗 fate-zero-edit.github.io

39. thereforegames/unprompted ⭐ 786
    Templating language written for Stable Diffusion workflows. Available as an extension for the Automatic1111 WebUI.

40. tanelp/tiny-diffusion ⭐ 691
    A minimal PyTorch implementation of probabilistic diffusion models for 2D datasets.

41. sharonzhou/long_stable_diffusion ⭐ 683
    Long-form text-to-images generation, using a pipeline of deep generative models (GPT-3 and Stable Diffusion)

42. laion-ai/dalle2-laion ⭐ 500
    Pretrained Dalle2 from laion

Finance

Financial and quantitative libraries: investment research tools, market data, algorithmic trading, backtesting, financial derivatives.

1. openbb-finance/OpenBB ⭐ 34,753
   Investment Research for Everyone, Everywhere.
   🔗 openbb.co

2. quantopian/zipline ⭐ 17,897
   Zipline, a Pythonic Algorithmic Trading Library
   🔗 www.zipline.io

3. microsoft/qlib ⭐ 15,919
   Qlib is an AI-oriented quantitative investment platform that aims to realize the potential, empower research, and create value using AI technologies in quantitative investment, from exploring ideas to implementing productions. Qlib supports diverse machine learning modeling paradigms. including supervised learning, ...
   🔗 qlib.readthedocs.io/en/latest

4. mementum/backtrader ⭐ 15,379
   Python Backtesting library for trading strategies
   🔗 www.backtrader.com

5. ranaroussi/yfinance ⭐ 15,313
   Download market data from Yahoo! Finance's API
   🔗 aroussi.com/post/python-yahoo-finance

6. ai4finance-foundation/FinGPT ⭐ 14,579
   FinGPT: Open-Source Financial Large Language Models! Revolutionize 🔥 We release the trained model on HuggingFace.
   🔗 ai4finance.org

7. ai4finance-foundation/FinRL ⭐ 10,373
   FinRL: Financial Reinforcement Learning. 🔥
   🔗 ai4finance.org

8. quantconnect/Lean ⭐ 10,224
   Lean Algorithmic Trading Engine by QuantConnect (Python, C#)
   🔗 lean.io

9. ta-lib/ta-lib-python ⭐ 9,989
   Python wrapper for TA-Lib (http://ta-lib.org/).
   🔗 ta-lib.github.io/ta-lib-python

10. goldmansachs/gs-quant ⭐ 8,121
    Python toolkit for quantitative finance
    🔗 developer.gs.com/discover/products/gs-quant

11. virattt/ai-hedge-fund ⭐ 5,794
    AI-powered hedge fund. The goal of this project is to explore the use of AI to make trading decisions.

12. quantopian/pyfolio ⭐ 5,774
    Portfolio and risk analytics in Python
    🔗 quantopian.github.io/pyfolio

13. kernc/backtesting.py ⭐ 5,735
    🔎 📈 🐍 💰 Backtest trading strategies in Python.
    🔗 kernc.github.io/backtesting.py

14. twopirllc/pandas-ta ⭐ 5,628
    Technical Analysis Indicators - Pandas TA is an easy to use Python 3 Pandas Extension with 150+ Indicators
    🔗 twopirllc.github.io/pandas-ta

15. ranaroussi/quantstats ⭐ 5,140
    Portfolio analytics for quants, written in Python

16. google/tf-quant-finance ⭐ 4,635
    High-performance TensorFlow library for quantitative finance.

17. polakowo/vectorbt ⭐ 4,622
    Find your trading edge, using the fastest engine for backtesting, algorithmic trading, and research.
    🔗 vectorbt.dev

18. gbeced/pyalgotrade ⭐ 4,459
    Python Algorithmic Trading Library
    🔗 gbeced.github.io/pyalgotrade

19. borisbanushev/stockpredictionai ⭐ 4,387
    In this noteboook I will create a complete process for predicting stock price movements. Follow along and we will achieve some pretty good results. For that purpose we will use a Generative Adversarial Network (GAN) with LSTM, a type of Recurrent Neural Network, as generator, and a Convolutional Neural Networ...

20. matplotlib/mplfinance ⭐ 3,790
    Financial Markets Data Visualization using Matplotlib
    🔗 pypi.org/project/mplfinance

21. cuemacro/finmarketpy ⭐ 3,491
    Python library for backtesting trading strategies & analyzing financial markets (formerly pythalesians)
    🔗 www.cuemacro.com

22. quantopian/alphalens ⭐ 3,471
    Performance analysis of predictive (alpha) stock factors
    🔗 quantopian.github.io/alphalens

23. zvtvz/zvt ⭐ 3,331
    modular quant framework.
    🔗 zvt.readthedocs.io/en/latest

24. robcarver17/pysystemtrade ⭐ 2,716
    Systematic Trading in python

25. quantopian/research_public ⭐ 2,476
    Quantitative research and educational materials
    🔗 www.quantopian.com/lectures

26. pmorissette/bt ⭐ 2,339
    bt - flexible backtesting for Python
    🔗 pmorissette.github.io/bt

27. domokane/FinancePy ⭐ 2,203
    A Python Finance Library that focuses on the pricing and risk-management of Financial Derivatives, including fixed-income, equity, FX and credit derivatives.

28. blankly-finance/blankly ⭐ 2,192
    🚀 💸 Easily build, backtest and deploy your algo in just a few lines of code. Trade stocks, cryptos, and forex across exchanges w/ one package.
    🔗 package.blankly.finance

29. pmorissette/ffn ⭐ 2,078
    ffn - a financial function library for Python
    🔗 pmorissette.github.io/ffn

30. cuemacro/findatapy ⭐ 1,730
    Python library to download market data via Bloomberg, Eikon, Quandl, Yahoo etc.

31. quantopian/empyrical ⭐ 1,322
    Common financial risk and performance metrics. Used by zipline and pyfolio.
    🔗 quantopian.github.io/empyrical

32. idanya/algo-trader ⭐ 806
    Trading bot with support for realtime trading, backtesting, custom strategies and much more.

33. gbeced/basana ⭐ 616
    A Python async and event driven framework for algorithmic trading, with a focus on crypto currencies.

34. chancefocus/PIXIU ⭐ 586
    This repository introduces PIXIU, an open-source resource featuring the first financial large language models (LLMs), instruction tuning data, and evaluation benchmarks to holistically assess financial LLMs. Our goal is to continually push forward the open-source development of financial artificial intelligence (AI).

Game Development

Game development tools, engines and libraries.

1. kitao/pyxel ⭐ 15,631
   A retro game engine for Python

2. pygame/pygame ⭐ 7,644
   🐍🎮 pygame (the library) is a Free and Open Source python programming language library for making multimedia applications like games built on top of the excellent SDL library. C, Python, Native, OpenGL.
   🔗 www.pygame.org

3. microsoft/TRELLIS ⭐ 6,109
   A large 3D asset generation model. It takes in text or image prompts and generates high-quality 3D assets in various formats, such as Radiance Fields, 3D Gaussians, and meshes.
   🔗 trellis3d.github.io

4. panda3d/panda3d ⭐ 4,601
   Powerful, mature open-source cross-platform game engine for Python and C++, developed by Disney and CMU
   🔗 www.panda3d.org

5. pokepetter/ursina ⭐ 2,248
   A game engine powered by python and panda3d.
   🔗 pokepetter.github.io/ursina

6. pyglet/pyglet ⭐ 1,925
   pyglet is a cross-platform windowing and multimedia library for Python, for developing games and other visually rich applications.
   🔗 pyglet.org

7. pythonarcade/arcade ⭐ 1,725
   Easy to use Python library for creating 2D arcade games.
   🔗 arcade.academy

GIS

Geospatial libraries: raster and vector data formats, interactive mapping and visualisation, computing frameworks for processing images, projections.

1. domlysz/BlenderGIS ⭐ 7,923
   Blender addons to make the bridge between Blender and geographic data

2. python-visualization/folium ⭐ 6,988
   Python Data. Leaflet.js Maps.
   🔗 python-visualization.github.io/folium

3. osgeo/gdal ⭐ 5,012
   GDAL is an open source MIT licensed translator library for raster and vector geospatial data formats.
   🔗 gdal.org

4. gboeing/osmnx ⭐ 4,955
   Python package to easily download, model, analyze, and visualize street networks and other geospatial features from OpenStreetMap.
   🔗 osmnx.readthedocs.io

5. geopandas/geopandas ⭐ 4,588
   Python tools for geographic data
   🔗 geopandas.org

6. shapely/shapely ⭐ 3,970
   Manipulation and analysis of geometric objects
   🔗 shapely.readthedocs.io/en/stable

7. giswqs/geemap ⭐ 3,534
   A Python package for interactive geospatial analysis and visualization with Google Earth Engine.
   🔗 geemap.org

8. holoviz/datashader ⭐ 3,346
   Quickly and accurately render even the largest data.
   🔗 datashader.org

9. opengeos/leafmap ⭐ 3,240
   A Python package for interactive mapping and geospatial analysis with minimal coding in a Jupyter environment
   🔗 leafmap.org

10. microsoft/torchgeo ⭐ 3,147
    TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data
    🔗 www.osgeo.org/projects/torchgeo

11. opengeos/segment-geospatial ⭐ 3,123
    A Python package for segmenting geospatial data with the Segment Anything Model (SAM)
    🔗 samgeo.gishub.org

12. google/earthengine-api ⭐ 2,732
    Python and JavaScript bindings for calling the Earth Engine API.

13. rasterio/rasterio ⭐ 2,291
    Rasterio reads and writes geospatial raster datasets
    🔗 rasterio.readthedocs.io

14. mcordts/cityscapesScripts ⭐ 2,199
    README and scripts for the Cityscapes Dataset

15. azavea/raster-vision ⭐ 2,104
    An open source library and framework for deep learning on satellite and aerial imagery.
    🔗 docs.rastervision.io

16. apache/sedona ⭐ 1,975
    A cluster computing framework for processing large-scale geospatial data
    🔗 sedona.apache.org

17. plant99/felicette ⭐ 1,819
    Satellite imagery for dummies.

18. gboeing/osmnx-examples ⭐ 1,595
    Gallery of OSMnx tutorials, usage examples, and feature demonstations.
    🔗 osmnx.readthedocs.io

19. jupyter-widgets/ipyleaflet ⭐ 1,499
    A Jupyter - Leaflet.js bridge
    🔗 ipyleaflet.readthedocs.io

20. microsoft/GlobalMLBuildingFootprints ⭐ 1,459
    Worldwide building footprints derived from satellite imagery

21. pysal/pysal ⭐ 1,351
    PySAL: Python Spatial Analysis Library Meta-Package
    🔗 pysal.org/pysal

22. anitagraser/movingpandas ⭐ 1,256
    Movement trajectory classes and functions built on top of GeoPandas
    🔗 movingpandas.org

23. residentmario/geoplot ⭐ 1,161
    High-level geospatial data visualization library for Python.
    🔗 residentmario.github.io/geoplot/index.html

24. sentinel-hub/eo-learn ⭐ 1,142
    Earth observation processing framework for machine learning in Python
    🔗 eo-learn.readthedocs.io/en/latest

25. opengeos/streamlit-geospatial ⭐ 895
    A multi-page streamlit app for geospatial
    🔗 huggingface.co/spaces/giswqs/streamlit

26. osgeo/grass ⭐ 868
    GRASS GIS - free and open-source geospatial processing engine
    🔗 grass.osgeo.org

27. makepath/xarray-spatial ⭐ 854
    Raster-based Spatial Analytics for Python
    🔗 xarray-spatial.readthedocs.io

28. developmentseed/titiler ⭐ 812
    Build your own Raster dynamic map tile services
    🔗 developmentseed.org/titiler

Graph

Graphs and network libraries: network analysis, graph machine learning, visualisation.

1. networkx/networkx ⭐ 15,243
   Network Analysis in Python
   🔗 networkx.org

2. stellargraph/stellargraph ⭐ 2,962
   StellarGraph - Machine Learning on Graphs
   🔗 stellargraph.readthedocs.io

3. westhealth/pyvis ⭐ 1,040
   Python package for creating and visualizing interactive network graphs.
   🔗 pyvis.readthedocs.io/en/latest

4. microsoft/graspologic ⭐ 844
   graspologic is a package for graph statistical algorithms
   🔗 graspologic-org.github.io/graspologic

5. rampasek/GraphGPS ⭐ 692
   Recipe for a General, Powerful, Scalable Graph Transformer

6. dylanhogg/llmgraph ⭐ 353
   Create knowledge graphs with LLMs

GUI

Graphical user interface libraries and toolkits.

1. hoffstadt/DearPyGui ⭐ 13,551
   Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies
   🔗 dearpygui.readthedocs.io/en/latest

2. pysimplegui/PySimpleGUI ⭐ 13,500
   Python GUIs for Humans! PySimpleGUI is the top-rated Python application development environment. Launched in 2018 and actively developed, maintained, and supported in 2024. Transforms tkinter, Qt, WxPython, and Remi into a simple, intuitive, and fun experience for both hobbyists and expert users.
   🔗 www.pysimplegui.com

3. parthjadhav/Tkinter-Designer ⭐ 9,439
   An easy and fast way to create a Python GUI 🐍

4. samuelcolvin/FastUI ⭐ 8,572
   FastUI is a new way to build web application user interfaces defined by declarative Python code.
   🔗 fastui-demo.onrender.com

5. r0x0r/pywebview ⭐ 4,888
   Build GUI for your Python program with JavaScript, HTML, and CSS
   🔗 pywebview.flowrl.com

6. beeware/toga ⭐ 4,441
   A Python native, OS native GUI toolkit.
   🔗 toga.readthedocs.io/en/latest

7. dddomodossola/remi ⭐ 3,541
   Python REMote Interface library. Platform independent. In about 100 Kbytes, perfect for your diet.

8. wxwidgets/Phoenix ⭐ 2,356
   wxPython's Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.
   🔗 wxpython.org

Jupyter

Jupyter and JupyterLab and Notebook tools, libraries and plugins.

1. jupyterlab/jupyterlab ⭐ 14,304
   JupyterLab computational environment.
   🔗 jupyterlab.readthedocs.io

2. jupyter/notebook ⭐ 11,897
   Jupyter Interactive Notebook
   🔗 jupyter-notebook.readthedocs.io

3. marimo-team/marimo ⭐ 8,990
   A reactive Python notebook: run a cell or interact with a UI element, and marimo automatically runs dependent cells, keeping code and outputs consistent. marimo notebooks are stored as pure Python, executable as scripts, and deployable as apps.
   🔗 marimo.io

4. mwouts/jupytext ⭐ 6,693
   Jupyter Notebooks as Markdown Documents, Julia, Python or R scripts
   🔗 jupytext.readthedocs.io

5. nteract/papermill ⭐ 6,047
   📚 Parameterize, execute, and analyze notebooks
   🔗 papermill.readthedocs.io/en/latest

6. connorferster/handcalcs ⭐ 5,694
   Python library for converting Python calculations into rendered latex.

7. voila-dashboards/voila ⭐ 5,530
   Voilà turns Jupyter notebooks into standalone web applications
   🔗 voila.readthedocs.io

8. jupyterlite/jupyterlite ⭐ 3,970
   Wasm powered Jupyter running in the browser 💡
   🔗 jupyterlite.rtfd.io/en/stable/try/lab

9. executablebooks/jupyter-book ⭐ 3,925
   Create beautiful, publication-quality books and documents from computational content.
   🔗 jupyterbook.org

10. jupyterlab/jupyterlab-desktop ⭐ 3,817
    JupyterLab desktop application, based on Electron.

11. jupyterlab/jupyter-ai ⭐ 3,318
    A generative AI extension for JupyterLab
    🔗 jupyter-ai.readthedocs.io

12. jupyter-widgets/ipywidgets ⭐ 3,173
    Interactive Widgets for the Jupyter Notebook
    🔗 ipywidgets.readthedocs.io

13. quantopian/qgrid ⭐ 3,054
    An interactive grid for sorting, filtering, and editing DataFrames in Jupyter notebooks

14. jupyter/nbdime ⭐ 2,686
    Tools for diffing and merging of Jupyter notebooks.
    🔗 nbdime.readthedocs.io

15. mito-ds/mito ⭐ 2,318
    The mitosheet package, trymito.io, and other public Mito code.
    🔗 trymito.io

16. jupyter/nbviewer ⭐ 2,218
    nbconvert as a web service: Render Jupyter Notebooks as static web pages
    🔗 nbviewer.jupyter.org

17. maartenbreddels/ipyvolume ⭐ 1,951
    3d plotting for Python in the Jupyter notebook based on IPython widgets using WebGL

18. jupyter-lsp/jupyterlab-lsp ⭐ 1,834
    Coding assistance for JupyterLab (code navigation + hover suggestions + linters + autocompletion + rename) using Language Server Protocol
    🔗 jupyterlab-lsp.readthedocs.io

19. jupyter/nbconvert ⭐ 1,769
    Jupyter Notebook Conversion
    🔗 nbconvert.readthedocs.io

20. 8080labs/pyforest ⭐ 1,107
    With pyforest you can use all your favorite Python libraries without importing them before. If you use a package that is not imported yet, pyforest imports the package for you and adds the code to the first Jupyter cell.
    🔗 8080labs.com

21. nbqa-dev/nbQA ⭐ 1,064
    Run ruff, isort, pyupgrade, mypy, pylint, flake8, and more on Jupyter Notebooks
    🔗 nbqa.readthedocs.io/en/latest/index.html

22. vizzuhq/ipyvizzu ⭐ 959
    Build animated charts in Jupyter Notebook and similar environments with a simple Python syntax.
    🔗 ipyvizzu.vizzuhq.com

23. koaning/drawdata ⭐ 818
    Draw datasets from within Jupyter.
    🔗 calmcode.io/labs/drawdata.html

24. aws/graph-notebook ⭐ 747
    Library extending Jupyter notebooks to integrate with Apache TinkerPop, openCypher, and RDF SPARQL.
    🔗 github.com/aws/graph-notebook

25. linealabs/lineapy ⭐ 664
    Move fast from data science prototype to pipeline. Capture, analyze, and transform messy notebooks into data pipelines with just two lines of code.
    🔗 lineapy.org

26. xiaohk/stickyland ⭐ 538
    Break the linear presentation of Jupyter Notebooks with sticky cells!
    🔗 xiaohk.github.io/stickyland

27. infuseai/colab-xterm ⭐ 407
    Open a terminal in colab, including the free tier.

LLMs and ChatGPT

Large language model and GPT libraries and frameworks: auto-gpt, agents, QnA, chain-of-thought workflows, API integations. Also see the Natural Language Processing category for crossover.

1. significant-gravitas/AutoGPT ⭐ 170,183
   AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.
   🔗 agpt.co

2. hwchase17/langchain ⭐ 97,765
   🦜🔗 Build context-aware reasoning applications
   🔗 python.langchain.com

3. nomic-ai/gpt4all ⭐ 71,567
   GPT4All: Run Local LLMs on Any Device. Open-source and available for commercial use.
   🔗 nomic.ai/gpt4all

4. ggerganov/llama.cpp ⭐ 70,305
   LLM inference in C/C++

5. xtekky/gpt4free ⭐ 62,969
   The official gpt4free repository | various collection of powerful language models
   🔗 t.me/g4f_channel

6. killianlucas/open-interpreter ⭐ 57,731
   A natural language interface for computers
   🔗 openinterpreter.com

7. facebookresearch/llama ⭐ 57,116
   Inference code for Llama models

8. open-webui/open-webui ⭐ 54,971
   Open WebUI is an extensible, feature-rich, and user-friendly self-hosted AI platform designed to operate entirely offline. It supports various LLM runners like Ollama and OpenAI-compatible APIs, with built-in inference engine for RAG
   🔗 openwebui.com

9. imartinez/private-gpt ⭐ 54,648
   Interact with your documents using the power of GPT, 100% privately, no data leaks
   🔗 privategpt.dev

10. gpt-engineer-org/gpt-engineer ⭐ 52,795
    Platform to experiment with the AI Software Engineer. Terminal based. NOTE: Very different from https://gptengineer.app

11. xai-org/grok-1 ⭐ 49,758
    This repository contains JAX example code for loading and running the Grok-1 open-weights model.

12. geekan/MetaGPT ⭐ 46,478
    🌟 The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming
    🔗 deepwisdom.ai

13. logspace-ai/langflow ⭐ 42,217
    Langflow is a low-code app builder for RAG and multi-agent AI applications. It’s Python-based and agnostic to any model, API, or database.
    🔗 www.langflow.org

14. oobabooga/text-generation-webui ⭐ 41,503
    A Gradio web UI for Large Language Models with support for multiple inference backends.

15. thudm/ChatGLM-6B ⭐ 40,950
    ChatGLM-6B: An Open Bilingual Dialogue Language Model | 开源双语对话语言模型

16. hpcaitech/ColossalAI ⭐ 39,002
    Making large AI models cheaper, faster and more accessible
    🔗 www.colossalai.org

17. karpathy/nanoGPT ⭐ 38,337
    The simplest, fastest repository for training/finetuning medium-sized GPTs.

18. run-llama/llama_index ⭐ 37,830
    LlamaIndex is a data framework for your LLM applications
    🔗 docs.llamaindex.ai

19. lm-sys/FastChat ⭐ 37,440
    An open platform for training, serving, and evaluating large language models. Release repo for Vicuna and Chatbot Arena.

20. hiyouga/LLaMA-Factory ⭐ 37,438
    Unified Efficient Fine-Tuning of 100+ LLMs (ACL 2024)
    🔗 arxiv.org/abs/2403.13372

21. laion-ai/Open-Assistant ⭐ 37,166
    OpenAssistant is a chat-based assistant that understands tasks, can interact with third-party systems, and retrieve information dynamically to do so.
    🔗 open-assistant.io

22. quivrhq/quivr ⭐ 37,049
    Opiniated RAG for integrating GenAI in your apps 🧠 Focus on your product rather than the RAG. Easy integration in existing products with customisation! Any LLM: GPT4, Groq, Llama. Any Vectorstore: PGVector, Faiss. Any Files. Anyway you want.
    🔗 core.quivr.com

23. microsoft/autogen ⭐ 36,898
    A programming framework for agentic AI 🤖 PyPi: autogen-agentchat Discord: https://aka.ms/autogen-discord Office Hour: https://aka.ms/autogen-officehour
    🔗 microsoft.github.io/autogen/0.4.0.dev13

24. moymix/TaskMatrix ⭐ 34,551
    Connects ChatGPT and a series of Visual Foundation Models to enable sending and receiving images during chatting.

25. vllm-project/vllm ⭐ 33,290
    A high-throughput and memory-efficient inference and serving engine for LLMs
    🔗 docs.vllm.ai

26. pythagora-io/gpt-pilot ⭐ 32,161
    The first real AI developer

27. tatsu-lab/stanford_alpaca ⭐ 29,715
    Code and documentation to train Stanford's Alpaca models, and generate the data.
    🔗 crfm.stanford.edu/2023/03/13/alpaca.html

28. meta-llama/llama3 ⭐ 27,831
    The official Meta Llama 3 GitHub site

29. infiniflow/ragflow ⭐ 27,414
    RAGFlow is an open-source RAG (Retrieval-Augmented Generation) engine based on deep document understanding.
    🔗 ragflow.io

30. danielmiessler/fabric ⭐ 26,483
    fabric is an open-source framework for augmenting humans using AI. It provides a modular framework for solving specific problems using a crowdsourced set of AI prompts that can be used anywhere.
    🔗 danielmiessler.com/p/fabric-origin-story

31. vision-cair/MiniGPT-4 ⭐ 25,529
    Open-sourced codes for MiniGPT-4 and MiniGPT-v2 (https://minigpt-4.github.io, https://minigpt-v2.github.io/)
    🔗 minigpt-4.github.io

32. karpathy/llm.c ⭐ 24,964
    LLM training in simple, pure C/CUDA. There is no need for 245MB of PyTorch or 107MB of cPython

33. joaomdmoura/crewAI ⭐ 24,079
    Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.
    🔗 crewai.com

34. microsoft/JARVIS ⭐ 23,859
    JARVIS, a system to connect LLMs with ML community. Paper: https://arxiv.org/pdf/2303.17580.pdf

35. embedchain/mem0 ⭐ 23,776
    The Memory layer for your AI apps
    🔗 mem0.ai

36. openai/gpt-2 ⭐ 22,746
    Code for the paper "Language Models are Unsupervised Multitask Learners"
    🔗 openai.com/blog/better-language-models

37. microsoft/semantic-kernel ⭐ 22,578
    Integrate cutting-edge LLM technology quickly and easily into your apps
    🔗 aka.ms/semantic-kernel

38. unclecode/crawl4ai ⭐ 21,724
    AI-ready web crawling tailored for LLMs, AI agents, and data pipelines. Open source, flexible, and built for real-time performance, Crawl4AI empowers developers with unmatched speed, precision, and deployment ease.
    🔗 crawl4ai.com

39. microsoft/graphrag ⭐ 21,435
    A modular graph-based Retrieval-Augmented Generation (RAG) system
    🔗 microsoft.github.io/graphrag

40. openai/chatgpt-retrieval-plugin ⭐ 21,102
    The ChatGPT Retrieval Plugin lets you easily find personal or work documents by asking questions in natural language.

41. haotian-liu/LLaVA ⭐ 20,999
    [NeurIPS'23 Oral] Visual Instruction Tuning (LLaVA) built towards GPT-4V level capabilities and beyond.
    🔗 llava.hliu.cc

42. stanfordnlp/dspy ⭐ 20,809
    DSPy: The framework for programming—not prompting—language models
    🔗 dspy.ai

43. karpathy/minGPT ⭐ 20,757
    A minimal PyTorch re-implementation of the OpenAI GPT (Generative Pretrained Transformer) training

44. yoheinakajima/babyagi ⭐ 20,688
    GPT-4 powered task-driven autonomous agent
    🔗 babyagi.org

45. khoj-ai/khoj ⭐ 20,282
    Your AI second brain. Self-hostable. Get answers from the web or your docs. Build custom agents, schedule automations, do deep research. Turn any online or local LLM into your personal, autonomous AI
    🔗 khoj.dev

46. unslothai/unsloth ⭐ 20,076
    Finetune Llama 3.3, Mistral, Phi, Qwen 2.5 & Gemma LLMs 2-5x faster with 70% less memory
    🔗 unsloth.ai

47. cinnamon/kotaemon ⭐ 19,717
    An open-source RAG UI for chatting with your documents. Built with both end users and developers in mind
    🔗 cinnamon.github.io/kotaemon

48. mlc-ai/mlc-llm ⭐ 19,551
    Universal LLM Deployment Engine with ML Compilation
    🔗 llm.mlc.ai

49. guidance-ai/guidance ⭐ 19,404
    A guidance language for controlling large language models.

50. rasahq/rasa ⭐ 19,160
    💬 Open source machine learning framework to automate text- and voice-based conversations: NLU, dialogue management, connect to Slack, Facebook, and more - Create chatbots and voice assistants
    🔗 rasa.com/docs/rasa

51. tloen/alpaca-lora ⭐ 18,746
    Instruct-tune LLaMA on consumer hardware

52. stanford-oval/storm ⭐ 18,722
    An LLM-powered knowledge curation system that researches a topic and generates a full-length report with citations.
    🔗 storm.genie.stanford.edu

53. stitionai/devika ⭐ 18,714
    Devika is an advanced AI software engineer that can understand high-level human instructions, break them down into steps, research relevant information, and write code to achieve the given objective.

54. deepset-ai/haystack ⭐ 18,469
    AI orchestration framework to build customizable, production-ready LLM applications. Connect components (models, vector DBs, file converters) to pipelines or agents that can interact with your data. With advanced retrieval methods, it's best suited for building RAG, question answering, semantic search or conversatio...
    🔗 haystack.deepset.ai

55. karpathy/llama2.c ⭐ 17,789
    Inference Llama 2 in one file of pure C

56. openai/swarm ⭐ 17,487
    A framework exploring ergonomic, lightweight multi-agent orchestration.

57. phidatahq/phidata ⭐ 17,478
    Phidata is a toolkit for building AI Assistants using function calling.
    🔗 docs.phidata.com

58. huggingface/peft ⭐ 16,892
    🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.
    🔗 huggingface.co/docs/peft

59. deepseek-ai/DeepSeek-V3 ⭐ 16,791
    A strong Mixture-of-Experts (MoE) language model with 671B total parameters with 37B activated for each token.

60. facebookresearch/codellama ⭐ 16,133
    Inference code for CodeLlama models

61. berriai/litellm ⭐ 15,934
    Python SDK, Proxy Server (LLM Gateway) to call 100+ LLM APIs in OpenAI format - [Bedrock, Azure, OpenAI, VertexAI, Cohere, Anthropic, Sagemaker, HuggingFace, Replicate, Groq]
    🔗 docs.litellm.ai/docs

62. facebookresearch/llama-recipes ⭐ 15,827
    Scripts for fine-tuning Meta Llama with composable FSDP & PEFT methods to cover single/multi-node GPUs. Supports default & custom datasets for applications such as summarization and Q&A. Supporting a number of candid inference solutions such as HF TGI, VLLM for local or cloud deployment. Demo apps to showcase Meta L...

