Awesome Python

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

Interactive version: www.awesomepython.org

Updated 05 May 2024

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 (17 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 (100 repos)
• Debugging - Debugging and tracing tools (9 repos)
• Diffusion Text to Image - Text-to-image diffusion model libraries, tools and apps for generating images from natural language (36 repos)
• Finance - Financial and quantitative libraries: investment research tools, market data, algorithmic trading, backtesting, financial derivatives (31 repos)
• Game Development - Game development tools, engines and libraries (6 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 (24 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 (228 repos)
• Math and Science - Mathematical, numerical and scientific libraries (22 repos)
• Machine Learning - General - General and classical machine learning libraries. See below for other sections covering specialised ML areas (152 repos)
• Machine Learning - Deep Learning - Machine learning libraries that cross over with deep learning in some way (71 repos)
• Machine Learning - Interpretability - Machine learning interpretability libraries. Covers explainability, prediction explainations, dashboards, understanding knowledge development in training (16 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 (44 repos)
• Machine Learning - Reinforcement - Machine learning libraries and toolkits that cross over with reinforcement learning in some way: agent reinforcement learning, agent environemnts, RLHF (22 repos)
• Machine Learning - Time Series - Machine learning and classical timeseries libraries: forecasting, seasonality, anomaly detection, econometrics (18 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 (82 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 (14 repos)
• Simulation - Simulation libraries: robotics, economic, agent-based, traffic, physics, astronomy, chemistry, quantum simulation. Also see the Maths and Science category for crossover (27 repos)
• Study - Miscellaneous study resources: algorithms, general resources, system design, code repos for textbooks, best practices, tutorials (52 repos)
• Template - Template tools and libraries: cookiecutter repos, generators, quick-starts (8 repos)
• Terminal - Terminal and console tools and libraries: CLI tools, terminal based formatters, progress bars (14 repos)
• Testing - Testing libraries: unit testing, load testing, acceptance testing, code coverage, browser automation, plugins (22 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 (189 repos)
• Vizualisation - Vizualisation tools and libraries. Application frameworks, 2D/3D plotting, dashboards, WebGL (33 repos)
• Web - Web related frameworks and libraries: webapp servers, WSGI, ASGI, asyncio, HTTP, REST, user management (56 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. xai-org/grok-1 ⭐ 48,132
   This repository contains JAX example code for loading and running the Grok-1 open-weights model.

2. karpathy/llm.c ⭐ 17,622
   LLM training in simple, pure C/CUDA. There is no need for 245MB of PyTorch or 107MB of cPython

3. stitionai/devika ⭐ 16,933
   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.

4. jasonppy/VoiceCraft ⭐ 6,729
   Zero-Shot Speech Editing and Text-to-Speech in the Wild

5. apple/corenet ⭐ 6,226
   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.

6. databricks/dbrx ⭐ 2,399
   Code examples and resources for DBRX, a large language model developed by Databricks
   🔗 www.databricks.com

7. cohere-ai/cohere-toolkit ⭐ 1,928
   Toolkit is a collection of prebuilt components enabling users to quickly build and deploy RAG applications.

8. luijait/DarkGPT ⭐ 1,725
   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.

9. google-deepmind/penzai ⭐ 1,413
   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

10. pydantic/logfire ⭐ 652
    Uncomplicated Observability for Python and beyond! 🪵🔥
    🔗 docs.pydantic.dev/logfire

Code Quality

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

1. psf/black ⭐ 37,434
   The uncompromising Python code formatter
   🔗 black.readthedocs.io/en/stable

2. astral-sh/ruff ⭐ 26,765
   An extremely fast Python linter and code formatter, written in Rust.
   🔗 docs.astral.sh/ruff

3. google/yapf ⭐ 13,655
   A formatter for Python files

4. pre-commit/pre-commit ⭐ 12,087
   A framework for managing and maintaining multi-language pre-commit hooks.
   🔗 pre-commit.com

5. sqlfluff/sqlfluff ⭐ 7,232
   A modular SQL linter and auto-formatter with support for multiple dialects and templated code.
   🔗 www.sqlfluff.com

6. pycqa/isort ⭐ 6,321
   A Python utility / library to sort imports.
   🔗 pycqa.github.io/isort

7. davidhalter/jedi ⭐ 5,673
   Awesome autocompletion, static analysis and refactoring library for python
   🔗 jedi.readthedocs.io

8. pycqa/pylint ⭐ 5,129
   It's not just a linter that annoys you!
   🔗 pylint.readthedocs.io/en/latest

9. asottile/pyupgrade ⭐ 3,331
   A tool (and pre-commit hook) to automatically upgrade syntax for newer versions of the language.

10. pycqa/flake8 ⭐ 3,265
    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

11. jendrikseipp/vulture ⭐ 3,024
    Find dead Python code

12. wemake-services/wemake-python-styleguide ⭐ 2,430
    The strictest and most opinionated python linter ever!
    🔗 wemake-python-styleguide.rtfd.io

13. codespell-project/codespell ⭐ 1,747
    check code for common misspellings

14. python-lsp/python-lsp-server ⭐ 1,675
    Fork of the python-language-server project, maintained by the Spyder IDE team and the community

15. sourcery-ai/sourcery ⭐ 1,483
    Instant AI code reviews
    🔗 sourcery.ai

16. akaihola/darker ⭐ 612
    Apply black reformatting to Python files only in regions changed since a given commit. For a practical usage example, see the blog post at https://dev.to/akaihola/improving-python-code-incrementally-3f7a
    🔗 pypi.org/project/darker

17. tconbeer/sqlfmt ⭐ 345
    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. ccxt/ccxt ⭐ 31,415
   A JavaScript / TypeScript / Python / C# / PHP cryptocurrency trading API with support for more than 100 bitcoin/altcoin exchanges
   🔗 docs.ccxt.com

2. freqtrade/freqtrade ⭐ 25,609
   Free, open source crypto trading bot
   🔗 www.freqtrade.io

3. crytic/slither ⭐ 5,021
   Static Analyzer for Solidity and Vyper
   🔗 blog.trailofbits.com/2018/10/19/slither-a-solidity-static-analysis-framework

4. ethereum/web3.py ⭐ 4,809
   A python interface for interacting with the Ethereum blockchain and ecosystem.
   🔗 web3py.readthedocs.io

5. ethereum/consensus-specs ⭐ 3,432
   Ethereum Proof-of-Stake Consensus Specifications

6. cyberpunkmetalhead/Binance-volatility-trading-bot ⭐ 3,347
   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. ethereum/py-evm ⭐ 2,188
   A Python implementation of the Ethereum Virtual Machine
   🔗 py-evm.readthedocs.io/en/latest

8. bmoscon/cryptofeed ⭐ 2,074
   Cryptocurrency Exchange Websocket Data Feed Handler

9. binance/binance-public-data ⭐ 1,346
   Details on how to get Binance public data

10. ofek/bit ⭐ 1,207
    Bitcoin made easy.
    🔗 ofek.dev/bit

11. man-c/pycoingecko ⭐ 1,032
    Python wrapper for the CoinGecko API

12. palkeo/panoramix ⭐ 756
    Ethereum decompiler

13. dylanhogg/awesome-crypto ⭐ 66
    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 ⭐ 50,957
   Scrapy, a fast high-level web crawling & scraping framework for Python.
   🔗 scrapy.org

2. apache/spark ⭐ 38,410
   Apache Spark - A unified analytics engine for large-scale data processing
   🔗 spark.apache.org

3. getredash/redash ⭐ 24,994
   Make Your Company Data Driven. Connect to any data source, easily visualize, dashboard and share your data.
   🔗 redash.io

4. jaidedai/EasyOCR ⭐ 22,034
   Ready-to-use OCR with 80+ supported languages and all popular writing scripts including Latin, Chinese, Arabic, Devanagari, Cyrillic and etc.
   🔗 www.jaided.ai

5. mindsdb/mindsdb ⭐ 21,337
   The platform for customizing AI from enterprise data
   🔗 mindsdb.com

6. qdrant/qdrant ⭐ 17,990
   Qdrant - High-performance, massive-scale Vector Database for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
   🔗 qdrant.tech

7. joke2k/faker ⭐ 17,117
   Faker is a Python package that generates fake data for you.
   🔗 faker.readthedocs.io

8. humansignal/label-studio ⭐ 16,561
   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. binux/pyspider ⭐ 16,336
   A Powerful Spider(Web Crawler) System in Python.
   🔗 docs.pyspider.org

10. twintproject/twint ⭐ 15,556
    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.

11. airbytehq/airbyte ⭐ 14,099
    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

12. apache/arrow ⭐ 13,555
    Apache Arrow is a multi-language toolbox for accelerated data interchange and in-memory processing
    🔗 arrow.apache.org

13. tiangolo/sqlmodel ⭐ 13,041
    SQL databases in Python, designed for simplicity, compatibility, and robustness.
    🔗 sqlmodel.tiangolo.com

14. chroma-core/chroma ⭐ 12,380
    the AI-native open-source embedding database
    🔗 www.trychroma.com

15. redis/redis-py ⭐ 12,272
    Redis Python client

16. coleifer/peewee ⭐ 10,812
    a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb
    🔗 docs.peewee-orm.com

17. s0md3v/Photon ⭐ 10,517
    Incredibly fast crawler designed for OSINT.

18. simonw/datasette ⭐ 8,955
    An open source multi-tool for exploring and publishing data
    🔗 datasette.io

19. sqlalchemy/sqlalchemy ⭐ 8,829
    The Database Toolkit for Python
    🔗 www.sqlalchemy.org

20. bigscience-workshop/petals ⭐ 8,692
    🌸 Run LLMs at home, BitTorrent-style. Fine-tuning and inference up to 10x faster than offloading
    🔗 petals.dev

21. avaiga/taipy ⭐ 8,673
    Turns Data and AI algorithms into production-ready web applications in no time.
    🔗 www.taipy.io

22. yzhao062/pyod ⭐ 7,964
    A Comprehensive and Scalable Python Library for Outlier Detection (Anomaly Detection)
    🔗 pyod.readthedocs.io

23. voxel51/fiftyone ⭐ 6,721
    The open-source tool for building high-quality datasets and computer vision models
    🔗 fiftyone.ai

24. gristlabs/grist-core ⭐ 6,269
    Grist is the evolution of spreadsheets.
    🔗 www.getgrist.com

25. alirezamika/autoscraper ⭐ 5,947
    A Smart, Automatic, Fast and Lightweight Web Scraper for Python

26. kaggle/kaggle-api ⭐ 5,925
    Official Kaggle API

27. tobymao/sqlglot ⭐ 5,566
    Python SQL Parser and Transpiler
    🔗 sqlglot.com

28. vi3k6i5/flashtext ⭐ 5,539
    Extract Keywords from sentence or Replace keywords in sentences.

29. madmaze/pytesseract ⭐ 5,529
    A Python wrapper for Google Tesseract

30. airbnb/knowledge-repo ⭐ 5,433
    A next-generation curated knowledge sharing platform for data scientists and other technical professions.

31. facebookresearch/AugLy ⭐ 4,900
    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

32. jazzband/tablib ⭐ 4,531
    Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.
    🔗 tablib.readthedocs.io

33. superduperdb/superduperdb ⭐ 4,371
    🔮 SuperDuperDB: Bring AI to your database! Build, deploy and manage any AI application directly with your existing data infrastructure, without moving your data. Including streaming inference, scalable model training and vector search.
    🔗 superduperdb.com

34. lk-geimfari/mimesis ⭐ 4,307
    Mimesis is a powerful Python library that empowers developers to generate massive amounts of synthetic data efficiently.
    🔗 mimesis.name

35. amundsen-io/amundsen ⭐ 4,277
    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

36. ibis-project/ibis ⭐ 4,240
    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

37. mongodb/mongo-python-driver ⭐ 4,053
    PyMongo - the Official MongoDB Python driver
    🔗 pymongo.readthedocs.io

38. andialbrecht/sqlparse ⭐ 3,589
    A non-validating SQL parser module for Python

39. jmcnamara/XlsxWriter ⭐ 3,495
    A Python module for creating Excel XLSX files.
    🔗 xlsxwriter.readthedocs.io

40. run-llama/llama-hub ⭐ 3,404
    A library of data loaders for LLMs made by the community -- to be used with LlamaIndex and/or LangChain
    🔗 llamahub.ai

41. deepchecks/deepchecks ⭐ 3,373
    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

42. praw-dev/praw ⭐ 3,321
    PRAW, an acronym for "Python Reddit API Wrapper", is a python package that allows for simple access to Reddit's API.
    🔗 praw.readthedocs.io

43. rom1504/img2dataset ⭐ 3,265
    Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one machine.

44. giskard-ai/giskard ⭐ 3,147
    🐢 Open-Source Evaluation & Testing framework for LLMs and ML models
    🔗 docs.giskard.ai

45. pyeve/cerberus ⭐ 3,111
    Lightweight, extensible data validation library for Python
    🔗 python-cerberus.org

46. datafold/data-diff ⭐ 2,847
    Compare tables within or across databases
    🔗 docs.datafold.com

47. zoomeranalytics/xlwings ⭐ 2,840
    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

48. pallets/itsdangerous ⭐ 2,828
    Safely pass trusted data to untrusted environments and back.
    🔗 itsdangerous.palletsprojects.com

49. lancedb/lancedb ⭐ 2,824
    Developer-friendly, serverless vector database for AI applications. Easily add long-term memory to your LLM apps!
    🔗 lancedb.github.io/lancedb

50. goldsmith/Wikipedia ⭐ 2,820
    A Pythonic wrapper for the Wikipedia API
    🔗 wikipedia.readthedocs.org

51. docarray/docarray ⭐ 2,762
    Represent, send, store and search multimodal data
    🔗 docs.docarray.org

52. awslabs/amazon-redshift-utils ⭐ 2,713
    Amazon Redshift Utils contains utilities, scripts and view which are useful in a Redshift environment

53. sqlalchemy/alembic ⭐ 2,472
    A database migrations tool for SQLAlchemy.

54. kayak/pypika ⭐ 2,380
    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

55. pynamodb/PynamoDB ⭐ 2,377
    A pythonic interface to Amazon's DynamoDB
    🔗 pynamodb.readthedocs.io

56. emirozer/fake2db ⭐ 2,256
    Generate fake but valid data filled databases for test purposes using most popular patterns(AFAIK). Current support is sqlite, mysql, postgresql, mongodb, redis, couchdb.

57. sdv-dev/SDV ⭐ 2,143
    Synthetic data generation for tabular data
    🔗 docs.sdv.dev/sdv

58. uqfoundation/dill ⭐ 2,139
    serialize all of Python
    🔗 dill.rtfd.io

59. accenture/AmpliGraph ⭐ 2,093
    Python library for Representation Learning on Knowledge Graphs https://docs.ampligraph.org

60. graphistry/pygraphistry ⭐ 2,060
    PyGraphistry is a Python library to quickly load, shape, embed, and explore big graphs with the GPU-accelerated Graphistry visual graph analyzer

61. rapidai/RapidOCR ⭐ 2,002
    Awesome OCR multiple programing languages toolkits based on ONNXRuntime, OpenVION and PaddlePaddle.
    🔗 rapidai.github.io/rapidocrdocs/docs

62. samuelcolvin/arq ⭐ 1,934
    Fast job queuing and RPC in python with asyncio and redis.
    🔗 arq-docs.helpmanual.io

63. sfu-db/connector-x ⭐ 1,787
    Fastest library to load data from DB to DataFrames in Rust and Python
    🔗 sfu-db.github.io/connector-x/intro.html

64. uber/petastorm ⭐ 1,752
    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.

65. dlt-hub/dlt ⭐ 1,737
    data load tool (dlt) is an open source Python library that makes data loading easy 🛠️
    🔗 dlthub.com/docs

66. pathwaycom/pathway ⭐ 1,733
    Pathway is a high-throughput, low-latency data processing framework that handles live data & streaming for you. Made with ❤️ for Python & ML/AI developers.
    🔗 pathway.com

67. agronholm/sqlacodegen ⭐ 1,723
    Automatic model code generator for SQLAlchemy

68. aio-libs/aiomysql ⭐ 1,703
    aiomysql is a library for accessing a MySQL database from the asyncio
    🔗 aiomysql.rtfd.io

69. milvus-io/bootcamp ⭐ 1,628
    Dealing with all unstructured data, such as reverse image search, audio search, molecular search, video analysis, question and answer systems, NLP, etc.
    🔗 milvus.io

70. simple-salesforce/simple-salesforce ⭐ 1,596
    A very simple Salesforce.com REST API client for Python

71. aminalaee/sqladmin ⭐ 1,590
    SQLAlchemy Admin for FastAPI and Starlette
    🔗 aminalaee.dev/sqladmin

72. collerek/ormar ⭐ 1,580
    python async orm with fastapi in mind and pydantic validation
    🔗 collerek.github.io/ormar

73. simonw/sqlite-utils ⭐ 1,522
    Python CLI utility and library for manipulating SQLite databases
    🔗 sqlite-utils.datasette.io

74. sdispater/orator ⭐ 1,425
    The Orator ORM provides a simple yet beautiful ActiveRecord implementation.
    🔗 orator-orm.com

75. eleutherai/the-pile ⭐ 1,407
    The Pile is a large, diverse, open source language modelling data set that consists of many smaller datasets combined together.

76. mchong6/JoJoGAN ⭐ 1,406
    Official PyTorch repo for JoJoGAN: One Shot Face Stylization

77. aio-libs/aiopg ⭐ 1,376
    aiopg is a library for accessing a PostgreSQL database from the asyncio
    🔗 aiopg.readthedocs.io

78. zarr-developers/zarr-python ⭐ 1,340
    An implementation of chunked, compressed, N-dimensional arrays for Python.
    🔗 zarr.readthedocs.io

79. huggingface/datatrove ⭐ 1,313
    Freeing data processing from scripting madness by providing a set of platform-agnostic customizable pipeline processing blocks.

80. ydataai/ydata-synthetic ⭐ 1,296
    Synthetic data generators for tabular and time-series data
    🔗 docs.synthetic.ydata.ai

81. google/tensorstore ⭐ 1,280
    Library for reading and writing large multi-dimensional arrays.
    🔗 google.github.io/tensorstore

82. scholarly-python-package/scholarly ⭐ 1,235
    Retrieve author and publication information from Google Scholar in a friendly, Pythonic way without having to worry about CAPTCHAs!
    🔗 scholarly.readthedocs.io

83. pytorch/data ⭐ 1,070
    A PyTorch repo for data loading and utilities to be shared by the PyTorch domain libraries.

84. eliasdabbas/advertools ⭐ 1,058
    advertools - online marketing productivity and analysis tools
    🔗 advertools.readthedocs.io

85. uber/fiber ⭐ 1,040
    Distributed Computing for AI Made Simple
    🔗 uber.github.io/fiber

86. brettkromkamp/contextualise ⭐ 1,036
    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

87. aio-libs/aiocache ⭐ 1,027
    Asyncio cache manager for redis, memcached and memory
    🔗 aiocache.readthedocs.io

88. intake/intake ⭐ 982
    Intake is a lightweight package for finding, investigating, loading and disseminating data.
    🔗 intake.readthedocs.io

89. scikit-hep/awkward ⭐ 793
    Manipulate JSON-like data with NumPy-like idioms.
    🔗 awkward-array.org

90. koaning/human-learn ⭐ 780
    Natural Intelligence is still a pretty good idea.
    🔗 koaning.github.io/human-learn

91. duckdb/dbt-duckdb ⭐ 736
    dbt (http://getdbt.com) adapter for DuckDB (http://duckdb.org)

92. macbre/sql-metadata ⭐ 736
    Uses tokenized query returned by python-sqlparse and generates query metadata
    🔗 pypi.python.org/pypi/sql-metadata

93. hyperqueryhq/whale ⭐ 724
    🐳 The stupidly simple CLI workspace for your data warehouse.
    🔗 rsyi.gitbook.io/whale

94. goccy/bigquery-emulator ⭐ 712
    BigQuery emulator provides a way to launch a BigQuery server on your local machine for testing and development.

95. googleapis/python-bigquery ⭐ 708
    Python Client for Google BigQuery

96. mcfunley/pugsql ⭐ 663
    A HugSQL-inspired database library for Python
    🔗 pugsql.org

97. dgarnitz/vectorflow ⭐ 637
    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

98. kagisearch/vectordb ⭐ 546
    A minimal Python package for storing and retrieving text using chunking, embeddings, and vector search.
    🔗 vectordb.com

99. koaning/bulk ⭐ 449
    Bulk is a quick UI developer tool to apply some bulk labels.

100. igorbenav/fastcrud ⭐ 413
     FastCRUD is a Python package for FastAPI, offering robust async CRUD operations and flexible endpoint creation utilities.

Debugging

Debugging and tracing tools.

1. cool-rr/PySnooper ⭐ 16,265
   Never use print for debugging again

2. gruns/icecream ⭐ 8,484
   🍦 Never use print() to debug again.

3. shobrook/rebound ⭐ 4,075
   Command-line tool that instantly fetches Stack Overflow results when an exception is thrown

4. inducer/pudb ⭐ 2,877
   Full-screen console debugger for Python
   🔗 documen.tician.de/pudb

5. gotcha/ipdb ⭐ 1,812
   Integration of IPython pdb

6. alexmojaki/heartrate ⭐ 1,728
   Simple real time visualisation of the execution of a Python program.

7. alexmojaki/birdseye ⭐ 1,634
   Graphical Python debugger which lets you easily view the values of all evaluated expressions
   🔗 birdseye.readthedocs.io

8. alexmojaki/snoop ⭐ 1,197
   A powerful set of Python debugging tools, based on PySnooper

9. samuelcolvin/python-devtools ⭐ 947
   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 ⭐ 130,176
   Stable Diffusion web UI

2. compvis/stable-diffusion ⭐ 65,513
   A latent text-to-image diffusion model
   🔗 ommer-lab.com/research/latent-diffusion-models

3. stability-ai/stablediffusion ⭐ 36,334
   High-Resolution Image Synthesis with Latent Diffusion Models

4. comfyanonymous/ComfyUI ⭐ 33,811
   The most powerful and modular stable diffusion GUI, api and backend with a graph/nodes interface.

5. lllyasviel/ControlNet ⭐ 27,951
   Let us control diffusion models!

6. huggingface/diffusers ⭐ 22,640
   🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch and FLAX.
   🔗 huggingface.co/docs/diffusers

7. invoke-ai/InvokeAI ⭐ 21,347
   InvokeAI 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, supports terminal use through a CLI, and serves as the foundation for multi...
   🔗 invoke-ai.github.io/invokeai

8. apple/ml-stable-diffusion ⭐ 16,128
   Stable Diffusion with Core ML on Apple Silicon

9. borisdayma/dalle-mini ⭐ 14,642
   DALL·E Mini - Generate images from a text prompt
   🔗 www.craiyon.com

10. divamgupta/diffusionbee-stable-diffusion-ui ⭐ 11,937
    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

11. lucidrains/DALLE2-pytorch ⭐ 10,836
    Implementation of DALL-E 2, OpenAI's updated text-to-image synthesis neural network, in Pytorch

12. compvis/latent-diffusion ⭐ 10,626
    High-Resolution Image Synthesis with Latent Diffusion Models

13. instantid/InstantID ⭐ 9,891
    InstantID : Zero-shot Identity-Preserving Generation in Seconds 🔥
    🔗 instantid.github.io

14. facebookresearch/dinov2 ⭐ 7,899
    PyTorch code and models for the DINOv2 self-supervised learning method.

15. ashawkey/stable-dreamfusion ⭐ 7,826
    Text-to-3D & Image-to-3D & Mesh Exportation with NeRF + Diffusion.

16. carson-katri/dream-textures ⭐ 7,607
    Stable Diffusion built-in to Blender

17. xavierxiao/Dreambooth-Stable-Diffusion ⭐ 7,456
    Implementation of Dreambooth (https://arxiv.org/abs/2208.12242) with Stable Diffusion

18. timothybrooks/instruct-pix2pix ⭐ 5,960
    PyTorch implementation of InstructPix2Pix, an instruction-based image editing model, based on the original CompVis/stable_diffusion repo.

19. openai/consistency_models ⭐ 5,941
    Official repo for consistency models.

20. idea-research/GroundingDINO ⭐ 5,051
    Official implementation of the paper "Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection"
    🔗 arxiv.org/abs/2303.05499

21. salesforce/BLIP ⭐ 4,274
    PyTorch code for BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation

22. nateraw/stable-diffusion-videos ⭐ 4,235
    Create 🔥 videos with Stable Diffusion by exploring the latent space and morphing between text prompts

23. jina-ai/discoart ⭐ 3,839
    🪩 Create Disco Diffusion artworks in one line

24. lkwq007/stablediffusion-infinity ⭐ 3,805
    Outpainting with Stable Diffusion on an infinite canvas

25. openai/glide-text2im ⭐ 3,471
    GLIDE: a diffusion-based text-conditional image synthesis model

26. mlc-ai/web-stable-diffusion ⭐ 3,439
    Bringing stable diffusion models to web browsers. Everything runs inside the browser with no server support.
    🔗 mlc.ai/web-stable-diffusion

27. openai/improved-diffusion ⭐ 2,819
    Release for Improved Denoising Diffusion Probabilistic Models

28. saharmor/dalle-playground ⭐ 2,762
    A playground to generate images from any text prompt using Stable Diffusion (past: using DALL-E Mini)

29. stability-ai/stability-sdk ⭐ 2,399
    SDK for interacting with stability.ai APIs (e.g. stable diffusion inference)
    🔗 platform.stability.ai

30. divamgupta/stable-diffusion-tensorflow ⭐ 1,568
    Stable Diffusion in TensorFlow / Keras

31. coyote-a/ultimate-upscale-for-automatic1111 ⭐ 1,499
    Ultimate SD Upscale extension for AUTOMATIC1111 Stable Diffusion web UI

32. nvlabs/prismer ⭐ 1,288
    The implementation of "Prismer: A Vision-Language Model with Multi-Task Experts".
    🔗 shikun.io/projects/prismer

33. chenyangqiqi/FateZero ⭐ 1,044
    [ICCV 2023 Oral] "FateZero: Fusing Attentions for Zero-shot Text-based Video Editing"
    🔗 fate-zero-edit.github.io

34. thereforegames/unprompted ⭐ 746
    Templating language written for Stable Diffusion workflows. Available as an extension for the Automatic1111 WebUI.

35. sharonzhou/long_stable_diffusion ⭐ 674
    Long-form text-to-images generation, using a pipeline of deep generative models (GPT-3 and Stable Diffusion)

36. tanelp/tiny-diffusion ⭐ 535
    A minimal PyTorch implementation of probabilistic diffusion models for 2D datasets.

Finance

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

1. openbb-finance/OpenBBTerminal ⭐ 26,122
   Investment Research for Everyone, Everywhere.
   🔗 openbb.co

2. quantopian/zipline ⭐ 17,077
   Zipline, a Pythonic Algorithmic Trading Library
   🔗 www.zipline.io

3. microsoft/qlib ⭐ 14,191
   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 ⭐ 13,079
   Python Backtesting library for trading strategies
   🔗 www.backtrader.com

5. ranaroussi/yfinance ⭐ 11,888
   Download market data from Yahoo! Finance's API
   🔗 aroussi.com/post/python-yahoo-finance

6. ai4finance-foundation/FinGPT ⭐ 11,531
   FinGPT: Open-Source Financial Large Language Models! Revolutionize 🔥 We release the trained model on HuggingFace.
   🔗 ai4finance.org

7. ai4finance-foundation/FinRL ⭐ 9,124
   FinRL: Financial Reinforcement Learning. 🔥
   🔗 ai4finance.org

8. ta-lib/ta-lib-python ⭐ 9,038
   Python wrapper for TA-Lib (http://ta-lib.org/).
   🔗 ta-lib.github.io/ta-lib-python

9. quantconnect/Lean ⭐ 8,714
   Lean Algorithmic Trading Engine by QuantConnect (Python, C#)
   🔗 lean.io

10. quantopian/pyfolio ⭐ 5,431
    Portfolio and risk analytics in Python
    🔗 quantopian.github.io/pyfolio

11. kernc/backtesting.py ⭐ 4,847
    🔎 📈 🐍 💰 Backtest trading strategies in Python.
    🔗 kernc.github.io/backtesting.py

12. twopirllc/pandas-ta ⭐ 4,765
    Technical Analysis Indicators - Pandas TA is an easy to use Python 3 Pandas Extension with 150+ Indicators
    🔗 twopirllc.github.io/pandas-ta

13. ranaroussi/quantstats ⭐ 4,304
    Portfolio analytics for quants, written in Python

14. gbeced/pyalgotrade ⭐ 4,299
    Python Algorithmic Trading Library
    🔗 gbeced.github.io/pyalgotrade

15. google/tf-quant-finance ⭐ 4,292
    High-performance TensorFlow library for quantitative finance.

16. borisbanushev/stockpredictionai ⭐ 3,944
    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...

17. polakowo/vectorbt ⭐ 3,751
    Find your trading edge, using the fastest engine for backtesting, algorithmic trading, and research.
    🔗 vectorbt.dev

18. matplotlib/mplfinance ⭐ 3,361
    Financial Markets Data Visualization using Matplotlib
    🔗 pypi.org/project/mplfinance

19. cuemacro/finmarketpy ⭐ 3,356
    Python library for backtesting trading strategies & analyzing financial markets (formerly pythalesians)
    🔗 www.cuemacro.com

20. quantopian/alphalens ⭐ 3,094
    Performance analysis of predictive (alpha) stock factors
    🔗 quantopian.github.io/alphalens

21. zvtvz/zvt ⭐ 2,990
    modular quant framework.
    🔗 zvt.readthedocs.io/en/latest

22. goldmansachs/gs-quant ⭐ 2,480
    Python toolkit for quantitative finance
    🔗 developer.gs.com/discover/products/gs-quant

23. robcarver17/pysystemtrade ⭐ 2,398
    Systematic Trading in python

24. quantopian/research_public ⭐ 2,318
    Quantitative research and educational materials
    🔗 www.quantopian.com/lectures

25. pmorissette/bt ⭐ 2,031
    bt - flexible backtesting for Python
    🔗 pmorissette.github.io/bt

26. blankly-finance/blankly ⭐ 1,973
    🚀 💸 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

27. domokane/FinancePy ⭐ 1,913
    A Python Finance Library that focuses on the pricing and risk-management of Financial Derivatives, including fixed-income, equity, FX and credit derivatives.
    🔗 financepy.com

28. pmorissette/ffn ⭐ 1,799
    ffn - a financial function library for Python
    🔗 pmorissette.github.io/ffn

29. cuemacro/findatapy ⭐ 1,567
    Python library to download market data via Bloomberg, Eikon, Quandl, Yahoo etc.

30. quantopian/empyrical ⭐ 1,227
    Common financial risk and performance metrics. Used by zipline and pyfolio.
    🔗 quantopian.github.io/empyrical

31. idanya/algo-trader ⭐ 746
    Trading bot with support for realtime trading, backtesting, custom strategies and much more.

Game Development

Game development tools, engines and libraries.

1. kitao/pyxel ⭐ 13,187
   A retro game engine for Python

2. pygame/pygame ⭐ 6,979
   🐍🎮 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. panda3d/panda3d ⭐ 4,270
   Powerful, mature open-source cross-platform game engine for Python and C++, developed by Disney and CMU
   🔗 www.panda3d.org

4. pokepetter/ursina ⭐ 2,091
   A game engine powered by python and panda3d.
   🔗 pokepetter.github.io/ursina

5. pyglet/pyglet ⭐ 1,756
   pyglet is a cross-platform windowing and multimedia library for Python, for developing games and other visually rich applications.
   🔗 pyglet.org

6. pythonarcade/arcade ⭐ 1,612
   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 ⭐ 7,254
   Blender addons to make the bridge between Blender and geographic data

2. python-visualization/folium ⭐ 6,690
   Python Data. Leaflet.js Maps.
   🔗 python-visualization.github.io/folium

3. gboeing/osmnx ⭐ 4,673
   OSMnx is a Python package to easily download, model, analyze, and visualize street networks and other geospatial features from OpenStreetMap.
   🔗 osmnx.readthedocs.io

4. osgeo/gdal ⭐ 4,503
   GDAL is an open source MIT licensed translator library for raster and vector geospatial data formats.
   🔗 gdal.org

5. geopandas/geopandas ⭐ 4,192
   Python tools for geographic data
   🔗 geopandas.org

6. shapely/shapely ⭐ 3,679
   Manipulation and analysis of geometric objects
   🔗 shapely.readthedocs.io/en/stable

7. holoviz/datashader ⭐ 3,208
   Quickly and accurately render even the largest data.
   🔗 datashader.org

8. giswqs/geemap ⭐ 3,207
   A Python package for interactive geospatial analysis and visualization with Google Earth Engine.
   🔗 geemap.org

9. opengeos/leafmap ⭐ 2,905
   A Python package for interactive mapping and geospatial analysis with minimal coding in a Jupyter environment
   🔗 leafmap.org

10. opengeos/segment-geospatial ⭐ 2,664
    A Python package for segmenting geospatial data with the Segment Anything Model (SAM)
    🔗 samgeo.gishub.org

11. google/earthengine-api ⭐ 2,541
    Python and JavaScript bindings for calling the Earth Engine API.

12. microsoft/torchgeo ⭐ 2,233
    TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data
    🔗 www.osgeo.org/projects/torchgeo

13. rasterio/rasterio ⭐ 2,140
    Rasterio reads and writes geospatial raster datasets
    🔗 rasterio.readthedocs.io

14. mcordts/cityscapesScripts ⭐ 2,097
    README and scripts for the Cityscapes Dataset

15. azavea/raster-vision ⭐ 2,000
    An open source library and framework for deep learning on satellite and aerial imagery.
    🔗 docs.rastervision.io

16. plant99/felicette ⭐ 1,815
    Satellite imagery for dummies.