63. thudm/ChatGLM2-6B ⭐ 15,748
    ChatGLM2-6B: An Open Bilingual Chat LLM | 开源双语对话语言模型

64. transformeroptimus/SuperAGI ⭐ 15,677
    <⚡️> SuperAGI - A dev-first open source autonomous AI agent framework. Enabling developers to build, manage & run useful autonomous agents quickly and reliably.
    🔗 superagi.com

65. assafelovic/gpt-researcher ⭐ 15,562
    LLM based autonomous agent that conducts local and web research on any topic and generates a comprehensive report with citations.
    🔗 gptr.dev

66. idea-research/Grounded-Segment-Anything ⭐ 15,531
    Grounded SAM: Marrying Grounding DINO with Segment Anything & Stable Diffusion & Recognize Anything - Automatically Detect , Segment and Generate Anything
    🔗 arxiv.org/abs/2401.14159

67. openai/evals ⭐ 15,292
    Evals is a framework for evaluating LLMs and LLM systems, and an open-source registry of benchmarks.

68. qwenlm/Qwen ⭐ 15,212
    The official repo of Qwen (通义千问) chat & pretrained large language model proposed by Alibaba Cloud.

69. mayooear/gpt4-pdf-chatbot-langchain ⭐ 15,001
    GPT4 & LangChain Chatbot for large PDF docs
    🔗 www.youtube.com/watch?v=ih9pbgvvoo4

70. dao-ailab/flash-attention ⭐ 14,952
    Fast and memory-efficient exact attention

71. fauxpilot/fauxpilot ⭐ 14,639
    FauxPilot - an open-source alternative to GitHub Copilot server

72. mlc-ai/web-llm ⭐ 14,168
    High-performance In-browser LLM Inference Engine
    🔗 webllm.mlc.ai

73. letta-ai/letta ⭐ 13,740
    Letta (formerly MemGPT) is a framework for creating LLM services with memory.
    🔗 letta.com

74. blinkdl/RWKV-LM ⭐ 12,975
    RWKV (pronounced RwaKuv) is an RNN with great LLM performance, which can also be directly trained like a GPT transformer (parallelizable). We are at RWKV-7 "Goose". So it's combining the best of RNN and transformer - great performance, linear time, constant space (no kv-cache), fast training, infinite ctx_len, and f...

75. microsoft/BitNet ⭐ 12,563
    Official inference framework for 1-bit LLMs (e.g., BitNet b1.58). It offers a suite of optimized kernels, that support fast and lossless inference of 1.58-bit models

76. vanna-ai/vanna ⭐ 12,538
    🤖 Chat with your SQL database 📊. Accurate Text-to-SQL Generation via LLMs using RAG 🔄.
    🔗 vanna.ai/docs

77. paddlepaddle/PaddleNLP ⭐ 12,272
    👑 Easy-to-use and powerful NLP and LLM library with 🤗 Awesome model zoo, supporting wide-range of NLP tasks from research to industrial applications, including 🗂Text Classification, 🔍 Neural Search, ❓ Question Answering, ℹ️ Information Extraction, 📄 Document Intelligence, 💌 Sentiment Analysis etc.
    🔗 paddlenlp.readthedocs.io

78. openlmlab/MOSS ⭐ 12,014
    An open-source tool-augmented conversational language model from Fudan University
    🔗 txsun1997.github.io/blogs/moss.html

79. smol-ai/developer ⭐ 11,852
    the first library to let you embed a developer agent in your own app!
    🔗 twitter.com/smolmodels

80. shishirpatil/gorilla ⭐ 11,643
    Enables LLMs to use tools by invoking APIs. Given a query, Gorilla comes up with the semantically and syntactically correct API.
    🔗 gorilla.cs.berkeley.edu

81. h2oai/h2ogpt ⭐ 11,574
    Private chat with local GPT with document, images, video, etc. 100% private, Apache 2.0. Supports oLLaMa, Mixtral, llama.cpp, and more. Demo: https://gpt.h2o.ai/ https://gpt-docs.h2o.ai/
    🔗 h2o.ai

82. pathwaycom/llm-app ⭐ 11,452
    Ready-to-run cloud templates for RAG, AI pipelines, and enterprise search with live data. 🐳Docker-friendly.⚡Always in sync with Sharepoint, Google Drive, S3, Kafka, PostgreSQL, real-time data APIs, and more.
    🔗 pathway.com/developers/templates

83. skyvern-ai/skyvern ⭐ 11,333
    Skyvern automates browser-based workflows using LLMs and computer vision. It provides a simple API endpoint to fully automate manual workflows, replacing brittle or unreliable automation solutions.
    🔗 www.skyvern.com

84. lightning-ai/litgpt ⭐ 11,078
    20+ high-performance LLMs with recipes to pretrain, finetune and deploy at scale.
    🔗 lightning.ai

85. lightning-ai/litgpt ⭐ 11,078
    20+ high-performance LLMs with recipes to pretrain, finetune and deploy at scale.
    🔗 lightning.ai

86. microsoft/LoRA ⭐ 11,062
    Code for loralib, an implementation of "LoRA: Low-Rank Adaptation of Large Language Models"
    🔗 arxiv.org/abs/2106.09685

87. nvidia/Megatron-LM ⭐ 11,032
    Ongoing research training transformer models at scale
    🔗 docs.nvidia.com/megatron-core/developer-guide/latest/user-guide/index.html#quick-start

88. databrickslabs/dolly ⭐ 10,820
    Databricks’ Dolly, a large language model trained on the Databricks Machine Learning Platform
    🔗 www.databricks.com/blog/2023/03/24/hello-dolly-democratizing-magic-chatgpt-open-models.html

89. google-research/vision_transformer ⭐ 10,744
    Vision Transformer and MLP-Mixer Architectures

90. lvwerra/trl ⭐ 10,524
    Train transformer language models with reinforcement learning.
    🔗 hf.co/docs/trl

91. nirdiamant/RAG_Techniques ⭐ 10,378
    The most comprehensive and dynamic collections of Retrieval-Augmented Generation (RAG) tutorials available today. This repository serves as a hub for cutting-edge techniques aimed at enhancing the accuracy, efficiency, and contextual richness of RAG systems.

92. outlines-dev/outlines ⭐ 10,247
    Structured Text Generation from LLMs
    🔗 dottxt-ai.github.io/outlines

93. artidoro/qlora ⭐ 10,146
    QLoRA: Efficient Finetuning of Quantized LLMs
    🔗 arxiv.org/abs/2305.14314

94. mistralai/mistral-inference ⭐ 9,838
    Official inference library for Mistral models
    🔗 mistral.ai

95. microsoft/promptflow ⭐ 9,739
    Build high-quality LLM apps - from prototyping, testing to production deployment and monitoring.
    🔗 microsoft.github.io/promptflow

96. andrewyng/aisuite ⭐ 9,610
    Simple, unified interface to multiple Generative AI providers. aisuite makes it easy for developers to use multiple LLM through a standardized interface.

97. prompt-toolkit/python-prompt-toolkit ⭐ 9,467
    Library for building powerful interactive command line applications in Python
    🔗 python-prompt-toolkit.readthedocs.io

98. blinkdl/ChatRWKV ⭐ 9,455
    ChatRWKV is like ChatGPT but powered by RWKV (100% RNN) language model, and open source.

99. mshumer/gpt-prompt-engineer ⭐ 9,420
    Simply input a description of your task and some test cases, and the system will generate, test, and rank a multitude of prompts to find the ones that perform the best.

100. karpathy/minbpe ⭐ 9,306
     Minimal, clean code for the Byte Pair Encoding (BPE) algorithm commonly used in LLM tokenization.

101. anthropics/anthropic-cookbook ⭐ 9,088
     Provides code and guides designed to help developers build with Claude, offering copy-able code snippets that you can easily integrate into your own projects.

102. jxnl/instructor ⭐ 8,799
     Instructor is a Python library that makes it a breeze to work with structured outputs from large language models (LLMs). Built on top of Pydantic, it provides a simple, transparent, and user-friendly API to manage validation, retries, and streaming responses.
     🔗 python.useinstructor.com

103. swivid/F5-TTS ⭐ 8,717
     Official code for "F5-TTS: A Fairytaler that Fakes Fluent and Faithful Speech with Flow Matching"
     🔗 arxiv.org/abs/2410.06885

104. apple/ml-ferret ⭐ 8,536
     Ferret: Refer and Ground Anything Anywhere at Any Granularity

105. llmware-ai/llmware ⭐ 8,395
     Unified framework for building enterprise RAG pipelines with small, specialized models
     🔗 llmware-ai.github.io/llmware

106. abetlen/llama-cpp-python ⭐ 8,384
     Simple Python bindings for @ggerganov's llama.cpp library.
     🔗 llama-cpp-python.readthedocs.io

107. thudm/CodeGeeX ⭐ 8,326
     CodeGeeX: An Open Multilingual Code Generation Model (KDD 2023)
     🔗 codegeex.cn

108. optimalscale/LMFlow ⭐ 8,321
     An Extensible Toolkit for Finetuning and Inference of Large Foundation Models. Large Models for All.
     🔗 optimalscale.github.io/lmflow

109. eleutherai/gpt-neo ⭐ 8,254
     An implementation of model parallel GPT-2 and GPT-3-style models using the mesh-tensorflow library.
     🔗 www.eleuther.ai

110. axolotl-ai-cloud/axolotl ⭐ 8,236
     Go ahead and axolotl questions
     🔗 axolotl-ai-cloud.github.io/axolotl

111. jzhang38/TinyLlama ⭐ 8,085
     The TinyLlama project is an open endeavor to pretrain a 1.1B Llama model on 3 trillion tokens.

112. sjtu-ipads/PowerInfer ⭐ 8,041
     High-speed Large Language Model Serving on PCs with Consumer-grade GPUs

113. lianjiatech/BELLE ⭐ 8,014
     BELLE: Be Everyone's Large Language model Engine（开源中文对话大模型）

114. vaibhavs10/insanely-fast-whisper ⭐ 7,902
     An opinionated CLI to transcribe Audio files w/ Whisper on-device! Powered by 🤗 Transformers, Optimum & flash-attn

115. langchain-ai/langgraph ⭐ 7,817
     LangGraph is a library for building stateful, multi-actor applications with LLMs, built on top of (and intended to be used with) LangChain.
     🔗 langchain-ai.github.io/langgraph

116. explodinggradients/ragas ⭐ 7,795
     Supercharge Your LLM Application Evaluations 🚀
     🔗 docs.ragas.io

117. plachtaa/VALL-E-X ⭐ 7,752
     An open source implementation of Microsoft's VALL-E X zero-shot TTS model. Demo is available in https://plachtaa.github.io/vallex/

118. thudm/GLM-130B ⭐ 7,679
     GLM-130B: An Open Bilingual Pre-Trained Model (ICLR 2023)

119. chainlit/chainlit ⭐ 7,568
     Build Conversational AI in minutes ⚡️
     🔗 docs.chainlit.io

120. sweepai/sweep ⭐ 7,477
     Sweep: open-source AI-powered Software Developer for small features and bug fixes.
     🔗 sweep.dev

121. openlm-research/open_llama ⭐ 7,406
     OpenLLaMA: An Open Reproduction of LLaMA

122. eleutherai/lm-evaluation-harness ⭐ 7,393
     A framework for few-shot evaluation of language models.
     🔗 www.eleuther.ai

123. bigcode-project/starcoder ⭐ 7,346
     Home of StarCoder: fine-tuning & inference!

124. anthropics/anthropic-quickstarts ⭐ 7,340
     A collection of projects designed to help developers quickly get started with building applications using the Anthropic API. Each quickstart provides a foundation that you can easily build upon and customize for your specific needs.

125. zilliztech/GPTCache ⭐ 7,327
     Semantic cache for LLMs. Fully integrated with LangChain and llama_index.
     🔗 gptcache.readthedocs.io

126. sgl-project/sglang ⭐ 7,134
     SGLang is a fast serving framework for large language models and vision language models.
     🔗 sgl-project.github.io

127. eleutherai/gpt-neox ⭐ 7,027
     An implementation of model parallel autoregressive transformers on GPUs, based on the Megatron and DeepSpeed libraries
     🔗 www.eleuther.ai

128. bhaskatripathi/pdfGPT ⭐ 7,024
     PDF GPT allows you to chat with the contents of your PDF file by using GPT capabilities. The most effective open source solution to turn your pdf files in a chatbot!
     🔗 huggingface.co/spaces/bhaskartripathi/pdfchatter

129. skypilot-org/skypilot ⭐ 7,008
     SkyPilot: Run AI and batch jobs on any infra (Kubernetes or 12+ clouds). Get unified execution, cost savings, and high GPU availability via a simple interface.
     🔗 docs.skypilot.co

130. apple/corenet ⭐ 6,994
     CoreNet is a deep neural network toolkit that allows researchers and engineers to train standard and novel small and large-scale models for variety of tasks, including foundation models (e.g., CLIP and LLM), object classification, object detection, and semantic segmentation.

131. mit-han-lab/streaming-llm ⭐ 6,735
     [ICLR 2024] Efficient Streaming Language Models with Attention Sinks
     🔗 arxiv.org/abs/2309.17453

132. whitead/paper-qa ⭐ 6,697
     High accuracy RAG for answering questions from scientific documents with citations

133. future-house/paper-qa ⭐ 6,697
     High-accuracy retrieval augmented generation (RAG) on PDFs or text files, with a focus on the scientific literature

134. internlm/InternLM ⭐ 6,625
     Official release of InternLM2.5 base and chat models. 1M context support
     🔗 internlm.intern-ai.org.cn

135. weaviate/Verba ⭐ 6,573
     Retrieval Augmented Generation (RAG) chatbot powered by Weaviate

136. langchain-ai/opengpts ⭐ 6,526
     An open source effort to create a similar experience to OpenAI's GPTs and Assistants API.

137. run-llama/rags ⭐ 6,365
     RAGs is a Streamlit app that lets you create a RAG pipeline from a data source using natural language.

138. nat/openplayground ⭐ 6,302
     An LLM playground you can run on your laptop

139. vikhyat/moondream ⭐ 6,270
     A tiny open-source computer-vision language model designed to run efficiently on edge devices
     🔗 moondream.ai

140. lightning-ai/lit-llama ⭐ 6,018
     Implementation of the LLaMA language model based on nanoGPT. Supports flash attention, Int8 and GPTQ 4bit quantization, LoRA and LLaMA-Adapter fine-tuning, pre-training. Apache 2.0-licensed.

141. meta-llama/llama-stack ⭐ 5,935
     Llama Stack standardizes the building blocks needed to bring genai applications to market. These blocks cover model training and fine-tuning, evaluation, and running AI agents in production

142. minedojo/Voyager ⭐ 5,787
     An Open-Ended Embodied Agent with Large Language Models
     🔗 voyager.minedojo.org

143. pytorch-labs/gpt-fast ⭐ 5,744
     Simple and efficient pytorch-native transformer text generation in <1000 LOC of python.

144. langchain-ai/chat-langchain ⭐ 5,601
     Locally hosted chatbot specifically focused on question answering over the LangChain documentation
     🔗 chat.langchain.com

145. lyogavin/airllm ⭐ 5,524
     AirLLM optimizes inference memory usage, allowing 70B large language models to run inference on a single 4GB GPU card without quantization, distillation and pruning. And you can run 405B Llama3.1 on 8GB vram now.

146. microsoft/promptbase ⭐ 5,485
     promptbase is an evolving collection of resources, best practices, and example scripts for eliciting the best performance from foundation models.

147. simonw/llm ⭐ 5,400
     Access large language models from the command-line
     🔗 llm.datasette.io

148. mnotgod96/AppAgent ⭐ 5,319
     AppAgent: Multimodal Agents as Smartphone Users, an LLM-based multimodal agent framework designed to operate smartphone apps.
     🔗 appagent-official.github.io

149. dsdanielpark/Bard-API ⭐ 5,309
     The unofficial python package that returns response of Google Bard through cookie value.
     🔗 pypi.org/project/bardapi

150. qwenlm/Qwen-VL ⭐ 5,278
     The official repo of Qwen-VL (通义千问-VL) chat & pretrained large vision language model proposed by Alibaba Cloud.

151. nirdiamant/GenAI_Agents ⭐ 5,216
     Tutorials and implementations for various Generative AI Agent techniques, from basic to advanced. It serves as a comprehensive guide for building intelligent, interactive AI systems.

152. promptfoo/promptfoo ⭐ 5,112
     Test your prompts, agents, and RAGs. Red teaming, pentesting, and vulnerability scanning for LLMs. Compare performance of GPT, Claude, Gemini, Llama, and more. Simple declarative configs with command line and CI/CD integration.
     🔗 promptfoo.dev

153. cg123/mergekit ⭐ 5,055
     Tools for merging pretrained large language models.

154. arcee-ai/mergekit ⭐ 5,055
     Tools for merging pretrained large language models.

155. allenai/OLMo ⭐ 4,988
     OLMo is a repository for training and using AI2's state-of-the-art open language models. It is designed by scientists, for scientists.
     🔗 allenai.org/olmo

156. pydantic/pydantic-ai ⭐ 4,954
     PydanticAI is a Python Agent Framework designed to make it less painful to build production grade applications with Generative AI.
     🔗 ai.pydantic.dev

157. modelscope/ms-swift ⭐ 4,932
     Use PEFT or Full-parameter to finetune 400+ LLMs (Qwen2.5, Llama3.2, GLM4, Internlm2.5, Yi1.5, Mistral, Baichuan2, DeepSeek, ...) or 150+ MLLMs (Qwen2-VL, Qwen2-Audio, Llama3.2-Vision, Llava, InternVL2.5, MiniCPM-V-2.6, GLM4v, Xcomposer2.5, Yi-VL, DeepSeek-VL2, Phi3.5-Vision, GOT-OCR2, ...).
     🔗 swift.readthedocs.io/zh-cn/latest

158. openbmb/ToolBench ⭐ 4,920
     [ICLR'24 spotlight] An open platform for training, serving, and evaluating large language model for tool learning.
     🔗 openbmb.github.io/toolbench

159. microsoft/LLMLingua ⭐ 4,786
     [EMNLP'23, ACL'24] To speed up LLMs' inference and enhance LLM's perceive of key information, compress the prompt and KV-Cache, which achieves up to 20x compression with minimal performance loss.
     🔗 llmlingua.com

160. togethercomputer/RedPajama-Data ⭐ 4,613
     The RedPajama-Data repository contains code for preparing large datasets for training large language models.

161. 1rgs/jsonformer ⭐ 4,516
     A Bulletproof Way to Generate Structured JSON from Language Models

162. open-compass/opencompass ⭐ 4,438
     OpenCompass is an LLM evaluation platform, supporting a wide range of models (Llama3, Mistral, InternLM2,GPT-4,LLaMa2, Qwen,GLM, Claude, etc) over 100+ datasets.
     🔗 opencompass.org.cn

163. kyegomez/tree-of-thoughts ⭐ 4,409
     Plug in and Play Implementation of Tree of Thoughts: Deliberate Problem Solving with Large Language Models that Elevates Model Reasoning by atleast 70%
     🔗 discord.gg/qutxnk2nmf

164. microsoft/BioGPT ⭐ 4,345
     Implementation of BioGPT: Generative Pre-trained Transformer for Biomedical Text Generation and Mining

165. guardrails-ai/guardrails ⭐ 4,334
     Open-source Python package for specifying structure and type, validating and correcting the outputs of large language models (LLMs)
     🔗 www.guardrailsai.com/docs

166. nvidia/NeMo-Guardrails ⭐ 4,295
     NeMo Guardrails is an open-source toolkit for easily adding programmable guardrails to LLM-based conversational systems.

167. instruction-tuning-with-gpt-4/GPT-4-LLM ⭐ 4,251
     Instruction Tuning with GPT-4
     🔗 instruction-tuning-with-gpt-4.github.io

168. yizhongw/self-instruct ⭐ 4,233
     Aligning pretrained language models with instruction data generated by themselves.

169. linkedin/Liger-Kernel ⭐ 4,123
     Efficient Triton Kernels for LLM Training
     🔗 arxiv.org/pdf/2410.10989

170. pipecat-ai/pipecat ⭐ 4,119
     Open Source framework for voice and multimodal conversational AI

171. h2oai/h2o-llmstudio ⭐ 4,092
     H2O LLM Studio - a framework and no-code GUI for fine-tuning LLMs. Documentation: https://docs.h2o.ai/h2o-llmstudio/
     🔗 h2o.ai

172. katanaml/sparrow ⭐ 4,090
     Sparrow is a solution for efficient data extraction and processing from various documents and images like invoices and receipts
     🔗 katanaml.io

173. meta-llama/llama-stack-apps ⭐ 4,047
     Agentic components of the Llama Stack APIs

174. mshumer/gpt-llm-trainer ⭐ 4,036
     Input a description of your task, and the system will generate a dataset, parse it, and fine-tune a LLaMA 2 model for you

175. ravenscroftj/turbopilot ⭐ 3,821
     Turbopilot is an open source large-language-model based code completion engine that runs locally on CPU

176. turboderp/exllamav2 ⭐ 3,820
     A fast inference library for running LLMs locally on modern consumer-class GPUs

177. microsoft/LMOps ⭐ 3,783
     General technology for enabling AI capabilities w/ LLMs and MLLMs
     🔗 aka.ms/generalai

178. eth-sri/lmql ⭐ 3,760
     A language for constraint-guided and efficient LLM programming.
     🔗 lmql.ai

179. huggingface/smolagents ⭐ 3,695
     🤗 smolagents: a barebones library for agents. Agents write python code to call tools and orchestrate other agents.
     🔗 huggingface.co/docs/smolagents

180. mmabrouk/llm-workflow-engine ⭐ 3,677
     Power CLI and Workflow manager for LLMs (core package)

181. luodian/Otter ⭐ 3,574
     🦦 Otter, a multi-modal model based on OpenFlamingo (open-sourced version of DeepMind's Flamingo), trained on MIMIC-IT and showcasing improved instruction-following and in-context learning ability.
     🔗 otter-ntu.github.io

182. agiresearch/AIOS ⭐ 3,545
     AIOS, a Large Language Model (LLM) Agent operating system, embeds large language model into Operating Systems (OS) as the brain of the OS, enabling an operating system "with soul" -- an important step towards AGI.
     🔗 aios.foundation

183. minimaxir/simpleaichat ⭐ 3,496
     Python package for easily interfacing with chat apps, with robust features and minimal code complexity.

184. truefoundry/cognita ⭐ 3,484
     RAG (Retrieval Augmented Generation) Framework for building modular, open source applications for production by TrueFoundry
     🔗 cognita.truefoundry.com

185. defog-ai/sqlcoder ⭐ 3,482
     SoTA LLM for converting natural language questions to SQL queries

186. lm-sys/RouteLLM ⭐ 3,412
     A framework for serving and evaluating LLM routers - save LLM costs without compromising quality

187. iryna-kondr/scikit-llm ⭐ 3,398
     Seamlessly integrate LLMs into scikit-learn.
     🔗 beastbyte.ai

188. minimaxir/gpt-2-simple ⭐ 3,398
     Python package to easily retrain OpenAI's GPT-2 text-generating model on new texts

189. next-gpt/NExT-GPT ⭐ 3,377
     Code and models for NExT-GPT: Any-to-Any Multimodal Large Language Model
     🔗 next-gpt.github.io

190. deep-diver/LLM-As-Chatbot ⭐ 3,304
     LLM as a Chatbot Service

191. crewaiinc/crewAI-examples ⭐ 3,302
     A collection of examples that show how to use CrewAI framework to automate workflows.

192. jaymody/picoGPT ⭐ 3,290
     An unnecessarily tiny implementation of GPT-2 in NumPy.

193. bclavie/RAGatouille ⭐ 3,168
     Bridging the gap between state-of-the-art research and alchemical RAG pipeline practices.

194. marker-inc-korea/AutoRAG ⭐ 3,107
     AutoRAG: An Open-Source Framework for Retrieval-Augmented Generation (RAG) Evaluation & Optimization with AutoML-Style Automation
     🔗 auto-rag.com

195. microsoft/torchscale ⭐ 3,038
     Foundation Architecture for (M)LLMs
     🔗 aka.ms/generalai

196. huggingface/text-embeddings-inference ⭐ 3,015
     A blazing fast inference solution for text embeddings models
     🔗 huggingface.co/docs/text-embeddings-inference/quick_tour

197. baichuan-inc/Baichuan-13B ⭐ 2,978
     A 13B large language model developed by Baichuan Intelligent Technology
     🔗 huggingface.co/baichuan-inc/baichuan-13b-chat

198. li-plus/chatglm.cpp ⭐ 2,962
     C++ implementation of ChatGLM-6B & ChatGLM2-6B & ChatGLM3 & GLM4(V)

199. freedomintelligence/LLMZoo ⭐ 2,947
     ⚡LLM Zoo is a project that provides data, models, and evaluation benchmark for large language models.⚡

200. cohere-ai/cohere-toolkit ⭐ 2,902
     Cohere Toolkit is a collection of prebuilt components enabling users to quickly build and deploy RAG applications.

201. langroid/langroid ⭐ 2,886
     Harness LLMs with Multi-Agent Programming
     🔗 langroid.github.io/langroid

202. meta-llama/PurpleLlama ⭐ 2,817
     Set of tools to assess and improve LLM security.

203. verazuo/jailbreak_llms ⭐ 2,813
     Official repo for the ACM CCS 2024 paper "Do Anything Now'': Characterizing and Evaluating In-The-Wild Jailbreak Prompts
     🔗 jailbreak-llms.xinyueshen.me

204. juncongmoo/pyllama ⭐ 2,806
     LLaMA: Open and Efficient Foundation Language Models

205. mistralai/mistral-finetune ⭐ 2,799
     A light-weight codebase that enables memory-efficient and performant finetuning of Mistral's models. It is based on LoRA.

206. hegelai/prompttools ⭐ 2,755
     Open-source tools for prompt testing and experimentation, with support for both LLMs (e.g. OpenAI, LLaMA) and vector databases (e.g. Chroma, Weaviate, LanceDB).
     🔗 prompttools.readthedocs.io

207. alpha-vllm/LLaMA2-Accessory ⭐ 2,745
     An Open-source Toolkit for LLM Development
     🔗 llama2-accessory.readthedocs.io

208. paperswithcode/galai ⭐ 2,692
     Model API for GALACTICA

209. lightning-ai/LitServe ⭐ 2,677
     Lightning-fast serving engine for any AI model of any size. Flexible. Easy. Enterprise-scale.
     🔗 lightning.ai/docs/litserve

210. mit-han-lab/llm-awq ⭐ 2,644
     AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration

211. cheshire-cat-ai/core ⭐ 2,543
     AI agent microservice
     🔗 cheshirecat.ai

212. databricks/dbrx ⭐ 2,525
     Code examples and resources for DBRX, a large language model developed by Databricks
     🔗 www.databricks.com

213. noahshinn/reflexion ⭐ 2,522
     [NeurIPS 2023] Reflexion: Language Agents with Verbal Reinforcement Learning

214. nirdiamant/Prompt_Engineering ⭐ 2,463
     A comprehensive collection of tutorials and implementations for Prompt Engineering techniques, ranging from fundamental concepts to advanced strategies.

215. sylphai-inc/AdalFlow ⭐ 2,445
     Unified auto-differentiative framework for both zero-shot prompt optimization and few-shot optimization. It advances existing auto-optimization research, including Text-Grad and DsPy
     🔗 adalflow.sylph.ai

216. ofa-sys/OFA ⭐ 2,445
     Official repository of OFA (ICML 2022). Paper: OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework

217. young-geng/EasyLM ⭐ 2,435
     Large language models (LLMs) made easy, EasyLM is a one stop solution for pre-training, finetuning, evaluating and serving LLMs in JAX/Flax.

218. pytorch/executorch ⭐ 2,369
     An end-to-end solution for enabling on-device inference capabilities across mobile and edge devices including wearables, embedded devices and microcontrollers. It is part of the PyTorch Edge ecosystem and enables efficient deployment of PyTorch models to edge devices.
     🔗 pytorch.org/executorch

219. civitai/sd_civitai_extension ⭐ 2,347
     All of the Civitai models inside Automatic 1111 Stable Diffusion Web UI

220. intel/neural-compressor ⭐ 2,291
     SOTA low-bit LLM quantization (INT8/FP8/INT4/FP4/NF4) & sparsity; leading model compression techniques on TensorFlow, PyTorch, and ONNX Runtime
     🔗 intel.github.io/neural-compressor

221. predibase/lorax ⭐ 2,282
     Multi-LoRA inference server that scales to 1000s of fine-tuned LLMs
     🔗 loraexchange.ai

222. janhq/cortex.cpp ⭐ 2,270
     Cortex is a Local AI API Platform that is used to run and customize LLMs.
     🔗 cortex.so

223. truera/trulens ⭐ 2,262
     Evaluation and Tracking for LLM Experiments
     🔗 www.trulens.org

224. evolvinglmms-lab/lmms-eval ⭐ 2,260
     Accelerating the development of large multimodal models (LMMs) with one-click evaluation module - lmms-eval.
     🔗 lmms-lab.framer.ai

225. spcl/graph-of-thoughts ⭐ 2,234
     Official Implementation of "Graph of Thoughts: Solving Elaborate Problems with Large Language Models"
     🔗 arxiv.org/pdf/2308.09687.pdf

226. openai/finetune-transformer-lm ⭐ 2,175
     Code and model for the paper "Improving Language Understanding by Generative Pre-Training"
     🔗 s3-us-west-2.amazonaws.com/openai-assets/research-covers/language-unsupervised/language_understanding_paper.pdf

227. openai/simple-evals ⭐ 2,119
     Lightweight library for evaluating language models

228. tairov/llama2.mojo ⭐ 2,107
     Inference Llama 2 in one file of pure 🔥
     🔗 www.modular.com/blog/community-spotlight-how-i-built-llama2-by-aydyn-tairov

229. openai/image-gpt ⭐ 2,051
     Archived. Code and models from the paper "Generative Pretraining from Pixels"

230. azure-samples/graphrag-accelerator ⭐ 2,044
     One-click deploy of a Knowledge Graph powered RAG (GraphRAG) in Azure
     🔗 github.com/microsoft/graphrag

231. ist-daslab/gptq ⭐ 1,987
     Code for the ICLR 2023 paper "GPTQ: Accurate Post-training Quantization of Generative Pretrained Transformers".
     🔗 arxiv.org/abs/2210.17323

232. lucidrains/toolformer-pytorch ⭐ 1,985
     Implementation of Toolformer, Language Models That Can Use Tools, by MetaAI

233. neulab/prompt2model ⭐ 1,975
     prompt2model - Generate Deployable Models from Natural Language Instructions

234. openai/gpt-2-output-dataset ⭐ 1,951
     Dataset of GPT-2 outputs for research in detection, biases, and more

235. microsoft/Megatron-DeepSpeed ⭐ 1,949
     Ongoing research training transformer language models at scale, including: BERT & GPT-2

236. epfllm/meditron ⭐ 1,926
     Meditron is a suite of open-source medical Large Language Models (LLMs).
     🔗 huggingface.co/epfl-llm

237. akariasai/self-rag ⭐ 1,919
     This includes the original implementation of SELF-RAG: Learning to Retrieve, Generate and Critique through self-reflection by Akari Asai, Zeqiu Wu, Yizhong Wang, Avirup Sil, and Hannaneh Hajishirzi.
     🔗 selfrag.github.io

238. facebookresearch/chameleon ⭐ 1,897
     Repository for Meta Chameleon, a mixed-modal early-fusion foundation model from FAIR.
     🔗 arxiv.org/abs/2405.09818

239. run-llama/llama_deploy ⭐ 1,896
     Async-first framework for deploying, scaling, and productionizing agentic multi-service systems based on workflows from llama_index.
     🔗 docs.llamaindex.ai/en/stable/module_guides/llama_deploy

240. casper-hansen/AutoAWQ ⭐ 1,866
     AutoAWQ implements the AWQ algorithm for 4-bit quantization with a 2x speedup during inference. Documentation:
     🔗 casper-hansen.github.io/autoawq

241. agenta-ai/agenta ⭐ 1,847
     The open-source LLMOps platform: prompt playground, prompt management, LLM evaluation, and LLM Observability all in one place.
     🔗 www.agenta.ai

242. argilla-io/distilabel ⭐ 1,844
     Distilabel is the framework for synthetic data and AI feedback for engineers who need fast, reliable and scalable pipelines based on verified research papers.
     🔗 distilabel.argilla.io

243. minimaxir/aitextgen ⭐ 1,842
     A robust Python tool for text-based AI training and generation using GPT-2.
     🔗 docs.aitextgen.io

244. openai/gpt-discord-bot ⭐ 1,793
     Example Discord bot written in Python that uses the completions API to have conversations with the text-davinci-003 model, and the moderations API to filter the messages.

245. ray-project/llm-applications ⭐ 1,741
     A comprehensive guide to building RAG-based LLM applications for production.

246. flashinfer-ai/flashinfer ⭐ 1,739
     FlashInfer is a library and kernel generator for Large Language Models that provides high-performance implementation of LLM GPU kernels such as FlashAttention, SparseAttention, PageAttention, Sampling
     🔗 flashinfer.ai

247. brainblend-ai/atomic-agents ⭐ 1,727
     Atomic Agents provides a set of tools and agents that can be combined to create powerful applications. It is built on top of Instructor and leverages the power of Pydantic for data and schema validation and serialization.

248. landing-ai/vision-agent ⭐ 1,676
     VisionAgent is a library that helps you utilize agent frameworks to generate code to solve your vision task

249. noamgat/lm-format-enforcer ⭐ 1,657
     Enforce the output format (JSON Schema, Regex etc) of a language model

250. ruc-nlpir/FlashRAG ⭐ 1,576
     FlashRAG is a Python toolkit for the reproduction and development of RAG research. Our toolkit includes 36 pre-processed benchmark RAG datasets and 15 state-of-the-art RAG algorithms.
     🔗 arxiv.org/abs/2405.13576

251. jina-ai/thinkgpt ⭐ 1,561
     Agent techniques to augment your LLM and push it beyong its limits

252. qwenlm/Qwen-Audio ⭐ 1,541
     The official repo of Qwen-Audio (通义千问-Audio) chat & pretrained large audio language model proposed by Alibaba Cloud.

253. huggingface/smollm ⭐ 1,517
     Everything about the SmolLM & SmolLM2 family of models
     🔗 huggingface.co/huggingfacetb

254. agentops-ai/tokencost ⭐ 1,514
     Easy token price estimates for 400+ LLMs. TokenOps.
     🔗 agentops.ai

255. meetkai/functionary ⭐ 1,485
     Chat language model that can use tools and interpret the results

256. facebookresearch/large_concept_model ⭐ 1,471
     Large Concept Models: Language modeling in a sentence representation space

257. cstankonrad/long_llama ⭐ 1,455
     LongLLaMA is a large language model capable of handling long contexts. It is based on OpenLLaMA and fine-tuned with the Focused Transformer (FoT) method.

258. farizrahman4u/loopgpt ⭐ 1,442
     Re-implementation of Auto-GPT as a python package, written with modularity and extensibility in mind.

259. run-llama/llama-lab ⭐ 1,430
     Llama Lab is a repo dedicated to building cutting-edge projects using LlamaIndex

260. roboflow/maestro ⭐ 1,423
     streamline the fine-tuning process for multimodal models: PaliGemma, Florence-2, and Qwen2-VL
     🔗 maestro.roboflow.com

261. chatarena/chatarena ⭐ 1,390
     ChatArena (or Chat Arena) is a Multi-Agent Language Game Environments for LLMs. The goal is to develop communication and collaboration capabilities of AIs.

262. huggingface/nanotron ⭐ 1,370
     Minimalistic large language model 3D-parallelism training

263. explosion/spacy-transformers ⭐ 1,357
     🛸 Use pretrained transformers like BERT, XLNet and GPT-2 in spaCy
     🔗 spacy.io/usage/embeddings-transformers

264. bigscience-workshop/Megatron-DeepSpeed ⭐ 1,351
     Ongoing research training transformer language models at scale, including: BERT & GPT-2

265. modelcontextprotocol/python-sdk ⭐ 1,307
     The Model Context Protocol allows applications to provide context for LLMs in a standardized way, separating the concerns of providing context from the actual LLM interaction.
     🔗 modelcontextprotocol.io

266. karpathy/nano-llama31 ⭐ 1,284
     This repo is to Llama 3.1 what nanoGPT is to GPT-2. i.e. it is a minimal, dependency-free implementation of the Llama 3.1 architecture

267. linksoul-ai/AutoAgents ⭐ 1,250
     [IJCAI 2024] Generate different roles for GPTs to form a collaborative entity for complex tasks.
     🔗 huggingface.co/spaces/linksoul/autoagents

268. ray-project/ray-llm ⭐ 1,242
     RayLLM - LLMs on Ray
     🔗 aviary.anyscale.com

269. srush/MiniChain ⭐ 1,220
     A tiny library for coding with large language models.
     🔗 srush-minichain.hf.space

270. answerdotai/rerankers ⭐ 1,219
     Welcome to rerankers! Our goal is to provide users with a simple API to use any reranking models.

271. facebookresearch/MobileLLM ⭐ 1,210
     Training code of MobileLLM introduced in our work: "MobileLLM: Optimizing Sub-billion Parameter Language Models for On-Device Use Cases"

272. mlfoundations/dclm ⭐ 1,195
     DataComp for Language Models

273. keirp/automatic_prompt_engineer ⭐ 1,195
     Large Language Models Are Human-Level Prompt Engineers

274. hao-ai-lab/LookaheadDecoding ⭐ 1,171
     Break the Sequential Dependency of LLM Inference Using Lookahead Decoding
     🔗 arxiv.org/abs/2402.02057

275. explosion/spacy-llm ⭐ 1,164
     🦙 Integrating LLMs into structured NLP pipelines
     🔗 spacy.io/usage/large-language-models

276. ibm/Dromedary ⭐ 1,131
     Dromedary: towards helpful, ethical and reliable LLMs.

277. pyspur-dev/pyspur ⭐ 1,105
     Graph-Based Editor for LLM Workflows
     🔗 pyspur.dev

278. shengranhu/ADAS ⭐ 1,105
     Automated Design of Agentic Systems using Meta Agent Search to show agents can invent novel and powerful agent designs

279. lupantech/chameleon-llm ⭐ 1,096
     Codes for "Chameleon: Plug-and-Play Compositional Reasoning with Large Language Models".
     🔗 chameleon-llm.github.io

280. rlancemartin/auto-evaluator ⭐ 1,066
     Evaluation tool for LLM QA chains
     🔗 autoevaluator.langchain.com

281. prefecthq/ControlFlow ⭐ 1,042
     ControlFlow provides a structured, developer-focused framework for defining workflows and delegating work to LLMs, without sacrificing control or transparency
     🔗 controlflow.ai

282. topoteretes/cognee ⭐ 1,028
     Reliable LLM Memory for AI Applications and AI Agents
     🔗 www.cognee.ai

283. ctlllll/LLM-ToolMaker ⭐ 1,026
     Large Language Models as Tool Makers

284. microsoft/Llama-2-Onnx ⭐ 1,025
     A Microsoft optimized version of the Llama 2 model, available from Meta

285. nomic-ai/pygpt4all ⭐ 1,022
     Official supported Python bindings for llama.cpp + gpt4all
     🔗 nomic-ai.github.io/pygpt4all

286. cerebras/modelzoo ⭐ 992
     Examples of common deep learning models that can be trained on Cerebras hardware

287. pinecone-io/canopy ⭐ 991
     Retrieval Augmented Generation (RAG) framework and context engine powered by Pinecone
     🔗 www.pinecone.io

288. ajndkr/lanarky ⭐ 984
     The web framework for building LLM microservices
     🔗 lanarky.ajndkr.com

289. likejazz/llama3.np ⭐ 977
     llama3.np is a pure NumPy implementation for Llama 3 model.

290. huggingface/lighteval ⭐ 936
     LightEval is a lightweight LLM evaluation suite that Hugging Face has been using internally with the recently released LLM data processing library datatrove and LLM training library nanotron.

291. huggingface/evaluation-guidebook ⭐ 931
     Sharing both practical insights and theoretical knowledge about LLM evaluation that we gathered while managing the Open LLM Leaderboard and designing lighteval!

292. nirdiamant/Controllable-RAG-Agent ⭐ 925
     An advanced Retrieval-Augmented Generation (RAG) solution designed to tackle complex questions that simple semantic similarity-based retrieval cannot solve

293. huggingface/optimum-nvidia ⭐ 907
     Optimum-NVIDIA delivers the best inference performance on the NVIDIA platform through Hugging Face. Run LLaMA 2 at 1,200 tokens/second (up to 28x faster than the framework)

294. datadreamer-dev/DataDreamer ⭐ 887
     DataDreamer is a powerful open-source Python library for prompting, synthetic data generation, and training workflows. It is designed to be simple, extremely efficient, and research-grade.
     🔗 datadreamer.dev

295. soulter/hugging-chat-api ⭐ 886
     HuggingChat Python API🤗

296. muennighoff/sgpt ⭐ 857
     SGPT: GPT Sentence Embeddings for Semantic Search
     🔗 arxiv.org/abs/2202.08904

297. prometheus-eval/prometheus-eval ⭐ 834
     Evaluate your LLM's response with Prometheus and GPT4 💯

298. langchain-ai/langsmith-cookbook ⭐ 812
     LangSmith is a platform for building production-grade LLM applications.
     🔗 langsmith-cookbook.vercel.app

299. junruxiong/IncarnaMind ⭐ 786
     Connect and chat with your multiple documents (pdf and txt) through GPT 3.5, GPT-4 Turbo, Claude and Local Open-Source LLMs
     🔗 www.incarnamind.com

300. oliveirabruno01/babyagi-asi ⭐ 784
     BabyAGI: an Autonomous and Self-Improving agent, or BASI

301. nousresearch/Hermes-Function-Calling ⭐ 772
     Code for the Hermes Pro Large Language Model to perform function calling based on the provided schema. It allows users to query the model and retrieve information related to stock prices, company fundamentals, financial statements

302. wandb/weave ⭐ 765
     Weave is a toolkit for developing AI-powered applications, built by Weights & Biases.
     🔗 wandb.me/weave

303. opengenerativeai/GenossGPT ⭐ 750
     One API for all LLMs either Private or Public (Anthropic, Llama V2, GPT 3.5/4, Vertex, GPT4ALL, HuggingFace ...) 🌈🐂 Replace OpenAI GPT with any LLMs in your app with one line.
     🔗 genoss.ai

304. opengvlab/OmniQuant ⭐ 749
     [ICLR2024 spotlight] OmniQuant is a simple and powerful quantization technique for LLMs.

305. thytu/Agentarium ⭐ 747
     Framework for managing and orchestrating AI agents with ease. Agentarium provides a flexible and intuitive way to create, manage, and coordinate interactions between multiple AI agents in various environments.

306. salesforce/xgen ⭐ 718
     Salesforce open-source LLMs with 8k sequence length.

307. deedy/mac_computer_use ⭐ 692
     A fork of Anthropic Computer Use that you can run on Mac computers to give Claude and other AI models autonomous access to your computer.
     🔗 x.com/deedydas/status/1849481225041559910

308. joshuac215/agent-service-toolkit ⭐ 674
     A full toolkit for running an AI agent service built with LangGraph, FastAPI and Streamlit.
     🔗 agent-service-toolkit.streamlit.app

309. squeezeailab/SqueezeLLM ⭐ 667
     [ICML 2024] SqueezeLLM: Dense-and-Sparse Quantization
     🔗 arxiv.org/abs/2306.07629

310. tag-research/TAG-Bench ⭐ 632
     Table-Augmented Generation (TAG) is a unified and general-purpose paradigm for answering natural language questions over databases
     🔗 arxiv.org/pdf/2408.14717

311. lupantech/ScienceQA ⭐ 620
     Data and code for NeurIPS 2022 Paper "Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering".

312. tsinghuadatabasegroup/DB-GPT ⭐ 592
     LLM As Database Administrator
     🔗 dbgpt.dbmind.cn

313. zhudotexe/kani ⭐ 563
     kani (カニ) is a highly hackable microframework for chat-based language models with tool use/function calling. (NLP-OSS @ EMNLP 2023)
     🔗 kani.readthedocs.io

314. microsoft/VPTQ ⭐ 550
     Extreme Low-bit Vector Post-Training Quantization for Large Language Models

315. modal-labs/llm-finetuning ⭐ 550
     Guide for fine-tuning Llama/Mistral/CodeLlama models and more

316. mlc-ai/xgrammar ⭐ 543
     XGrammar is an open-source library for efficient, flexible, and portable structured generation. It supports general context-free grammar to enable a broad range of structures while bringing careful system optimizations to enable fast executions.
     🔗 xgrammar.mlc.ai

317. hazyresearch/ama_prompting ⭐ 543
     Ask Me Anything language model prompting

318. minishlab/model2vec ⭐ 542
     Model2Vec is a technique to turn any sentence transformer into a really small static model, reducing model size by 15x and making the models up to 500x faster, with a small drop in performance
     🔗 minishlab.github.io

319. declare-lab/instruct-eval ⭐ 537
     This repository contains code to quantitatively evaluate instruction-tuned models such as Alpaca and Flan-T5 on held-out tasks.
     🔗 declare-lab.github.io/instruct-eval

320. magnivorg/prompt-layer-library ⭐ 536
     🍰 PromptLayer - Maintain a log of your prompts and OpenAI API requests. Track, debug, and replay old completions.
     🔗 www.promptlayer.com

321. vahe1994/SpQR ⭐ 535
     Quantization algorithm and the model evaluation code for SpQR method for LLM compression

322. continuum-llms/chatgpt-memory ⭐ 523
     Allows to scale the ChatGPT API to multiple simultaneous sessions with infinite contextual and adaptive memory powered by GPT and Redis datastore.

323. eugeneyan/obsidian-copilot ⭐ 520
     🤖 A prototype assistant for writing and thinking
     🔗 eugeneyan.com/writing/obsidian-copilot

324. hazyresearch/H3 ⭐ 516
     Language Modeling with the H3 State Space Model

325. judahpaul16/gpt-home ⭐ 494
     ChatGPT at home! Basically a better Google Nest Hub or Amazon Alexa home assistant. Built on the Raspberry Pi using the OpenAI API.
     🔗 hub.docker.com/r/judahpaul/gpt-home

326. huggingface/text-clustering ⭐ 483
     Easily embed, cluster and semantically label text datasets

327. stanford-oval/suql ⭐ 233
     SUQL: Conversational Search over Structured and Unstructured Data with LLMs
     🔗 arxiv.org/abs/2311.09818

328. dottxt-ai/outlines-core ⭐ 162
     Core functionality for structured generation, formerly implemented in Outlines, with a focus on performance and portability.

329. prithivirajdamodaran/Route0x ⭐ 87
     A production-grade query routing solution, leveraging LLMs while optimizing for cost per query

Math and Science

Mathematical, numerical and scientific libraries.

1. numpy/numpy ⭐ 28,485
   The fundamental package for scientific computing with Python.
   🔗 numpy.org

2. camdavidsonpilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers ⭐ 27,079
   aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)
   🔗 camdavidsonpilon.github.io/probabilistic-programming-and-bayesian-methods-for-hackers

3. taichi-dev/taichi ⭐ 26,539
   Productive, portable, and performant GPU programming in Python: Taichi Lang is an open-source, imperative, parallel programming language for high-performance numerical computation.
   🔗 taichi-lang.org

4. experience-monks/math-as-code ⭐ 15,231
   This is a reference to ease developers into mathematical notation by showing comparisons with Python code

5. scipy/scipy ⭐ 13,258
   SciPy library main repository
   🔗 scipy.org

6. sympy/sympy ⭐ 13,179
   A computer algebra system written in pure Python
   🔗 sympy.org

7. google/or-tools ⭐ 11,459
   Google Optimization Tools (a.k.a., OR-Tools) is an open-source, fast and portable software suite for solving combinatorial optimization problems.
   🔗 developers.google.com/optimization

8. z3prover/z3 ⭐ 10,543
   Z3 is a theorem prover from Microsoft Research with a Python language binding.

9. cupy/cupy ⭐ 9,660
   NumPy & SciPy for GPU
   🔗 cupy.dev

10. google-deepmind/alphageometry ⭐ 4,243
    Solving Olympiad Geometry without Human Demonstrations

11. pim-book/programmers-introduction-to-mathematics ⭐ 3,518
    Code for A Programmer's Introduction to Mathematics
    🔗 pimbook.org

12. mikedh/trimesh ⭐ 3,073
    Python library for loading and using triangular meshes.
    🔗 trimesh.org

13. talalalrawajfeh/mathematics-roadmap ⭐ 2,600
    A Comprehensive Roadmap to Mathematics

14. pyro-ppl/numpyro ⭐ 2,359
    Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.
    🔗 num.pyro.ai

15. mckinsey/causalnex ⭐ 2,273
    A Python library that helps data scientists to infer causation rather than observing correlation.
    🔗 causalnex.readthedocs.io

16. pyomo/pyomo ⭐ 2,078
    An object-oriented algebraic modeling language in Python for structured optimization problems.
    🔗 www.pyomo.org

17. facebookresearch/theseus ⭐ 1,816
    A library for differentiable nonlinear optimization

18. arviz-devs/arviz ⭐ 1,629
    Exploratory analysis of Bayesian models with Python
    🔗 python.arviz.org

19. google-research/torchsde ⭐ 1,595
    Differentiable SDE solvers with GPU support and efficient sensitivity analysis.

20. dynamicslab/pysindy ⭐ 1,491
    A package for the sparse identification of nonlinear dynamical systems from data
    🔗 pysindy.readthedocs.io/en/latest

21. geomstats/geomstats ⭐ 1,281
    Computations and statistics on manifolds with geometric structures.
    🔗 geomstats.ai

22. cma-es/pycma ⭐ 1,131
    pycma is a Python implementation of CMA-ES and a few related numerical optimization tools.

23. pymc-labs/CausalPy ⭐ 935
    A Python package for causal inference in quasi-experimental settings
    🔗 causalpy.readthedocs.io

24. sj001/AI-Feynman ⭐ 651
    Implementation of AI Feynman: a Physics-Inspired Method for Symbolic Regression

25. willianfuks/tfcausalimpact ⭐ 625
    Python Causal Impact Implementation Based on Google's R Package. Built using TensorFlow Probability.

26. lean-dojo/LeanDojo ⭐ 596
    Tool for data extraction and interacting with Lean programmatically.
    🔗 leandojo.org

27. brandondube/prysm ⭐ 276
    Prysm is an open-source library for physical and first-order modeling of optical systems and analysis of related data: numerical and physical optics, integrated modeling, phase retrieval, segmented systems, polynomials and fitting, sequential raytracing.
    🔗 prysm.readthedocs.io/en/stable

28. lean-dojo/ReProver ⭐ 239
    Retrieval-Augmented Theorem Provers for Lean
    🔗 leandojo.org

29. albahnsen/pycircular ⭐ 101
    pycircular is a Python module for circular data analysis

30. gbillotey/Fractalshades ⭐ 28
    Arbitrary-precision fractal explorer - Python package

Machine Learning - General

General and classical machine learning libraries. See below for other sections covering specialised ML areas.

1. openai/openai-cookbook ⭐ 61,015
   Examples and guides for using the OpenAI API
   🔗 cookbook.openai.com

2. scikit-learn/scikit-learn ⭐ 60,656
   scikit-learn: machine learning in Python
   🔗 scikit-learn.org

3. suno-ai/bark ⭐ 36,581
   🔊 Text-Prompted Generative Audio Model

4. tencentarc/GFPGAN ⭐ 36,120
   GFPGAN aims at developing Practical Algorithms for Real-world Face Restoration.

5. google-research/google-research ⭐ 34,627
   This repository contains code released by Google Research
   🔗 research.google

6. facebookresearch/faiss ⭐ 32,248
   A library for efficient similarity search and clustering of dense vectors.
   🔗 faiss.ai

7. google/jax ⭐ 30,921
   Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more
   🔗 jax.readthedocs.io

8. open-mmlab/mmdetection ⭐ 29,979
   OpenMMLab Detection Toolbox and Benchmark
   🔗 mmdetection.readthedocs.io

9. lutzroeder/netron ⭐ 29,007
   Visualizer for neural network, deep learning and machine learning models
   🔗 netron.app

10. ageron/handson-ml2 ⭐ 28,200
    A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.

11. google/mediapipe ⭐ 28,160
    Cross-platform, customizable ML solutions for live and streaming media.
    🔗 ai.google.dev/edge/mediapipe

12. dmlc/xgboost ⭐ 26,461
    Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow
    🔗 xgboost.readthedocs.io/en/stable

13. roboflow/supervision ⭐ 24,585
    We write your reusable computer vision tools. 💜
    🔗 supervision.roboflow.com

14. harisiqbal88/PlotNeuralNet ⭐ 22,514
    Latex code for making neural networks diagrams

15. jina-ai/serve ⭐ 21,230
    ☁️ Build multimodal AI applications with cloud-native stack
    🔗 jina.ai/serve

16. onnx/onnx ⭐ 18,196
    Open standard for machine learning interoperability
    🔗 onnx.ai

17. ml-explore/mlx ⭐ 18,189
    MLX is an array framework for machine learning on Apple silicon, brought to you by Apple machine learning research.
    🔗 ml-explore.github.io/mlx

18. microsoft/LightGBM ⭐ 16,856
    A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks.
    🔗 lightgbm.readthedocs.io/en/latest

19. ddbourgin/numpy-ml ⭐ 15,843
    Machine learning, in numpy
    🔗 numpy-ml.readthedocs.io

20. tensorflow/tensor2tensor ⭐ 15,710
    Library of deep learning models and datasets designed to make deep learning more accessible and accelerate ML research.

21. microsoft/onnxruntime ⭐ 15,216
    ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator
    🔗 onnxruntime.ai

22. aleju/imgaug ⭐ 14,475
    Image augmentation for machine learning experiments.
    🔗 imgaug.readthedocs.io

23. microsoft/nni ⭐ 14,095
    An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
    🔗 nni.readthedocs.io

24. jindongwang/transferlearning ⭐ 13,621
    Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习
    🔗 transferlearning.xyz

25. neonbjb/tortoise-tts ⭐ 13,460
    A multi-voice TTS system trained with an emphasis on quality

26. spotify/annoy ⭐ 13,393
    Approximate Nearest Neighbors in C++/Python optimized for memory usage and loading/saving to disk

27. deepmind/deepmind-research ⭐ 13,388
    This repository contains implementations and illustrative code to accompany DeepMind publications

28. deepmind/alphafold ⭐ 13,060
    Implementation of the inference pipeline of AlphaFold v2

29. facebookresearch/AnimatedDrawings ⭐ 12,083
    Code to accompany "A Method for Animating Children's Drawings of the Human Figure"

30. ggerganov/ggml ⭐ 11,490
    Tensor library for machine learning

31. optuna/optuna ⭐ 11,180
    A hyperparameter optimization framework
    🔗 optuna.org

32. statsmodels/statsmodels ⭐ 10,329
    Statsmodels: statistical modeling and econometrics in Python
    🔗 www.statsmodels.org/devel

33. twitter/the-algorithm-ml ⭐ 10,167
    Source code for Twitter's Recommendation Algorithm
    🔗 blog.twitter.com/engineering/en_us/topics/open-source/2023/twitter-recommendation-algorithm

34. thudm/CogVideo ⭐ 10,158
    text and image to video generation: CogVideoX (2024) and CogVideo (ICLR 2023)

35. google-gemini/cookbook ⭐ 10,157
    A collection of guides and examples for the Gemini API, including quickstart tutorials for writing prompts.
    🔗 ai.google.dev/gemini-api/docs

36. cleanlab/cleanlab ⭐ 9,864
    The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.
    🔗 cleanlab.ai

37. epistasislab/tpot ⭐ 9,793
    A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.
    🔗 epistasislab.github.io/tpot

38. megvii-basedetection/YOLOX ⭐ 9,558
    YOLOX is a high-performance anchor-free YOLO, exceeding yolov3~v5 with MegEngine, ONNX, TensorRT, ncnn, and OpenVINO supported. Documentation: https://yolox.readthedocs.io/

39. wandb/wandb ⭐ 9,342
    The AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from experimentation to production.
    🔗 wandb.ai

40. pycaret/pycaret ⭐ 9,055
    An open-source, low-code machine learning library in Python
    🔗 www.pycaret.org

41. facebookresearch/xformers ⭐ 8,866
    Hackable and optimized Transformers building blocks, supporting a composable construction.
    🔗 facebookresearch.github.io/xformers

42. pymc-devs/pymc ⭐ 8,814
    Bayesian Modeling and Probabilistic Programming in Python
    🔗 docs.pymc.io

43. uberi/speech_recognition ⭐ 8,517
    Speech recognition module for Python, supporting several engines and APIs, online and offline.
    🔗 pypi.python.org/pypi/speechrecognition

44. open-mmlab/mmsegmentation ⭐ 8,448
    OpenMMLab Semantic Segmentation Toolbox and Benchmark.
    🔗 mmsegmentation.readthedocs.io/en/main

45. awslabs/autogluon ⭐ 8,220
    Fast and Accurate ML in 3 Lines of Code
    🔗 auto.gluon.ai

46. catboost/catboost ⭐ 8,180
    A fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, regression and other machine learning tasks for Python, R, Java, C++. Supports computation on CPU and GPU.
    🔗 catboost.ai

47. huggingface/accelerate ⭐ 8,136
    🚀 A simple way to launch, train, and use PyTorch models on almost any device and distributed configuration, automatic mixed precision (including fp8), and easy-to-configure FSDP and DeepSpeed support
    🔗 huggingface.co/docs/accelerate

48. automl/auto-sklearn ⭐ 7,675
    Automated Machine Learning with scikit-learn
    🔗 automl.github.io/auto-sklearn

49. lmcinnes/umap ⭐ 7,552
    Uniform Manifold Approximation and Projection

50. featurelabs/featuretools ⭐ 7,326
    An open source python library for automated feature engineering
    🔗 www.featuretools.com

51. hyperopt/hyperopt ⭐ 7,304
    Distributed Asynchronous Hyperparameter Optimization in Python
    🔗 hyperopt.github.io/hyperopt

52. py-why/dowhy ⭐ 7,221
    DoWhy is a Python library for causal inference that supports explicit modeling and testing of causal assumptions. DoWhy is based on a unified language for causal inference, combining causal graphical models and potential outcomes frameworks.
    🔗 www.pywhy.org/dowhy

53. hips/autograd ⭐ 7,080
    Efficiently computes derivatives of NumPy code.