17. apache/sedona ⭐ 1,779
    A cluster computing framework for processing large-scale geospatial data
    🔗 sedona.apache.org

18. gboeing/osmnx-examples ⭐ 1,460
    Gallery of OSMnx tutorials, usage examples, and feature demonstations.
    🔗 osmnx.readthedocs.io

19. jupyter-widgets/ipyleaflet ⭐ 1,452
    A Jupyter - Leaflet.js bridge
    🔗 ipyleaflet.readthedocs.io

20. pysal/pysal ⭐ 1,278
    PySAL: Python Spatial Analysis Library Meta-Package
    🔗 pysal.org/pysal

21. microsoft/GlobalMLBuildingFootprints ⭐ 1,275
    Worldwide building footprints derived from satellite imagery

22. anitagraser/movingpandas ⭐ 1,145
    Movement trajectory classes and functions built on top of GeoPandas
    🔗 movingpandas.org

23. residentmario/geoplot ⭐ 1,118
    High-level geospatial data visualization library for Python.
    🔗 residentmario.github.io/geoplot/index.html

24. sentinel-hub/eo-learn ⭐ 1,076
    Earth observation processing framework for machine learning in Python
    🔗 eo-learn.readthedocs.io/en/latest

25. makepath/xarray-spatial ⭐ 783
    Raster-based Spatial Analytics for Python
    🔗 xarray-spatial.readthedocs.io

26. osgeo/grass ⭐ 769
    GRASS GIS - free and open-source geospatial processing engine
    🔗 grass.osgeo.org

27. developmentseed/titiler ⭐ 693
    Build your own Raster dynamic map tile services
    🔗 developmentseed.org/titiler

28. scikit-mobility/scikit-mobility ⭐ 692
    scikit-mobility: mobility analysis in Python
    🔗 scikit-mobility.github.io/scikit-mobility

Graph

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

1. networkx/networkx ⭐ 14,203
   Network Analysis in Python
   🔗 networkx.org

2. stellargraph/stellargraph ⭐ 2,895
   StellarGraph - Machine Learning on Graphs
   🔗 stellargraph.readthedocs.io

3. westhealth/pyvis ⭐ 912
   Python package for creating and visualizing interactive network graphs.
   🔗 pyvis.readthedocs.io/en/latest

4. rampasek/GraphGPS ⭐ 594
   Recipe for a General, Powerful, Scalable Graph Transformer

5. microsoft/graspologic ⭐ 511
   graspologic is a package for graph statistical algorithms
   🔗 microsoft.github.io/graspologic/latest

6. dylanhogg/llmgraph ⭐ 97
   Create knowledge graphs with LLMs

GUI

Graphical user interface libraries and toolkits.

1. pysimplegui/PySimpleGUI ⭐ 13,143
   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

2. hoffstadt/DearPyGui ⭐ 12,310
   Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies
   🔗 dearpygui.readthedocs.io/en/latest

3. parthjadhav/Tkinter-Designer ⭐ 8,342
   An easy and fast way to create a Python GUI 🐍

4. samuelcolvin/FastUI ⭐ 7,371
   FastUI is a new way to build web application user interfaces defined by declarative Python code.
   🔗 fastui-demo.onrender.com

5. r0x0r/pywebview ⭐ 4,331
   Build GUI for your Python program with JavaScript, HTML, and CSS
   🔗 pywebview.flowrl.com

6. beeware/toga ⭐ 4,105
   A Python native, OS native GUI toolkit.
   🔗 toga.readthedocs.io/en/latest

7. dddomodossola/remi ⭐ 3,453
   Python REMote Interface library. Platform independent. In about 100 Kbytes, perfect for your diet.

8. wxwidgets/Phoenix ⭐ 2,205
   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 ⭐ 13,791
   JupyterLab computational environment.
   🔗 jupyterlab.readthedocs.io

2. jupyter/notebook ⭐ 11,171
   Jupyter Interactive Notebook
   🔗 jupyter-notebook.readthedocs.io

3. mwouts/jupytext ⭐ 6,425
   Jupyter Notebooks as Markdown Documents, Julia, Python or R scripts
   🔗 jupytext.readthedocs.io

4. nteract/papermill ⭐ 5,634
   📚 Parameterize, execute, and analyze notebooks
   🔗 papermill.readthedocs.io/en/latest

5. connorferster/handcalcs ⭐ 5,357
   Python library for converting Python calculations into rendered latex.

6. voila-dashboards/voila ⭐ 5,217
   Voilà turns Jupyter notebooks into standalone web applications
   🔗 voila.readthedocs.io

7. executablebooks/jupyter-book ⭐ 3,694
   Create beautiful, publication-quality books and documents from computational content.
   🔗 jupyterbook.org

8. jupyterlite/jupyterlite ⭐ 3,661
   Wasm powered Jupyter running in the browser 💡
   🔗 jupyterlite.rtfd.io/en/stable/try/lab

9. jupyterlab/jupyterlab-desktop ⭐ 3,372
   JupyterLab desktop application, based on Electron.

10. jupyter-widgets/ipywidgets ⭐ 3,056
    Interactive Widgets for the Jupyter Notebook
    🔗 ipywidgets.readthedocs.io

11. quantopian/qgrid ⭐ 3,029
    An interactive grid for sorting, filtering, and editing DataFrames in Jupyter notebooks

12. jupyterlab/jupyter-ai ⭐ 2,865
    A generative AI extension for JupyterLab
    🔗 jupyter-ai.readthedocs.io

13. jupyter/nbdime ⭐ 2,596
    Tools for diffing and merging of Jupyter notebooks.
    🔗 nbdime.readthedocs.io

14. mito-ds/mito ⭐ 2,219
    The mitosheet package, trymito.io, and other public Mito code.
    🔗 trymito.io

15. jupyter/nbviewer ⭐ 2,164
    nbconvert as a web service: Render Jupyter Notebooks as static web pages
    🔗 nbviewer.jupyter.org

16. maartenbreddels/ipyvolume ⭐ 1,912
    3d plotting for Python in the Jupyter notebook based on IPython widgets using WebGL

17. jupyter-lsp/jupyterlab-lsp ⭐ 1,733
    Coding assistance for JupyterLab (code navigation + hover suggestions + linters + autocompletion + rename) using Language Server Protocol
    🔗 jupyterlab-lsp.readthedocs.io

18. jupyter/nbconvert ⭐ 1,665
    Jupyter Notebook Conversion
    🔗 nbconvert.readthedocs.io

19. nbqa-dev/nbQA ⭐ 969
    Run ruff, isort, pyupgrade, mypy, pylint, flake8, and more on Jupyter Notebooks
    🔗 nbqa.readthedocs.io/en/latest/index.html

20. vizzuhq/ipyvizzu ⭐ 923
    Build animated charts in Jupyter Notebook and similar environments with a simple Python syntax.
    🔗 ipyvizzu.vizzuhq.com

21. koaning/drawdata ⭐ 706
    Draw datasets from within Jupyter.
    🔗 calmcode.io/labs/drawdata.html

22. aws/graph-notebook ⭐ 685
    Library extending Jupyter notebooks to integrate with Apache TinkerPop, openCypher, and RDF SPARQL.
    🔗 github.com/aws/graph-notebook

23. linealabs/lineapy ⭐ 657
    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

24. xiaohk/stickyland ⭐ 500
    Break the linear presentation of Jupyter Notebooks with sticky cells!
    🔗 xiaohk.github.io/stickyland

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 ⭐ 161,557
   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 ⭐ 83,903
   🦜🔗 Build context-aware reasoning applications
   🔗 python.langchain.com

3. nomic-ai/gpt4all ⭐ 64,779
   gpt4all: run open-source LLMs anywhere
   🔗 gpt4all.io

4. xtekky/gpt4free ⭐ 57,578
   The official gpt4free repository | various collection of powerful language models
   🔗 g4f.ai

5. ggerganov/llama.cpp ⭐ 57,378
   LLM inference in C/C++

6. facebookresearch/llama ⭐ 53,203
   Inference code for Llama models

7. imartinez/private-gpt ⭐ 51,914
   Interact with your documents using the power of GPT, 100% privately, no data leaks
   🔗 docs.privategpt.dev

8. gpt-engineer-org/gpt-engineer ⭐ 50,584
   Specify what you want it to build, the AI asks for clarification, and then builds it.

9. killianlucas/open-interpreter ⭐ 48,667
   A natural language interface for computers
   🔗 openinterpreter.com

10. xai-org/grok-1 ⭐ 48,132
    This repository contains JAX example code for loading and running the Grok-1 open-weights model.

11. geekan/MetaGPT ⭐ 39,454
    🌟 The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming
    🔗 deepwisdom.ai

12. thudm/ChatGLM-6B ⭐ 39,345
    ChatGLM-6B: An Open Bilingual Dialogue Language Model | 开源双语对话语言模型

13. hpcaitech/ColossalAI ⭐ 37,930
    Making large AI models cheaper, faster and more accessible
    🔗 www.colossalai.org

14. laion-ai/Open-Assistant ⭐ 36,658
    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

15. oobabooga/text-generation-webui ⭐ 36,516
    A Gradio web UI for Large Language Models. Supports transformers, GPTQ, AWQ, EXL2, llama.cpp (GGUF), Llama models.

16. moymix/TaskMatrix ⭐ 34,529
    Connects ChatGPT and a series of Visual Foundation Models to enable sending and receiving images during chatting.

17. lm-sys/FastChat ⭐ 34,260
    An open platform for training, serving, and evaluating large language models. Release repo for Vicuna and Chatbot Arena.

18. quivrhq/quivr ⭐ 32,665
    Your GenAI Second Brain 🧠 A personal productivity assistant (RAG) ⚡️🤖 Chat with your docs (PDF, CSV, ...) & apps using Langchain, GPT 3.5 / 4 turbo, Private, Anthropic, VertexAI, Ollama, LLMs, Groq that you can share with users ! Local & Private alternative to OpenAI GPTs & ChatGPT powered by retrieval-augmented...
    🔗 quivr.app

19. karpathy/nanoGPT ⭐ 31,966
    The simplest, fastest repository for training/finetuning medium-sized GPTs.

20. jerryjliu/llama_index ⭐ 31,269
    LlamaIndex is a data framework for your LLM applications
    🔗 docs.llamaindex.ai

21. tatsu-lab/stanford_alpaca ⭐ 28,832
    Code and documentation to train Stanford's Alpaca models, and generate the data.
    🔗 crfm.stanford.edu/2023/03/13/alpaca.html

22. pythagora-io/gpt-pilot ⭐ 28,218
    The first real AI developer

23. microsoft/autogen ⭐ 25,356
    A programming framework for agentic AI. Discord: https://aka.ms/autogen-dc. Roadmap: https://aka.ms/autogen-roadmap
    🔗 microsoft.github.io/autogen

24. vision-cair/MiniGPT-4 ⭐ 24,912
    Open-sourced codes for MiniGPT-4 and MiniGPT-v2 (https://minigpt-4.github.io, https://minigpt-v2.github.io/)
    🔗 minigpt-4.github.io

25. microsoft/JARVIS ⭐ 23,067
    JARVIS, a system to connect LLMs with ML community. Paper: https://arxiv.org/pdf/2303.17580.pdf

26. openai/gpt-2 ⭐ 21,202
    Code for the paper "Language Models are Unsupervised Multitask Learners"
    🔗 openai.com/blog/better-language-models

27. openai/chatgpt-retrieval-plugin ⭐ 20,850
    The ChatGPT Retrieval Plugin lets you easily find personal or work documents by asking questions in natural language.

28. hiyouga/LLaMA-Factory ⭐ 20,793
    Unify Efficient Fine-Tuning of 100+ LLMs

29. hiyouga/LLaMA-Factory ⭐ 20,793
    Unify Efficient Fine-Tuning of 100+ LLMs

30. yoheinakajima/babyagi ⭐ 19,260
    GPT-4 powered task-driven autonomous agent

31. karpathy/minGPT ⭐ 18,914
    A minimal PyTorch re-implementation of the OpenAI GPT (Generative Pretrained Transformer) training

32. vllm-project/vllm ⭐ 18,833
    A high-throughput and memory-efficient inference and serving engine for LLMs
    🔗 docs.vllm.ai

33. microsoft/semantic-kernel ⭐ 18,280
    Integrate cutting-edge LLM technology quickly and easily into your apps
    🔗 aka.ms/semantic-kernel

34. tloen/alpaca-lora ⭐ 18,209
    Instruct-tune LLaMA on consumer hardware

35. rasahq/rasa ⭐ 17,993
    💬 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

36. karpathy/llm.c ⭐ 17,622
    LLM training in simple, pure C/CUDA. There is no need for 245MB of PyTorch or 107MB of cPython

37. logspace-ai/langflow ⭐ 17,528
    ⛓️ Langflow is a dynamic graph where each node is an executable unit. Its modular and interactive design fosters rapid experimentation and prototyping, pushing hard on the limits of creativity.
    🔗 www.langflow.org

38. guidance-ai/guidance ⭐ 17,401
    A guidance language for controlling large language models.

39. mlc-ai/mlc-llm ⭐ 17,027
    Enable everyone to develop, optimize and deploy AI models natively on everyone's devices.
    🔗 llm.mlc.ai/docs

40. stitionai/devika ⭐ 16,933
    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.

41. haotian-liu/LLaVA ⭐ 16,367
    [NeurIPS'23 Oral] Visual Instruction Tuning (LLaVA) built towards GPT-4V level capabilities and beyond.
    🔗 llava.hliu.cc

42. karpathy/llama2.c ⭐ 16,015
    Inference Llama 2 in one file of pure C

43. thudm/ChatGLM2-6B ⭐ 15,509
    ChatGLM2-6B: An Open Bilingual Chat LLM | 开源双语对话语言模型

44. facebookresearch/codellama ⭐ 15,074
    Inference code for CodeLlama models

45. mayooear/gpt4-pdf-chatbot-langchain ⭐ 14,575
    GPT4 & LangChain Chatbot for large PDF docs
    🔗 www.youtube.com/watch?v=ih9pbgvvoo4

46. transformeroptimus/SuperAGI ⭐ 14,507
    <⚡️> SuperAGI - A dev-first open source autonomous AI agent framework. Enabling developers to build, manage & run useful autonomous agents quickly and reliably.
    🔗 superagi.com

47. fauxpilot/fauxpilot ⭐ 14,264
    FauxPilot - an open-source alternative to GitHub Copilot server

48. openai/evals ⭐ 13,934
    Evals is a framework for evaluating LLMs and LLM systems, and an open-source registry of benchmarks.

49. huggingface/peft ⭐ 13,895
    🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.
    🔗 huggingface.co/docs/peft

50. deepset-ai/haystack ⭐ 13,714
    🔍 LLM 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 conv...
    🔗 haystack.deepset.ai

51. idea-research/Grounded-Segment-Anything ⭐ 13,544
    Grounded-SAM: Marrying Grounding-DINO with Segment Anything & Stable Diffusion & Recognize Anything - Automatically Detect , Segment and Generate Anything
    🔗 arxiv.org/abs/2401.14159

52. joaomdmoura/crewAI ⭐ 13,334
    Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.
    🔗 crewai.com

53. openlmlab/MOSS ⭐ 11,823
    An open-source tool-augmented conversational language model from Fudan University
    🔗 txsun1997.github.io/blogs/moss.html

54. blinkdl/RWKV-LM ⭐ 11,659
    RWKV is an RNN with transformer-level LLM performance. It can be directly trained like a GPT (parallelizable). So it's combining the best of RNN and transformer - great performance, fast inference, saves VRAM, fast training, "infinite" ctx_len, and free sentence embedding.

55. smol-ai/developer ⭐ 11,652
    the first library to let you embed a developer agent in your own app!
    🔗 twitter.com/smolmodels

56. paddlepaddle/PaddleNLP ⭐ 11,448
    👑 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

57. dao-ailab/flash-attention ⭐ 10,898
    Fast and memory-efficient exact attention

58. stanfordnlp/dspy ⭐ 10,829
    DSPy: The framework for programming—not prompting—foundation models
    🔗 dspy-docs.vercel.app

59. databrickslabs/dolly ⭐ 10,785
    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

60. h2oai/h2ogpt ⭐ 10,472
    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://codellama.h2o.ai/
    🔗 h2o.ai

61. shishirpatil/gorilla ⭐ 10,119
    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

62. danielmiessler/fabric ⭐ 9,734
    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

63. artidoro/qlora ⭐ 9,440
    QLoRA: Efficient Finetuning of Quantized LLMs
    🔗 arxiv.org/abs/2305.14314

64. facebookresearch/llama-recipes ⭐ 9,365
    Scripts for fine-tuning Meta Llama3 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 ...

65. google-research/vision_transformer ⭐ 9,319
    Vision Transformer and MLP-Mixer Architectures

66. blinkdl/ChatRWKV ⭐ 9,281
    ChatRWKV is like ChatGPT but powered by RWKV (100% RNN) language model, and open source.

67. mlc-ai/web-llm ⭐ 9,137
    Bringing large-language models and chat to web browsers. Everything runs inside the browser with no server support.
    🔗 mlc.ai/web-llm

68. microsoft/LoRA ⭐ 9,113
    Code for loralib, an implementation of "LoRA: Low-Rank Adaptation of Large Language Models"
    🔗 arxiv.org/abs/2106.09685

69. assafelovic/gpt-researcher ⭐ 8,738
    GPT based autonomous agent that does online comprehensive research on any given topic
    🔗 gptr.dev

70. mistralai/mistral-src ⭐ 8,706
    Reference implementation of Mistral AI 7B v0.1 model.
    🔗 mistral.ai

71. nvidia/Megatron-LM ⭐ 8,654
    Ongoing research training transformer models at scale
    🔗 docs.nvidia.com/megatron-core/developer-guide/latest/user-guide/index.html#quick-start

72. embedchain/embedchain ⭐ 8,528
    Personalizing LLM Responses
    🔗 docs.embedchain.ai

73. berriai/litellm ⭐ 8,449
    Call all LLM APIs using the OpenAI format. Use Bedrock, Azure, OpenAI, Cohere, Anthropic, Ollama, Sagemaker, HuggingFace, Replicate (100+ LLMs)
    🔗 docs.litellm.ai/docs

74. unslothai/unsloth ⭐ 8,306
    Finetune Llama 3, Mistral & Gemma LLMs 2-5x faster with 80% less memory
    🔗 unsloth.ai

75. microsoft/promptflow ⭐ 8,201
    Build high-quality LLM apps - from prototyping, testing to production deployment and monitoring.
    🔗 microsoft.github.io/promptflow

76. lvwerra/trl ⭐ 8,163
    Train transformer language models with reinforcement learning.
    🔗 hf.co/docs/trl

77. eleutherai/gpt-neo ⭐ 8,146
    An implementation of model parallel GPT-2 and GPT-3-style models using the mesh-tensorflow library.
    🔗 www.eleuther.ai

78. mshumer/gpt-prompt-engineer ⭐ 8,079
    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.