54. open-mmlab/mmagic ⭐ 7,019
    OpenMMLab Multimodal Advanced, Generative, and Intelligent Creation Toolbox. Unlock the magic 🪄: Generative-AI (AIGC), easy-to-use APIs, awsome model zoo, diffusion models, for text-to-image generation, image/video restoration/enhancement, etc.
    🔗 mmagic.readthedocs.io/en/latest

55. scikit-learn-contrib/imbalanced-learn ⭐ 6,886
    A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning
    🔗 imbalanced-learn.org

56. probml/pyprobml ⭐ 6,616
    Python code for "Probabilistic Machine learning" book by Kevin Murphy

57. ml-explore/mlx-examples ⭐ 6,492
    Examples in the MLX framework

58. nicolashug/Surprise ⭐ 6,458
    A Python scikit for building and analyzing recommender systems
    🔗 surpriselib.com

59. google/automl ⭐ 6,293
    Google Brain AutoML

60. yangchris11/samurai ⭐ 6,259
    Official repository of "SAMURAI: Adapting Segment Anything Model for Zero-Shot Visual Tracking with Motion-Aware Memory"
    🔗 yangchris11.github.io/samurai

61. cleverhans-lab/cleverhans ⭐ 6,227
    An adversarial example library for constructing attacks, building defenses, and benchmarking both

62. kevinmusgrave/pytorch-metric-learning ⭐ 6,061
    The easiest way to use deep metric learning in your application. Modular, flexible, and extensible. Written in PyTorch.
    🔗 kevinmusgrave.github.io/pytorch-metric-learning

63. project-monai/MONAI ⭐ 6,006
    AI Toolkit for Healthcare Imaging
    🔗 monai.io

64. open-mmlab/mmcv ⭐ 5,964
    OpenMMLab Computer Vision Foundation
    🔗 mmcv.readthedocs.io/en/latest

65. google-deepmind/graphcast ⭐ 5,594
    GraphCast: Learning skillful medium-range global weather forecasting

66. uber/causalml ⭐ 5,171
    Uplift modeling and causal inference with machine learning algorithms

67. online-ml/river ⭐ 5,150
    🌊 Online machine learning in Python
    🔗 riverml.xyz

68. mdbloice/Augmentor ⭐ 5,090
    Image augmentation library in Python for machine learning.
    🔗 augmentor.readthedocs.io/en/stable

69. rasbt/mlxtend ⭐ 4,936
    A library of extension and helper modules for Python's data analysis and machine learning libraries.
    🔗 rasbt.github.io/mlxtend

70. marqo-ai/marqo ⭐ 4,709
    Unified embedding generation and search engine. Also available on cloud - cloud.marqo.ai
    🔗 www.marqo.ai

71. skvark/opencv-python ⭐ 4,639
    Automated CI toolchain to produce precompiled opencv-python, opencv-python-headless, opencv-contrib-python and opencv-contrib-python-headless packages.
    🔗 pypi.org/project/opencv-python

72. apple/coremltools ⭐ 4,507
    Core ML tools contain supporting tools for Core ML model conversion, editing, and validation.
    🔗 coremltools.readme.io

73. sanchit-gandhi/whisper-jax ⭐ 4,495
    JAX implementation of OpenAI's Whisper model for up to 70x speed-up on TPU.

74. nmslib/hnswlib ⭐ 4,475
    Header-only C++/python library for fast approximate nearest neighbors
    🔗 github.com/nmslib/hnswlib

75. lucidrains/deep-daze ⭐ 4,376
    Simple command line tool for text to image generation using OpenAI's CLIP and Siren (Implicit neural representation network). Technique was originally created by https://twitter.com/advadnoun

76. districtdatalabs/yellowbrick ⭐ 4,303
    Visual analysis and diagnostic tools to facilitate machine learning model selection.
    🔗 www.scikit-yb.org

77. nv-tlabs/GET3D ⭐ 4,272
    Generative Model of High Quality 3D Textured Shapes Learned from Images

78. huggingface/autotrain-advanced ⭐ 4,180
    AutoTrain Advanced: faster and easier training and deployments of state-of-the-art machine learning models
    🔗 huggingface.co/autotrain

79. microsoft/FLAML ⭐ 4,006
    A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.
    🔗 microsoft.github.io/flaml

80. cmusphinx/pocketsphinx ⭐ 3,989
    A small speech recognizer

81. ourownstory/neural_prophet ⭐ 3,931
    NeuralProphet: A simple forecasting package
    🔗 neuralprophet.com

82. py-why/EconML ⭐ 3,922
    ALICE (Automated Learning and Intelligence for Causation and Economics) is a Microsoft Research project aimed at applying Artificial Intelligence concepts to economic decision making. One of its goals is to build a toolkit that combines state-of-the-art machine learning techniques with econometrics in order to brin...
    🔗 www.microsoft.com/en-us/research/project/alice

83. huggingface/notebooks ⭐ 3,773
    Notebooks using the Hugging Face libraries 🤗

84. zjunlp/DeepKE ⭐ 3,668
    [EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and Construction
    🔗 deepke.zjukg.cn

85. huggingface/speech-to-speech ⭐ 3,661
    Speech To Speech: an effort for an open-sourced and modular GPT4-o

86. rucaibox/RecBole ⭐ 3,537
    A unified, comprehensive and efficient recommendation library
    🔗 recbole.io

87. yoheinakajima/instagraph ⭐ 3,489
    Converts text input or URL into knowledge graph and displays

88. facebookresearch/vissl ⭐ 3,263
    VISSL is FAIR's library of extensible, modular and scalable components for SOTA Self-Supervised Learning with images.
    🔗 vissl.ai

89. pytorch/glow ⭐ 3,249
    Compiler for Neural Network hardware accelerators

90. lightly-ai/lightly ⭐ 3,239
    A python library for self-supervised learning on images.
    🔗 docs.lightly.ai/self-supervised-learning

91. lucidrains/musiclm-pytorch ⭐ 3,205
    Implementation of MusicLM, Google's new SOTA model for music generation using attention networks, in Pytorch

92. hrnet/HRNet-Semantic-Segmentation ⭐ 3,183
    The OCR approach is rephrased as Segmentation Transformer: https://arxiv.org/abs/1909.11065. This is an official implementation of semantic segmentation for HRNet. https://arxiv.org/abs/1908.07919

93. mljar/mljar-supervised ⭐ 3,085
    Python package for AutoML on Tabular Data with Feature Engineering, Hyper-Parameters Tuning, Explanations and Automatic Documentation
    🔗 mljar.com

94. shankarpandala/lazypredict ⭐ 3,047
    Lazy Predict help build a lot of basic models without much code and helps understand which models works better without any parameter tuning

95. huggingface/safetensors ⭐ 2,983
    Implements a new simple format for storing tensors safely (as opposed to pickle) and that is still fast (zero-copy).
    🔗 huggingface.co/docs/safetensors

96. scikit-learn-contrib/hdbscan ⭐ 2,834
    A high performance implementation of HDBSCAN clustering.
    🔗 hdbscan.readthedocs.io/en/latest

97. scikit-optimize/scikit-optimize ⭐ 2,751
    Sequential model-based optimization with a scipy.optimize interface
    🔗 scikit-optimize.github.io

98. google-research/t5x ⭐ 2,719
    T5X is a modular, composable, research-friendly framework for high-performance, configurable, self-service training, evaluation, and inference of sequence models (starting with language) at many scales.

99. huggingface/optimum ⭐ 2,650
    🚀 Accelerate inference and training of 🤗 Transformers, Diffusers, TIMM and Sentence Transformers with easy to use hardware optimization tools
    🔗 huggingface.co/docs/optimum/main

100. apple/ml-ane-transformers ⭐ 2,578
     Reference implementation of the Transformer architecture optimized for Apple Neural Engine (ANE)

101. freedmand/semantra ⭐ 2,537
     Semantra is a multipurpose tool for semantically searching documents. Query by meaning rather than just by matching text.

102. rom1504/clip-retrieval ⭐ 2,464
     Easily compute clip embeddings and build a clip retrieval system with them
     🔗 rom1504.github.io/clip-retrieval

103. scikit-learn-contrib/category_encoders ⭐ 2,416
     A library of sklearn compatible categorical variable encoders
     🔗 contrib.scikit-learn.org/category_encoders

104. neuraloperator/neuraloperator ⭐ 2,354
     Comprehensive library for learning neural operators in PyTorch. It is the official implementation for Fourier Neural Operators and Tensorized Neural Operators.
     🔗 neuraloperator.github.io/dev/index.html

105. eric-mitchell/direct-preference-optimization ⭐ 2,305
     Reference implementation for DPO (Direct Preference Optimization)

106. huggingface/huggingface_hub ⭐ 2,208
     The official Python client for the Huggingface Hub.
     🔗 huggingface.co/docs/huggingface_hub

107. aws/sagemaker-python-sdk ⭐ 2,119
     A library for training and deploying machine learning models on Amazon SageMaker
     🔗 sagemaker.readthedocs.io

108. huggingface/evaluate ⭐ 2,081
     🤗 Evaluate: A library for easily evaluating machine learning models and datasets.
     🔗 huggingface.co/docs/evaluate

109. contextlab/hypertools ⭐ 1,829
     A Python toolbox for gaining geometric insights into high-dimensional data
     🔗 hypertools.readthedocs.io/en/latest

110. rentruewang/koila ⭐ 1,823
     Prevent PyTorch's CUDA error: out of memory in just 1 line of code.
     🔗 koila.rentruewang.com

111. linkedin/greykite ⭐ 1,815
     A flexible, intuitive and fast forecasting library

112. bmabey/pyLDAvis ⭐ 1,812
     Python library for interactive topic model visualization. Port of the R LDAvis package.

113. scikit-learn-contrib/lightning ⭐ 1,728
     Large-scale linear classification, regression and ranking in Python
     🔗 contrib.scikit-learn.org/lightning

114. castorini/pyserini ⭐ 1,714
     Pyserini is a Python toolkit for reproducible information retrieval research with sparse and dense representations.
     🔗 pyserini.io

115. tensorflow/addons ⭐ 1,691
     Useful extra functionality for TensorFlow 2.x maintained by SIG-addons

116. microsoft/i-Code ⭐ 1,682
     The ambition of the i-Code project is to build integrative and composable multimodal AI. The "i" stands for integrative multimodal learning.

117. microsoft/Olive ⭐ 1,681
     Olive: Simplify ML Model Finetuning, Conversion, Quantization, and Optimization for CPUs, GPUs and NPUs.
     🔗 microsoft.github.io/olive

118. visual-layer/fastdup ⭐ 1,643
     fastdup is a powerful, free tool designed to rapidly generate valuable insights from image and video datasets. It helps enhance the quality of both images and labels, while significantly reducing data operation costs, all with unmatched scalability.

119. qdrant/fastembed ⭐ 1,641
     Fast, Accurate, Lightweight Python library to make State of the Art Embedding
     🔗 qdrant.github.io/fastembed

120. laekov/fastmoe ⭐ 1,587
     A fast MoE impl for PyTorch
     🔗 fastmoe.ai

121. kubeflow/katib ⭐ 1,529
     Automated Machine Learning on Kubernetes
     🔗 www.kubeflow.org/docs/components/katib

122. google/vizier ⭐ 1,517
     Python-based research interface for blackbox and hyperparameter optimization, based on the internal Google Vizier Service.
     🔗 oss-vizier.readthedocs.io

123. jina-ai/finetuner ⭐ 1,486
     🎯 Task-oriented embedding tuning for BERT, CLIP, etc.
     🔗 finetuner.jina.ai

124. csinva/imodels ⭐ 1,413
     Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).
     🔗 csinva.io/imodels

125. microsoft/Semi-supervised-learning ⭐ 1,398
     A Unified Semi-Supervised Learning Codebase (NeurIPS'22)
     🔗 usb.readthedocs.io

126. patchy631/machine-learning ⭐ 1,395
     Machine Learning Tutorials Repository

127. spotify/voyager ⭐ 1,365
     🛰️ An approximate nearest-neighbor search library for Python and Java with a focus on ease of use, simplicity, and deployability.
     🔗 spotify.github.io/voyager

128. borealisai/advertorch ⭐ 1,317
     A Toolbox for Adversarial Robustness Research

129. koaning/scikit-lego ⭐ 1,292
     Extra blocks for scikit-learn pipelines.
     🔗 koaning.github.io/scikit-lego

130. awslabs/dgl-ke ⭐ 1,282
     High performance, easy-to-use, and scalable package for learning large-scale knowledge graph embeddings.
     🔗 dglke.dgl.ai/doc

131. priorlabs/TabPFN ⭐ 1,261
     The TabPFN is a neural network that learned to do tabular data prediction. This is the original CUDA-supporting pytorch impelementation.
     🔗 priorlabs.ai

132. lightning-ai/lightning-thunder ⭐ 1,258
     Thunder is a source-to-source compiler for PyTorch. It makes PyTorch programs faster by combining and using different hardware executors at once

133. pytorch/FBGEMM ⭐ 1,233
     FB (Facebook) + GEMM (General Matrix-Matrix Multiplication) - https://code.fb.com/ml-applications/fbgemm/

134. nvidia/cuda-python ⭐ 1,034
     CUDA Python: Performance meets Productivity
     🔗 nvidia.github.io/cuda-python

135. davidmrau/mixture-of-experts ⭐ 1,014
     PyTorch Re-Implementation of "The Sparsely-Gated Mixture-of-Experts Layer" by Noam Shazeer et al. https://arxiv.org/abs/1701.06538

136. google-research/deeplab2 ⭐ 1,007
     DeepLab2 is a TensorFlow library for deep labeling, aiming to provide a unified and state-of-the-art TensorFlow codebase for dense pixel labeling tasks.

137. opentensor/bittensor ⭐ 966
     Internet-scale Neural Networks
     🔗 www.bittensor.com

138. lmcinnes/pynndescent ⭐ 908
     A Python nearest neighbor descent for approximate nearest neighbors

139. oml-team/open-metric-learning ⭐ 900
     OML is a PyTorch-based framework to train and validate the models producing high-quality embeddings.
     🔗 open-metric-learning.readthedocs.io/en/latest/index.html

140. hazyresearch/safari ⭐ 873
     Convolutions for Sequence Modeling

141. huggingface/optimum-quanto ⭐ 859
     A pytorch quantization backend for optimum

142. criteo/autofaiss ⭐ 824
     Automatically create Faiss knn indices with the most optimal similarity search parameters.
     🔗 criteo.github.io/autofaiss

143. replicate/replicate-python ⭐ 785
     Python client for Replicate
     🔗 replicate.com

144. pymc-labs/pymc-marketing ⭐ 741
     Bayesian marketing toolbox in PyMC. Media Mix (MMM), customer lifetime value (CLV), buy-till-you-die (BTYD) models and more.
     🔗 www.pymc-marketing.io

145. awslabs/python-deequ ⭐ 736
     Python API for Deequ, a library built on Spark for defining "unit tests for data", which measure data quality in large datasets

146. facebookresearch/balance ⭐ 691
     The balance python package offers a simple workflow and methods for dealing with biased data samples when looking to infer from them to some target population of interest.
     🔗 import-balance.org

147. nicolas-hbt/pygraft ⭐ 676
     Configurable Generation of Synthetic Schemas and Knowledge Graphs at Your Fingertips
     🔗 pygraft.readthedocs.io/en/latest

148. googleapis/python-aiplatform ⭐ 672
     A Python SDK for Vertex AI, a fully managed, end-to-end platform for data science and machine learning.

149. qdrant/quaterion ⭐ 645
     Blazing fast framework for fine-tuning similarity learning models
     🔗 quaterion.qdrant.tech

150. hpcaitech/EnergonAI ⭐ 629
     Large-scale model inference.

151. huggingface/exporters ⭐ 629
     Export Hugging Face models to Core ML and TensorFlow Lite

152. intel/intel-npu-acceleration-library ⭐ 565
     The Intel NPU Acceleration Library is a Python library designed to boost the efficiency of your applications by leveraging the power of the Intel Neural Processing Unit (NPU) to perform high-speed computations on compatible hardware.

153. nomic-ai/contrastors ⭐ 559
     Contrastive learning toolkit that enables researchers and engineers to train and evaluate contrastive models efficiently.

154. intellabs/bayesian-torch ⭐ 559
     A library for Bayesian neural network layers and uncertainty estimation in Deep Learning extending the core of PyTorch

155. microsoft/Focal-Transformer ⭐ 548
     [NeurIPS 2021 Spotlight] Official code for "Focal Self-attention for Local-Global Interactions in Vision Transformers"

156. cvxgrp/pymde ⭐ 540
     Minimum-distortion embedding with PyTorch
     🔗 pymde.org

157. mrdbourke/m1-machine-learning-test ⭐ 531
     Code for testing various M1 Chip benchmarks with TensorFlow.

158. linkedin/FastTreeSHAP ⭐ 527
     Fast SHAP value computation for interpreting tree-based models

159. nevronai/MetisFL ⭐ 527
     The first open Federated Learning framework implemented in C++ and Python.
     🔗 metisfl.org

160. dylanhogg/gptauthor ⭐ 67
     GPTAuthor is an AI tool for writing long form, multi-chapter stories given a story prompt.

Machine Learning - Deep Learning

Machine learning libraries that cross over with deep learning in some way.

1. tensorflow/tensorflow ⭐ 187,148
   An Open Source Machine Learning Framework for Everyone
   🔗 tensorflow.org

2. pytorch/pytorch ⭐ 85,611
   Tensors and Dynamic neural networks in Python with strong GPU acceleration
   🔗 pytorch.org

3. openai/whisper ⭐ 73,917
   Robust Speech Recognition via Large-Scale Weak Supervision

4. keras-team/keras ⭐ 62,330
   Deep Learning for humans
   🔗 keras.io

5. deepfakes/faceswap ⭐ 52,815
   Deepfakes Software For All
   🔗 www.faceswap.dev

6. facebookresearch/segment-anything ⭐ 48,419
   The repository provides code for running inference with the SegmentAnything Model (SAM), links for downloading the trained model checkpoints, and example notebooks that show how to use the model.

7. microsoft/DeepSpeed ⭐ 36,136
   DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.
   🔗 www.deepspeed.ai

8. rwightman/pytorch-image-models ⭐ 32,820
   The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNetV4, MobileNet-V3 & V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more
   🔗 huggingface.co/docs/timm

9. facebookresearch/detectron2 ⭐ 30,954
   Detectron2 is a platform for object detection, segmentation and other visual recognition tasks.
   🔗 detectron2.readthedocs.io/en/latest

10. xinntao/Real-ESRGAN ⭐ 29,116
    Real-ESRGAN aims at developing Practical Algorithms for General Image/Video Restoration.

11. lightning-ai/pytorch-lightning ⭐ 28,750
    The deep learning framework to pretrain, finetune and deploy AI models. PyTorch Lightning is just organized PyTorch - Lightning disentangles PyTorch code to decouple the science from the engineering.
    🔗 lightning.ai

12. google-research/tuning_playbook ⭐ 27,711
    A playbook for systematically maximizing the performance of deep learning models.

13. openai/CLIP ⭐ 26,828
    CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image

14. facebookresearch/Detectron ⭐ 26,290
    FAIR's research platform for object detection research, implementing popular algorithms like Mask R-CNN and RetinaNet.

15. matterport/Mask_RCNN ⭐ 24,816
    Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow

16. paddlepaddle/Paddle ⭐ 22,394
    PArallel Distributed Deep LEarning: Machine Learning Framework from Industrial Practice （『飞桨』核心框架，深度学习&机器学习高性能单机、分布式训练和跨平台部署）
    🔗 www.paddlepaddle.org

17. pyg-team/pytorch_geometric ⭐ 21,713
    Graph Neural Network Library for PyTorch
    🔗 pyg.org

18. lucidrains/vit-pytorch ⭐ 21,339
    Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch

19. apache/mxnet ⭐ 20,789
    Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler; for Python, R, Julia, Scala, Go, Javascript and more
    🔗 mxnet.apache.org

20. sanster/IOPaint ⭐ 20,109
    Image inpainting tool powered by SOTA AI Model. Remove any unwanted object, defect, people from your pictures or erase and replace(powered by stable diffusion) any thing on your pictures.
    🔗 www.iopaint.com

21. danielgatis/rembg ⭐ 17,565
    Rembg is a tool to remove images background

22. rasbt/deeplearning-models ⭐ 16,824
    A collection of various deep learning architectures, models, and tips

23. albumentations-team/albumentations ⭐ 14,453
    Fast and flexible image augmentation library. Paper about the library: https://www.mdpi.com/2078-2489/11/2/125
    🔗 albumentations.ai

24. microsoft/Swin-Transformer ⭐ 14,158
    This is an official implementation for "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows".
    🔗 arxiv.org/abs/2103.14030

25. facebookresearch/detr ⭐ 13,838
    End-to-End Object Detection with Transformers

26. nvidia/DeepLearningExamples ⭐ 13,746
    State-of-the-Art Deep Learning scripts organized by models - easy to train and deploy with reproducible accuracy and performance on enterprise-grade infrastructure.

27. dmlc/dgl ⭐ 13,631
    Python package built to ease deep learning on graph, on top of existing DL frameworks.
    🔗 dgl.ai

28. mlfoundations/open_clip ⭐ 10,740
    Open source implementation of OpenAI's CLIP (Contrastive Language-Image Pre-training).

29. kornia/kornia ⭐ 10,122
    🐍 Geometric Computer Vision Library for Spatial AI
    🔗 kornia.readthedocs.io

30. modelscope/facechain ⭐ 9,210
    FaceChain is a deep-learning toolchain for generating your Digital-Twin.

31. keras-team/autokeras ⭐ 9,176
    AutoML library for deep learning
    🔗 autokeras.com

32. facebookresearch/pytorch3d ⭐ 8,954
    PyTorch3D is FAIR's library of reusable components for deep learning with 3D data
    🔗 pytorch3d.org

33. arogozhnikov/einops ⭐ 8,621
    Flexible and powerful tensor operations for readable and reliable code (for pytorch, jax, TF and others)
    🔗 einops.rocks

34. pyro-ppl/pyro ⭐ 8,618
    Deep universal probabilistic programming with Python and PyTorch
    🔗 pyro.ai

35. nvidia/apex ⭐ 8,493
    A PyTorch Extension: Tools for easy mixed precision and distributed training in Pytorch

36. facebookresearch/ImageBind ⭐ 8,455
    ImageBind One Embedding Space to Bind Them All

37. lucidrains/imagen-pytorch ⭐ 8,145
    Implementation of Imagen, Google's Text-to-Image Neural Network, in Pytorch

38. google/trax ⭐ 8,127
    Trax — Deep Learning with Clear Code and Speed

39. tencent/HunyuanVideo ⭐ 7,111
    HunyuanVideo: A Systematic Framework For Large Video Generation Model
    🔗 aivideo.hunyuan.tencent.com

40. xpixelgroup/BasicSR ⭐ 7,055
    Open Source Image and Video Restoration Toolbox for Super-resolution, Denoise, Deblurring, etc. Currently, it includes EDSR, RCAN, SRResNet, SRGAN, ESRGAN, EDVR, BasicVSR, SwinIR, ECBSR, etc. Also support StyleGAN2, DFDNet.
    🔗 basicsr.readthedocs.io/en/latest

41. bytedance/monolith ⭐ 6,656
    A deep learning framework for large scale recommendation modeling with collisionless embedding and real time training captures.

42. google/flax ⭐ 6,239
    Flax is a neural network library for JAX that is designed for flexibility.
    🔗 flax.readthedocs.io

43. skorch-dev/skorch ⭐ 5,928
    A scikit-learn compatible neural network library that wraps PyTorch

44. facebookresearch/mmf ⭐ 5,519
    A modular framework for vision & language multimodal research from Facebook AI Research (FAIR)
    🔗 mmf.sh

45. mosaicml/composer ⭐ 5,224
    Supercharge Your Model Training
    🔗 docs.mosaicml.com

46. deci-ai/super-gradients ⭐ 4,641
    Easily train or fine-tune SOTA computer vision models with one open source training library. The home of Yolo-NAS.
    🔗 www.supergradients.com

47. facebookincubator/AITemplate ⭐ 4,585
    AITemplate is a Python framework which renders neural network into high performance CUDA/HIP C++ code. Specialized for FP16 TensorCore (NVIDIA GPU) and MatrixCore (AMD GPU) inference.

48. nvidiagameworks/kaolin ⭐ 4,570
    A PyTorch Library for Accelerating 3D Deep Learning Research

49. pytorch/ignite ⭐ 4,566
    High-level library to help with training and evaluating neural networks in PyTorch flexibly and transparently.
    🔗 pytorch-ignite.ai

50. williamyang1991/VToonify ⭐ 3,554
    [SIGGRAPH Asia 2022] VToonify: Controllable High-Resolution Portrait Video Style Transfer

51. cvg/LightGlue ⭐ 3,524
    LightGlue: Local Feature Matching at Light Speed (ICCV 2023)

52. facebookresearch/PyTorch-BigGraph ⭐ 3,389
    Generate embeddings from large-scale graph-structured data.
    🔗 torchbiggraph.readthedocs.io

53. google-research/scenic ⭐ 3,377
    Scenic: A Jax Library for Computer Vision Research and Beyond

54. pytorch/botorch ⭐ 3,139
    Bayesian optimization in PyTorch
    🔗 botorch.org

55. alpa-projects/alpa ⭐ 3,093
    Training and serving large-scale neural networks with auto parallelization.
    🔗 alpa.ai

56. deepmind/dm-haiku ⭐ 2,931
    JAX-based neural network library
    🔗 dm-haiku.readthedocs.io

57. explosion/thinc ⭐ 2,829
    🔮 A refreshing functional take on deep learning, compatible with your favorite libraries
    🔗 thinc.ai

58. nerdyrodent/VQGAN-CLIP ⭐ 2,630
    Just playing with getting VQGAN+CLIP running locally, rather than having to use colab.

59. danielegrattarola/spektral ⭐ 2,373
    Graph Neural Networks with Keras and Tensorflow 2.
    🔗 graphneural.network

60. google-research/electra ⭐ 2,343
    ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators

61. fepegar/torchio ⭐ 2,105
    Medical imaging toolkit for deep learning
    🔗 torchio.org

62. neuralmagic/sparseml ⭐ 2,089
    Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models

63. pytorch/torchrec ⭐ 1,998
    Pytorch domain library for recommendation systems
    🔗 pytorch.org/torchrec

64. modelscope/ClearerVoice-Studio ⭐ 1,934
    An AI-Powered Speech Processing Toolkit and Open Source SOTA Pretrained Models, Supporting Speech Enhancement, Separation, and Target Speaker Extraction, etc.

65. tensorflow/mesh ⭐ 1,598
    Mesh TensorFlow: Model Parallelism Made Easier

66. tensorly/tensorly ⭐ 1,585
    TensorLy: Tensor Learning in Python.
    🔗 tensorly.org

67. vt-vl-lab/FGVC ⭐ 1,555
    [ECCV 2020] Flow-edge Guided Video Completion

68. calculatedcontent/WeightWatcher ⭐ 1,493
    The WeightWatcher tool for predicting the accuracy of Deep Neural Networks

69. jeshraghian/snntorch ⭐ 1,408
    Deep and online learning with spiking neural networks in Python
    🔗 snntorch.readthedocs.io/en/latest

70. hysts/pytorch_image_classification ⭐ 1,375
    PyTorch implementation of image classification models for CIFAR-10/CIFAR-100/MNIST/FashionMNIST/Kuzushiji-MNIST/ImageNet

71. xl0/lovely-tensors ⭐ 1,172
    Tensors, for human consumption
    🔗 xl0.github.io/lovely-tensors

72. deepmind/android_env ⭐ 1,033
    RL research on Android devices.

73. keras-team/keras-cv ⭐ 1,015
    Industry-strength Computer Vision workflows with Keras

74. tensorflow/similarity ⭐ 1,014
    TensorFlow Similarity is a python package focused on making similarity learning quick and easy.