79. optimalscale/LMFlow ⭐ 8,023
    An Extensible Toolkit for Finetuning and Inference of Large Foundation Models. Large Models for All.
    🔗 optimalscale.github.io/lmflow

80. karpathy/minbpe ⭐ 7,964
    Minimal, clean code for the Byte Pair Encoding (BPE) algorithm commonly used in LLM tokenization.

81. apple/ml-ferret ⭐ 7,811
    Ferret: Refer and Ground Anything Anywhere at Any Granularity

82. thudm/CodeGeeX ⭐ 7,785
    CodeGeeX: An Open Multilingual Code Generation Model (KDD 2023)
    🔗 codegeex.cn

83. thudm/GLM-130B ⭐ 7,616
    GLM-130B: An Open Bilingual Pre-Trained Model (ICLR 2023)

84. lianjiatech/BELLE ⭐ 7,559
    BELLE: Be Everyone's Large Language model Engine（开源中文对话大模型）

85. openlm-research/open_llama ⭐ 7,205
    OpenLLaMA: An Open Reproduction of LLaMA

86. plachtaa/VALL-E-X ⭐ 7,193
    An open source implementation of Microsoft's VALL-E X zero-shot TTS model. Demo is available in https://plachtaa.github.io

87. bigcode-project/starcoder ⭐ 7,115
    Home of StarCoder: fine-tuning & inference!

88. sweepai/sweep ⭐ 7,079
    Sweep: open-source AI-powered Software Developer for small features and bug fixes.
    🔗 sweep.dev

89. sjtu-ipads/PowerInfer ⭐ 6,973
    High-speed Large Language Model Serving on PCs with Consumer-grade GPUs

90. vanna-ai/vanna ⭐ 6,863
    🤖 Chat with your SQL database 📊. Accurate Text-to-SQL Generation via LLMs using RAG 🔄.
    🔗 vanna.ai/docs

91. jzhang38/TinyLlama ⭐ 6,837
    The TinyLlama project is an open endeavor to pretrain a 1.1B Llama model on 3 trillion tokens.

92. bhaskatripathi/pdfGPT ⭐ 6,710
    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/pdfgpt_turbo

93. lightning-ai/litgpt ⭐ 6,679
    Pretrain, finetune, deploy 20+ LLMs on your own data. Uses state-of-the-art techniques: flash attention, FSDP, 4-bit, LoRA, and more.
    🔗 lightning.ai

94. eleutherai/gpt-neox ⭐ 6,592
    An implementation of model parallel autoregressive transformers on GPUs, based on the DeepSpeed library.

95. abetlen/llama-cpp-python ⭐ 6,527
    Python bindings for llama.cpp
    🔗 llama-cpp-python.readthedocs.io

96. zilliztech/GPTCache ⭐ 6,435
    Semantic cache for LLMs. Fully integrated with LangChain and llama_index.
    🔗 gptcache.readthedocs.io

97. vaibhavs10/insanely-fast-whisper ⭐ 6,417
    An opinionated CLI to transcribe Audio files w/ Whisper on-device! Powered by 🤗 Transformers, Optimum & flash-attn

98. apple/corenet ⭐ 6,226
    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.

99. mit-han-lab/streaming-llm ⭐ 6,213
    [ICLR 2024] Efficient Streaming Language Models with Attention Sinks
    🔗 arxiv.org/abs/2309.17453

100. langchain-ai/opengpts ⭐ 6,125
     An open source effort to create a similar experience to OpenAI's GPTs and Assistants API.

101. nat/openplayground ⭐ 6,082
     An LLM playground you can run on your laptop

102. run-llama/rags ⭐ 5,921
     Build ChatGPT over your data, all with natural language

103. lightning-ai/lit-llama ⭐ 5,807
     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.

104. skypilot-org/skypilot ⭐ 5,675
     SkyPilot: Run LLMs, AI, and Batch jobs on any cloud. Get maximum savings, highest GPU availability, and managed execution—all with a simple interface.
     🔗 skypilot.readthedocs.io

105. chainlit/chainlit ⭐ 5,478
     Build Conversational AI in minutes ⚡️
     🔗 docs.chainlit.io

106. dsdanielpark/Bard-API ⭐ 5,386
     The unofficial python package that returns response of Google Bard through cookie value.
     🔗 pypi.org/project/bardapi

107. internlm/InternLM ⭐ 5,220
     Official release of InternLM2 7B and 20B base and chat models. 200K context support
     🔗 internlm.intern-ai.org.cn

108. jxnl/instructor ⭐ 5,184
     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

109. minedojo/Voyager ⭐ 5,168
     An Open-Ended Embodied Agent with Large Language Models
     🔗 voyager.minedojo.org

110. eleutherai/lm-evaluation-harness ⭐ 5,109
     A framework for few-shot evaluation of language models.
     🔗 www.eleuther.ai

111. pytorch-labs/gpt-fast ⭐ 5,102
     Simple and efficient pytorch-native transformer text generation in <1000 LOC of python.

112. microsoft/promptbase ⭐ 5,065
     promptbase is an evolving collection of resources, best practices, and example scripts for eliciting the best performance from foundation models.

113. phidatahq/phidata ⭐ 4,903
     Phidata is a toolkit for building AI Assistants using function calling.
     🔗 docs.phidata.com

114. langchain-ai/chat-langchain ⭐ 4,786
     Locally hosted chatbot specifically focused on question answering over the LangChain documentation
     🔗 chat.langchain.com

115. explodinggradients/ragas ⭐ 4,709
     Evaluation framework for your Retrieval Augmented Generation (RAG) pipelines
     🔗 docs.ragas.io

116. openbmb/ToolBench ⭐ 4,423
     [ICLR'24 spotlight] An open platform for training, serving, and evaluating large language model for tool learning.
     🔗 openbmb.github.io/toolbench

117. togethercomputer/RedPajama-Data ⭐ 4,357
     The RedPajama-Data repository contains code for preparing large datasets for training large language models.

118. mnotgod96/AppAgent ⭐ 4,305
     AppAgent: Multimodal Agents as Smartphone Users, an LLM-based multimodal agent framework designed to operate smartphone apps.
     🔗 appagent-official.github.io

119. microsoft/BioGPT ⭐ 4,233
     Implementation of BioGPT: Generative Pre-trained Transformer for Biomedical Text Generation and Mining

120. kyegomez/tree-of-thoughts ⭐ 4,047
     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

121. allenai/OLMo ⭐ 3,993
     OLMo is a repository for training and using AI2's state-of-the-art open language models. It is built by scientists, for scientists.
     🔗 allenai.org/olmo

122. instruction-tuning-with-gpt-4/GPT-4-LLM ⭐ 3,978
     Instruction Tuning with GPT-4
     🔗 instruction-tuning-with-gpt-4.github.io

123. microsoft/LLMLingua ⭐ 3,855
     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

124. ravenscroftj/turbopilot ⭐ 3,832
     Turbopilot is an open source large-language-model based code completion engine that runs locally on CPU

125. mshumer/gpt-llm-trainer ⭐ 3,810
     Input a description of your task, and the system will generate a dataset, parse it, and fine-tune a LLaMA 2 model for you

126. 1rgs/jsonformer ⭐ 3,801
     A Bulletproof Way to Generate Structured JSON from Language Models

127. yizhongw/self-instruct ⭐ 3,785
     Aligning pretrained language models with instruction data generated by themselves.

128. vikhyat/moondream ⭐ 3,742
     A tiny open-source computer-vision language model designed to run efficiently on edge devices
     🔗 moondream.ai

129. whitead/paper-qa ⭐ 3,618
     LLM Chain for answering questions from documents with citations

130. h2oai/h2o-llmstudio ⭐ 3,598
     H2O LLM Studio - a framework and no-code GUI for fine-tuning LLMs. Documentation: https://h2oai.github.io/h2o-llmstudio/
     🔗 gpt-gm.h2o.ai

131. mmabrouk/llm-workflow-engine ⭐ 3,584
     Power CLI and Workflow manager for LLMs (core package)

132. skyvern-ai/skyvern ⭐ 3,524
     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

133. luodian/Otter ⭐ 3,453
     🦦 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

134. cg123/mergekit ⭐ 3,443
     Tools for merging pretrained large language models.

135. minimaxir/simpleaichat ⭐ 3,386
     Python package for easily interfacing with chat apps, with robust features and minimal code complexity.

136. minimaxir/gpt-2-simple ⭐ 3,381
     Python package to easily retrain OpenAI's GPT-2 text-generating model on new texts

137. nvidia/NeMo-Guardrails ⭐ 3,377
     NeMo Guardrails is an open-source toolkit for easily adding programmable guardrails to LLM-based conversational systems.

138. guardrails-ai/guardrails ⭐ 3,340
     Open-source Python package for specifying structure and type, validating and correcting the outputs of large language models (LLMs)
     🔗 www.guardrailsai.com/docs

139. eth-sri/lmql ⭐ 3,337
     A language for constraint-guided and efficient LLM programming.
     🔗 lmql.ai

140. deep-diver/LLM-As-Chatbot ⭐ 3,239
     LLM as a Chatbot Service

141. microsoft/LMOps ⭐ 3,190
     General technology for enabling AI capabilities w/ LLMs and MLLMs
     🔗 aka.ms/generalai

142. llmware-ai/llmware ⭐ 3,171
     Providing enterprise-grade LLM-based development framework, tools, and fine-tuned models.
     🔗 llmware-ai.github.io/llmware

143. simonw/llm ⭐ 2,973
     Access large language models from the command-line
     🔗 llm.datasette.io

144. baichuan-inc/Baichuan-13B ⭐ 2,959
     A 13B large language model developed by Baichuan Intelligent Technology
     🔗 huggingface.co/baichuan-inc/baichuan-13b-chat

145. microsoft/torchscale ⭐ 2,926
     Foundation Architecture for (M)LLMs
     🔗 aka.ms/generalai

146. iryna-kondr/scikit-llm ⭐ 2,923
     Seamlessly integrate LLMs into scikit-learn.
     🔗 beastbyte.ai

147. freedomintelligence/LLMZoo ⭐ 2,872
     ⚡LLM Zoo is a project that provides data, models, and evaluation benchmark for large language models.⚡

148. next-gpt/NExT-GPT ⭐ 2,871
     Code and models for NExT-GPT: Any-to-Any Multimodal Large Language Model
     🔗 next-gpt.github.io

149. langchain-ai/langgraph ⭐ 2,843
     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

150. juncongmoo/pyllama ⭐ 2,787
     LLaMA: Open and Efficient Foundation Language Models

151. promptfoo/promptfoo ⭐ 2,763
     Test your prompts, models, and RAGs. Catch regressions and improve prompt quality. LLM evals for OpenAI, Azure, Anthropic, Gemini, Mistral, Llama, Bedrock, Ollama, and other local & private models with CI/CD integration.
     🔗 www.promptfoo.dev

152. defog-ai/sqlcoder ⭐ 2,742
     SoTA LLM for converting natural language questions to SQL queries

153. paperswithcode/galai ⭐ 2,647
     Model API for GALACTICA

154. li-plus/chatglm.cpp ⭐ 2,601
     C++ implementation of ChatGLM-6B & ChatGLM2-6B & ChatGLM3 & more LLMs

155. open-compass/opencompass ⭐ 2,572
     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

156. alpha-vllm/LLaMA2-Accessory ⭐ 2,514
     An Open-source Toolkit for LLM Development
     🔗 llama2-accessory.readthedocs.io

157. pathwaycom/llm-app ⭐ 2,504
     LLM App templates for RAG, knowledge mining, and stream analytics. Ready to run with Docker,⚡in sync with your data sources.
     🔗 pathway.com/developers/showcases/llm-app-pathway

158. hegelai/prompttools ⭐ 2,439
     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

159. databricks/dbrx ⭐ 2,399
     Code examples and resources for DBRX, a large language model developed by Databricks
     🔗 www.databricks.com

160. sgl-project/sglang ⭐ 2,373
     SGLang is a structured generation language designed for large language models (LLMs). It makes your interaction with models faster and more controllable.

161. weaviate/Verba ⭐ 2,331
     Retrieval Augmented Generation (RAG) chatbot powered by Weaviate

162. ofa-sys/OFA ⭐ 2,326
     Official repository of OFA (ICML 2022). Paper: OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework

163. civitai/sd_civitai_extension ⭐ 2,264
     All of the Civitai models inside Automatic 1111 Stable Diffusion Web UI

164. young-geng/EasyLM ⭐ 2,242
     Large language models (LLMs) made easy, EasyLM is a one stop solution for pre-training, finetuning, evaluating and serving LLMs in JAX/Flax.

165. bclavie/RAGatouille ⭐ 2,146
     Bridging the gap between state-of-the-art research and alchemical RAG pipeline practices.

166. openai/finetune-transformer-lm ⭐ 2,086
     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

167. huggingface/text-embeddings-inference ⭐ 2,022
     A blazing fast inference solution for text embeddings models
     🔗 huggingface.co/docs/text-embeddings-inference/quick_tour

168. openai/image-gpt ⭐ 2,002
     Archived. Code and models from the paper "Generative Pretraining from Pixels"

169. noahshinn/reflexion ⭐ 1,981
     [NeurIPS 2023] Reflexion: Language Agents with Verbal Reinforcement Learning

170. cheshire-cat-ai/core ⭐ 1,969
     Production ready AI assistant framework
     🔗 cheshirecat.ai

171. intel/neural-compressor ⭐ 1,968
     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

172. tairov/llama2.mojo ⭐ 1,948
     Inference Llama 2 in one file of pure 🔥
     🔗 www.modular.com/blog/community-spotlight-how-i-built-llama2-by-aydyn-tairov

173. cohere-ai/cohere-toolkit ⭐ 1,928
     Toolkit is a collection of prebuilt components enabling users to quickly build and deploy RAG applications.

174. lucidrains/toolformer-pytorch ⭐ 1,891
     Implementation of Toolformer, Language Models That Can Use Tools, by MetaAI

175. openai/gpt-2-output-dataset ⭐ 1,890
     Dataset of GPT-2 outputs for research in detection, biases, and more

176. neulab/prompt2model ⭐ 1,883
     prompt2model - Generate Deployable Models from Natural Language Instructions

177. spcl/graph-of-thoughts ⭐ 1,867
     Official Implementation of "Graph of Thoughts: Solving Elaborate Problems with Large Language Models"
     🔗 arxiv.org/pdf/2308.09687.pdf

178. minimaxir/aitextgen ⭐ 1,828
     A robust Python tool for text-based AI training and generation using GPT-2.
     🔗 docs.aitextgen.io

179. openai/gpt-discord-bot ⭐ 1,712
     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.

180. ist-daslab/gptq ⭐ 1,706
     Code for the ICLR 2023 paper "GPTQ: Accurate Post-training Quantization of Generative Pretrained Transformers".
     🔗 arxiv.org/abs/2210.17323

181. truera/trulens ⭐ 1,629
     Evaluation and Tracking for LLM Experiments
     🔗 www.trulens.org

182. epfllm/meditron ⭐ 1,624
     Meditron is a suite of open-source medical Large Language Models (LLMs).
     🔗 huggingface.co/epfl-llm

183. microsoft/Megatron-DeepSpeed ⭐ 1,617
     Ongoing research training transformer language models at scale, including: BERT & GPT-2

184. predibase/lorax ⭐ 1,539
     Multi-LoRA inference server that scales to 1000s of fine-tuned LLMs
     🔗 loraexchange.ai

185. ray-project/llm-applications ⭐ 1,505
     A comprehensive guide to building RAG-based LLM applications for production.

186. jina-ai/thinkgpt ⭐ 1,464
     Agent techniques to augment your LLM and push it beyong its limits

187. cstankonrad/long_llama ⭐ 1,434
     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.

188. akariasai/self-rag ⭐ 1,433
     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

189. farizrahman4u/loopgpt ⭐ 1,393
     Re-implementation of Auto-GPT as a python package, written with modularity and extensibility in mind.

190. explosion/spacy-transformers ⭐ 1,318
     🛸 Use pretrained transformers like BERT, XLNet and GPT-2 in spaCy
     🔗 spacy.io/usage/embeddings-transformers

191. run-llama/llama-lab ⭐ 1,310
     Llama Lab is a repo dedicated to building cutting-edge projects using LlamaIndex

192. bigscience-workshop/Megatron-DeepSpeed ⭐ 1,244
     Ongoing research training transformer language models at scale, including: BERT & GPT-2

193. chatarena/chatarena ⭐ 1,224
     ChatArena (or Chat Arena) is a Multi-Agent Language Game Environments for LLMs. The goal is to develop communication and collaboration capabilities of AIs.
     🔗 www.chatarena.org

194. srush/MiniChain ⭐ 1,170
     A tiny library for coding with large language models.
     🔗 srush-minichain.hf.space

195. ray-project/ray-llm ⭐ 1,148
     RayLLM - LLMs on Ray
     🔗 aviary.anyscale.com

196. ibm/Dromedary ⭐ 1,089
     Dromedary: towards helpful, ethical and reliable LLMs.