75. kakaobrain/rq-vae-transformer ⭐ 819
    The official implementation of Autoregressive Image Generation using Residual Quantization (CVPR '22)

76. deepmind/chex ⭐ 804
    Chex is a library of utilities for helping to write reliable JAX code
    🔗 chex.readthedocs.io

77. mlfoundations/datacomp ⭐ 670
    DataComp: In search of the next generation of multimodal datasets
    🔗 datacomp.ai

78. whitead/dmol-book ⭐ 629
    Deep learning for molecules and materials book
    🔗 dmol.pub

79. allenai/reward-bench ⭐ 479
    RewardBench is a benchmark designed to evaluate the capabilities and safety of reward models (including those trained with Direct Preference Optimization, DPO)
    🔗 huggingface.co/spaces/allenai/reward-bench

Machine Learning - Interpretability

Machine learning interpretability libraries. Covers explainability, prediction explainations, dashboards, understanding knowledge development in training.

1. slundberg/shap ⭐ 23,184
   A game theoretic approach to explain the output of any machine learning model.
   🔗 shap.readthedocs.io

2. marcotcr/lime ⭐ 11,691
   Lime: Explaining the predictions of any machine learning classifier

3. interpretml/interpret ⭐ 6,345
   Fit interpretable models. Explain blackbox machine learning.
   🔗 interpret.ml/docs

4. pytorch/captum ⭐ 5,017
   Model interpretability and understanding for PyTorch
   🔗 captum.ai

5. tensorflow/lucid ⭐ 4,682
   A collection of infrastructure and tools for research in neural network interpretability.

6. arize-ai/phoenix ⭐ 4,399
   AI Observability & Evaluation
   🔗 docs.arize.com/phoenix

7. pair-code/lit ⭐ 3,506
   The Learning Interpretability Tool: Interactively analyze ML models to understand their behavior in an extensible and framework agnostic interface.
   🔗 pair-code.github.io/lit

8. teamhg-memex/eli5 ⭐ 2,762
   A library for debugging/inspecting machine learning classifiers and explaining their predictions
   🔗 eli5.readthedocs.io

9. maif/shapash ⭐ 2,761
   🔅 Shapash: User-friendly Explainability and Interpretability to Develop Reliable and Transparent Machine Learning Models
   🔗 maif.github.io/shapash

10. seldonio/alibi ⭐ 2,424
    Algorithms for explaining machine learning models
    🔗 docs.seldon.io/projects/alibi/en/stable

11. oegedijk/explainerdashboard ⭐ 2,344
    Quickly build Explainable AI dashboards that show the inner workings of so-called "blackbox" machine learning models.
    🔗 explainerdashboard.readthedocs.io

12. eleutherai/pythia ⭐ 2,331
    Interpretability analysis and scaling laws to understand how knowledge develops and evolves during training in autoregressive transformers

13. jalammar/ecco ⭐ 1,992
    Explain, analyze, and visualize NLP language models. Ecco creates interactive visualizations directly in Jupyter notebooks explaining the behavior of Transformer-based language models (like GPT2, BERT, RoBERTA, T5, and T0).
    🔗 ecco.readthedocs.io

14. transformerlensorg/TransformerLens ⭐ 1,716
    A library for mechanistic interpretability of GPT-style language models
    🔗 transformerlensorg.github.io/transformerlens

15. google-deepmind/penzai ⭐ 1,708
    A JAX library for writing models as legible, functional pytree data structures, along with tools for visualizing, modifying, and analyzing them. Penzai focuses on making it easy to do stuff with models after they have been trained
    🔗 penzai.readthedocs.io

16. trusted-ai/AIX360 ⭐ 1,651
    Interpretability and explainability of data and machine learning models
    🔗 aix360.res.ibm.com

17. cdpierse/transformers-interpret ⭐ 1,311
    Model explainability that works seamlessly with 🤗 transformers. Explain your transformers model in just 2 lines of code.

18. selfexplainml/PiML-Toolbox ⭐ 1,227
    PiML (Python Interpretable Machine Learning) toolbox for model development & diagnostics
    🔗 selfexplainml.github.io/piml-toolbox

19. ethicalml/xai ⭐ 1,143
    XAI is a Machine Learning library that is designed with AI explainability in its core. XAI contains various tools that enable for analysis and evaluation of data and models
    🔗 ethical.institute/principles.html#commitment-3

20. salesforce/OmniXAI ⭐ 887
    OmniXAI: A Library for eXplainable AI

21. andyzoujm/representation-engineering ⭐ 762
    Representation Engineering: A Top-Down Approach to AI Transparency
    🔗 www.ai-transparency.org

22. jbloomaus/SAELens ⭐ 558
    Training Sparse Autoencoders on LLms. Analyse sparse autoencoders and neural network internals.
    🔗 jbloomaus.github.io/saelens

Machine Learning - Ops

MLOps tools, frameworks and libraries: intersection of machine learning, data engineering and DevOps; deployment, health, diagnostics and governance of ML models.

1. apache/airflow ⭐ 38,192
   Apache Airflow - A platform to programmatically author, schedule, and monitor workflows
   🔗 airflow.apache.org

2. ray-project/ray ⭐ 34,768
   Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.
   🔗 ray.io

3. mlflow/mlflow ⭐ 19,164
   Open source platform for the machine learning lifecycle
   🔗 mlflow.org

4. spotify/luigi ⭐ 18,004
   Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution, workflow management, visualization etc. It also comes with Hadoop support built in.

5. prefecthq/prefect ⭐ 17,944
   Prefect is a workflow orchestration framework for building resilient data pipelines in Python.
   🔗 prefect.io

6. kestra-io/kestra ⭐ 15,127
   ⚡ Workflow Automation Platform. Orchestrate & Schedule code in any language, run anywhere, 500+ plugins. Alternative to Zapier, Rundeck, Camunda, Airflow...
   🔗 kestra.io

7. horovod/horovod ⭐ 14,330
   Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.
   🔗 horovod.ai

8. iterative/dvc ⭐ 14,058
   🦉 Data Versioning and ML Experiments
   🔗 dvc.org

9. dagster-io/dagster ⭐ 12,208
   An orchestration platform for the development, production, and observation of data assets.
   🔗 dagster.io

10. ludwig-ai/ludwig ⭐ 11,267
    Low-code framework for building custom LLMs, neural networks, and other AI models
    🔗 ludwig.ai

11. bentoml/OpenLLM ⭐ 10,351
    Run any open-source LLMs, such as Llama, Mistral, as OpenAI compatible API endpoint in the cloud.
    🔗 bentoml.com

12. dbt-labs/dbt-core ⭐ 10,174
    dbt enables data analysts and engineers to transform their data using the same practices that software engineers use to build applications.
    🔗 getdbt.com

13. great-expectations/great_expectations ⭐ 10,092
    Always know what to expect from your data.
    🔗 docs.greatexpectations.io

14. kedro-org/kedro ⭐ 10,079
    Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and data science pipelines that are reproducible, maintainable, and modular.
    🔗 kedro.org

15. huggingface/text-generation-inference ⭐ 9,563
    A Rust, Python and gRPC server for text generation inference. Used in production at HuggingFace to power Hugging Chat, the Inference API and Inference Endpoint.
    🔗 hf.co/docs/text-generation-inference

16. netflix/metaflow ⭐ 8,405
    Open Source AI/ML Platform
    🔗 metaflow.org

17. activeloopai/deeplake ⭐ 8,287
    Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, & visualize any AI data. Stream data in real-time to PyTorch/TensorFlow. https://activeloop.ai
    🔗 activeloop.ai

18. mage-ai/mage-ai ⭐ 8,066
    🧙 Build, run, and manage data pipelines for integrating and transforming data.
    🔗 www.mage.ai

19. langfuse/langfuse ⭐ 7,636
    🪢 Open source LLM engineering platform: LLM Observability, metrics, evals, prompt management, playground, datasets. Integrates with LlamaIndex, Langchain, OpenAI SDK, LiteLLM, and more. 🍊YC W23
    🔗 langfuse.com/docs

20. bentoml/BentoML ⭐ 7,258
    The easiest way to serve AI apps and models - Build Model Inference APIs, Job queues, LLM apps, Multi-model pipelines, and more!
    🔗 bentoml.com

21. flyteorg/flyte ⭐ 5,890
    Scalable and flexible workflow orchestration platform that seamlessly unifies data, ML and analytics stacks.
    🔗 flyte.org

22. allegroai/clearml ⭐ 5,770
    ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment Management, Data Management, Pipeline, Orchestration, Scheduling & Serving in one MLOps/LLMOps solution
    🔗 clear.ml/docs

23. feast-dev/feast ⭐ 5,706
    The Open Source Feature Store for Machine Learning
    🔗 feast.dev

24. evidentlyai/evidently ⭐ 5,585
    Evidently is ​​an open-source ML and LLM observability framework. Evaluate, test, and monitor any AI-powered system or data pipeline. From tabular data to Gen AI. 100+ metrics.
    🔗 discord.gg/xzjkranp8b

25. aimhubio/aim ⭐ 5,294
    Aim 💫 — An easy-to-use & supercharged open-source experiment tracker.
    🔗 aimstack.io

26. adap/flower ⭐ 5,290
    Flower: A Friendly Federated AI Framework
    🔗 flower.ai

27. internlm/lmdeploy ⭐ 5,104
    LMDeploy is a toolkit for compressing, deploying, and serving LLMs.
    🔗 lmdeploy.readthedocs.io/en/latest

28. zenml-io/zenml ⭐ 4,300
    ZenML 🙏: The bridge between ML and Ops. https://zenml.io.
    🔗 zenml.io

29. internlm/xtuner ⭐ 4,126
    An efficient, flexible and full-featured toolkit for fine-tuning LLM (InternLM2, Llama3, Phi3, Qwen, Mistral, ...)
    🔗 xtuner.readthedocs.io/zh-cn/latest

30. orchest/orchest ⭐ 4,096
    Build data pipelines, the easy way 🛠️
    🔗 orchest.readthedocs.io/en/stable

31. kubeflow/pipelines ⭐ 3,648
    Machine Learning Pipelines for Kubeflow
    🔗 www.kubeflow.org/docs/components/pipelines

32. polyaxon/polyaxon ⭐ 3,588
    MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle
    🔗 polyaxon.com

33. ploomber/ploomber ⭐ 3,534
    The fastest ⚡️ way to build data pipelines. Develop iteratively, deploy anywhere. ☁️
    🔗 docs.ploomber.io

34. towhee-io/towhee ⭐ 3,276
    Towhee is a framework that is dedicated to making neural data processing pipelines simple and fast.
    🔗 towhee.io

35. determined-ai/determined ⭐ 3,072
    Determined is an open-source machine learning platform that simplifies distributed training, hyperparameter tuning, experiment tracking, and resource management. Works with PyTorch and TensorFlow.
    🔗 determined.ai

36. leptonai/leptonai ⭐ 2,671
    A Pythonic framework to simplify AI service building
    🔗 lepton.ai

37. azure/PyRIT ⭐ 2,035
    The Python Risk Identification Tool for generative AI (PyRIT) is an open access automation framework to empower security professionals and ML engineers to red team foundation models and their applications.
    🔗 azure.github.io/pyrit

38. dagworks-inc/hamilton ⭐ 1,960
    Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.
    🔗 hamilton.dagworks.io/en/latest

39. meltano/meltano ⭐ 1,894
    Meltano: the declarative code-first data integration engine that powers your wildest data and ML-powered product ideas. Say goodbye to writing, maintaining, and scaling your own API integrations.
    🔗 meltano.com

40. dstackai/dstack ⭐ 1,643
    dstack is a lightweight, open-source alternative to Kubernetes & Slurm, simplifying AI container orchestration with multi-cloud & on-prem support. It natively supports NVIDIA, AMD, & TPU.
    🔗 dstack.ai/docs

41. hi-primus/optimus ⭐ 1,487
    🚚 Agile Data Preparation Workflows made easy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark
    🔗 hi-optimus.com

42. kubeflow/examples ⭐ 1,423
    A repository to host extended examples and tutorials

43. dagworks-inc/burr ⭐ 1,416
    Build applications that make decisions (chatbots, agents, simulations, etc...). Monitor, trace, persist, and execute on your own infrastructure.
    🔗 burr.dagworks.io

Machine Learning - Reinforcement

Machine learning libraries and toolkits that cross over with reinforcement learning in some way: agent reinforcement learning, agent environemnts, RLHF

1. openai/gym ⭐ 35,089
   A toolkit for developing and comparing reinforcement learning algorithms.
   🔗 www.gymlibrary.dev

2. unity-technologies/ml-agents ⭐ 17,415
   The Unity Machine Learning Agents Toolkit (ML-Agents) is an open-source project that enables games and simulations to serve as environments for training intelligent agents using deep reinforcement learning and imitation learning.
   🔗 unity.com/products/machine-learning-agents

3. openai/baselines ⭐ 15,938
   OpenAI Baselines: high-quality implementations of reinforcement learning algorithms

4. google/dopamine ⭐ 10,601
   Dopamine is a research framework for fast prototyping of reinforcement learning algorithms.
   🔗 github.com/google/dopamine

5. thu-ml/tianshou ⭐ 8,129
   An elegant PyTorch deep reinforcement learning library.
   🔗 tianshou.org

6. deepmind/pysc2 ⭐ 8,049
   StarCraft II Learning Environment

7. farama-foundation/Gymnasium ⭐ 7,778
   An API standard for single-agent reinforcement learning environments, with popular reference environments and related utilities (formerly Gym)
   🔗 gymnasium.farama.org

8. lucidrains/PaLM-rlhf-pytorch ⭐ 7,741
   Implementation of RLHF (Reinforcement Learning with Human Feedback) on top of the PaLM architecture. Basically ChatGPT but with PaLM

9. tensorlayer/TensorLayer ⭐ 7,338
   Deep Learning and Reinforcement Learning Library for Scientists and Engineers
   🔗 tensorlayerx.com

10. keras-rl/keras-rl ⭐ 5,532
    Deep Reinforcement Learning for Keras.
    🔗 keras-rl.readthedocs.io

11. deepmind/dm_control ⭐ 3,875
    Google DeepMind's software stack for physics-based simulation and Reinforcement Learning environments, using MuJoCo.

12. ai4finance-foundation/ElegantRL ⭐ 3,812
    Massively Parallel Deep Reinforcement Learning. 🔥
    🔗 ai4finance.org

13. facebookresearch/ReAgent ⭐ 3,574
    A platform for Reasoning systems (Reinforcement Learning, Contextual Bandits, etc.)
    🔗 reagent.ai

14. deepmind/acme ⭐ 3,560
    A library of reinforcement learning components and agents

15. opendilab/DI-engine ⭐ 3,177
    DI-engine is a generalized decision intelligence engine for PyTorch and JAX. It provides python-first and asynchronous-native task and middleware abstractions
    🔗 di-engine-docs.readthedocs.io

16. eureka-research/Eureka ⭐ 2,866
    Official Repository for "Eureka: Human-Level Reward Design via Coding Large Language Models" (ICLR 2024)
    🔗 eureka-research.github.io

17. pettingzoo-team/PettingZoo ⭐ 2,697
    An API standard for multi-agent reinforcement learning environments, with popular reference environments and related utilities
    🔗 pettingzoo.farama.org

18. pytorch/rl ⭐ 2,454
    A modular, primitive-first, python-first PyTorch library for Reinforcement Learning.
    🔗 pytorch.org/rl

19. kzl/decision-transformer ⭐ 2,448
    Official codebase for Decision Transformer: Reinforcement Learning via Sequence Modeling.

20. anthropics/hh-rlhf ⭐ 1,657
    Human preference data for "Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback"
    🔗 arxiv.org/abs/2204.05862

21. arise-initiative/robosuite ⭐ 1,424
    robosuite: A Modular Simulation Framework and Benchmark for Robot Learning
    🔗 robosuite.ai

22. humancompatibleai/imitation ⭐ 1,362
    Clean PyTorch implementations of imitation and reward learning algorithms
    🔗 imitation.readthedocs.io

23. denys88/rl_games ⭐ 975
    RL Games: High performance RL library

24. google-deepmind/meltingpot ⭐ 642
    A suite of test scenarios for multi-agent reinforcement learning.

Natural Language Processing

Natural language processing libraries and toolkits: text processing, topic modelling, tokenisers, chatbots. Also see the LLMs and ChatGPT category for crossover.

1. huggingface/transformers ⭐ 137,264
   🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
   🔗 huggingface.co/transformers

2. pytorch/fairseq ⭐ 30,771
   Facebook AI Research Sequence-to-Sequence Toolkit written in Python.

3. explosion/spaCy ⭐ 30,601
   💫 Industrial-strength Natural Language Processing (NLP) in Python
   🔗 spacy.io

4. myshell-ai/OpenVoice ⭐ 30,344
   Instant voice cloning by MIT and MyShell.
   🔗 research.myshell.ai/open-voice

5. microsoft/unilm ⭐ 20,533
   Large-scale Self-supervised Pre-training Across Tasks, Languages, and Modalities
   🔗 aka.ms/generalai

6. huggingface/datasets ⭐ 19,438
   🤗 The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools
   🔗 huggingface.co/docs/datasets

7. vikparuchuri/marker ⭐ 19,078
   Marker converts PDF, EPUB, and MOBI to markdown. It's 10x faster than nougat, more accurate on most documents, and has low hallucination risk.
   🔗 www.datalab.to

8. rare-technologies/gensim ⭐ 15,768
   Topic Modelling for Humans
   🔗 radimrehurek.com/gensim

9. ukplab/sentence-transformers ⭐ 15,704
   State-of-the-Art Text Embeddings
   🔗 www.sbert.net

10. vikparuchuri/surya ⭐ 15,232
    OCR, layout analysis, reading order, table recognition in 90+ languages
    🔗 www.datalab.to

11. gunthercox/ChatterBot ⭐ 14,136
    ChatterBot is a machine learning, conversational dialog engine for creating chat bots
    🔗 chatterbot.readthedocs.io

12. flairnlp/flair ⭐ 14,005
    A very simple framework for state-of-the-art Natural Language Processing (NLP)
    🔗 flairnlp.github.io/flair

13. nltk/nltk ⭐ 13,742
    NLTK Source
    🔗 www.nltk.org

14. m-bain/whisperX ⭐ 13,191
    WhisperX: Automatic Speech Recognition with Word-level Timestamps (& Diarization)

15. openai/tiktoken ⭐ 12,926
    tiktoken is a fast BPE tokeniser for use with OpenAI's models.

16. nvidia/NeMo ⭐ 12,633
    A scalable generative AI framework built for researchers and developers working on Large Language Models, Multimodal, and Speech AI (Automatic Speech Recognition and Text-to-Speech)
    🔗 docs.nvidia.com/nemo-framework/user-guide/latest/overview.html

17. jina-ai/clip-as-service ⭐ 12,521
    🏄 Scalable embedding, reasoning, ranking for images and sentences with CLIP
    🔗 clip-as-service.jina.ai

18. allenai/allennlp ⭐ 11,776
    An open-source NLP research library, built on PyTorch.
    🔗 www.allennlp.org

19. facebookresearch/seamless_communication ⭐ 11,060
    Foundational Models for State-of-the-Art Speech and Text Translation

20. facebookresearch/ParlAI ⭐ 10,498
    A framework for training and evaluating AI models on a variety of openly available dialogue datasets.
    🔗 parl.ai

21. google/sentencepiece ⭐ 10,435
    Unsupervised text tokenizer for Neural Network-based text generation.

22. neuml/txtai ⭐ 9,871
    💡 All-in-one open-source embeddings database for semantic search, LLM orchestration and language model workflows
    🔗 neuml.github.io/txtai

23. doccano/doccano ⭐ 9,679
    Open source annotation tool for machine learning practitioners.

24. sloria/TextBlob ⭐ 9,206
    Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more.
    🔗 textblob.readthedocs.io

25. speechbrain/speechbrain ⭐ 9,151
    A PyTorch-based Speech Toolkit
    🔗 speechbrain.github.io

26. facebookresearch/nougat ⭐ 9,133
    Implementation of Nougat Neural Optical Understanding for Academic Documents
    🔗 facebookresearch.github.io/nougat

27. togethercomputer/OpenChatKit ⭐ 9,016
    OpenChatKit provides a powerful, open-source base to create both specialized and general purpose chatbots

28. clips/pattern ⭐ 8,765
    Web mining module for Python, with tools for scraping, natural language processing, machine learning, network analysis and visualization.
    🔗 github.com/clips/pattern/wiki

29. espnet/espnet ⭐ 8,658
    End-to-End Speech Processing Toolkit
    🔗 espnet.github.io/espnet

30. deeppavlov/DeepPavlov ⭐ 6,759
    An open source library for deep learning end-to-end dialog systems and chatbots.
    🔗 deeppavlov.ai

31. facebookresearch/metaseq ⭐ 6,520
    A codebase for working with Open Pre-trained Transformers, originally forked from fairseq.

32. kingoflolz/mesh-transformer-jax ⭐ 6,313
    Model parallel transformers in JAX and Haiku

33. maartengr/BERTopic ⭐ 6,288
    Leveraging BERT and c-TF-IDF to create easily interpretable topics.
    🔗 maartengr.github.io/bertopic

34. prefecthq/marvin ⭐ 5,402
    ✨ Build AI interfaces that spark joy
    🔗 askmarvin.ai

35. aiwaves-cn/agents ⭐ 5,386
    An Open-source Framework for Data-centric, Self-evolving Autonomous Language Agents

36. layout-parser/layout-parser ⭐ 5,006
    A Unified Toolkit for Deep Learning Based Document Image Analysis
    🔗 layout-parser.github.io

37. salesforce/CodeGen ⭐ 4,973
    CodeGen is a family of open-source model for program synthesis. Trained on TPU-v4. Competitive with OpenAI Codex.

38. minimaxir/textgenrnn ⭐ 4,936
    Easily train your own text-generating neural network of any size and complexity on any text dataset with a few lines of code.

39. quivrhq/MegaParse ⭐ 4,871
    File Parser optimised for LLM Ingestion with no loss 🧠 Parse PDFs, Docx, PPTx in a format that is ideal for LLMs.
    🔗 megaparse.com

40. makcedward/nlpaug ⭐ 4,487
    Data augmentation for NLP
    🔗 makcedward.github.io

41. facebookresearch/DrQA ⭐ 4,481
    Reading Wikipedia to Answer Open-Domain Questions

42. argilla-io/argilla ⭐ 4,164
    Argilla is a collaboration tool for AI engineers and domain experts to build high-quality datasets
    🔗 docs.argilla.io

43. thilinarajapakse/simpletransformers ⭐ 4,139
    Transformers for Information Retrieval, Text Classification, NER, QA, Language Modelling, Language Generation, T5, Multi-Modal, and Conversational AI
    🔗 simpletransformers.ai

44. maartengr/KeyBERT ⭐ 3,640
    Minimal keyword extraction with BERT
    🔗 maartengr.github.io/keybert

45. life4/textdistance ⭐ 3,428
    📐 Compute distance between sequences. 30+ algorithms, pure python implementation, common interface, optional external libs usage.

46. promptslab/Promptify ⭐ 3,358
    Prompt Engineering | Prompt Versioning | Use GPT or other prompt based models to get structured output. Join our discord for Prompt-Engineering, LLMs and other latest research
    🔗 discord.gg/m88xfymbk6

47. jsvine/markovify ⭐ 3,313
    A simple, extensible Markov chain generator.

48. bytedance/lightseq ⭐ 3,240
    LightSeq: A High Performance Library for Sequence Processing and Generation

49. errbotio/errbot ⭐ 3,151
    Errbot is a chatbot, a daemon that connects to your favorite chat service and bring your tools and some fun into the conversation.
    🔗 errbot.io

50. neuralmagic/deepsparse ⭐ 3,069
    Sparsity-aware deep learning inference runtime for CPUs
    🔗 neuralmagic.com/deepsparse

51. huawei-noah/Pretrained-Language-Model ⭐ 3,043
    Pretrained language model and its related optimization techniques developed by Huawei Noah's Ark Lab.

52. ddangelov/Top2Vec ⭐ 2,971
    Top2Vec learns jointly embedded topic, document and word vectors.

53. jbesomi/texthero ⭐ 2,893
    Text preprocessing, representation and visualization from zero to hero.
    🔗 texthero.org

54. huggingface/neuralcoref ⭐ 2,865
    ✨Fast Coreference Resolution in spaCy with Neural Networks
    🔗 huggingface.co/coref

55. salesforce/CodeT5 ⭐ 2,846
    Home of CodeT5: Open Code LLMs for Code Understanding and Generation
    🔗 arxiv.org/abs/2305.07922

56. bigscience-workshop/promptsource ⭐ 2,736
    Toolkit for creating, sharing and using natural language prompts.

57. huggingface/setfit ⭐ 2,283
    SetFit is an efficient and prompt-free framework for few-shot fine-tuning of Sentence Transformers.
    🔗 hf.co/docs/setfit

58. bhavnicksm/chonkie ⭐ 2,195
    🦛 CHONK your texts with Chonkie ✨ - The no-nonsense RAG chunking library
    🔗 docs.chonkie.ai

59. alibaba/EasyNLP ⭐ 2,084
    EasyNLP: A Comprehensive and Easy-to-use NLP Toolkit

60. jamesturk/jellyfish ⭐ 2,081
    🪼 a python library for doing approximate and phonetic matching of strings.
    🔗 jamesturk.github.io/jellyfish

61. thudm/P-tuning-v2 ⭐ 1,997
    An optimized deep prompt tuning strategy comparable to fine-tuning across scales and tasks

62. marella/ctransformers ⭐ 1,828
    Python bindings for the Transformer models implemented in C/C++ using GGML library.

63. featureform/featureform ⭐ 1,826
    The Virtual Feature Store. Turn your existing data infrastructure into a feature store.
    🔗 www.featureform.com

64. deepset-ai/FARM ⭐ 1,747
    🏡 Fast & easy transfer learning for NLP. Harvesting language models for the industry. Focus on Question Answering.
    🔗 farm.deepset.ai

65. franck-dernoncourt/NeuroNER ⭐ 1,702
    Named-entity recognition using neural networks. Easy-to-use and state-of-the-art results.
    🔗 neuroner.com

66. explosion/spacy-models ⭐ 1,676
    💫 Models for the spaCy Natural Language Processing (NLP) library
    🔗 spacy.io

67. google-research/language ⭐ 1,637
    Shared repository for open-sourced projects from the Google AI Language team.
    🔗 ai.google/research/teams/language

68. plasticityai/magnitude ⭐ 1,636
    A fast, efficient universal vector embedding utility package.

69. urchade/GLiNER ⭐ 1,619
    Generalist and Lightweight Model for Named Entity Recognition (Extract any entity types from texts) @ NAACL 2024
    🔗 arxiv.org/abs/2311.08526

70. arxiv-vanity/arxiv-vanity ⭐ 1,613
    Renders papers from arXiv as responsive web pages so you don't have to squint at a PDF.
    🔗 www.arxiv-vanity.com

71. chrismattmann/tika-python ⭐ 1,527
    Tika-Python is a Python binding to the Apache Tika™ REST services allowing Tika to be called natively in the Python community.

72. dmmiller612/bert-extractive-summarizer ⭐ 1,416
    Easy to use extractive text summarization with BERT

73. intellabs/fastRAG ⭐ 1,414
    Efficient Retrieval Augmentation and Generation Framework

74. nomic-ai/nomic ⭐ 1,407
    Interact, analyze and structure massive text, image, embedding, audio and video datasets
    🔗 atlas.nomic.ai

75. gunthercox/chatterbot-corpus ⭐ 1,376
    A multilingual dialog corpus
    🔗 chatterbot-corpus.readthedocs.io

76. jonasgeiping/cramming ⭐ 1,305
    Cramming the training of a (BERT-type) language model into limited compute.

77. pemistahl/lingua-py ⭐ 1,201
    The most accurate natural language detection library for Python, suitable for short text and mixed-language text

78. openai/grade-school-math ⭐ 1,140
    GSM8K, a dataset of 8.5K high quality linguistically diverse grade school math word problems

79. abertsch72/unlimiformer ⭐ 1,060
    Public repo for the NeurIPS 2023 paper "Unlimiformer: Long-Range Transformers with Unlimited Length Input"

80. unitaryai/detoxify ⭐ 985
    Toxic Comment Classification with Pytorch Lightning and Transformers
    🔗 www.unitary.ai

81. answerdotai/ModernBERT ⭐ 950
    Bringing BERT into modernity via both architecture changes and scaling
    🔗 arxiv.org/abs/2412.13663

82. norskregnesentral/skweak ⭐ 923
    skweak: A software toolkit for weak supervision applied to NLP tasks

83. keras-team/keras-hub ⭐ 826
    Pretrained model hub for Keras 3.
    🔗 keras.io/keras_hub

84. explosion/spacy-streamlit ⭐ 819
    👑 spaCy building blocks and visualizers for Streamlit apps
    🔗 share.streamlit.io/ines/spacy-streamlit-demo/master/app.py

85. paddlepaddle/RocketQA ⭐ 773
    🚀 RocketQA, dense retrieval for information retrieval and question answering, including both Chinese and English state-of-the-art models.

86. nvidia/nv-ingest ⭐ 651
    NVIDIA-Ingest is a scalable, performance-oriented document content and metadata extraction microservice.