197. meetkai/functionary ⭐ 1,059
     Chat language model that can use tools and interpret the results

198. linksoul-ai/AutoAgents ⭐ 1,038
     [IJCAI 2024] Generate different roles for GPTs to form a collaborative entity for complex tasks.
     🔗 huggingface.co/spaces/linksoul/autoagents

199. nomic-ai/pygpt4all ⭐ 1,024
     Official supported Python bindings for llama.cpp + gpt4all
     🔗 nomic-ai.github.io/pygpt4all

200. rlancemartin/auto-evaluator ⭐ 1,024
     Evaluation tool for LLM QA chains
     🔗 autoevaluator.langchain.com

201. lupantech/chameleon-llm ⭐ 1,019
     Codes for "Chameleon: Plug-and-Play Compositional Reasoning with Large Language Models".
     🔗 chameleon-llm.github.io

202. ctlllll/LLM-ToolMaker ⭐ 1,000
     Large Language Models as Tool Makers

203. keirp/automatic_prompt_engineer ⭐ 994
     Large Language Models Are Human-Level Prompt Engineers

204. microsoft/Llama-2-Onnx ⭐ 987
     A Microsoft optimized version of the Llama 2 model, available from Meta

205. hao-ai-lab/LookaheadDecoding ⭐ 976
     Break the Sequential Dependency of LLM Inference Using Lookahead Decoding

206. explosion/spacy-llm ⭐ 948
     🦙 Integrating LLMs into structured NLP pipelines
     🔗 spacy.io/usage/large-language-models

207. ajndkr/lanarky ⭐ 942
     The web framework for building LLM microservices
     🔗 lanarky.ajndkr.com

208. pinecone-io/canopy ⭐ 884
     Retrieval Augmented Generation (RAG) framework and context engine powered by Pinecone
     🔗 www.pinecone.io

209. cerebras/modelzoo ⭐ 850
     Examples of common deep learning models that can be trained on Cerebras hardware

210. agenta-ai/agenta ⭐ 838
     The all-in-one LLM developer platform: prompt management, evaluation, human feedback, and deployment all in one place.
     🔗 www.agenta.ai

211. muennighoff/sgpt ⭐ 809
     SGPT: GPT Sentence Embeddings for Semantic Search
     🔗 arxiv.org/abs/2202.08904

212. huggingface/nanotron ⭐ 803
     Minimalistic large language model 3D-parallelism training

213. oliveirabruno01/babyagi-asi ⭐ 747
     BabyAGI: an Autonomous and Self-Improving agent, or BASI

214. opengenerativeai/GenossGPT ⭐ 738
     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

215. salesforce/xgen ⭐ 713
     Salesforce open-source LLMs with 8k sequence length.

216. datadreamer-dev/DataDreamer ⭐ 650
     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

217. topoteretes/cognee ⭐ 640
     Deterministic LLMs Outputs for AI Applications and AI Agents
     🔗 www.cognee.ai

218. langchain-ai/langsmith-cookbook ⭐ 609
     LangSmith is a platform for building production-grade LLM applications.
     🔗 langsmith-cookbook.vercel.app

219. opengvlab/OmniQuant ⭐ 569
     [ICLR2024 spotlight] OmniQuant is a simple and powerful quantization technique for LLMs.

220. squeezeailab/SqueezeLLM ⭐ 569
     [ICML 2024] SqueezeLLM: Dense-and-Sparse Quantization
     🔗 arxiv.org/abs/2306.07629

221. lupantech/ScienceQA ⭐ 548
     Data and code for NeurIPS 2022 Paper "Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering".

222. hazyresearch/ama_prompting ⭐ 530
     Ask Me Anything language model prompting

223. zhudotexe/kani ⭐ 527
     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

224. vahe1994/SpQR ⭐ 512
     Quantization algorithm and the model evaluation code for SpQR method for LLM compression

225. continuum-llms/chatgpt-memory ⭐ 510
     Allows to scale the ChatGPT API to multiple simultaneous sessions with infinite contextual and adaptive memory powered by GPT and Redis datastore.

226. huggingface/lighteval ⭐ 347
     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.

227. judahpaul16/gpt-home ⭐ 118
     ChatGPT at home! Basically a better Google Nest Hub or Amazon Alexa home assistant. Built on the Raspberry Pi using the OpenAI API.

228. stanford-oval/suql ⭐ 99
     SUQL: Conversational Search over Structured and Unstructured Data with LLMs
     🔗 arxiv.org/abs/2311.09818

Math and Science

Mathematical, numerical and scientific libraries.

1. numpy/numpy ⭐ 26,415
   The fundamental package for scientific computing with Python.
   🔗 numpy.org

2. taichi-dev/taichi ⭐ 24,787
   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

3. scipy/scipy ⭐ 12,478
   SciPy library main repository
   🔗 scipy.org

4. sympy/sympy ⭐ 12,406
   A computer algebra system written in pure Python
   🔗 sympy.org

5. google/or-tools ⭐ 10,463
   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

6. z3prover/z3 ⭐ 9,747
   Z3 is a theorem prover from Microsoft Research with a Python language binding.

7. cupy/cupy ⭐ 7,789
   NumPy & SciPy for GPU
   🔗 cupy.dev

8. google-deepmind/alphageometry ⭐ 3,697
   Solving Olympiad Geometry without Human Demonstrations

9. mikedh/trimesh ⭐ 2,761
   Python library for loading and using triangular meshes.
   🔗 trimesh.org

10. mckinsey/causalnex ⭐ 2,147
    A Python library that helps data scientists to infer causation rather than observing correlation.
    🔗 causalnex.readthedocs.io

11. pyomo/pyomo ⭐ 1,845
    An object-oriented algebraic modeling language in Python for structured optimization problems.
    🔗 www.pyomo.org

12. facebookresearch/theseus ⭐ 1,604
    A library for differentiable nonlinear optimization

13. google-research/torchsde ⭐ 1,475
    Differentiable SDE solvers with GPU support and efficient sensitivity analysis.

14. dynamicslab/pysindy ⭐ 1,298
    A package for the sparse identification of nonlinear dynamical systems from data
    🔗 pysindy.readthedocs.io/en/latest

15. geomstats/geomstats ⭐ 1,152
    Computations and statistics on manifolds with geometric structures.
    🔗 geomstats.ai

16. cma-es/pycma ⭐ 1,028
    pycma is a Python implementation of CMA-ES and a few related numerical optimization tools.

17. sj001/AI-Feynman ⭐ 586
    Implementation of AI Feynman: a Physics-Inspired Method for Symbolic Regression

18. willianfuks/tfcausalimpact ⭐ 576
    Python Causal Impact Implementation Based on Google's R Package. Built using TensorFlow Probability.

19. brandondube/prysm ⭐ 234
    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

20. lean-dojo/ReProver ⭐ 164
    Retrieval-Augmented Theorem Provers for Lean
    🔗 leandojo.org

21. albahnsen/pycircular ⭐ 86
    pycircular is a Python module for circular data analysis

22. gbillotey/Fractalshades ⭐ 26
    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. scikit-learn/scikit-learn ⭐ 58,182
   scikit-learn: machine learning in Python
   🔗 scikit-learn.org

2. openai/openai-cookbook ⭐ 56,024
   Examples and guides for using the OpenAI API
   🔗 cookbook.openai.com

3. tencentarc/GFPGAN ⭐ 34,640
   GFPGAN aims at developing Practical Algorithms for Real-world Face Restoration.

4. google-research/google-research ⭐ 32,879
   This repository contains code released by Google Research
   🔗 research.google

5. suno-ai/bark ⭐ 32,696
   🔊 Text-Prompted Generative Audio Model

6. facebookresearch/faiss ⭐ 28,288
   A library for efficient similarity search and clustering of dense vectors.
   🔗 faiss.ai

7. google/jax ⭐ 28,025
   Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more
   🔗 jax.readthedocs.io

8. open-mmlab/mmdetection ⭐ 27,855
   OpenMMLab Detection Toolbox and Benchmark
   🔗 mmdetection.readthedocs.io

9. ageron/handson-ml2 ⭐ 26,944
   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.

10. lutzroeder/netron ⭐ 26,166
    Visualizer for neural network, deep learning and machine learning models
    🔗 netron.app

11. dmlc/xgboost ⭐ 25,595
    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

12. google/mediapipe ⭐ 25,520
    Cross-platform, customizable ML solutions for live and streaming media.
    🔗 mediapipe.dev

13. harisiqbal88/PlotNeuralNet ⭐ 21,138
    Latex code for making neural networks diagrams

14. jina-ai/jina ⭐ 20,073
    ☁️ Build multimodal AI applications with cloud-native stack
    🔗 docs.jina.ai

15. onnx/onnx ⭐ 16,881
    Open standard for machine learning interoperability
    🔗 onnx.ai

16. microsoft/LightGBM ⭐ 16,069
    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

17. tensorflow/tensor2tensor ⭐ 14,913
    Library of deep learning models and datasets designed to make deep learning more accessible and accelerate ML research.

18. ddbourgin/numpy-ml ⭐ 14,561
    Machine learning, in numpy
    🔗 numpy-ml.readthedocs.io

19. ml-explore/mlx ⭐ 14,337
    MLX is an array framework for machine learning on Apple silicon, brought to you by Apple machine learning research.
    🔗 ml-explore.github.io/mlx

20. aleju/imgaug ⭐ 14,163
    Image augmentation for machine learning experiments.
    🔗 imgaug.readthedocs.io

21. roboflow/supervision ⭐ 14,069
    We write your reusable computer vision tools. 💜
    🔗 supervision.roboflow.com

22. microsoft/nni ⭐ 13,760
    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

23. microsoft/Swin-Transformer ⭐ 12,994
    This is an official implementation for "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows".
    🔗 arxiv.org/abs/2103.14030

24. jindongwang/transferlearning ⭐ 12,879
    Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习
    🔗 transferlearning.xyz

25. deepmind/deepmind-research ⭐ 12,815
    This repository contains implementations and illustrative code to accompany DeepMind publications

26. microsoft/onnxruntime ⭐ 12,767
    ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator
    🔗 onnxruntime.ai

27. spotify/annoy ⭐ 12,714
    Approximate Nearest Neighbors in C++/Python optimized for memory usage and loading/saving to disk

28. neonbjb/tortoise-tts ⭐ 11,827
    A multi-voice TTS system trained with an emphasis on quality

29. deepmind/alphafold ⭐ 11,697
    Implementation of the inference pipeline of AlphaFold v2

30. facebookresearch/AnimatedDrawings ⭐ 10,199
    Code to accompany "A Method for Animating Children's Drawings of the Human Figure"

31. twitter/the-algorithm-ml ⭐ 9,886
    Source code for Twitter's Recommendation Algorithm
    🔗 blog.twitter.com/engineering/en_us/topics/open-source/2023/twitter-recommendation-algorithm

32. ggerganov/ggml ⭐ 9,741
    Tensor library for machine learning

33. optuna/optuna ⭐ 9,689
    A hyperparameter optimization framework
    🔗 optuna.org

34. statsmodels/statsmodels ⭐ 9,566
    Statsmodels: statistical modeling and econometrics in Python
    🔗 www.statsmodels.org/devel

35. epistasislab/tpot ⭐ 9,505
    A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.
    🔗 epistasislab.github.io/tpot

36. megvii-basedetection/YOLOX ⭐ 9,030
    YOLOX is a high-performance anchor-free YOLO, exceeding yolov3~v5 with MegEngine, ONNX, TensorRT, ncnn, and OpenVINO supported. Documentation: https://yolox.readthedocs.io/

37. cleanlab/cleanlab ⭐ 8,673
    The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.
    🔗 cleanlab.ai

38. pycaret/pycaret ⭐ 8,433
    An open-source, low-code machine learning library in Python
    🔗 www.pycaret.org

39. wandb/wandb ⭐ 8,231
    🔥 A tool for visualizing and tracking your machine learning experiments. This repo contains the CLI and Python API.
    🔗 wandb.ai

40. pymc-devs/pymc ⭐ 8,171
    Bayesian Modeling and Probabilistic Programming in Python
    🔗 docs.pymc.io

41. uberi/speech_recognition ⭐ 8,051
    Speech recognition module for Python, supporting several engines and APIs, online and offline.
    🔗 pypi.python.org/pypi/speechrecognition

42. catboost/catboost ⭐ 7,754
    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

43. facebookresearch/xformers ⭐ 7,624
    Hackable and optimized Transformers building blocks, supporting a composable construction.
    🔗 facebookresearch.github.io/xformers

44. open-mmlab/mmsegmentation ⭐ 7,431
    OpenMMLab Semantic Segmentation Toolbox and Benchmark.
    🔗 mmsegmentation.readthedocs.io/en/main

45. automl/auto-sklearn ⭐ 7,409
    Automated Machine Learning with scikit-learn
    🔗 automl.github.io/auto-sklearn

46. awslabs/autogluon ⭐ 7,142
    Fast and Accurate ML in 3 Lines of Code
    🔗 auto.gluon.ai

47. hyperopt/hyperopt ⭐ 7,089
    Distributed Asynchronous Hyperparameter Optimization in Python
    🔗 hyperopt.github.io/hyperopt

48. featurelabs/featuretools ⭐ 7,033
    An open source python library for automated feature engineering
    🔗 www.featuretools.com

49. huggingface/accelerate ⭐ 7,007
    🚀 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

50. lmcinnes/umap ⭐ 6,959
    Uniform Manifold Approximation and Projection

51. hips/autograd ⭐ 6,800
    Efficiently computes derivatives of numpy code.

52. py-why/dowhy ⭐ 6,752
    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. scikit-learn-contrib/imbalanced-learn ⭐ 6,705
    A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning
    🔗 imbalanced-learn.org

54. open-mmlab/mmagic ⭐ 6,591
    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. probml/pyprobml ⭐ 6,263
    Python code for "Probabilistic Machine learning" book by Kevin Murphy

56. nicolashug/Surprise ⭐ 6,193
    A Python scikit for building and analyzing recommender systems
    🔗 surpriselib.com

57. google/automl ⭐ 6,157
    Google Brain AutoML

58. cleverhans-lab/cleverhans ⭐ 6,082
    An adversarial example library for constructing attacks, building defenses, and benchmarking both

59. kevinmusgrave/pytorch-metric-learning ⭐ 5,770
    The easiest way to use deep metric learning in your application. Modular, flexible, and extensible. Written in PyTorch.
    🔗 kevinmusgrave.github.io/pytorch-metric-learning

60. open-mmlab/mmcv ⭐ 5,612
    OpenMMLab Computer Vision Foundation
    🔗 mmcv.readthedocs.io/en/latest

61. project-monai/MONAI ⭐ 5,358
    AI Toolkit for Healthcare Imaging
    🔗 monai.io

62. mdbloice/Augmentor ⭐ 5,023
    Image augmentation library in Python for machine learning.
    🔗 augmentor.readthedocs.io/en/stable

63. ml-explore/mlx-examples ⭐ 5,004
    Examples in the MLX framework

64. online-ml/river ⭐ 4,778
    🌊 Online machine learning in Python
    🔗 riverml.xyz

65. uber/causalml ⭐ 4,770
    Uplift modeling and causal inference with machine learning algorithms

66. rasbt/mlxtend ⭐ 4,768
    A library of extension and helper modules for Python's data analysis and machine learning libraries.
    🔗 rasbt.github.io/mlxtend

67. lucidrains/deep-daze ⭐ 4,385
    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

68. google-deepmind/graphcast ⭐ 4,242
    GraphCast: Learning skillful medium-range global weather forecasting

69. districtdatalabs/yellowbrick ⭐ 4,200
    Visual analysis and diagnostic tools to facilitate machine learning model selection.
    🔗 www.scikit-yb.org

70. skvark/opencv-python ⭐ 4,179
    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

71. marqo-ai/marqo ⭐ 4,141
    Unified embedding generation and search engine. Also available on cloud - cloud.marqo.ai
    🔗 www.marqo.ai

72. nv-tlabs/GET3D ⭐ 4,123
    Generative Model of High Quality 3D Textured Shapes Learned from Images

73. sanchit-gandhi/whisper-jax ⭐ 4,093
    JAX implementation of OpenAI's Whisper model for up to 70x speed-up on TPU.