87. webis-de/small-text ⭐ 601
    Small-Text provides state-of-the-art Active Learning for Text Classification. Several pre-implemented Query Strategies, Initialization Strategies, and Stopping Critera are provided, which can be easily mixed and matched to build active learning experiments or applications.
    🔗 small-text.readthedocs.io

88. babelscape/rebel ⭐ 507
    REBEL is a seq2seq model that simplifies Relation Extraction (EMNLP 2021).

Packaging

Python packaging, dependency management and bundling.

1. pyenv/pyenv ⭐ 40,157
   pyenv lets you easily switch between multiple versions of Python.

2. astral-sh/uv ⭐ 34,787
   An extremely fast Python package installer and resolver, written in Rust. Designed as a drop-in replacement for pip and pip-compile.
   🔗 docs.astral.sh/uv

3. python-poetry/poetry ⭐ 32,160
   Python packaging and dependency management made easy
   🔗 python-poetry.org

4. pypa/pipenv ⭐ 24,960
   A virtualenv management tool that supports a multitude of systems and nicely bridges the gaps between pip, python and virtualenv.
   🔗 pipenv.pypa.io

5. mitsuhiko/rye ⭐ 13,945
   a Hassle-Free Python Experience
   🔗 rye.astral.sh

6. pyinstaller/pyinstaller ⭐ 12,038
   Freeze (package) Python programs into stand-alone executables
   🔗 www.pyinstaller.org

7. pypa/pipx ⭐ 10,908
   Install and Run Python Applications in Isolated Environments
   🔗 pipx.pypa.io

8. pdm-project/pdm ⭐ 8,059
   A modern Python package and dependency manager supporting the latest PEP standards
   🔗 pdm-project.org

9. jazzband/pip-tools ⭐ 7,804
   A set of tools to keep your pinned Python dependencies fresh (pip-compile + pip-sync)
   🔗 pip-tools.rtfd.io

10. mamba-org/mamba ⭐ 7,057
    The Fast Cross-Platform Package Manager: mamba is a reimplementation of the conda package manager in C++
    🔗 mamba.readthedocs.io

11. conda-forge/miniforge ⭐ 6,858
    A conda-forge distribution.
    🔗 conda-forge.org/download

12. conda/conda ⭐ 6,540
    A system-level, binary package and environment manager running on all major operating systems and platforms.
    🔗 docs.conda.io/projects/conda

13. pypa/hatch ⭐ 6,226
    Modern, extensible Python project management
    🔗 hatch.pypa.io/latest

14. indygreg/PyOxidizer ⭐ 5,592
    A modern Python application packaging and distribution tool

15. pypa/virtualenv ⭐ 4,856
    A tool to create isolated Python environments. Since Python 3.3, a subset of it has been integrated into the standard lib venv module.
    🔗 virtualenv.pypa.io

16. spack/spack ⭐ 4,493
    A flexible package manager that supports multiple versions, configurations, platforms, and compilers.
    🔗 spack.io

17. prefix-dev/pixi ⭐ 3,635
    pixi is a cross-platform, multi-language package manager and workflow tool built on the foundation of the conda ecosystem.
    🔗 pixi.sh

18. pantsbuild/pex ⭐ 3,394
    A tool for generating .pex (Python EXecutable) files, lock files and venvs.
    🔗 docs.pex-tool.org

19. beeware/briefcase ⭐ 2,719
    Tools to support converting a Python project into a standalone native application.
    🔗 briefcase.readthedocs.io

20. pypa/flit ⭐ 2,175
    Simplified packaging of Python modules
    🔗 flit.pypa.io

21. linkedin/shiv ⭐ 1,788
    shiv is a command line utility for building fully self contained Python zipapps as outlined in PEP 441, but with all their dependencies included.

22. marcelotduarte/cx_Freeze ⭐ 1,379
    cx_Freeze creates standalone executables from Python scripts, with the same performance, is cross-platform and should work on any platform that Python itself works on.
    🔗 marcelotduarte.github.io/cx_freeze

23. ofek/pyapp ⭐ 1,298
    Runtime installer for Python applications
    🔗 ofek.dev/pyapp

24. pypa/gh-action-pypi-publish ⭐ 978
    The blessed GitHub Action, for publishing your 📦 distribution files to PyPI, the tokenless way: https://github.com/marketplace/actions/pypi-publish
    🔗 packaging.python.org/guides/publishing-package-distribution-releases-using-github-actions-ci-cd-workflows

25. py2exe/py2exe ⭐ 890
    Create standalone Windows programs from Python code
    🔗 www.py2exe.org

26. prefix-dev/rip ⭐ 654
    RIP is a library that allows the resolving and installing of Python PyPI packages from Rust into a virtual environment. It's based on our experience with building Rattler and aims to provide the same experience but for PyPI instead of Conda.
    🔗 prefix.dev

27. snok/install-poetry ⭐ 597
    Github action for installing and configuring Poetry

28. python-poetry/install.python-poetry.org ⭐ 218
    The official Poetry installation script
    🔗 install.python-poetry.org

Pandas

Pandas and dataframe libraries: data analysis, statistical reporting, pandas GUIs, pandas performance optimisations.

1. pandas-dev/pandas ⭐ 44,213
   Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more
   🔗 pandas.pydata.org

2. pola-rs/polars ⭐ 31,254
   Dataframes powered by a multithreaded, vectorized query engine, written in Rust
   🔗 docs.pola.rs

3. duckdb/duckdb ⭐ 25,604
   DuckDB is an analytical in-process SQL database management system
   🔗 www.duckdb.org

4. gventuri/pandas-ai ⭐ 13,927
   Chat with your database (SQL, CSV, pandas, polars, mongodb, noSQL, etc). PandasAI makes data analysis conversational using LLMs (GPT 3.5 / 4, Anthropic, VertexAI) and RAG.
   🔗 pandas-ai.com

5. kanaries/pygwalker ⭐ 13,665
   PyGWalker: Turn your pandas dataframe into an interactive UI for visual analysis
   🔗 kanaries.net/pygwalker

6. ydataai/ydata-profiling ⭐ 12,632
   1 Line of code data quality profiling & exploratory data analysis for Pandas and Spark DataFrames.
   🔗 docs.profiling.ydata.ai

7. rapidsai/cudf ⭐ 8,576
   cuDF is a GPU DataFrame library for loading joining, aggregating, filtering, and otherwise manipulating data
   🔗 docs.rapids.ai/api/cudf/stable

8. aws/aws-sdk-pandas ⭐ 3,959
   pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime, CloudWatchLogs, DynamoDB, EMR, SecretManager, PostgreSQL, MySQL, SQLServer and S3 (Parquet, CSV, JSON and EXCEL).
   🔗 aws-sdk-pandas.readthedocs.io

9. nalepae/pandarallel ⭐ 3,714
   A simple and efficient tool to parallelize Pandas operations on all available CPUs
   🔗 nalepae.github.io/pandarallel

10. unionai-oss/pandera ⭐ 3,509
    A light-weight, flexible, and expressive statistical data testing library
    🔗 www.union.ai/pandera

11. adamerose/PandasGUI ⭐ 3,207
    A GUI for Pandas DataFrames

12. blaze/blaze ⭐ 3,187
    NumPy and Pandas interface to Big Data
    🔗 blaze.pydata.org

13. pydata/pandas-datareader ⭐ 2,990
    Extract data from a wide range of Internet sources into a pandas DataFrame.
    🔗 pydata.github.io/pandas-datareader/stable/index.html

14. scikit-learn-contrib/sklearn-pandas ⭐ 2,821
    Pandas integration with sklearn

15. jmcarpenter2/swifter ⭐ 2,558
    A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner

16. eventual-inc/Daft ⭐ 2,457
    Distributed data engine for Python/SQL designed for the cloud, powered by Rust
    🔗 getdaft.io

17. delta-io/delta-rs ⭐ 2,451
    A native Rust library for Delta Lake, with bindings into Python
    🔗 delta-io.github.io/delta-rs

18. fugue-project/fugue ⭐ 2,029
    A unified interface for distributed computing. Fugue executes SQL, Python, Pandas, and Polars code on Spark, Dask and Ray without any rewrites.
    🔗 fugue-tutorials.readthedocs.io

19. pyjanitor-devs/pyjanitor ⭐ 1,378
    Clean APIs for data cleaning. Python implementation of R package Janitor
    🔗 pyjanitor-devs.github.io/pyjanitor

20. machow/siuba ⭐ 1,164
    Python library for using dplyr like syntax with pandas and SQL
    🔗 siuba.org

21. holoviz/hvplot ⭐ 1,159
    A high-level plotting API for pandas, dask, xarray, and networkx built on HoloViews
    🔗 hvplot.holoviz.org

22. renumics/spotlight ⭐ 1,140
    Interactively explore unstructured datasets from your dataframe.
    🔗 renumics.com

23. tkrabel/bamboolib ⭐ 941
    bamboolib - a GUI for pandas DataFrames
    🔗 bamboolib.com

24. mwouts/itables ⭐ 815
    This packages changes how Pandas and Polars DataFrames are rendered in Jupyter Notebooks. With itables you can display your tables as interactive DataTables that you can sort, paginate, scroll or filter.
    🔗 mwouts.github.io/itables

Performance

Performance, parallelisation and low level libraries.

1. celery/celery ⭐ 25,206
   Distributed Task Queue (development branch)
   🔗 docs.celeryq.dev

2. google/flatbuffers ⭐ 23,584
   FlatBuffers: Memory Efficient Serialization Library
   🔗 flatbuffers.dev

3. pybind/pybind11 ⭐ 16,016
   Seamless operability between C++11 and Python
   🔗 pybind11.readthedocs.io

4. exaloop/codon ⭐ 15,247
   A high-performance, zero-overhead, extensible Python compiler using LLVM
   🔗 docs.exaloop.io/codon

5. dask/dask ⭐ 12,807
   Parallel computing with task scheduling
   🔗 dask.org

6. numba/numba ⭐ 10,104
   NumPy aware dynamic Python compiler using LLVM
   🔗 numba.pydata.org

7. modin-project/modin ⭐ 9,967
   Modin: Scale your Pandas workflows by changing a single line of code
   🔗 modin.readthedocs.io

8. nebuly-ai/optimate ⭐ 8,375
   A collection of libraries to optimise AI model performances
   🔗 www.nebuly.com

9. vaexio/vaex ⭐ 8,317
   Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a billion rows per second 🚀
   🔗 vaex.io

10. mher/flower ⭐ 6,546
    Real-time monitor and web admin for Celery distributed task queue
    🔗 flower.readthedocs.io

11. python-trio/trio ⭐ 6,301
    Trio – a friendly Python library for async concurrency and I/O
    🔗 trio.readthedocs.io

12. ultrajson/ultrajson ⭐ 4,354
    Ultra fast JSON decoder and encoder written in C with Python bindings
    🔗 pypi.org/project/ujson

13. tlkh/asitop ⭐ 3,667
    Perf monitoring CLI tool for Apple Silicon
    🔗 tlkh.github.io/asitop

14. facebookincubator/cinder ⭐ 3,553
    Cinder is Meta's internal performance-oriented production version of CPython.
    🔗 trycinder.com

15. airtai/faststream ⭐ 3,308
    FastStream is a powerful and easy-to-use Python framework for building asynchronous services interacting with event streams such as Apache Kafka, RabbitMQ, NATS and Redis.
    🔗 faststream.airt.ai/latest

16. ipython/ipyparallel ⭐ 2,599
    IPython Parallel: Interactive Parallel Computing in Python
    🔗 ipyparallel.readthedocs.io

17. intel/intel-extension-for-transformers ⭐ 2,151
    ⚡ Build your chatbot within minutes on your favorite device; offer SOTA compression techniques for LLMs; run LLMs efficiently on Intel Platforms⚡

18. h5py/h5py ⭐ 2,103
    HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.
    🔗 www.h5py.org

19. agronholm/anyio ⭐ 1,878
    High level asynchronous concurrency and networking framework that works on top of either trio or asyncio

20. tiangolo/asyncer ⭐ 1,759
    Asyncer, async and await, focused on developer experience.
    🔗 asyncer.tiangolo.com

21. faster-cpython/ideas ⭐ 1,705
    Discussion and work tracker for Faster CPython project.

22. intel/intel-extension-for-pytorch ⭐ 1,678
    A Python package for extending the official PyTorch that can easily obtain performance on Intel platform

23. dask/distributed ⭐ 1,587
    A distributed task scheduler for Dask
    🔗 distributed.dask.org

24. nschloe/perfplot ⭐ 1,347
    📈 Performance analysis for Python snippets

25. intel/scikit-learn-intelex ⭐ 1,237
    Extension for Scikit-learn is a seamless way to speed up your Scikit-learn application
    🔗 intel.github.io/scikit-learn-intelex

26. markshannon/faster-cpython ⭐ 944
    How to make CPython faster.

27. zerointensity/pointers.py ⭐ 921
    Bringing the hell of pointers to Python.
    🔗 pointers.zintensity.dev

28. brandtbucher/specialist ⭐ 643
    Visualize CPython's specializing, adaptive interpreter. 🔥

Profiling

Memory and CPU/GPU profiling tools and libraries.

1. bloomberg/memray ⭐ 13,537
   Memray is a memory profiler for Python
   🔗 bloomberg.github.io/memray

2. benfred/py-spy ⭐ 13,091
   Sampling profiler for Python programs

3. plasma-umass/scalene ⭐ 12,327
   Scalene: a high-performance, high-precision CPU, GPU, and memory profiler for Python with AI-powered optimization proposals

4. joerick/pyinstrument ⭐ 6,758
   🚴 Call stack profiler for Python. Shows you why your code is slow!
   🔗 pyinstrument.readthedocs.io

5. gaogaotiantian/viztracer ⭐ 5,703
   A debugging and profiling tool that can trace and visualize python code execution
   🔗 viztracer.readthedocs.io

6. pythonprofilers/memory_profiler ⭐ 4,409
   Monitor Memory usage of Python code
   🔗 pypi.python.org/pypi/memory_profiler

7. reloadware/reloadium ⭐ 2,839
   Hot Reloading and Profiling for Python

8. pyutils/line_profiler ⭐ 2,805
   Line-by-line profiling for Python

9. jiffyclub/snakeviz ⭐ 2,378
   An in-browser Python profile viewer
   🔗 jiffyclub.github.io/snakeviz

10. p403n1x87/austin ⭐ 1,962
    Python frame stack sampler for CPython
    🔗 pypi.org/project/austin-dist

11. pythonspeed/filprofiler ⭐ 849
    A Python memory profiler for data processing and scientific computing applications
    🔗 pythonspeed.com/products/filmemoryprofiler

Security

Security related libraries: vulnerability discovery, SQL injection, environment auditing.

1. swisskyrepo/PayloadsAllTheThings ⭐ 62,342
   A list of useful payloads and bypass for Web Application Security and Pentest/CTF
   🔗 swisskyrepo.github.io/payloadsallthethings

2. sqlmapproject/sqlmap ⭐ 33,004
   Automatic SQL injection and database takeover tool
   🔗 sqlmap.org

3. certbot/certbot ⭐ 31,790
   Certbot is EFF's tool to obtain certs from Let's Encrypt and (optionally) auto-enable HTTPS on your server. It can also act as a client for any other CA that uses the ACME protocol.

4. aquasecurity/trivy ⭐ 24,237
   Find vulnerabilities, misconfigurations, secrets, SBOM in containers, Kubernetes, code repositories, clouds and more
   🔗 trivy.dev

5. bridgecrewio/checkov ⭐ 7,263
   Checkov is a static code analysis tool for infrastructure as code (IaC) and also a software composition analysis (SCA) tool for images and open source packages.
   🔗 www.checkov.io

6. nccgroup/ScoutSuite ⭐ 6,840
   Multi-Cloud Security Auditing Tool

7. stamparm/maltrail ⭐ 6,680
   Malicious traffic detection system

8. pycqa/bandit ⭐ 6,603
   Bandit is a tool designed to find common security issues in Python code.
   🔗 bandit.readthedocs.io

9. rhinosecuritylabs/pacu ⭐ 4,456
   The AWS exploitation framework, designed for testing the security of Amazon Web Services environments.
   🔗 rhinosecuritylabs.com/aws/pacu-open-source-aws-exploitation-framework

10. dashingsoft/pyarmor ⭐ 3,828
    A tool used to obfuscate python scripts, bind obfuscated scripts to fixed machine or expire obfuscated scripts.
    🔗 pyarmor.dashingsoft.com

11. luijait/DarkGPT ⭐ 2,193
    DarkGPT is an OSINT assistant based on GPT-4-200K (recommended use) designed to perform queries on leaked databases, thus providing an artificial intelligence assistant that can be useful in your traditional OSINT processes.

12. pyupio/safety ⭐ 1,766
    Safety checks Python dependencies for known security vulnerabilities and suggests the proper remediations for vulnerabilities detected.
    🔗 safetycli.com/product/safety-cli

13. trailofbits/pip-audit ⭐ 994
    Audits Python environments, requirements files and dependency trees for known security vulnerabilities, and can automatically fix them
    🔗 pypi.org/project/pip-audit

14. fadi002/de4py ⭐ 872
    toolkit for python reverse engineering
    🔗 de4py.000.pe

15. thecyb3ralpha/BobTheSmuggler ⭐ 502
    A tool that leverages HTML Smuggling Attack and allows you to create HTML files with embedded 7z/zip archives.

Simulation

Simulation libraries: robotics, economic, agent-based, traffic, physics, astronomy, chemistry, quantum simulation. Also see the Maths and Science category for crossover.

1. atsushisakai/PythonRobotics ⭐ 23,940
   Python sample codes for robotics algorithms.
   🔗 atsushisakai.github.io/pythonrobotics

2. genesis-embodied-ai/Genesis ⭐ 21,940
   Genesis is a physics platform, and generative data engine, designed for general purpose Robotics/Embodied AI/Physical AI applications

3. bulletphysics/bullet3 ⭐ 12,861
   Bullet Physics SDK: real-time collision detection and multi-physics simulation for VR, games, visual effects, robotics, machine learning etc.
   🔗 bulletphysics.org

4. isl-org/Open3D ⭐ 11,742
   Open3D: A Modern Library for 3D Data Processing
   🔗 www.open3d.org

5. qiskit/qiskit ⭐ 5,483
   Qiskit is an open-source SDK for working with quantum computers at the level of extended quantum circuits, operators, and primitives.
   🔗 www.ibm.com/quantum/qiskit

6. astropy/astropy ⭐ 4,529
   Astronomy and astrophysics core library
   🔗 www.astropy.org

7. nvidia/warp ⭐ 4,416
   A Python framework for high performance GPU simulation and graphics
   🔗 nvidia.github.io/warp

8. quantumlib/Cirq ⭐ 4,382
   A Python framework for creating, editing, and invoking Noisy Intermediate-Scale Quantum (NISQ) circuits.

9. chakazul/Lenia ⭐ 3,572
   Lenia is a 2D cellular automata with continuous space, time and states. It produces a huge variety of interesting methematical life forms
   🔗 chakazul.github.io/lenia/javascript/lenia.html

10. openai/mujoco-py ⭐ 2,900
    MuJoCo is a physics engine for detailed, efficient rigid body simulations with contacts. mujoco-py allows using MuJoCo from Python 3.

11. rdkit/rdkit ⭐ 2,736
    The official sources for the RDKit library

12. projectmesa/mesa ⭐ 2,710
    Mesa is an open-source Python library for agent-based modeling, ideal for simulating complex systems and exploring emergent behaviors.
    🔗 mesa.readthedocs.io

13. nvidia-omniverse/IsaacLab ⭐ 2,554
    Unified framework for robot learning built on NVIDIA Isaac Sim
    🔗 isaac-sim.github.io/isaaclab

14. taichi-dev/difftaichi ⭐ 2,523
    10 differentiable physical simulators built with Taichi differentiable programming (DiffTaichi, ICLR 2020)

15. google/brax ⭐ 2,444
    Massively parallel rigidbody physics simulation on accelerator hardware.

16. nvidia-omniverse/IsaacGymEnvs ⭐ 2,148
    Example RL environments for the NVIDIA Isaac Gym high performance environments

17. facebookresearch/habitat-lab ⭐ 2,071
    A modular high-level library to train embodied AI agents across a variety of tasks and environments.
    🔗 aihabitat.org

18. quantecon/QuantEcon.py ⭐ 2,017
    A community based Python library for quantitative economics
    🔗 quantecon.org/quantecon-py

19. microsoft/PromptCraft-Robotics ⭐ 1,934
    Community for applying LLMs to robotics and a robot simulator with ChatGPT integration
    🔗 aka.ms/chatgpt-robotics

20. eloialonso/diamond ⭐ 1,672
    DIAMOND (DIffusion As a Model Of eNvironment Dreams) is a reinforcement learning agent trained in a diffusion world model
    🔗 diamond-wm.github.io

21. deepmodeling/deepmd-kit ⭐ 1,546
    A deep learning package for many-body potential energy representation and molecular dynamics
    🔗 docs.deepmodeling.com/projects/deepmd

22. sail-sg/envpool ⭐ 1,114
    C++-based high-performance parallel environment execution engine (vectorized env) for general RL environments.
    🔗 envpool.readthedocs.io

23. bowang-lab/scGPT ⭐ 1,088
    scGPT: Towards Building a Foundation Model for Single-Cell Multi-omics Using Generative AI
    🔗 scgpt.readthedocs.io/en/latest

24. a-r-j/graphein ⭐ 1,054
    Protein Graph Library
    🔗 graphein.ai

25. viblo/pymunk ⭐ 951
    Pymunk is a easy-to-use pythonic 2d physics library that can be used whenever you need 2d rigid body physics from Python
    🔗 www.pymunk.org

26. hardmaru/estool ⭐ 942
    Evolution Strategies Tool

27. google-deepmind/materials_discovery ⭐ 918
    Graph Networks for Materials Science (GNoME) is a project centered around scaling machine learning methods to tackle materials science.

28. nvidia-omniverse/OmniIsaacGymEnvs ⭐ 898
    Reinforcement Learning Environments for Omniverse Isaac Gym

29. altera-al/project-sid ⭐ 879
    This repository contains our technical report: "Project Sid: Many-agent simulations toward AI civilization"

30. google/evojax ⭐ 860
    EvoJAX is a scalable, general purpose, hardware-accelerated neuroevolution toolkit built on the JAX library

31. facebookresearch/fairo ⭐ 857
    A modular embodied agent architecture and platform for building embodied agents

32. eureka-research/DrEureka ⭐ 832
    Official Repository for "DrEureka: Language Model Guided Sim-To-Real Transfer" (RSS 2024)
    🔗 eureka-research.github.io/dr-eureka

33. google-deepmind/concordia ⭐ 745
    Concordia is a library to facilitate construction and use of generative agent-based models to simulate interactions of agents in grounded physical, social, or digital space.

34. polymathicai/the_well ⭐ 703
    15TB of Physics Simulations: collection of machine learning datasets containing numerical simulations of a wide variety of spatiotemporal physical systems.
    🔗 polymathic-ai.org/the_well

35. ur-whitelab/chemcrow-public ⭐ 665
    Chemcrow

36. ur-whitelab/chemcrow-runs ⭐ 73
    ur-whitelab/chemcrow-runs

Study

Miscellaneous study resources: algorithms, general resources, system design, code repos for textbooks, best practices, tutorials.

1. thealgorithms/Python ⭐ 196,224
   All Algorithms implemented in Python
   🔗 thealgorithms.github.io/python

2. microsoft/generative-ai-for-beginners ⭐ 66,165
   21 Lessons, Get Started Building with Generative AI 🔗 https://microsoft.github.io/generative-ai-for-beginners/
   🔗 microsoft.github.io/generative-ai-for-beginners

3. jakevdp/PythonDataScienceHandbook ⭐ 43,566
   Python Data Science Handbook: full text in Jupyter Notebooks
   🔗 jakevdp.github.io/pythondatasciencehandbook

4. mlabonne/llm-course ⭐ 40,728
   Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.
   🔗 mlabonne.github.io/blog

5. rasbt/LLMs-from-scratch ⭐ 37,403
   Implement a ChatGPT-like LLM in PyTorch from scratch, step by step
   🔗 amzn.to/4fqvn0d

6. realpython/python-guide ⭐ 28,518
   Python best practices guidebook, written for humans.
   🔗 docs.python-guide.org

7. christoschristofidis/awesome-deep-learning ⭐ 24,552
   A curated list of awesome Deep Learning tutorials, projects and communities.

8. d2l-ai/d2l-en ⭐ 24,458
   Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.
   🔗 d2l.ai

9. wesm/pydata-book ⭐ 22,476
   Materials and IPython notebooks for "Python for Data Analysis" by Wes McKinney, published by O'Reilly Media

10. hannibal046/Awesome-LLM ⭐ 20,383
    Awesome-LLM: a curated list of Large Language Model

11. microsoft/recommenders ⭐ 19,564
    Best Practices on Recommendation Systems
    🔗 recommenders-team.github.io/recommenders/intro.html

12. fchollet/deep-learning-with-python-notebooks ⭐ 18,885
    Jupyter notebooks for the code samples of the book "Deep Learning with Python"

13. graykode/nlp-tutorial ⭐ 14,375
    Natural Language Processing Tutorial for Deep Learning Researchers
    🔗 www.reddit.com/r/machinelearning/comments/amfinl/project_nlptutoral_repository_who_is_studying

14. naklecha/llama3-from-scratch ⭐ 13,989
    llama3 implementation one matrix multiplication at a time

15. shangtongzhang/reinforcement-learning-an-introduction ⭐ 13,726
    Python Implementation of Reinforcement Learning: An Introduction

16. karpathy/nn-zero-to-hero ⭐ 12,618
    Neural Networks: Zero to Hero

17. mrdbourke/pytorch-deep-learning ⭐ 11,662
    Materials for the Learn PyTorch for Deep Learning: Zero to Mastery course.
    🔗 learnpytorch.io

18. eugeneyan/open-llms ⭐ 11,435
    📋 A list of open LLMs available for commercial use.

19. karpathy/micrograd ⭐ 10,848
    A tiny scalar-valued autograd engine and a neural net library on top of it with PyTorch-like API

20. rucaibox/LLMSurvey ⭐ 10,725
    The official GitHub page for the survey paper "A Survey of Large Language Models".
    🔗 arxiv.org/abs/2303.18223

21. openai/spinningup ⭐ 10,338
    An educational resource to help anyone learn deep reinforcement learning.
    🔗 spinningup.openai.com

22. srush/GPU-Puzzles ⭐ 10,278
    Teaching beginner GPU programming in a completely interactive fashion

23. zhanymkanov/fastapi-best-practices ⭐ 9,859
    FastAPI Best Practices and Conventions we used at our startup

24. nielsrogge/Transformers-Tutorials ⭐ 9,748
    This repository contains demos I made with the Transformers library by HuggingFace.

25. mooler0410/LLMsPracticalGuide ⭐ 9,620
    A curated list of practical guide resources of LLMs (LLMs Tree, Examples, Papers)
    🔗 arxiv.org/abs/2304.13712v2

26. firmai/industry-machine-learning ⭐ 7,279
    A curated list of applied machine learning and data science notebooks and libraries across different industries (by @firmai)
    🔗 www.sov.ai

27. gkamradt/langchain-tutorials ⭐ 6,834
    Overview and tutorial of the LangChain Library

28. udlbook/udlbook ⭐ 6,832
    Understanding Deep Learning - Simon J.D. Prince

29. neetcode-gh/leetcode ⭐ 5,814
    Leetcode solutions for NeetCode.io

30. roboflow/notebooks ⭐ 5,745
    Examples and tutorials on using SOTA computer vision models and techniques. Learn everything from old-school ResNet, through YOLO and object-detection transformers like DETR, to the latest models like Grounding DINO and SAM.
    🔗 roboflow.com/models

31. mrdbourke/tensorflow-deep-learning ⭐ 5,360
    All course materials for the Zero to Mastery Deep Learning with TensorFlow course.
    🔗 dbourke.link/ztmtfcourse

32. udacity/deep-learning-v2-pytorch ⭐ 5,341
    Projects and exercises for the latest Deep Learning ND program https://www.udacity.com/course/deep-learning-nanodegree--nd101

33. alirezadir/Machine-Learning-Interviews ⭐ 5,185
    This repo is meant to serve as a guide for Machine Learning/AI technical interviews.

34. timofurrer/awesome-asyncio ⭐ 4,684
    A curated list of awesome Python asyncio frameworks, libraries, software and resources

35. zotroneneis/machine_learning_basics ⭐ 4,327
    Plain python implementations of basic machine learning algorithms

36. promptslab/Awesome-Prompt-Engineering ⭐ 4,062
    This repository contains a hand-curated resources for Prompt Engineering with a focus on Generative Pre-trained Transformer (GPT), ChatGPT, PaLM etc
    🔗 discord.gg/m88xfymbk6

37. huggingface/deep-rl-class ⭐ 3,961
    This repo contains the syllabus of the Hugging Face Deep Reinforcement Learning Course.

38. huggingface/smol-course ⭐ 3,856
    a practical course on aligning language models for your specific use case. It's a handy way to get started with aligning language models, because everything runs on most local machines.