74. apple/coremltools ⭐ 4,073
    Core ML tools contain supporting tools for Core ML model conversion, editing, and validation.
    🔗 coremltools.readme.io

75. nmslib/hnswlib ⭐ 4,024
    Header-only C++/python library for fast approximate nearest neighbors
    🔗 github.com/nmslib/hnswlib

76. cmusphinx/pocketsphinx ⭐ 3,750
    A small speech recognizer

77. microsoft/FLAML ⭐ 3,681
    A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.
    🔗 microsoft.github.io/flaml

78. ourownstory/neural_prophet ⭐ 3,645
    NeuralProphet: A simple forecasting package
    🔗 neuralprophet.com

79. py-why/EconML ⭐ 3,556
    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

80. thudm/CogVideo ⭐ 3,497
    Text-to-video generation. The repo for ICLR2023 paper "CogVideo: Large-scale Pretraining for Text-to-Video Generation via Transformers"

81. huggingface/notebooks ⭐ 3,298
    Notebooks using the Hugging Face libraries 🤗

82. facebookresearch/vissl ⭐ 3,230
    VISSL is FAIR's library of extensible, modular and scalable components for SOTA Self-Supervised Learning with images.
    🔗 vissl.ai

83. huggingface/autotrain-advanced ⭐ 3,214
    AutoTrain Advanced: faster and easier training and deployments of state-of-the-art machine learning models
    🔗 huggingface.co/autotrain

84. yoheinakajima/instagraph ⭐ 3,190
    Converts text input or URL into knowledge graph and displays

85. rucaibox/RecBole ⭐ 3,181
    A unified, comprehensive and efficient recommendation library
    🔗 recbole.io

86. pytorch/glow ⭐ 3,155
    Compiler for Neural Network hardware accelerators

87. hrnet/HRNet-Semantic-Segmentation ⭐ 3,053
    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

88. lucidrains/musiclm-pytorch ⭐ 3,018
    Implementation of MusicLM, Google's new SOTA model for music generation using attention networks, in Pytorch

89. zjunlp/DeepKE ⭐ 2,955
    [EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and Construction
    🔗 deepke.zjukg.cn

90. mljar/mljar-supervised ⭐ 2,936
    Python package for AutoML on Tabular Data with Feature Engineering, Hyper-Parameters Tuning, Explanations and Automatic Documentation
    🔗 mljar.com

91. lightly-ai/lightly ⭐ 2,756
    A python library for self-supervised learning on images.
    🔗 docs.lightly.ai/self-supervised-learning

92. teamhg-memex/eli5 ⭐ 2,729
    A library for debugging/inspecting machine learning classifiers and explaining their predictions
    🔗 eli5.readthedocs.io

93. scikit-optimize/scikit-optimize ⭐ 2,726
    Sequential model-based optimization with a scipy.optimize interface
    🔗 scikit-optimize.github.io

94. shankarpandala/lazypredict ⭐ 2,687
    Lazy Predict help build a lot of basic models without much code and helps understand which models works better without any parameter tuning

95. scikit-learn-contrib/hdbscan ⭐ 2,675
    A high performance implementation of HDBSCAN clustering.
    🔗 hdbscan.readthedocs.io/en/latest

96. google-research/t5x ⭐ 2,502
    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.

97. apple/ml-ane-transformers ⭐ 2,470
    Reference implementation of the Transformer architecture optimized for Apple Neural Engine (ANE)

98. huggingface/safetensors ⭐ 2,450
    Implements a new simple format for storing tensors safely (as opposed to pickle) and that is still fast (zero-copy).
    🔗 huggingface.co/docs/safetensors

99. scikit-learn-contrib/category_encoders ⭐ 2,370
    A library of sklearn compatible categorical variable encoders
    🔗 contrib.scikit-learn.org/category_encoders

100. freedmand/semantra ⭐ 2,273
     Semantra is a multipurpose tool for semantically searching documents. Query by meaning rather than just by matching text.

101. huggingface/optimum ⭐ 2,158
     🚀 Accelerate training and inference of 🤗 Transformers and 🤗 Diffusers with easy to use hardware optimization tools
     🔗 huggingface.co/docs/optimum/main

102. rom1504/clip-retrieval ⭐ 2,143
     Easily compute clip embeddings and build a clip retrieval system with them
     🔗 rom1504.github.io/clip-retrieval

103. aws/sagemaker-python-sdk ⭐ 2,043
     A library for training and deploying machine learning models on Amazon SageMaker
     🔗 sagemaker.readthedocs.io

104. huggingface/evaluate ⭐ 1,822
     🤗 Evaluate: A library for easily evaluating machine learning models and datasets.
     🔗 huggingface.co/docs/evaluate

105. rentruewang/koila ⭐ 1,816
     Prevent PyTorch's CUDA error: out of memory in just 1 line of code.
     🔗 rentruewang.github.io/koila

106. contextlab/hypertools ⭐ 1,801
     A Python toolbox for gaining geometric insights into high-dimensional data
     🔗 hypertools.readthedocs.io/en/latest

107. linkedin/greykite ⭐ 1,792
     A flexible, intuitive and fast forecasting library

108. bmabey/pyLDAvis ⭐ 1,780
     Python library for interactive topic model visualization. Port of the R LDAvis package.

109. scikit-learn-contrib/lightning ⭐ 1,709
     Large-scale linear classification, regression and ranking in Python
     🔗 contrib.scikit-learn.org/lightning

110. huggingface/huggingface_hub ⭐ 1,691
     The official Python client for the Huggingface Hub.
     🔗 huggingface.co/docs/huggingface_hub

111. tensorflow/addons ⭐ 1,677
     Useful extra functionality for TensorFlow 2.x maintained by SIG-addons

112. eric-mitchell/direct-preference-optimization ⭐ 1,649
     Reference implementation for DPO (Direct Preference Optimization)

113. microsoft/i-Code ⭐ 1,636
     The ambition of the i-Code project is to build integrative and composable multimodal AI. The "i" stands for integrative multimodal learning.

114. castorini/pyserini ⭐ 1,465
     Pyserini is a Python toolkit for reproducible information retrieval research with sparse and dense representations.
     🔗 pyserini.io

115. jina-ai/finetuner ⭐ 1,428
     🎯 Task-oriented embedding tuning for BERT, CLIP, etc.
     🔗 finetuner.jina.ai

116. kubeflow/katib ⭐ 1,424
     Automated Machine Learning on Kubernetes
     🔗 www.kubeflow.org/docs/components/katib

117. visual-layer/fastdup ⭐ 1,409
     fastdup is a powerful free tool designed to rapidly extract valuable insights from your image & video datasets. Assisting you to increase your dataset images & labels quality and reduce your data operations costs at an unparalleled scale.

118. laekov/fastmoe ⭐ 1,386
     A fast MoE impl for PyTorch
     🔗 fastmoe.ai

119. scikit-learn-contrib/metric-learn ⭐ 1,376
     Metric learning algorithms in Python
     🔗 contrib.scikit-learn.org/metric-learn

120. googlecloudplatform/vertex-ai-samples ⭐ 1,362
     Sample code and notebooks for Vertex AI, the end-to-end machine learning platform on Google Cloud
     🔗 cloud.google.com/vertex-ai

121. csinva/imodels ⭐ 1,292
     Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).
     🔗 csinva.io/imodels

122. borealisai/advertorch ⭐ 1,273
     A Toolbox for Adversarial Robustness Research

123. awslabs/dgl-ke ⭐ 1,236
     High performance, easy-to-use, and scalable package for learning large-scale knowledge graph embeddings.
     🔗 dglke.dgl.ai/doc

124. microsoft/Olive ⭐ 1,225
     Olive is an easy-to-use hardware-aware model optimization tool that composes industry-leading techniques across model compression, optimization, and compilation.
     🔗 microsoft.github.io/olive

125. microsoft/Semi-supervised-learning ⭐ 1,191
     A Unified Semi-Supervised Learning Codebase (NeurIPS'22)
     🔗 usb.readthedocs.io

126. patchy631/machine-learning ⭐ 1,186
     Machine Learning Tutorials Repository

127. google/vizier ⭐ 1,173
     Python-based research interface for blackbox and hyperparameter optimization, based on the internal Google Vizier Service.
     🔗 oss-vizier.readthedocs.io

128. spotify/voyager ⭐ 1,160
     🛰️ An approximate nearest-neighbor search library for Python and Java with a focus on ease of use, simplicity, and deployability.
     🔗 spotify.github.io/voyager

129. koaning/scikit-lego ⭐ 1,155
     Extra blocks for scikit-learn pipelines.
     🔗 koaning.github.io/scikit-lego

130. automl/TabPFN ⭐ 1,086
     Official implementation of the TabPFN paper (https://arxiv.org/abs/2207.01848) and the tabpfn package.
     🔗 priorlabs.ai

131. google-research/deeplab2 ⭐ 989
     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.

132. lmcinnes/pynndescent ⭐ 841
     A Python nearest neighbor descent for approximate nearest neighbors

133. hazyresearch/safari ⭐ 840
     Convolutions for Sequence Modeling

134. davidmrau/mixture-of-experts ⭐ 834
     PyTorch Re-Implementation of "The Sparsely-Gated Mixture-of-Experts Layer" by Noam Shazeer et al. https://arxiv.org/abs/1701.06538

135. qdrant/fastembed ⭐ 794
     Fast, Accurate, Lightweight Python library to make State of the Art Embedding
     🔗 qdrant.github.io/fastembed

136. opentensor/bittensor ⭐ 781
     Internet-scale Neural Networks
     🔗 www.bittensor.com

137. nvidia/cuda-python ⭐ 773
     CUDA Python Low-level Bindings
     🔗 nvidia.github.io/cuda-python

138. oml-team/open-metric-learning ⭐ 762
     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

139. criteo/autofaiss ⭐ 750
     Automatically create Faiss knn indices with the most optimal similarity search parameters.
     🔗 criteo.github.io/autofaiss

140. facebookresearch/balance ⭐ 673
     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

141. awslabs/python-deequ ⭐ 649
     Python API for Deequ, a library built on Spark for defining "unit tests for data", which measure data quality in large datasets

142. nicolas-hbt/pygraft ⭐ 640
     Configurable Generation of Synthetic Schemas and Knowledge Graphs at Your Fingertips
     🔗 pygraft.readthedocs.io/en/latest

143. replicate/replicate-python ⭐ 638
     Python client for Replicate
     🔗 replicate.com

144. hpcaitech/EnergonAI ⭐ 631
     Large-scale model inference.

145. qdrant/quaterion ⭐ 625
     Blazing fast framework for fine-tuning similarity learning models
     🔗 quaterion.qdrant.tech

146. huggingface/quanto ⭐ 582
     A pytorch Quantization Toolkit

147. microsoft/Focal-Transformer ⭐ 542
     [NeurIPS 2021 Spotlight] Official code for "Focal Self-attention for Local-Global Interactions in Vision Transformers"

148. googleapis/python-aiplatform ⭐ 537
     A Python SDK for Vertex AI, a fully managed, end-to-end platform for data science and machine learning.

149. huggingface/exporters ⭐ 533
     Export Hugging Face models to Core ML and TensorFlow Lite

150. nevronai/MetisFL ⭐ 531
     The first open Federated Learning framework implemented in C++ and Python.
     🔗 metisfl.org

151. cvxgrp/pymde ⭐ 516
     Minimum-distortion embedding with PyTorch
     🔗 pymde.org

152. dylanhogg/gptauthor ⭐ 44
     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 ⭐ 182,581
   An Open Source Machine Learning Framework for Everyone
   🔗 tensorflow.org

2. pytorch/pytorch ⭐ 78,096
   Tensors and Dynamic neural networks in Python with strong GPU acceleration
   🔗 pytorch.org

3. keras-team/keras ⭐ 60,973
   Deep Learning for humans
   🔗 keras.io

4. openai/whisper ⭐ 60,643
   Robust Speech Recognition via Large-Scale Weak Supervision

5. deepfakes/faceswap ⭐ 49,279
   Deepfakes Software For All
   🔗 www.faceswap.dev

6. iperov/DeepFaceLab ⭐ 45,526
   DeepFaceLab is the leading software for creating deepfakes.

7. facebookresearch/segment-anything ⭐ 44,181
   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.

8. microsoft/DeepSpeed ⭐ 32,815
   DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.
   🔗 www.deepspeed.ai

9. rwightman/pytorch-image-models ⭐ 29,844
   PyTorch image models, scripts, pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNet-V3/V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more
   🔗 huggingface.co/docs/timm

10. facebookresearch/detectron2 ⭐ 28,762
    Detectron2 is a platform for object detection, segmentation and other visual recognition tasks.
    🔗 detectron2.readthedocs.io/en/latest

11. lightning-ai/pytorch-lightning ⭐ 26,963
    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. xinntao/Real-ESRGAN ⭐ 26,163
    Real-ESRGAN aims at developing Practical Algorithms for General Image/Video Restoration.

13. facebookresearch/Detectron ⭐ 26,146
    FAIR's research platform for object detection research, implementing popular algorithms like Mask R-CNN and RetinaNet.

14. matterport/Mask_RCNN ⭐ 24,167
    Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow

15. openai/CLIP ⭐ 22,297
    CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image

16. paddlepaddle/Paddle ⭐ 21,625
    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. apache/mxnet ⭐ 20,713
    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

18. pyg-team/pytorch_geometric ⭐ 20,157
    Graph Neural Network Library for PyTorch
    🔗 pyg.org

19. lucidrains/vit-pytorch ⭐ 18,058
    Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch

20. sanster/IOPaint ⭐ 17,194
    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. rasbt/deeplearning-models ⭐ 16,316
    A collection of various deep learning architectures, models, and tips

22. danielgatis/rembg ⭐ 14,588
    Rembg is a tool to remove images background

23. albumentations-team/albumentations ⭐ 13,448
    Fast image augmentation library and an easy-to-use wrapper around other libraries. Documentation: https://albumentations.ai/docs/ Paper about the library: https://www.mdpi.com/2078-2489/11/2/125
    🔗 albumentations.ai

24. dmlc/dgl ⭐ 13,020
    Python package built to ease deep learning on graph, on top of existing DL frameworks.
    🔗 dgl.ai

25. facebookresearch/detr ⭐ 12,863
    End-to-End Object Detection with Transformers

26. nvidia/DeepLearningExamples ⭐ 12,643
    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. kornia/kornia ⭐ 9,419
    Geometric Computer Vision Library for Spatial AI
    🔗 kornia.readthedocs.io

28. keras-team/autokeras ⭐ 9,067
    AutoML library for deep learning
    🔗 autokeras.com

29. mlfoundations/open_clip ⭐ 8,491
    An open source implementation of OpenAI's CLIP (Contrastive Language-Image Pre-training)

30. pyro-ppl/pyro ⭐ 8,368
    Deep universal probabilistic programming with Python and PyTorch
    🔗 pyro.ai

31. facebookresearch/pytorch3d ⭐ 8,311
    PyTorch3D is FAIR's library of reusable components for deep learning with 3D data
    🔗 pytorch3d.org

32. nvidia/apex ⭐ 8,044
    A PyTorch Extension: Tools for easy mixed precision and distributed training in Pytorch

33. google/trax ⭐ 7,958
    Trax — Deep Learning with Clear Code and Speed

34. arogozhnikov/einops ⭐ 7,942
    Flexible and powerful tensor operations for readable and reliable code (for pytorch, jax, TF and others)
    🔗 einops.rocks

35. facebookresearch/ImageBind ⭐ 7,894
    ImageBind One Embedding Space to Bind Them All

36. lucidrains/imagen-pytorch ⭐ 7,792
    Implementation of Imagen, Google's Text-to-Image Neural Network, in Pytorch

37. xpixelgroup/BasicSR ⭐ 6,204
    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

38. skorch-dev/skorch ⭐ 5,635
    A scikit-learn compatible neural network library that wraps PyTorch

39. google/flax ⭐ 5,538
    Flax is a neural network library for JAX that is designed for flexibility.
    🔗 flax.readthedocs.io

40. facebookresearch/mmf ⭐ 5,417
    A modular framework for vision & language multimodal research from Facebook AI Research (FAIR)
    🔗 mmf.sh

41. mosaicml/composer ⭐ 5,002
    Supercharge Your Model Training
    🔗 docs.mosaicml.com

42. pytorch/ignite ⭐ 4,458
    High-level library to help with training and evaluating neural networks in PyTorch flexibly and transparently.
    🔗 pytorch-ignite.ai

43. facebookincubator/AITemplate ⭐ 4,456
    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.

44. deci-ai/super-gradients ⭐ 4,339
    Easily train or fine-tune SOTA computer vision models with one open source training library. The home of Yolo-NAS.
    🔗 www.supergradients.com

45. nvidiagameworks/kaolin ⭐ 4,234
    A PyTorch Library for Accelerating 3D Deep Learning Research

46. williamyang1991/VToonify ⭐ 3,468
    [SIGGRAPH Asia 2022] VToonify: Controllable High-Resolution Portrait Video Style Transfer

47. facebookresearch/PyTorch-BigGraph ⭐ 3,351
    Generate embeddings from large-scale graph-structured data.
    🔗 torchbiggraph.readthedocs.io

48. cvg/LightGlue ⭐ 2,997
    LightGlue: Local Feature Matching at Light Speed (ICCV 2023)

49. alpa-projects/alpa ⭐ 2,987
    Training and serving large-scale neural networks with auto parallelization.
    🔗 alpa.ai

50. pytorch/botorch ⭐ 2,957
    Bayesian optimization in PyTorch
    🔗 botorch.org

51. deepmind/dm-haiku ⭐ 2,806
    JAX-based neural network library
    🔗 dm-haiku.readthedocs.io

52. explosion/thinc ⭐ 2,794
    🔮 A refreshing functional take on deep learning, compatible with your favorite libraries
    🔗 thinc.ai

53. nerdyrodent/VQGAN-CLIP ⭐ 2,570
    Just playing with getting VQGAN+CLIP running locally, rather than having to use colab.

54. danielegrattarola/spektral ⭐ 2,346
    Graph Neural Networks with Keras and Tensorflow 2.
    🔗 graphneural.network

55. google-research/electra ⭐ 2,296
    ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators

56. neuralmagic/sparseml ⭐ 1,977
    Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models

57. fepegar/torchio ⭐ 1,957
    Medical imaging toolkit for deep learning
    🔗 www.torchio.org

58. pytorch/torchrec ⭐ 1,731
    Pytorch domain library for recommendation systems

59. tensorflow/mesh ⭐ 1,557
    Mesh TensorFlow: Model Parallelism Made Easier

60. vt-vl-lab/FGVC ⭐ 1,546
    [ECCV 2020] Flow-edge Guided Video Completion

61. tensorly/tensorly ⭐ 1,495
    TensorLy: Tensor Learning in Python.
    🔗 tensorly.org

62. calculatedcontent/WeightWatcher ⭐ 1,393
    The WeightWatcher tool for predicting the accuracy of Deep Neural Networks

63. hysts/pytorch_image_classification ⭐ 1,317
    PyTorch implementation of image classification models for CIFAR-10/CIFAR-100/MNIST/FashionMNIST/Kuzushiji-MNIST/ImageNet

64. jeshraghian/snntorch ⭐ 1,087
    Deep and online learning with spiking neural networks in Python
    🔗 snntorch.readthedocs.io/en/latest

65. xl0/lovely-tensors ⭐ 1,051
    Tensors, ready for human consumption
    🔗 xl0.github.io/lovely-tensors

66. tensorflow/similarity ⭐ 996
    TensorFlow Similarity is a python package focused on making similarity learning quick and easy.

67. deepmind/android_env ⭐ 954
    RL research on Android devices.

68. keras-team/keras-cv ⭐ 949
    Industry-strength Computer Vision workflows with Keras

69. deepmind/chex ⭐ 716
    Chex is a library of utilities for helping to write reliable JAX code
    🔗 chex.readthedocs.io

70. kakaobrain/rq-vae-transformer ⭐ 690
    The official implementation of Autoregressive Image Generation using Residual Quantization (CVPR '22)

71. whitead/dmol-book ⭐ 579
    Deep learning for molecules and materials book
    🔗 dmol.pub

Machine Learning - Interpretability

Machine learning interpretability libraries. Covers explainability, prediction explainations, dashboards, understanding knowledge development in training.

1. slundberg/shap ⭐ 21,673
   A game theoretic approach to explain the output of any machine learning model.
   🔗 shap.readthedocs.io

2. marcotcr/lime ⭐ 11,302
   Lime: Explaining the predictions of any machine learning classifier

3. interpretml/interpret ⭐ 6,001
   Fit interpretable models. Explain blackbox machine learning.
   🔗 interpret.ml/docs

4. tensorflow/lucid ⭐ 4,613
   A collection of infrastructure and tools for research in neural network interpretability.

5. pytorch/captum ⭐ 4,581
   Model interpretability and understanding for PyTorch
   🔗 captum.ai

6. pair-code/lit ⭐ 3,398
   The Learning Interpretability Tool: Interactively analyze ML models to understand their behavior in an extensible and framework agnostic interface.
   🔗 pair-code.github.io/lit

7. maif/shapash ⭐ 2,646
   🔅 Shapash: User-friendly Explainability and Interpretability to Develop Reliable and Transparent Machine Learning Models
   🔗 maif.github.io/shapash

8. arize-ai/phoenix ⭐ 2,638
   AI Observability & Evaluation
   🔗 docs.arize.com/phoenix

9. seldonio/alibi ⭐ 2,290
   Algorithms for explaining machine learning models
   🔗 docs.seldon.io/projects/alibi/en/stable

10. oegedijk/explainerdashboard ⭐ 2,227
    Quickly build Explainable AI dashboards that show the inner workings of so-called "blackbox" machine learning models.
    🔗 explainerdashboard.readthedocs.io

11. eleutherai/pythia ⭐ 2,054
    Interpretability analysis and scaling laws to understand how knowledge develops and evolves during training in autoregressive transformers

12. jalammar/ecco ⭐ 1,906
    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

13. google-deepmind/penzai ⭐ 1,413
    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

14. cdpierse/transformers-interpret ⭐ 1,212
    Model explainability that works seamlessly with 🤗 transformers. Explain your transformers model in just 2 lines of code.

15. ethicalml/xai ⭐ 1,064
    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

16. selfexplainml/PiML-Toolbox ⭐ 871
    PiML (Python Interpretable Machine Learning) toolbox for model development & diagnostics
    🔗 selfexplainml.github.io/piml-toolbox

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 ⭐ 34,571
   Apache Airflow - A platform to programmatically author, schedule, and monitor workflows
   🔗 airflow.apache.org

2. ray-project/ray ⭐ 31,174
   Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.
   🔗 ray.io

3. spotify/luigi ⭐ 17,331
   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.

4. mlflow/mlflow ⭐ 17,321
   Open source platform for the machine learning lifecycle
   🔗 mlflow.org

5. prefecthq/prefect ⭐ 14,696
   Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines
   🔗 prefect.io

6. horovod/horovod ⭐ 13,955
   Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.
   🔗 horovod.ai

7. iterative/dvc ⭐ 13,141
   🦉 ML Experiments and Data Management with Git
   🔗 dvc.org

8. ludwig-ai/ludwig ⭐ 10,828
   Low-code framework for building custom LLMs, neural networks, and other AI models
   🔗 ludwig.ai

9. dagster-io/dagster ⭐ 10,269
   An orchestration platform for the development, production, and observation of data assets.
   🔗 dagster.io

10. great-expectations/great_expectations ⭐ 9,475
    Always know what to expect from your data.
    🔗 docs.greatexpectations.io

11. kedro-org/kedro ⭐ 9,368
    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

12. dbt-labs/dbt-core ⭐ 8,922
    dbt enables data analysts and engineers to transform their data using the same practices that software engineers use to build applications.
    🔗 getdbt.com

13. bentoml/OpenLLM ⭐ 8,825
    Run any open-source LLMs, such as Llama 2, Mistral, as OpenAI compatible API endpoint in the cloud.
    🔗 bentoml.com

14. huggingface/text-generation-inference ⭐ 7,927
    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

15. activeloopai/deeplake ⭐ 7,726
    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

16. netflix/metaflow ⭐ 7,612
    🚀 Build and manage real-life ML, AI, and data science projects with ease!
    🔗 metaflow.org

17. mage-ai/mage-ai ⭐ 7,067
    🧙 Build, run, and manage data pipelines for integrating and transforming data.
    🔗 www.mage.ai

18. bentoml/BentoML ⭐ 6,561
    The most flexible way to serve AI/ML models in production - Build Model Inference Service, LLM APIs, Inference Graph/Pipelines, Compound AI systems, Multi-Modal, RAG as a Service, and more!
    🔗 bentoml.com

19. kestra-io/kestra ⭐ 6,434
    Infinitely scalable, event-driven, language-agnostic orchestration and scheduling platform to manage millions of workflows declaratively in code.
    🔗 kestra.io

20. feast-dev/feast ⭐ 5,271
    Feature Store for Machine Learning
    🔗 feast.dev

21. allegroai/clearml ⭐ 5,271
    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

22. aimhubio/aim ⭐ 4,804
    Aim 💫 — An easy-to-use & supercharged open-source experiment tracker.
    🔗 aimstack.io

23. flyteorg/flyte ⭐ 4,782
    Scalable and flexible workflow orchestration platform that seamlessly unifies data, ML and analytics stacks.
    🔗 flyte.org

24. evidentlyai/evidently ⭐ 4,665
    Evaluate and monitor ML models from validation to production. Join our Discord: https://discord.com/invite/xZjKRaNp8b

25. adap/flower ⭐ 4,203
    Flower: A Friendly Federated Learning Framework
    🔗 flower.ai

26. orchest/orchest ⭐ 4,022
    Build data pipelines, the easy way 🛠️
    🔗 orchest.readthedocs.io/en/stable

27. zenml-io/zenml ⭐ 3,675
    ZenML 🙏: Build portable, production-ready MLOps pipelines. https://zenml.io.
    🔗 zenml.io

28. langfuse/langfuse ⭐ 3,561
    🪢 Open source LLM engineering platform: Observability, metrics, evals, prompt management, playground, datasets. Integrates with LlamaIndex, Langchain, OpenAI SDK, LiteLLM, and more. 🍊YC W23
    🔗 langfuse.com/docs

29. polyaxon/polyaxon ⭐ 3,485
    MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle
    🔗 polyaxon.com

30. kubeflow/pipelines ⭐ 3,446
    Machine Learning Pipelines for Kubeflow
    🔗 www.kubeflow.org/docs/components/pipelines

31. ploomber/ploomber ⭐ 3,380
    The fastest ⚡️ way to build data pipelines. Develop iteratively, deploy anywhere. ☁️
    🔗 docs.ploomber.io

32. towhee-io/towhee ⭐ 3,001
    Towhee is a framework that is dedicated to making neural data processing pipelines simple and fast.
    🔗 towhee.io

33. determined-ai/determined ⭐ 2,866
    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

34. leptonai/leptonai ⭐ 2,452
    A Pythonic framework to simplify AI service building
    🔗 lepton.ai

35. internlm/xtuner ⭐ 2,420
    An efficient, flexible and full-featured toolkit for fine-tuning large models (InternLM2, Llama3, Phi3, Qwen, Mistral, ...)

36. internlm/lmdeploy ⭐ 2,399
    LMDeploy is a toolkit for compressing, deploying, and serving LLMs.
    🔗 lmdeploy.readthedocs.io/en/latest

37. meltano/meltano ⭐ 1,597
    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

38. hi-primus/optimus ⭐ 1,446
    🚚 Agile Data Preparation Workflows made easy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark
    🔗 hi-optimus.com

39. kubeflow/examples ⭐ 1,375
    A repository to host extended examples and tutorials

40. dagworks-inc/hamilton ⭐ 1,343
    Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage and metadata. Runs and scales everywhere python does.
    🔗 hamilton.dagworks.io/en/latest

41. azure/PyRIT ⭐ 1,271
    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.

42. dstackai/dstack ⭐ 1,105
    An open-source container orchestration engine for running AI workloads in any cloud or data center. https://discord.gg/u8SmfwPpMd
    🔗 dstack.ai

43. nccr-itmo/FEDOT ⭐ 605
    Automated modeling and machine learning framework FEDOT
    🔗 fedot.readthedocs.io

44. dagworks-inc/burr ⭐ 438
    Build applications that make decisions (chatbots, agents, simulations, etc...). Monitor, 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 ⭐ 33,908
   A toolkit for developing and comparing reinforcement learning algorithms.
   🔗 www.gymlibrary.dev

2. unity-technologies/ml-agents ⭐ 16,374
   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 ⭐ 15,355
   OpenAI Baselines: high-quality implementations of reinforcement learning algorithms

4. google/dopamine ⭐ 10,375
   Dopamine is a research framework for fast prototyping of reinforcement learning algorithms.
   🔗 github.com/google/dopamine

5. deepmind/pysc2 ⭐ 7,916
   StarCraft II Learning Environment

6. lucidrains/PaLM-rlhf-pytorch ⭐ 7,596
   Implementation of RLHF (Reinforcement Learning with Human Feedback) on top of the PaLM architecture. Basically ChatGPT but with PaLM

7. thu-ml/tianshou ⭐ 7,431
   An elegant PyTorch deep reinforcement learning library.
   🔗 tianshou.org

8. tensorlayer/TensorLayer ⭐ 7,297
   Deep Learning and Reinforcement Learning Library for Scientists and Engineers
   🔗 tensorlayerx.com

9. farama-foundation/Gymnasium ⭐ 5,767
   An API standard for single-agent reinforcement learning environments, with popular reference environments and related utilities (formerly Gym)
   🔗 gymnasium.farama.org

10. keras-rl/keras-rl ⭐ 5,493
    Deep Reinforcement Learning for Keras.
    🔗 keras-rl.readthedocs.io

11. deepmind/dm_control ⭐ 3,557
    Google DeepMind's software stack for physics-based simulation and Reinforcement Learning environments, using MuJoCo.

12. facebookresearch/ReAgent ⭐ 3,522
    A platform for Reasoning systems (Reinforcement Learning, Contextual Bandits, etc.)
    🔗 reagent.ai

13. ai4finance-foundation/ElegantRL ⭐ 3,453
    Massively Parallel Deep Reinforcement Learning. 🔥
    🔗 ai4finance.org

14. deepmind/acme ⭐ 3,380
    A library of reinforcement learning components and agents

15. eureka-research/Eureka ⭐ 2,596
    Official Repository for "Eureka: Human-Level Reward Design via Coding Large Language Models"
    🔗 eureka-research.github.io

16. pettingzoo-team/PettingZoo ⭐ 2,385
    An API standard for multi-agent reinforcement learning environments, with popular reference environments and related utilities
    🔗 pettingzoo.farama.org

17. kzl/decision-transformer ⭐ 2,160
    Official codebase for Decision Transformer: Reinforcement Learning via Sequence Modeling.

18. pytorch/rl ⭐ 1,883
    A modular, primitive-first, python-first PyTorch library for Reinforcement Learning.
    🔗 pytorch.org/rl

19. anthropics/hh-rlhf ⭐ 1,442
    Human preference data for "Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback"
    🔗 arxiv.org/abs/2204.05862

20. humancompatibleai/imitation ⭐ 1,140
    Clean PyTorch implementations of imitation and reward learning algorithms
    🔗 imitation.readthedocs.io

21. arise-initiative/robosuite ⭐ 1,087
    robosuite: A Modular Simulation Framework and Benchmark for Robot Learning
    🔗 robosuite.ai

22. denys88/rl_games ⭐ 730
    RL Games: High performance RL library

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 ⭐ 125,379
   🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
   🔗 huggingface.co/transformers

2. pytorch/fairseq ⭐ 29,290
   Facebook AI Research Sequence-to-Sequence Toolkit written in Python.

3. explosion/spaCy ⭐ 28,782
   💫 Industrial-strength Natural Language Processing (NLP) in Python
   🔗 spacy.io

4. myshell-ai/OpenVoice ⭐ 23,425
   Instant voice cloning by MyShell.
   🔗 research.myshell.ai/open-voice

5. huggingface/datasets ⭐ 18,439
   🤗 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

6. microsoft/unilm ⭐ 18,364
   Large-scale Self-supervised Pre-training Across Tasks, Languages, and Modalities
   🔗 aka.ms/generalai

7. rare-technologies/gensim ⭐ 15,258
   Topic Modelling for Humans
   🔗 radimrehurek.com/gensim

8. gunthercox/ChatterBot ⭐ 13,899
   ChatterBot is a machine learning, conversational dialog engine for creating chat bots
   🔗 chatterbot.readthedocs.io

9. ukplab/sentence-transformers ⭐ 13,832
   Multilingual Sentence & Image Embeddings with BERT
   🔗 www.sbert.net

10. flairnlp/flair ⭐ 13,580
    A very simple framework for state-of-the-art Natural Language Processing (NLP)
    🔗 flairnlp.github.io/flair

11. nltk/nltk ⭐ 13,047
    NLTK Source
    🔗 www.nltk.org

12. jina-ai/clip-as-service ⭐ 12,198
    🏄 Scalable embedding, reasoning, ranking for images and sentences with CLIP
    🔗 clip-as-service.jina.ai

13. allenai/allennlp ⭐ 11,695
    An open-source NLP research library, built on PyTorch.
    🔗 www.allennlp.org

14. facebookresearch/ParlAI ⭐ 10,431
    A framework for training and evaluating AI models on a variety of openly available dialogue datasets.
    🔗 parl.ai

15. facebookresearch/seamless_communication ⭐ 10,231
    Foundational Models for State-of-the-Art Speech and Text Translation

16. nvidia/NeMo ⭐ 10,122
    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. openai/tiktoken ⭐ 9,878
    tiktoken is a fast BPE tokeniser for use with OpenAI's models.

18. google/sentencepiece ⭐ 9,517
    Unsupervised text tokenizer for Neural Network-based text generation.

19. m-bain/whisperX ⭐ 9,070
    WhisperX: Automatic Speech Recognition with Word-level Timestamps (& Diarization)

20. doccano/doccano ⭐ 9,008
    Open source annotation tool for machine learning practitioners.

21. togethercomputer/OpenChatKit ⭐ 8,998
    OpenChatKit provides a powerful, open-source base to create both specialized and general purpose chatbots

22. sloria/TextBlob ⭐ 8,953
    Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more.
    🔗 textblob.readthedocs.io

23. clips/pattern ⭐ 8,668
    Web mining module for Python, with tools for scraping, natural language processing, machine learning, network analysis and visualization.
    🔗 github.com/clips/pattern/wiki

24. vikparuchuri/marker ⭐ 8,222
    Marker converts PDF, EPUB, and MOBI to markdown. It's 10x faster than nougat, more accurate on most documents, and has low hallucination risk.

25. facebookresearch/nougat ⭐ 8,079
    Implementation of Nougat Neural Optical Understanding for Academic Documents
    🔗 facebookresearch.github.io/nougat

26. speechbrain/speechbrain ⭐ 7,903
    A PyTorch-based Speech Toolkit
    🔗 speechbrain.github.io

27. espnet/espnet ⭐ 7,896
    End-to-End Speech Processing Toolkit
    🔗 espnet.github.io/espnet

28. neuml/txtai ⭐ 7,021
    💡 All-in-one open-source embeddings database for semantic search, LLM orchestration and language model workflows
    🔗 neuml.github.io/txtai

29. deeppavlov/DeepPavlov ⭐ 6,548
    An open source library for deep learning end-to-end dialog systems and chatbots.
    🔗 deeppavlov.ai

30. facebookresearch/metaseq ⭐ 6,388
    A codebase for working with Open Pre-trained Transformers, originally forked from fairseq.

31. kingoflolz/mesh-transformer-jax ⭐ 6,222
    Model parallel transformers in JAX and Haiku

32. vikparuchuri/surya ⭐ 6,188
    OCR, layout analysis, reading order, line detection in 90+ languages

33. maartengr/BERTopic ⭐ 5,573
    Leveraging BERT and c-TF-IDF to create easily interpretable topics.
    🔗 maartengr.github.io/bertopic

34. minimaxir/textgenrnn ⭐ 4,942
    Easily train your own text-generating neural network of any size and complexity on any text dataset with a few lines of code.