39. huggingface/diffusion-models-class ⭐ 3,787
    Materials for the Hugging Face Diffusion Models Course

40. rasbt/machine-learning-book ⭐ 3,775
    Code Repository for Machine Learning with PyTorch and Scikit-Learn
    🔗 sebastianraschka.com/books/#machine-learning-with-pytorch-and-scikit-learn

41. cosmicpython/book ⭐ 3,433
    A Book about Pythonic Application Architecture Patterns for Managing Complexity. Cosmos is the Opposite of Chaos you see. O'R. wouldn't actually let us call it "Cosmic Python" tho.
    🔗 www.cosmicpython.com

42. fluentpython/example-code-2e ⭐ 3,370
    Example code for Fluent Python, 2nd edition (O'Reilly 2022)
    🔗 amzn.to/3j48u2j

43. handsonllm/Hands-On-Large-Language-Models ⭐ 3,355
    Official code repo for the O'Reilly Book - "Hands-On Large Language Models"
    🔗 www.llm-book.com

44. amanchadha/coursera-deep-learning-specialization ⭐ 3,274
    Notes, programming assignments and quizzes from all courses within the Coursera Deep Learning specialization offered by deeplearning.ai: (i) Neural Networks and Deep Learning; (ii) Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization; (iii) Structuring Machine Learning Projects; (iv...

45. mrdbourke/zero-to-mastery-ml ⭐ 3,038
    All course materials for the Zero to Mastery Machine Learning and Data Science course.
    🔗 dbourke.link/ztmmlcourse

46. krzjoa/awesome-python-data-science ⭐ 2,658
    Probably the best curated list of data science software in Python.
    🔗 krzjoa.github.io/awesome-python-data-science

47. gerdm/prml ⭐ 2,205
    Repository of notes, code and notebooks in Python for the book Pattern Recognition and Machine Learning by Christopher Bishop

48. cgpotts/cs224u ⭐ 2,124
    Code for CS224u: Natural Language Understanding

49. cerlymarco/MEDIUM_NoteBook ⭐ 2,091
    Repository containing notebooks of my posts on Medium

50. trananhkma/fucking-awesome-python ⭐ 1,986
    awesome-python with ⭐ and 🍴

51. huggingface/cookbook ⭐ 1,758
    Community-driven practical examples of building AI applications and solving various tasks with AI using open-source tools and models.
    🔗 huggingface.co/learn/cookbook

52. chandlerbang/awesome-self-supervised-gnn ⭐ 1,628
    Papers about pretraining and self-supervised learning on Graph Neural Networks (GNN).

53. atcold/NYU-DLSP21 ⭐ 1,587
    NYU Deep Learning Spring 2021
    🔗 atcold.github.io/nyu-dlsp21

54. patrickloeber/MLfromscratch ⭐ 1,354
    Machine Learning algorithm implementations from scratch.

55. davidadsp/Generative_Deep_Learning_2nd_Edition ⭐ 1,168
    The official code repository for the second edition of the O'Reilly book Generative Deep Learning: Teaching Machines to Paint, Write, Compose and Play.
    🔗 www.oreilly.com/library/view/generative-deep-learning/9781098134174

56. jackhidary/quantumcomputingbook ⭐ 815
    Companion site for the textbook Quantum Computing: An Applied Approach

57. rasbt/LLM-workshop-2024 ⭐ 810
    A 4-hour coding workshop to understand how LLMs are implemented and used

58. bayesianmodelingandcomputationinpython/BookCode_Edition1 ⭐ 508
    Bayesian Modeling and Computation in Python: open-access version of the text and the code examples in the book
    🔗 www.bayesiancomputationbook.com

59. dylanhogg/awesome-python ⭐ 337
    🐍 Hand-picked awesome Python libraries and frameworks, organised by category
    🔗 www.awesomepython.org

Template

Template tools and libraries: cookiecutter repos, generators, quick-starts.

1. tiangolo/full-stack-fastapi-template ⭐ 28,888
   Full stack, modern web application template. Using FastAPI, React, SQLModel, PostgreSQL, Docker, GitHub Actions, automatic HTTPS and more.

2. cookiecutter/cookiecutter ⭐ 22,858
   A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python package projects, C projects.
   🔗 pypi.org/project/cookiecutter

3. drivendata/cookiecutter-data-science ⭐ 8,458
   A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.
   🔗 cookiecutter-data-science.drivendata.org

4. buuntu/fastapi-react ⭐ 2,277
   🚀 Cookiecutter Template for FastAPI + React Projects. Using PostgreSQL, SQLAlchemy, and Docker

5. pyscaffold/pyscaffold ⭐ 2,137
   🛠 Python project template generator with batteries included
   🔗 pyscaffold.org

6. cjolowicz/cookiecutter-hypermodern-python ⭐ 1,834
   Cookiecutter template for a Python package based on the Hypermodern Python article series.
   🔗 cookiecutter-hypermodern-python.readthedocs.io

7. tezromach/python-package-template ⭐ 1,088
   🚀 Your next Python package needs a bleeding-edge project structure.

8. martinheinz/python-project-blueprint ⭐ 960
   Blueprint/Boilerplate For Python Projects

9. fmind/mlops-python-package ⭐ 927
   Best practices designed to support your MLOPs initiatives. You can use this package as part of your MLOps toolkit or platform e.g. Model Registry, Experiment Tracking, Realtime Inference
   🔗 fmind.github.io/mlops-python-package

Terminal

Terminal and console tools and libraries: CLI tools, terminal based formatters, progress bars.

1. willmcgugan/rich ⭐ 50,220
   Rich is a Python library for rich text and beautiful formatting in the terminal.
   🔗 rich.readthedocs.io/en/latest

2. tqdm/tqdm ⭐ 29,035
   ⚡ A Fast, Extensible Progress Bar for Python and CLI
   🔗 tqdm.github.io

3. google/python-fire ⭐ 27,314
   Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.

4. willmcgugan/textual ⭐ 26,563
   The lean application framework for Python. Build sophisticated user interfaces with a simple Python API. Run your apps in the terminal and a web browser.
   🔗 textual.textualize.io

5. tiangolo/typer ⭐ 16,157
   Typer, build great CLIs. Easy to code. Based on Python type hints.
   🔗 typer.tiangolo.com

6. pallets/click ⭐ 15,939
   Python composable command line interface toolkit
   🔗 click.palletsprojects.com

7. saulpw/visidata ⭐ 7,987
   A terminal spreadsheet multitool for discovering and arranging data
   🔗 visidata.org

8. tconbeer/harlequin ⭐ 3,938
   The SQL IDE for Your Terminal.
   🔗 harlequin.sh

9. manrajgrover/halo ⭐ 2,908
   💫 Beautiful spinners for terminal, IPython and Jupyter

10. urwid/urwid ⭐ 2,843
    Console user interface library for Python (official repo)
    🔗 urwid.org

11. textualize/trogon ⭐ 2,526
    Easily turn your Click CLI into a powerful terminal application

12. darrenburns/elia ⭐ 1,934
    A snappy, keyboard-centric terminal user interface for interacting with large language models. Chat with ChatGPT, Claude, Llama 3, Phi 3, Mistral, Gemma and more.

13. tmbo/questionary ⭐ 1,610
    Python library to build pretty command line user prompts ✨Easy to use multi-select lists, confirmations, free text prompts ...

14. jazzband/prettytable ⭐ 1,408
    Display tabular data in a visually appealing ASCII table format
    🔗 pypi.org/project/prettytable

15. 1j01/textual-paint ⭐ 977
    🎨 MS Paint in your terminal.
    🔗 pypi.org/project/textual-paint

Testing

Testing libraries: unit testing, load testing, acceptance testing, code coverage, browser automation, plugins.

1. mitmproxy/mitmproxy ⭐ 37,448
   An interactive TLS-capable intercepting HTTP proxy for penetration testers and software developers.
   🔗 mitmproxy.org

2. locustio/locust ⭐ 25,338
   Write scalable load tests in plain Python 🚗💨
   🔗 locust.cloud

3. pytest-dev/pytest ⭐ 12,299
   The pytest framework makes it easy to write small tests, yet scales to support complex functional testing
   🔗 pytest.org

4. microsoft/playwright-python ⭐ 12,149
   Python version of the Playwright testing and automation library.
   🔗 playwright.dev/python

5. robotframework/robotframework ⭐ 10,114
   Generic automation framework for acceptance testing and RPA
   🔗 robotframework.org

6. seleniumbase/SeleniumBase ⭐ 8,740
   Python APIs for web automation, testing, and bypassing bot-detection.
   🔗 seleniumbase.io

7. getmoto/moto ⭐ 7,727
   A library that allows you to easily mock out tests based on AWS infrastructure.
   🔗 docs.getmoto.org/en/latest

8. hypothesisworks/hypothesis ⭐ 7,660
   Hypothesis is a powerful, flexible, and easy to use library for property-based testing.
   🔗 hypothesis.works

9. newsapps/beeswithmachineguns ⭐ 6,454
   A utility for arming (creating) many bees (micro EC2 instances) to attack (load test) targets (web applications).
   🔗 apps.chicagotribune.com

10. codium-ai/qodo-cover ⭐ 4,706
    Qodo-Cover: An AI-Powered Tool for Automated Test Generation and Code Coverage Enhancement! 💻🤖🧪🐞
    🔗 qodo.ai

11. spulec/freezegun ⭐ 4,225
    Let your Python tests travel through time

12. confident-ai/deepeval ⭐ 4,194
    The LLM Evaluation Framework
    🔗 docs.confident-ai.com

13. getsentry/responses ⭐ 4,189
    A utility for mocking out the Python Requests library.

14. tox-dev/tox ⭐ 3,725
    Command line driven CI frontend and development task automation tool.
    🔗 tox.wiki

15. behave/behave ⭐ 3,218
    BDD, Python style.
    🔗 behave.readthedocs.io/en/latest

16. nedbat/coveragepy ⭐ 3,060
    The code coverage tool for Python
    🔗 coverage.readthedocs.io

17. kevin1024/vcrpy ⭐ 2,731
    Automatically mock your HTTP interactions to simplify and speed up testing

18. cobrateam/splinter ⭐ 2,728
    splinter - python test framework for web applications
    🔗 splinter.readthedocs.org/en/stable/index.html

19. pytest-dev/pytest-testinfra ⭐ 2,388
    With Testinfra you can write unit tests in Python to test actual state of your servers configured by management tools like Salt, Ansible, Puppet, Chef and so on.
    🔗 testinfra.readthedocs.io

20. pytest-dev/pytest-mock ⭐ 1,874
    Thin-wrapper around the mock package for easier use with pytest
    🔗 pytest-mock.readthedocs.io/en/latest

21. pytest-dev/pytest-cov ⭐ 1,793
    Coverage plugin for pytest.

22. pytest-dev/pytest-xdist ⭐ 1,518
    pytest plugin for distributed testing and loop-on-failures testing modes.
    🔗 pytest-xdist.readthedocs.io

23. pytest-dev/pytest-asyncio ⭐ 1,451
    Asyncio support for pytest
    🔗 pytest-asyncio.readthedocs.io

24. taverntesting/tavern ⭐ 1,039
    A command-line tool and Python library and Pytest plugin for automated testing of RESTful APIs, with a simple, concise and flexible YAML-based syntax
    🔗 taverntesting.github.io

Machine Learning - Time Series

Machine learning and classical timeseries libraries: forecasting, seasonality, anomaly detection, econometrics.

1. facebook/prophet ⭐ 18,715
   Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.
   🔗 facebook.github.io/prophet

2. blue-yonder/tsfresh ⭐ 8,509
   Automatic extraction of relevant features from time series:
   🔗 tsfresh.readthedocs.io

3. unit8co/darts ⭐ 8,211
   A python library for user-friendly forecasting and anomaly detection on time series.
   🔗 unit8co.github.io/darts

4. sktime/sktime ⭐ 8,063
   A unified framework for machine learning with time series
   🔗 www.sktime.net

5. facebookresearch/Kats ⭐ 5,496
   Kats, a kit to analyze time series data, a lightweight, easy-to-use, generalizable, and extendable framework to perform time series analysis, from understanding the key statistics and characteristics, detecting change points and anomalies, to forecasting future trends.

6. awslabs/gluonts ⭐ 4,713
   Probabilistic time series modeling in Python
   🔗 ts.gluon.ai

7. nixtla/statsforecast ⭐ 4,068
   Lightning ⚡️ fast forecasting with statistical and econometric models.
   🔗 nixtlaverse.nixtla.io/statsforecast

8. google-research/timesfm ⭐ 3,977
   TimesFM (Time Series Foundation Model) is a pretrained time-series foundation model developed by Google Research for time-series forecasting.
   🔗 research.google/blog/a-decoder-only-foundation-model-for-time-series-forecasting

9. tdameritrade/stumpy ⭐ 3,712
   STUMPY is a powerful and scalable Python library for modern time series analysis
   🔗 stumpy.readthedocs.io/en/latest

10. salesforce/Merlion ⭐ 3,493
    Merlion: A Machine Learning Framework for Time Series Intelligence

11. amazon-science/chronos-forecasting ⭐ 2,790
    Chronos: Pretrained Models for Probabilistic Time Series Forecasting
    🔗 arxiv.org/abs/2403.07815

12. rjt1990/pyflux ⭐ 2,114
    Open source time series library for Python

13. aistream-peelout/flow-forecast ⭐ 2,099
    Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).
    🔗 flow-forecast.atlassian.net/wiki/spaces/ff/overview

14. uber/orbit ⭐ 1,914
    A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.
    🔗 orbit-ml.readthedocs.io/en/stable

15. alkaline-ml/pmdarima ⭐ 1,609
    A statistical library designed to fill the void in Python's time series analysis capabilities, including the equivalent of R's auto.arima function.
    🔗 www.alkaline-ml.com/pmdarima

16. time-series-foundation-models/lag-llama ⭐ 1,300
    Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting

17. winedarksea/AutoTS ⭐ 1,145
    Automated Time Series Forecasting

18. autoviml/Auto_TS ⭐ 745
    Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost Models on Time Series data sets with a Single Line of Code. Created by Ram Seshadri. Collaborators welcome.

19. google/temporian ⭐ 682
    Temporian is an open-source Python library for preprocessing ⚡ and feature engineering 🛠 temporal data 📈 for machine learning applications 🤖
    🔗 temporian.readthedocs.io

Typing

Typing libraries: static and run-time type checking, annotations.

1. python/mypy ⭐ 18,762
   Optional static typing for Python
   🔗 www.mypy-lang.org

2. microsoft/pyright ⭐ 13,652
   Static Type Checker for Python

3. facebook/pyre-check ⭐ 6,890
   Performant type-checking for python.
   🔗 pyre-check.org

4. python-attrs/attrs ⭐ 5,349
   Python Classes Without Boilerplate
   🔗 www.attrs.org

5. instagram/MonkeyType ⭐ 4,816
   A Python library that generates static type annotations by collecting runtime types

6. google/pytype ⭐ 4,804
   A static type analyzer for Python code
   🔗 google.github.io/pytype

7. python/typeshed ⭐ 4,448
   Collection of library stubs for Python, with static types

8. mtshiba/pylyzer ⭐ 2,596
   A fast, feature-rich static code analyzer & language server for Python
   🔗 mtshiba.github.io/pylyzer

9. microsoft/pylance-release ⭐ 1,728
   Fast, feature-rich language support for Python. Documentation and issues for Pylance.

10. agronholm/typeguard ⭐ 1,574
    Run-time type checker for Python

11. patrick-kidger/torchtyping ⭐ 1,410
    Type annotations and dynamic checking for a tensor's shape, dtype, names, etc.

12. robertcraigie/pyright-python ⭐ 191
    Python command line wrapper for pyright, a static type checker
    🔗 pypi.org/project/pyright

Utility

General utility libraries: miscellaneous tools, linters, code formatters, version management, package tools, documentation tools.

1. yt-dlp/yt-dlp ⭐ 95,562
   A feature-rich command-line audio/video downloader
   🔗 discord.gg/h5mncfw63r

2. home-assistant/core ⭐ 75,540
   🏡 Open source home automation that puts local control and privacy first.
   🔗 www.home-assistant.io

3. abi/screenshot-to-code ⭐ 66,604
   Drop in a screenshot and convert it to clean code (HTML/Tailwind/React/Vue)
   🔗 screenshottocode.com

4. python/cpython ⭐ 64,629
   The Python programming language
   🔗 www.python.org

5. localstack/localstack ⭐ 56,992
   💻 A fully functional local AWS cloud stack. Develop and test your cloud & Serverless apps offline
   🔗 localstack.cloud

6. faif/python-patterns ⭐ 40,734
   A collection of design patterns/idioms in Python

7. mingrammer/diagrams ⭐ 40,064
   🎨 Diagram as Code for prototyping cloud system architectures
   🔗 diagrams.mingrammer.com

8. ggerganov/whisper.cpp ⭐ 36,755
   Port of OpenAI's Whisper model in C/C++

9. paul-gauthier/aider ⭐ 24,435
   Aider is a command line tool that lets you pair program with LLMs, to edit code stored in your local git repository
   🔗 aider.chat

10. keon/algorithms ⭐ 24,209
    Minimal examples of data structures and algorithms in Python

11. openai/openai-python ⭐ 23,865
    The official Python library for the OpenAI API
    🔗 pypi.org/project/openai

12. modularml/mojo ⭐ 23,521
    The Mojo Programming Language
    🔗 docs.modular.com/mojo/manual

13. norvig/pytudes ⭐ 23,235
    Python programs, usually short, of considerable difficulty, to perfect particular skills.

14. pydantic/pydantic ⭐ 21,913
    Data validation using Python type hints
    🔗 docs.pydantic.dev

15. squidfunk/mkdocs-material ⭐ 21,628
    Documentation that simply works
    🔗 squidfunk.github.io/mkdocs-material

16. facebookresearch/audiocraft ⭐ 21,271
    Audiocraft is a library for audio processing and generation with deep learning. It features the state-of-the-art EnCodec audio compressor / tokenizer, along with MusicGen, a simple and controllable music generation LM with textual and melodic conditioning.

17. chriskiehl/Gooey ⭐ 20,752
    Turn (almost) any Python command line program into a full GUI application with one line

18. delgan/loguru ⭐ 20,455
    Python logging made (stupidly) simple

19. blakeblackshear/frigate ⭐ 20,157
    NVR with realtime local object detection for IP cameras
    🔗 frigate.video

20. mkdocs/mkdocs ⭐ 19,663
    Project documentation with Markdown.
    🔗 www.mkdocs.org

21. micropython/micropython ⭐ 19,662
    MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems
    🔗 micropython.org

22. rustpython/RustPython ⭐ 19,450
    A Python Interpreter written in Rust
    🔗 rustpython.github.io

23. kivy/kivy ⭐ 17,900
    Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS
    🔗 kivy.org

24. higherorderco/Bend ⭐ 17,882
    A massively parallel, high-level programming language
    🔗 higherorderco.com

25. ipython/ipython ⭐ 16,340
    Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.
    🔗 ipython.readthedocs.org

26. alievk/avatarify-python ⭐ 16,340
    Avatars for Zoom, Skype and other video-conferencing apps.

27. openai/triton ⭐ 13,914
    Development repository for the Triton language and compiler
    🔗 triton-lang.org

28. zulko/moviepy ⭐ 12,848
    Video editing with Python
    🔗 zulko.github.io/moviepy

29. pyo3/pyo3 ⭐ 12,735
    Rust bindings for the Python interpreter
    🔗 pyo3.rs

30. pyodide/pyodide ⭐ 12,519
    Pyodide is a Python distribution for the browser and Node.js based on WebAssembly
    🔗 pyodide.org/en/stable

31. pytube/pytube ⭐ 12,497
    A lightweight, dependency-free Python library (and command-line utility) for downloading YouTube Videos.
    🔗 pytube.io

32. python-pillow/Pillow ⭐ 12,449
    The Python Imaging Library adds image processing capabilities to Python (Pillow is the friendly PIL fork)
    🔗 python-pillow.github.io

33. caronc/apprise ⭐ 12,352
    Apprise - Push Notifications that work with just about every platform!
    🔗 hub.docker.com/r/caronc/apprise

34. nuitka/Nuitka ⭐ 12,330
    Nuitka is a Python compiler written in Python. It's fully compatible with Python 2.6, 2.7, 3.4-3.13. You feed it your Python app, it does a lot of clever things, and spits out an executable or extension module.
    🔗 nuitka.net

35. dbader/schedule ⭐ 11,916
    Python job scheduling for humans.
    🔗 schedule.readthedocs.io

36. ninja-build/ninja ⭐ 11,435
    Ninja is a small build system with a focus on speed.
    🔗 ninja-build.org

37. secdev/scapy ⭐ 10,936
    Scapy: the Python-based interactive packet manipulation program & library.
    🔗 scapy.net

38. asweigart/pyautogui ⭐ 10,670
    A cross-platform GUI automation Python module for human beings. Used to programmatically control the mouse & keyboard.

39. magicstack/uvloop ⭐ 10,551
    Ultra fast asyncio event loop.

40. pallets/jinja ⭐ 10,496
    A very fast and expressive template engine.
    🔗 jinja.palletsprojects.com

41. aristocratos/bpytop ⭐ 10,357
    Linux/OSX/FreeBSD resource monitor

42. cython/cython ⭐ 9,676
    The most widely used Python to C compiler
    🔗 cython.org

43. aws/serverless-application-model ⭐ 9,385
    The AWS Serverless Application Model (AWS SAM) transform is a AWS CloudFormation macro that transforms SAM templates into CloudFormation templates.
    🔗 aws.amazon.com/serverless/sam

44. paramiko/paramiko ⭐ 9,209
    The leading native Python SSHv2 protocol library.
    🔗 paramiko.org

45. boto/boto3 ⭐ 9,129
    AWS SDK for Python
    🔗 aws.amazon.com/sdk-for-python

46. facebookresearch/hydra ⭐ 8,942
    Hydra is a framework for elegantly configuring complex applications
    🔗 hydra.cc

47. arrow-py/arrow ⭐ 8,762
    🏹 Better dates & times for Python
    🔗 arrow.readthedocs.io

48. py-pdf/pypdf ⭐ 8,596
    A pure-python PDF library capable of splitting, merging, cropping, and transforming the pages of PDF files
    🔗 pypdf.readthedocs.io/en/latest

49. xonsh/xonsh ⭐ 8,496
    🐚 Python-powered shell. Full-featured and cross-platform.
    🔗 xon.sh

50. eternnoir/pyTelegramBotAPI ⭐ 8,206
    Python Telegram bot api.

51. jasonppy/VoiceCraft ⭐ 7,995
    Zero-Shot Speech Editing and Text-to-Speech in the Wild

52. kellyjonbrazil/jc ⭐ 7,991
    CLI tool and python library that converts the output of popular command-line tools, file-types, and common strings to JSON, YAML, or Dictionaries. This allows piping of output to tools like jq and simplifying automation scripts.

53. googleapis/google-api-python-client ⭐ 7,902
    🐍 The official Python client library for Google's discovery based APIs.
    🔗 googleapis.github.io/google-api-python-client/docs

54. theskumar/python-dotenv ⭐ 7,777
    Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications following the 12-factor principles.
    🔗 saurabh-kumar.com/python-dotenv

55. googlecloudplatform/python-docs-samples ⭐ 7,528
    Code samples used on cloud.google.com

56. icloud-photos-downloader/icloud_photos_downloader ⭐ 7,384
    A command-line tool to download photos from iCloud

57. google/latexify_py ⭐ 7,366
    A library to generate LaTeX expression from Python code.

58. pygithub/PyGithub ⭐ 7,123
    Typed interactions with the GitHub API v3
    🔗 pygithub.readthedocs.io

59. marshmallow-code/marshmallow ⭐ 7,070
    A lightweight library for converting complex objects to and from simple Python datatypes.
    🔗 marshmallow.readthedocs.io

60. bndr/pipreqs ⭐ 6,957
    pipreqs - Generate pip requirements.txt file based on imports of any project. Looking for maintainers to move this project forward.

61. jd/tenacity ⭐ 6,911
    Retrying library for Python
    🔗 tenacity.readthedocs.io

62. hugapi/hug ⭐ 6,869
    Embrace the APIs of the future. Hug aims to make developing APIs as simple as possible, but no simpler.

63. pyca/cryptography ⭐ 6,783
    cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.
    🔗 cryptography.io

64. sphinx-doc/sphinx ⭐ 6,713
    The Sphinx documentation generator
    🔗 www.sphinx-doc.org

65. gorakhargosh/watchdog ⭐ 6,699
    Python library and shell utilities to monitor filesystem events.
    🔗 packages.python.org/watchdog

66. openai/point-e ⭐ 6,594
    Point cloud diffusion for 3D model synthesis

67. timdettmers/bitsandbytes ⭐ 6,490
    Accessible large language models via k-bit quantization for PyTorch.
    🔗 huggingface.co/docs/bitsandbytes/main/en/index

68. ijl/orjson ⭐ 6,429
    Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy

69. agronholm/apscheduler ⭐ 6,416
    Task scheduling library for Python

70. sdispater/pendulum ⭐ 6,319
    Python datetimes made easy
    🔗 pendulum.eustace.io

71. scikit-image/scikit-image ⭐ 6,136
    Image processing in Python
    🔗 scikit-image.org

72. pdfminer/pdfminer.six ⭐ 6,103
    Community maintained fork of pdfminer - we fathom PDF
    🔗 pdfminersix.readthedocs.io

73. wireservice/csvkit ⭐ 6,058
    A suite of utilities for converting to and working with CSV, the king of tabular file formats.
    🔗 csvkit.readthedocs.io

74. pytransitions/transitions ⭐ 5,864
    A lightweight, object-oriented finite state machine implementation in Python with many extensions

75. rsalmei/alive-progress ⭐ 5,637
    A new kind of Progress Bar, with real-time throughput, ETA, and very cool animations!

76. spotify/pedalboard ⭐ 5,307
    🎛 🔊 A Python library for audio.
    🔗 spotify.github.io/pedalboard

77. buildbot/buildbot ⭐ 5,296
    Python-based continuous integration testing framework; your pull requests are more than welcome!
    🔗 www.buildbot.net

78. traceloop/openllmetry ⭐ 5,259
    Open-source observability for your LLM application, based on OpenTelemetry
    🔗 www.traceloop.com/openllmetry

79. prompt-toolkit/ptpython ⭐ 5,250
    A better Python REPL

80. pywinauto/pywinauto ⭐ 5,084
    Windows GUI Automation with Python (based on text properties)
    🔗 pywinauto.github.io

81. pycqa/pycodestyle ⭐ 5,055
    Simple Python style checker in one Python file
    🔗 pycodestyle.pycqa.org

82. tebelorg/RPA-Python ⭐ 5,027
    Python package for doing RPA

83. jorgebastida/awslogs ⭐ 4,878
    AWS CloudWatch logs for Humans™

84. pythonnet/pythonnet ⭐ 4,856
    Python for .NET is a package that gives Python programmers nearly seamless integration with the .NET Common Language Runtime (CLR) and provides a powerful application scripting tool for .NET developers.
    🔗 pythonnet.github.io

85. pytoolz/toolz ⭐ 4,741
    A functional standard library for Python.
    🔗 toolz.readthedocs.org

86. hhatto/autopep8 ⭐ 4,586
    A tool that automatically formats Python code to conform to the PEP 8 style guide.
    🔗 pypi.org/project/autopep8

87. pyinvoke/invoke ⭐ 4,446
    Pythonic task management & command execution.
    🔗 pyinvoke.org

88. bogdanp/dramatiq ⭐ 4,414
    A fast and reliable background task processing library for Python 3.
    🔗 dramatiq.io

89. ashleve/lightning-hydra-template ⭐ 4,378
    PyTorch Lightning + Hydra. A very user-friendly template for ML experimentation. ⚡🔥⚡

90. blealtan/efficient-kan ⭐ 4,176
    An efficient pure-PyTorch implementation of Kolmogorov-Arnold Network (KAN).

91. adafruit/circuitpython ⭐ 4,165
    CircuitPython - a Python implementation for teaching coding with microcontrollers
    🔗 circuitpython.org

92. evhub/coconut ⭐ 4,122
    Coconut (coconut-lang.org) is a variant of Python that adds on top of Python syntax new features for simple, elegant, Pythonic functional programming.
    🔗 coconut-lang.org

93. pyo3/maturin ⭐ 4,089
    Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
    🔗 maturin.rs

94. ets-labs/python-dependency-injector ⭐ 4,079
    Dependency injection framework for Python
    🔗 python-dependency-injector.ets-labs.org

95. miguelgrinberg/python-socketio ⭐ 4,066
    Python Socket.IO server and client

96. comet-ml/opik ⭐ 4,056
    Opik is an open-source platform for evaluating, testing and monitoring LLM applications.
    🔗 www.comet.com/docs/opik

97. pyinfra-dev/pyinfra ⭐ 3,999
    pyinfra turns Python code into shell commands and runs them on your servers. Execute ad-hoc commands and write declarative operations. Target SSH servers, local machine and Docker containers. Fast and scales from one server to thousands.
    🔗 pyinfra.com

98. joblib/joblib ⭐ 3,932
    Computing with Python functions.
    🔗 joblib.readthedocs.org

99. python-markdown/markdown ⭐ 3,852
    A Python implementation of John Gruber’s Markdown with Extension support.
    🔗 python-markdown.github.io

100. rspeer/python-ftfy ⭐ 3,836
     Fixes mojibake and other glitches in Unicode text, after the fact.
     🔗 ftfy.readthedocs.org

101. more-itertools/more-itertools ⭐ 3,774
     More routines for operating on iterables, beyond itertools
     🔗 more-itertools.rtfd.io

102. zeromq/pyzmq ⭐ 3,760
     PyZMQ: Python bindings for zeromq
     🔗 zguide.zeromq.org/py:all

103. pydata/xarray ⭐ 3,674
     N-D labeled arrays and datasets in Python
     🔗 xarray.dev

104. hynek/structlog ⭐ 3,668
     Simple, powerful, and fast logging for Python.
     🔗 www.structlog.org

105. pypi/warehouse ⭐ 3,629
     The Python Package Index
     🔗 pypi.org

106. tartley/colorama ⭐ 3,589
     Simple cross-platform colored terminal text in Python

107. spotify/basic-pitch ⭐ 3,587
     A lightweight yet powerful audio-to-MIDI converter with pitch bend detection
     🔗 basicpitch.io

108. osohq/oso ⭐ 3,483
     Deprecated: See README

109. jorisschellekens/borb ⭐ 3,428
     borb is a library for reading, creating and manipulating PDF files in python.
     🔗 borbpdf.com

110. suor/funcy ⭐ 3,396
     A fancy and practical functional tools

111. pyserial/pyserial ⭐ 3,282
     Python serial port access library

112. camelot-dev/camelot ⭐ 3,090
     A Python library to extract tabular data from PDFs
     🔗 camelot-py.readthedocs.io

113. libaudioflux/audioFlux ⭐ 2,958
     A library for audio and music analysis, feature extraction.
     🔗 audioflux.top

114. legrandin/pycryptodome ⭐ 2,900
     A self-contained cryptographic library for Python
     🔗 www.pycryptodome.org

115. tox-dev/pipdeptree ⭐ 2,843
     A command line utility to display dependency tree of the installed Python packages
     🔗 pypi.python.org/pypi/pipdeptree

116. lxml/lxml ⭐ 2,740
     The lxml XML toolkit for Python
     🔗 lxml.de

117. liiight/notifiers ⭐ 2,690
     The easy way to send notifications
     🔗 notifiers.readthedocs.io

118. whylabs/whylogs ⭐ 2,673
     An open-source data logging library for machine learning models and data pipelines. 📚 Provides visibility into data quality & model performance over time. 🛡️ Supports privacy-preserving data collection, ensuring safety & robustness. 📈
     🔗 whylogs.readthedocs.io

119. cdgriffith/Box ⭐ 2,659
     Python dictionaries with advanced dot notation access
     🔗 github.com/cdgriffith/box/wiki

120. pexpect/pexpect ⭐ 2,642
     A Python module for controlling interactive programs in a pseudo-terminal
     🔗 pexpect.readthedocs.io

121. litl/backoff ⭐ 2,622
     Python library providing function decorators for configurable backoff and retry

122. yaml/pyyaml ⭐ 2,608
     Canonical source repository for PyYAML

123. scrapinghub/dateparser ⭐ 2,578
     python parser for human readable dates

124. pypa/setuptools ⭐ 2,564
     Official project repository for the Setuptools build system
     🔗 pypi.org/project/setuptools

125. pydantic/logfire ⭐ 2,518
     Uncomplicated Observability for Python and beyond! 🪵🔥
     🔗 logfire.pydantic.dev/docs

126. jcrist/msgspec ⭐ 2,514
     A fast serialization and validation library, with builtin support for JSON, MessagePack, YAML, and TOML
     🔗 jcristharif.com/msgspec

127. pyston/pyston ⭐ 2,502
     (No longer maintained) A faster and highly-compatible implementation of the Python programming language.
     🔗 www.pyston.org

128. dosisod/refurb ⭐ 2,492
     A tool for refurbishing and modernizing Python codebases

129. nschloe/tikzplotlib ⭐ 2,449
     📊 Save matplotlib figures as TikZ/PGFplots for smooth integration into LaTeX.

130. hgrecco/pint ⭐ 2,448
     Operate and manipulate physical quantities in Python
     🔗 pint.readthedocs.org

131. grantjenks/python-diskcache ⭐ 2,432
     Python disk-backed cache (Django-compatible). Faster than Redis and Memcached. Pure-Python.
     🔗 www.grantjenks.com/docs/diskcache

132. dateutil/dateutil ⭐ 2,398
     Useful extensions to the standard Python datetime features

133. tkem/cachetools ⭐ 2,386
     Various memoizing collections and decorators, including variants of the Python Standard Library's @lru_cache function decorator

134. pndurette/gTTS ⭐ 2,364
     Python library and CLI tool to interface with Google Translate's text-to-speech API
     🔗 gtts.readthedocs.org

135. kiminewt/pyshark ⭐ 2,287
     Python wrapper for tshark, allowing python packet parsing using wireshark dissectors

136. rhettbull/osxphotos ⭐ 2,272
     Python app to work with pictures and associated metadata from Apple Photos on macOS. Also includes a package to provide programmatic access to the Photos library, pictures, and metadata.

137. pyparsing/pyparsing ⭐ 2,249
     Python library for creating PEG parsers

138. astanin/python-tabulate ⭐ 2,220
     Pretty-print tabular data in Python, a library and a command-line utility. Repository migrated from bitbucket.org/astanin/python-tabulate.
     🔗 pypi.org/project/tabulate

139. nateshmbhat/pyttsx3 ⭐ 2,192
     Offline Text To Speech synthesis for python

140. ianmiell/shutit ⭐ 2,151
     Automation framework for programmers
     🔗 ianmiell.github.io/shutit

141. grahamdumpleton/wrapt ⭐ 2,085
     A Python module for decorators, wrappers and monkey patching.

142. google/gin-config ⭐ 2,072
     Gin provides a lightweight configuration framework for Python

143. seperman/deepdiff ⭐ 2,063
     DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents. Delta: Use deltas to reconstruct objects by adding deltas together.
     🔗 zepworks.com

144. pyfilesystem/pyfilesystem2 ⭐ 2,016
     Python's Filesystem abstraction layer
     🔗 www.pyfilesystem.org

145. omry/omegaconf ⭐ 2,013
     Flexible Python configuration system. The last one you will ever need.

146. mitmproxy/pdoc ⭐ 2,000
     API Documentation for Python Projects
     🔗 pdoc.dev

147. julienpalard/Pipe ⭐ 1,978
     A Python library to use infix notation in Python

148. python-rope/rope ⭐ 1,976
     a python refactoring library

149. numba/llvmlite ⭐ 1,972
     A lightweight LLVM python binding for writing JIT compilers
     🔗 llvmlite.pydata.org

150. landscapeio/prospector ⭐ 1,966
     Inspects Python source files and provides information about type and location of classes, methods etc

151. carpedm20/emoji ⭐ 1,916
     emoji terminal output for Python

152. pydoit/doit ⭐ 1,901
     CLI task management & automation tool
     🔗 pydoit.org

153. chaostoolkit/chaostoolkit ⭐ 1,896
     Chaos Engineering Toolkit & Orchestration for Developers
     🔗 chaostoolkit.org

154. hbldh/bleak ⭐ 1,892
     A cross platform Bluetooth Low Energy Client for Python using asyncio

155. pygments/pygments ⭐ 1,878
     Pygments is a generic syntax highlighter written in Python
     🔗 pygments.org

156. open-telemetry/opentelemetry-python ⭐ 1,849
     OpenTelemetry Python API and SDK
     🔗 opentelemetry.io

157. samuelcolvin/watchfiles ⭐ 1,847
     Simple, modern and fast file watching and code reload in Python.
     🔗 watchfiles.helpmanual.io

158. p0dalirius/Coercer ⭐ 1,846
     A python script to automatically coerce a Windows server to authenticate on an arbitrary machine through 12 methods.
     🔗 podalirius.net

159. home-assistant/supervisor ⭐ 1,827
     🏡 Home Assistant Supervisor
     🔗 home-assistant.io/hassio

160. joowani/binarytree ⭐ 1,810
     Python Library for Studying Binary Trees
     🔗 binarytree.readthedocs.io

161. konradhalas/dacite ⭐ 1,792
     Simple creation of data classes from dictionaries.

162. mkdocstrings/mkdocstrings ⭐ 1,771
     📘 Automatic documentation from sources, for MkDocs.
     🔗 mkdocstrings.github.io

163. rubik/radon ⭐ 1,756
     Various code metrics for Python code
     🔗 radon.readthedocs.org

164. kalliope-project/kalliope ⭐ 1,721
     Kalliope is a framework that will help you to create your own personal assistant.
     🔗 kalliope-project.github.io

165. anthropics/anthropic-sdk-python ⭐ 1,618
     SDK providing access to Anthropic's safety-first language model APIs

166. quodlibet/mutagen ⭐ 1,612
     Python module for handling audio metadata
     🔗 mutagen.readthedocs.io

167. instagram/LibCST ⭐ 1,582
     A concrete syntax tree parser and serializer library for Python that preserves many aspects of Python's abstract syntax tree
     🔗 libcst.readthedocs.io

168. facebookincubator/Bowler ⭐ 1,573
     Safe code refactoring for modern Python.
     🔗 pybowler.io

169. imageio/imageio ⭐ 1,532
     Python library for reading and writing image data
     🔗 imageio.readthedocs.io

170. fabiocaccamo/python-benedict ⭐ 1,517
     📘 dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist, query-string, toml, xls, xml, yaml), s3 support and many utilities.

171. lcompilers/lpython ⭐ 1,510
     Python compiler
     🔗 lpython.org

172. nficano/python-lambda ⭐ 1,503
     A toolkit for developing and deploying serverless Python code in AWS Lambda.

173. aws-samples/aws-glue-samples ⭐ 1,451
     AWS Glue code samples

174. lidatong/dataclasses-json ⭐ 1,395
     Easily serialize Data Classes to and from JSON

175. brandon-rhodes/python-patterns ⭐ 1,353
     Source code behind the python-patterns.guide site by Brandon Rhodes

176. aio-libs/yarl ⭐ 1,350
     Yet another URL library
     🔗 yarl.aio-libs.org

177. ossf/criticality_score ⭐ 1,347
     Gives criticality score for an open source project

178. jaraco/keyring ⭐ 1,289
     The Python keyring library provides an easy way to access the system keyring service from python. It can be used in any application that needs safe password storage.

179. oracle/graalpython ⭐ 1,286
     GraalPy – A high-performance embeddable Python 3 runtime for Java
     🔗 www.graalvm.org/python

180. pypy/pypy ⭐ 1,196
     PyPy is a very fast and compliant implementation of the Python language.
     🔗 pypy.org

181. pyo3/rust-numpy ⭐ 1,161
     PyO3-based Rust bindings of the NumPy C-API

182. pyfpdf/fpdf2 ⭐ 1,153
     Simple PDF generation for Python
     🔗 py-pdf.github.io/fpdf2

183. pdoc3/pdoc ⭐ 1,142
     🐍 ➡️ 📜 Auto-generate API documentation for Python projects
     🔗 pdoc3.github.io/pdoc

184. ariebovenberg/whenever ⭐ 1,101
     ⏰ Modern datetime library for Python
     🔗 whenever.rtfd.io

185. fsspec/filesystem_spec ⭐ 1,086
     A specification that python filesystems should adhere to.

186. c4urself/bump2version ⭐ 1,070
     Version-bump your software with a single command
     🔗 pypi.python.org/pypi/bump2version

187. milvus-io/pymilvus ⭐ 1,063
     Python SDK for Milvus.

188. metachris/logzero ⭐ 1,024
     Robust and effective logging for Python 2 and 3.
     🔗 logzero.readthedocs.io

189. extensityai/symbolicai ⭐ 1,001
     Compositional Differentiable Programming Library - divide-and-conquer approach to break down a complex problem into smaller, more manageable problems.

190. fastai/fastcore ⭐ 996
     Python supercharged for the fastai library
     🔗 fastcore.fast.ai

191. lastmile-ai/aiconfig ⭐ 976
     AIConfig saves prompts, models and model parameters as source control friendly configs. This allows you to iterate on prompts and model parameters separately from your application code.
     🔗 aiconfig.lastmileai.dev

192. barracuda-fsh/pyobd ⭐ 893
     An OBD-II compliant car diagnostic tool

193. juanbindez/pytubefix ⭐ 892
     Python3 library for downloading YouTube Videos.
     🔗 pytubefix.readthedocs.io

194. qdrant/qdrant-client ⭐ 830
     Python client for Qdrant vector search engine
     🔗 qdrant.tech

195. samuelcolvin/dirty-equals ⭐ 821
     Doing dirty (but extremely useful) things with equals.
     🔗 dirty-equals.helpmanual.io

196. modal-labs/modal-examples ⭐ 763
     Examples of programs built using Modal
     🔗 modal.com/docs

197. open-telemetry/opentelemetry-python-contrib ⭐ 761
     OpenTelemetry instrumentation for Python modules
     🔗 opentelemetry.io

198. pypa/build ⭐ 756
     A simple, correct Python build frontend
     🔗 build.pypa.io

199. gefyrahq/gefyra ⭐ 705
     Blazingly-fast 🚀, rock-solid, local application development ➡️ with Kubernetes.
     🔗 gefyra.dev

200. instagram/Fixit ⭐ 672
     Advanced Python linting framework with auto-fixes and hierarchical configuration that makes it easy to write custom in-repo lint rules.
     🔗 fixit.rtfd.io/en/latest

201. argoproj-labs/hera ⭐ 634
     Hera makes Python code easy to orchestrate on Argo Workflows through native Python integrations. It lets you construct and submit your Workflows entirely in Python. ⭐️ Remember to star!
     🔗 hera.rtfd.io

202. fastai/ghapi ⭐ 632
     A delightful and complete interface to GitHub's amazing API
     🔗 ghapi.fast.ai

203. google/pyglove ⭐ 630
     Manipulating Python Programs

204. platformdirs/platformdirs ⭐ 626
     A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
     🔗 platformdirs.readthedocs.io

205. methexis-inc/terminal-copilot ⭐ 572
     A smart terminal assistant that helps you find the right command.

206. steamship-core/steamship-langchain ⭐ 511
     steamship-langchain

207. neuml/annotateai ⭐ 240
     Automatically annotates papers using Large Language Models (LLMs)

Vizualisation

Vizualisation tools and libraries. Application frameworks, 2D/3D plotting, dashboards, WebGL.

1. apache/superset ⭐ 63,685
   Apache Superset is a Data Visualization and Data Exploration Platform
   🔗 superset.apache.org

2. streamlit/streamlit ⭐ 36,561
   Streamlit — A faster way to build and share data apps.
   🔗 streamlit.io

3. gradio-app/gradio ⭐ 35,054
   Build and share delightful machine learning apps, all in Python. 🌟 Star to support our work!
   🔗 www.gradio.app

4. plotly/dash ⭐ 21,764
   Data Apps & Dashboards for Python. No JavaScript Required.
   🔗 plotly.com/dash

5. matplotlib/matplotlib ⭐ 20,543
   matplotlib: plotting with Python
   🔗 matplotlib.org/stable

6. danny-avila/LibreChat ⭐ 20,277
   LibreChat is a free, open source AI chat platform. This Web UI offers vast customization, supporting numerous AI providers, services, and integrations.
   🔗 librechat.ai

7. bokeh/bokeh ⭐ 19,509
   Interactive Data Visualization in the browser, from Python
   🔗 bokeh.org

8. plotly/plotly.py ⭐ 16,533
   The interactive graphing library for Python ✨ This project now includes Plotly Express!
   🔗 plotly.com/python

9. mwaskom/seaborn ⭐ 12,727
   Statistical data visualization in Python
   🔗 seaborn.pydata.org

10. visgl/deck.gl ⭐ 12,381
    WebGL2 powered visualization framework
    🔗 deck.gl

11. marceloprates/prettymaps ⭐ 11,408
    A small set of Python functions to draw pretty maps from OpenStreetMap data. Based on osmnx, matplotlib and shapely libraries.

12. altair-viz/altair ⭐ 9,498
    Declarative visualization library for Python
    🔗 altair-viz.github.io

13. nvidia/TensorRT-LLM ⭐ 9,090
    TensorRT-LLM provides users with an easy-to-use Python API to define Large Language Models (LLMs) and build TensorRT engines that contain state-of-the-art optimizations to perform inference efficiently on NVIDIA GPUs. TensorRT-LLM also contains components to create Python and C++ runtimes that execute those TensorRT...
    🔗 nvidia.github.io/tensorrt-llm

14. lux-org/lux ⭐ 5,237
    Automatically visualize your pandas dataframe via a single print! 📊 💡

15. renpy/renpy ⭐ 5,160
    The Ren'Py Visual Novel Engine
    🔗 www.renpy.org

16. holoviz/panel ⭐ 4,929
    Panel: The powerful data exploration & web app framework for Python
    🔗 panel.holoviz.org

17. man-group/dtale ⭐ 4,813
    Visualizer for pandas data structures
    🔗 alphatechadmin.pythonanywhere.com

18. has2k1/plotnine ⭐ 4,099
    A Grammar of Graphics for Python
    🔗 plotnine.org

19. residentmario/missingno ⭐ 3,997
    missingno provides a small toolset of flexible and easy-to-use missing data visualizations and utilities that allows you to get a quick visual summary of the completeness (or lack thereof) of your dataset.

20. pyqtgraph/pyqtgraph ⭐ 3,942
    Fast data visualization and GUI tools for scientific / engineering applications
    🔗 www.pyqtgraph.org

21. vispy/vispy ⭐ 3,347
    Main repository for Vispy
    🔗 vispy.org

22. ml-tooling/opyrator ⭐ 3,116
    🪄 Turns your machine learning code into microservices with web API, interactive GUI, and more.
    🔗 opyrator-playground.mltooling.org

23. netflix/flamescope ⭐ 3,034
    FlameScope is a visualization tool for exploring different time ranges as Flame Graphs.

24. pyvista/pyvista ⭐ 2,826
    3D plotting and mesh analysis through a streamlined interface for the Visualization Toolkit (VTK)
    🔗 docs.pyvista.org

25. facebookresearch/hiplot ⭐ 2,775
    HiPlot makes understanding high dimensional data easy
    🔗 facebookresearch.github.io/hiplot

26. mckinsey/vizro ⭐ 2,754
    Vizro is a low-code toolkit for building high-quality data visualization apps.
    🔗 vizro.readthedocs.io/en/stable

27. holoviz/holoviews ⭐ 2,733
    With Holoviews, your data visualizes itself.
    🔗 holoviews.org

28. kozea/pygal ⭐ 2,677
    pygal is a dynamic SVG charting library written in python.
    🔗 www.pygal.org

29. napari/napari ⭐ 2,250
    A fast, interactive, multi-dimensional image viewer for Python. It's designed for browsing, annotating, and analyzing large multi-dimensional images.
    🔗 napari.org

30. marcomusy/vedo ⭐ 2,068
    A python module for scientific analysis of 3D data based on VTK and Numpy
    🔗 vedo.embl.es

31. datapane/datapane ⭐ 1,386
    Build and share data reports in 100% Python
    🔗 datapane.com

32. facultyai/dash-bootstrap-components ⭐ 1,131
    Bootstrap components for Plotly Dash
    🔗 dash-bootstrap-components.opensource.faculty.ai

33. nomic-ai/deepscatter ⭐ 1,070
    Zoomable, animated scatterplots in the browser that scales over a billion points

34. holoviz/holoviz ⭐ 851
    High-level tools to simplify visualization in Python.
    🔗 holoviz.org

35. hazyresearch/meerkat ⭐ 830
    Creative interactive views of any dataset.

36. anvaka/word2vec-graph ⭐ 708
    Exploring word2vec embeddings as a graph of nearest neighbors
    🔗 anvaka.github.io/pm/#/galaxy/word2vec-wiki?cx=-4651&cy=4492&cz=-1988&lx=-0.0915&ly=-0.9746&lz=-0.2030&lw=0.0237&ml=300&s=1.75&l=1&v=d50_clean_small

Web

Web related frameworks and libraries: webapp servers, WSGI, ASGI, asyncio, HTTP, REST, user management.

1. django/django ⭐ 81,741
   The Web framework for perfectionists with deadlines.
   🔗 www.djangoproject.com

2. tiangolo/fastapi ⭐ 79,280
   FastAPI framework, high performance, easy to learn, fast to code, ready for production
   🔗 fastapi.tiangolo.com

3. pallets/flask ⭐ 68,505
   The Python micro framework for building web applications.
   🔗 flask.palletsprojects.com

4. sherlock-project/sherlock ⭐ 61,588
   Hunt down social media accounts by username across social networks
   🔗 sherlockproject.xyz

5. psf/requests ⭐ 52,328
   A simple, yet elegant, HTTP library.
   🔗 requests.readthedocs.io/en/latest

6. tornadoweb/tornado ⭐ 21,803
   Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
   🔗 www.tornadoweb.org

7. reflex-dev/reflex ⭐ 21,289
   🕸️ Web apps in pure Python 🐍
   🔗 reflex.dev

8. wagtail/wagtail ⭐ 18,599
   A Django content management system focused on flexibility and user experience
   🔗 wagtail.org

9. huge-success/sanic ⭐ 18,188
   Accelerate your web app development | Build fast. Run fast.
   🔗 sanic.dev

10. pyscript/pyscript ⭐ 18,144
    A framework that allows users to create rich Python applications in the browser using HTML's interface and the power of Pyodide, WASM, and modern web technologies.
    🔗 pyscript.net

11. vincigit00/Scrapegraph-ai ⭐ 16,987
    ScrapeGraphAI is a web scraping python library that uses LLM and direct graph logic to create scraping pipelines for websites and local documents
    🔗 scrapegraphai.com

12. aio-libs/aiohttp ⭐ 15,298
    Asynchronous HTTP client/server framework for asyncio and Python
    🔗 docs.aiohttp.org

13. encode/httpx ⭐ 13,520
    A next generation HTTP client for Python. 🦋
    🔗 www.python-httpx.org

14. getpelican/pelican ⭐ 12,676
    Static site generator that supports Markdown and reST syntax. Powered by Python.
    🔗 getpelican.com

15. flet-dev/flet ⭐ 12,031
    Flet enables developers to easily build realtime web, mobile and desktop apps in Python. No frontend experience required.
    🔗 flet.dev

16. aws/chalice ⭐ 10,723
    Python Serverless Microframework for AWS

17. zauberzeug/nicegui ⭐ 10,485
    Create web-based user interfaces with Python. The nice way.
    🔗 nicegui.io

18. encode/starlette ⭐ 10,432
    The little ASGI framework that shines. 🌟
    🔗 www.starlette.io

19. benoitc/gunicorn ⭐ 9,927
    gunicorn 'Green Unicorn' is a WSGI HTTP Server for UNIX, fast clients and sleepy applications.
    🔗 www.gunicorn.org

20. falconry/falcon ⭐ 9,563
    The no-magic web API and microservices framework for Python developers, with an emphasis on reliability and performance at scale.
    🔗 falcon.readthedocs.io

21. encode/uvicorn ⭐ 8,746
    An ASGI web server, for Python. 🦄
    🔗 www.uvicorn.org

22. bottlepy/bottle ⭐ 8,505
    bottle.py is a fast and simple micro-framework for python web-applications.
    🔗 bottlepy.org

23. graphql-python/graphene ⭐ 8,126
    GraphQL framework for Python
    🔗 graphene-python.org

24. reactive-python/reactpy ⭐ 7,913
    ReactPy is a library for building user interfaces in Python without Javascript
    🔗 reactpy.dev

25. vitalik/django-ninja ⭐ 7,555
    💨 Fast, Async-ready, Openapi, type hints based framework for building APIs
    🔗 django-ninja.dev

26. pyeve/eve ⭐ 6,711
    REST API framework designed for human beings
    🔗 python-eve.org

27. pallets/werkzeug ⭐ 6,686
    The comprehensive WSGI web application library.
    🔗 werkzeug.palletsprojects.com

28. webpy/webpy ⭐ 5,894
    web.py is a web framework for python that is as simple as it is powerful.
    🔗 webpy.org

29. starlite-api/litestar ⭐ 5,784
    Production-ready, Light, Flexible and Extensible ASGI API framework | Effortlessly Build Performant APIs
    🔗 litestar.dev

30. fastapi-users/fastapi-users ⭐ 4,795
    Ready-to-use and customizable users management for FastAPI
    🔗 fastapi-users.github.io/fastapi-users

31. stephenmcd/mezzanine ⭐ 4,769
    CMS framework for Django
    🔗 mezzanine.jupo.org

32. nameko/nameko ⭐ 4,721
    A microservices framework for Python that lets service developers concentrate on application logic and encourages testability.
    🔗 www.nameko.io

33. pywebio/PyWebIO ⭐ 4,611
    Write interactive web app in script way.
    🔗 pywebio.readthedocs.io

34. strawberry-graphql/strawberry ⭐ 4,091
    A GraphQL library for Python that leverages type annotations 🍓
    🔗 strawberry.rocks

35. h2oai/wave ⭐ 4,026
    H2O Wave is a software stack for building beautiful, low-latency, realtime, browser-based applications and dashboards entirely in Python/R without using HTML, Javascript, or CSS.
    🔗 wave.h2o.ai

36. pylons/pyramid ⭐ 3,999
    Pyramid - A Python web framework
    🔗 trypyramid.com

37. websocket-client/websocket-client ⭐ 3,606
    WebSocket client for Python
    🔗 github.com/websocket-client/websocket-client

38. unbit/uwsgi ⭐ 3,473
    uWSGI application server container
    🔗 projects.unbit.it/uwsgi

39. pallets/quart ⭐ 3,114
    An async Python micro framework for building web applications.
    🔗 quart.palletsprojects.com

40. fastapi-admin/fastapi-admin ⭐ 3,007
    A fast admin dashboard based on FastAPI and TortoiseORM with tabler ui, inspired by Django admin
    🔗 fastapi-admin-docs.long2ice.io

41. flipkart-incubator/Astra ⭐ 2,525
    Automated Security Testing For REST API's

42. dot-agent/nextpy ⭐ 2,247
    🤖Self-Modifying Framework from the Future 🔮 World's First AMS
    🔗 dotagent.ai

43. masoniteframework/masonite ⭐ 2,225
    The Modern And Developer Centric Python Web Framework. Be sure to read the documentation and join the Discord channel for questions: https://discord.gg/TwKeFahmPZ
    🔗 docs.masoniteproject.com

44. python-restx/flask-restx ⭐ 2,177
    Fork of Flask-RESTPlus: Fully featured framework for fast, easy and documented API development with Flask
    🔗 flask-restx.readthedocs.io/en/latest

45. s3rius/FastAPI-template ⭐ 2,073
    Feature rich robust FastAPI template.

46. neoteroi/BlackSheep ⭐ 2,042
    Fast ASGI web framework for Python
    🔗 www.neoteroi.dev/blacksheep

47. dmontagu/fastapi-utils ⭐ 1,978
    Reusable utilities for FastAPI: a number of utilities to help reduce boilerplate and reuse common functionality across projects
    🔗 fastapiutils.github.io/fastapi-utils

48. cherrypy/cherrypy ⭐ 1,864
    CherryPy is a pythonic, object-oriented HTTP framework. https://cherrypy.dev
    🔗 docs.cherrypy.dev

49. indico/indico ⭐ 1,802
    Indico - A feature-rich event management system, made @ CERN, the place where the Web was born.
    🔗 getindico.io

50. jordaneremieff/mangum ⭐ 1,764
    An adapter for running ASGI applications in AWS Lambda to handle Function URL, API Gateway, ALB, and Lambda@Edge events
    🔗 mangum.fastapiexpert.com

51. wtforms/wtforms ⭐ 1,519
    A flexible forms validation and rendering library for Python.
    🔗 wtforms.readthedocs.io

52. awtkns/fastapi-crudrouter ⭐ 1,439
    A dynamic FastAPI router that automatically creates CRUD routes for your models
    🔗 fastapi-crudrouter.awtkns.com

53. long2ice/fastapi-cache ⭐ 1,416
    fastapi-cache is a tool to cache fastapi response and function result, with backends support redis and memcached.
    🔗 github.com/long2ice/fastapi-cache

54. rstudio/py-shiny ⭐ 1,347
    Shiny for Python
    🔗 shiny.posit.co/py

55. whitphx/stlite ⭐ 1,290
    A port of Streamlit to WebAssembly, powered by Pyodide.
    🔗 edit.share.stlite.net

56. magicstack/httptools ⭐ 1,217
    Fast HTTP parser

57. koxudaxi/fastapi-code-generator ⭐ 1,096
    This code generator creates FastAPI app from an openapi file.

58. aeternalis-ingenium/FastAPI-Backend-Template ⭐ 684
    A backend project template with FastAPI, PostgreSQL with asynchronous SQLAlchemy 2.0, Alembic for asynchronous database migration, and Docker.

---

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1,670 hand-picked awesome Python libraries and frameworks, updated 08 Jan 2025