35. prefecthq/marvin ⭐ 4,775
    ✨ Build AI interfaces that spark joy
    🔗 askmarvin.ai

36. salesforce/CodeGen ⭐ 4,769
    CodeGen is a family of open-source model for program synthesis. Trained on TPU-v4. Competitive with OpenAI Codex.

37. aiwaves-cn/agents ⭐ 4,531
    An Open-source Framework for Autonomous Language Agents
    🔗 www.aiwaves-agents.com

38. layout-parser/layout-parser ⭐ 4,473
    A Unified Toolkit for Deep Learning Based Document Image Analysis
    🔗 layout-parser.github.io

39. facebookresearch/DrQA ⭐ 4,467
    Reading Wikipedia to Answer Open-Domain Questions

40. makcedward/nlpaug ⭐ 4,305
    Data augmentation for NLP
    🔗 makcedward.github.io

41. thilinarajapakse/simpletransformers ⭐ 3,988
    Transformers for Information Retrieval, Text Classification, NER, QA, Language Modelling, Language Generation, T5, Multi-Modal, and Conversational AI
    🔗 simpletransformers.ai

42. life4/textdistance ⭐ 3,302
    📐 Compute distance between sequences. 30+ algorithms, pure python implementation, common interface, optional external libs usage.

43. jsvine/markovify ⭐ 3,271
    A simple, extensible Markov chain generator.

44. maartengr/KeyBERT ⭐ 3,224
    Minimal keyword extraction with BERT
    🔗 maartengr.github.io/keybert

45. argilla-io/argilla ⭐ 3,122
    Argilla is a collaboration platform for AI engineers and domain experts that require high-quality outputs, full data ownership, and overall efficiency.
    🔗 docs.argilla.io

46. bytedance/lightseq ⭐ 3,098
    LightSeq: A High Performance Library for Sequence Processing and Generation

47. errbotio/errbot ⭐ 3,060
    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

48. promptslab/Promptify ⭐ 3,033
    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

49. huawei-noah/Pretrained-Language-Model ⭐ 2,961
    Pretrained language model and its related optimization techniques developed by Huawei Noah's Ark Lab.

50. neuralmagic/deepsparse ⭐ 2,879
    Sparsity-aware deep learning inference runtime for CPUs
    🔗 neuralmagic.com/deepsparse

51. jbesomi/texthero ⭐ 2,865
    Text preprocessing, representation and visualization from zero to hero.
    🔗 texthero.org

52. ddangelov/Top2Vec ⭐ 2,844
    Top2Vec learns jointly embedded topic, document and word vectors.

53. huggingface/neuralcoref ⭐ 2,806
    ✨Fast Coreference Resolution in spaCy with Neural Networks
    🔗 huggingface.co/coref

54. salesforce/CodeT5 ⭐ 2,596
    Home of CodeT5: Open Code LLMs for Code Understanding and Generation
    🔗 arxiv.org/abs/2305.07922

55. bigscience-workshop/promptsource ⭐ 2,510
    Toolkit for creating, sharing and using natural language prompts.

56. huggingface/setfit ⭐ 1,992
    SetFit is an efficient and prompt-free framework for few-shot fine-tuning of Sentence Transformers.
    🔗 hf.co/docs/setfit

57. jamesturk/jellyfish ⭐ 1,990
    🪼 a python library for doing approximate and phonetic matching of strings.
    🔗 jamesturk.github.io/jellyfish

58. alibaba/EasyNLP ⭐ 1,953
    EasyNLP: A Comprehensive and Easy-to-use NLP Toolkit

59. thudm/P-tuning-v2 ⭐ 1,889
    An optimized deep prompt tuning strategy comparable to fine-tuning across scales and tasks

60. deepset-ai/FARM ⭐ 1,724
    🏡 Fast & easy transfer learning for NLP. Harvesting language models for the industry. Focus on Question Answering.
    🔗 farm.deepset.ai

61. marella/ctransformers ⭐ 1,703
    Python bindings for the Transformer models implemented in C/C++ using GGML library.

62. featureform/featureform ⭐ 1,695
    The Virtual Feature Store. Turn your existing data infrastructure into a feature store.
    🔗 www.featureform.com

63. franck-dernoncourt/NeuroNER ⭐ 1,679
    Named-entity recognition using neural networks. Easy-to-use and state-of-the-art results.
    🔗 neuroner.com

64. plasticityai/magnitude ⭐ 1,611
    A fast, efficient universal vector embedding utility package.

65. arxiv-vanity/arxiv-vanity ⭐ 1,597
    Renders papers from arXiv as responsive web pages so you don't have to squint at a PDF.
    🔗 www.arxiv-vanity.com

66. google-research/language ⭐ 1,563
    Shared repository for open-sourced projects from the Google AI Language team.
    🔗 ai.google/research/teams/language

67. explosion/spacy-models ⭐ 1,515
    💫 Models for the spaCy Natural Language Processing (NLP) library
    🔗 spacy.io

68. chrismattmann/tika-python ⭐ 1,420
    Tika-Python is a Python binding to the Apache Tika™ REST services allowing Tika to be called natively in the Python community.

69. dmmiller612/bert-extractive-summarizer ⭐ 1,348
    Easy to use extractive text summarization with BERT

70. gunthercox/chatterbot-corpus ⭐ 1,346
    A multilingual dialog corpus
    🔗 chatterbot-corpus.readthedocs.io

71. jonasgeiping/cramming ⭐ 1,238
    Cramming the training of a (BERT-type) language model into limited compute.

72. abertsch72/unlimiformer ⭐ 1,032
    Public repo for the NeurIPS 2023 paper "Unlimiformer: Long-Range Transformers with Unlimited Length Input"

73. nomic-ai/nomic ⭐ 1,006
    Interact, analyze and structure massive text, image, embedding, audio and video datasets
    🔗 atlas.nomic.ai

74. pemistahl/lingua-py ⭐ 915
    The most accurate natural language detection library for Python, suitable for short text and mixed-language text

75. norskregnesentral/skweak ⭐ 910
    skweak: A software toolkit for weak supervision applied to NLP tasks

76. intellabs/fastRAG ⭐ 909
    Efficient Retrieval Augmentation and Generation Framework

77. openai/grade-school-math ⭐ 881
    GSM8K, a dataset of 8.5K high quality linguistically diverse grade school math word problems

78. explosion/spacy-streamlit ⭐ 765
    👑 spaCy building blocks and visualizers for Streamlit apps
    🔗 share.streamlit.io/ines/spacy-streamlit-demo/master/app.py

79. paddlepaddle/RocketQA ⭐ 744
    🚀 RocketQA, dense retrieval for information retrieval and question answering, including both Chinese and English state-of-the-art models.

80. explosion/spacy-stanza ⭐ 715
    💥 Use the latest Stanza (StanfordNLP) research models directly in spaCy

81. keras-team/keras-nlp ⭐ 701
    Modular Natural Language Processing workflows with Keras

82. urchade/GLiNER ⭐ 624
    Generalist and Lightweight Model for Named Entity Recognition (Extract any entity types from texts) @ NAACL 24
    🔗 arxiv.org/abs/2311.08526

Packaging

Python packaging, dependency management and bundling.

1. pyenv/pyenv ⭐ 36,797
   pyenv lets you easily switch between multiple versions of Python.

2. python-poetry/poetry ⭐ 29,557
   Python packaging and dependency management made easy
   🔗 python-poetry.org

3. pypa/pipenv ⭐ 24,611
   A virtualenv management tool that supports a multitude of systems and nicely bridges the gaps between pip, python and virtualenv.
   🔗 pipenv.pypa.io

4. astral-sh/uv ⭐ 11,453
   An extremely fast Python package installer and resolver, written in Rust. Designed as a drop-in replacement for pip and pip-compile.
   🔗 astral.sh

5. mitsuhiko/rye ⭐ 11,410
   a Hassle-Free Python Experience
   🔗 rye-up.com

6. pyinstaller/pyinstaller ⭐ 11,315
   Freeze (package) Python programs into stand-alone executables
   🔗 www.pyinstaller.org

7. pypa/pipx ⭐ 8,898
   Install and Run Python Applications in Isolated Environments
   🔗 pipx.pypa.io

8. jazzband/pip-tools ⭐ 7,480
   A set of tools to keep your pinned Python dependencies fresh (pip-compile + pip-sync)
   🔗 pip-tools.rtfd.io

9. pdm-project/pdm ⭐ 6,589
   A modern Python package and dependency manager supporting the latest PEP standards
   🔗 pdm-project.org

10. mamba-org/mamba ⭐ 6,285
    The Fast Cross-Platform Package Manager: mamba is a reimplementation of the conda package manager in C++
    🔗 mamba.readthedocs.io

11. conda/conda ⭐ 6,096
    A system-level, binary package and environment manager running on all major operating systems and platforms.
    🔗 docs.conda.io/projects/conda

12. pypa/hatch ⭐ 5,356
    Modern, extensible Python project management
    🔗 hatch.pypa.io/latest

13. conda-forge/miniforge ⭐ 5,342
    A conda-forge distribution.
    🔗 conda-forge.org/miniforge

14. indygreg/PyOxidizer ⭐ 5,206
    A modern Python application packaging and distribution tool

15. pypa/virtualenv ⭐ 4,714
    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 ⭐ 3,983
    A flexible package manager that supports multiple versions, configurations, platforms, and compilers.
    🔗 spack.io

17. pantsbuild/pex ⭐ 2,458
    A tool for generating .pex (Python EXecutable) files, lock files and venvs.
    🔗 docs.pex-tool.org

18. beeware/briefcase ⭐ 2,331
    Tools to support converting a Python project into a standalone native application.
    🔗 briefcase.readthedocs.io

19. pypa/flit ⭐ 2,098
    Simplified packaging of Python modules
    🔗 flit.pypa.io

20. prefix-dev/pixi ⭐ 1,935
    pixi is a cross-platform, multi-language package manager and workflow tool built on the foundation of the conda ecosystem.
    🔗 pixi.sh

21. linkedin/shiv ⭐ 1,691
    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 ⭐ 1,248
    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 ⭐ 1,054
    Runtime installer for Python applications
    🔗 ofek.dev/pyapp

24. pypa/gh-action-pypi-publish ⭐ 839
    The blessed GitHub Action, for publishing your 📦 distribution files to PyPI: https://github.com/marketplace/actions/pypi-publish
    🔗 packaging.python.org/guides/publishing-package-distribution-releases-using-github-actions-ci-cd-workflows

25. py2exe/py2exe ⭐ 749
    Create standalone Windows programs from Python code
    🔗 www.py2exe.org

26. prefix-dev/rip ⭐ 620
    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 ⭐ 533
    Github action for installing and configuring Poetry

28. python-poetry/install.python-poetry.org ⭐ 176
    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 ⭐ 42,008
   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 ⭐ 26,337
   Dataframes powered by a multithreaded, vectorized query engine, written in Rust
   🔗 docs.pola.rs

3. duckdb/duckdb ⭐ 16,858
   DuckDB is an in-process SQL OLAP Database Management System
   🔗 www.duckdb.org

4. ydataai/ydata-profiling ⭐ 12,067
   1 Line of code data quality profiling & exploratory data analysis for Pandas and Spark DataFrames.
   🔗 docs.profiling.ydata.ai

5. gventuri/pandas-ai ⭐ 11,015
   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

6. kanaries/pygwalker ⭐ 9,844
   PyGWalker: Turn your pandas dataframe into an interactive UI for visual analysis
   🔗 kanaries.net/pygwalker

7. rapidsai/cudf ⭐ 7,297
   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 ⭐ 3,804
   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 ⭐ 3,497
   A simple and efficient tool to parallelize Pandas operations on all available CPUs
   🔗 nalepae.github.io/pandarallel

10. blaze/blaze ⭐ 3,180
    NumPy and Pandas interface to Big Data
    🔗 blaze.pydata.org

11. adamerose/PandasGUI ⭐ 3,133
    A GUI for Pandas DataFrames

12. unionai-oss/pandera ⭐ 3,011
    A light-weight, flexible, and expressive statistical data testing library
    🔗 www.union.ai/pandera

13. pydata/pandas-datareader ⭐ 2,825
    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 ⭐ 2,783
    Pandas integration with sklearn

15. jmcarpenter2/swifter ⭐ 2,468
    A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner

16. fugue-project/fugue ⭐ 1,881
    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

17. delta-io/delta-rs ⭐ 1,833
    A native Rust library for Delta Lake, with bindings into Python
    🔗 delta-io.github.io/delta-rs

18. eventual-inc/Daft ⭐ 1,692
    Distributed DataFrame for Python designed for the cloud, powered by Rust
    🔗 getdaft.io

19. pyjanitor-devs/pyjanitor ⭐ 1,286
    Clean APIs for data cleaning. Python implementation of R package Janitor
    🔗 pyjanitor-devs.github.io/pyjanitor

20. machow/siuba ⭐ 1,101
    Python library for using dplyr like syntax with pandas and SQL
    🔗 siuba.org

21. renumics/spotlight ⭐ 1,013
    Interactively explore unstructured datasets from your dataframe.
    🔗 renumics.com

22. holoviz/hvplot ⭐ 942
    A high-level plotting API for pandas, dask, xarray, and networkx built on HoloViews
    🔗 hvplot.holoviz.org

23. tkrabel/bamboolib ⭐ 934
    bamboolib - a GUI for pandas DataFrames
    🔗 bamboolib.com

24. mwouts/itables ⭐ 671
    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 ⭐ 23,551
   Distributed Task Queue (development branch)
   🔗 docs.celeryq.dev

2. google/flatbuffers ⭐ 22,062
   FlatBuffers: Memory Efficient Serialization Library
   🔗 flatbuffers.dev

3. pybind/pybind11 ⭐ 14,816
   Seamless operability between C++11 and Python
   🔗 pybind11.readthedocs.io

4. exaloop/codon ⭐ 13,851
   A high-performance, zero-overhead, extensible Python compiler using LLVM
   🔗 docs.exaloop.io/codon

5. dask/dask ⭐ 12,021
   Parallel computing with task scheduling
   🔗 dask.org

6. modin-project/modin ⭐ 9,486
   Modin: Scale your Pandas workflows by changing a single line of code
   🔗 modin.readthedocs.io

7. numba/numba ⭐ 9,466
   NumPy aware dynamic Python compiler using LLVM
   🔗 numba.pydata.org

8. nebuly-ai/nebuly ⭐ 8,363
   The user analytics platform for LLMs
   🔗 www.nebuly.com

9. vaexio/vaex ⭐ 8,170
   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 ⭐ 6,180
    Real-time monitor and web admin for Celery distributed task queue
    🔗 flower.readthedocs.io

11. python-trio/trio ⭐ 5,898
    Trio – a friendly Python library for async concurrency and I/O
    🔗 trio.readthedocs.io

12. ultrajson/ultrajson ⭐ 4,250
    Ultra fast JSON decoder and encoder written in C with Python bindings
    🔗 pypi.org/project/ujson

13. facebookincubator/cinder ⭐ 3,381
    Cinder is Meta's internal performance-oriented production version of CPython.
    🔗 trycinder.com

14. tlkh/asitop ⭐ 2,918
    Perf monitoring CLI tool for Apple Silicon
    🔗 tlkh.github.io/asitop

15. ipython/ipyparallel ⭐ 2,551
    IPython Parallel: Interactive Parallel Computing in Python
    🔗 ipyparallel.readthedocs.io

16. h5py/h5py ⭐ 2,003
    HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.
    🔗 www.h5py.org

17. intel/intel-extension-for-transformers ⭐ 1,951
    ⚡ Build your chatbot within minutes on your favorite device; offer SOTA compression techniques for LLMs; run LLMs efficiently on Intel Platforms⚡

18. airtai/faststream ⭐ 1,811
    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

19. faster-cpython/ideas ⭐ 1,651
    Discussion and work tracker for Faster CPython project.

20. agronholm/anyio ⭐ 1,618
    High level asynchronous concurrency and networking framework that works on top of either trio or asyncio

21. dask/distributed ⭐ 1,543
    A distributed task scheduler for Dask
    🔗 distributed.dask.org

22. tiangolo/asyncer ⭐ 1,443
    Asyncer, async and await, focused on developer experience.
    🔗 asyncer.tiangolo.com

23. intel/intel-extension-for-pytorch ⭐ 1,351
    A Python package for extending the official PyTorch that can easily obtain performance on Intel platform

24. nschloe/perfplot ⭐ 1,301
    📈 Performance analysis for Python snippets

25. intel/scikit-learn-intelex ⭐ 1,161
    Intel(R) 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 ⭐ 937
    How to make CPython faster.

27. zerointensity/pointers.py ⭐ 884
    Bringing the hell of pointers to Python.
    🔗 pointers.zintensity.dev

28. brandtbucher/specialist ⭐ 610
    Visualize CPython's specializing, adaptive interpreter. 🔥

Profiling

Memory and CPU/GPU profiling tools and libraries.

1. bloomberg/memray ⭐ 12,568
   Memray is a memory profiler for Python
   🔗 bloomberg.github.io/memray

2. benfred/py-spy ⭐ 11,869
   Sampling profiler for Python programs

3. plasma-umass/scalene ⭐ 11,181
   Scalene: a high-performance, high-precision CPU, GPU, and memory profiler for Python with AI-powered optimization proposals

4. joerick/pyinstrument ⭐ 6,135
   🚴 Call stack profiler for Python. Shows you why your code is slow!
   🔗 pyinstrument.readthedocs.io

5. gaogaotiantian/viztracer ⭐ 4,378
   VizTracer is a low-overhead logging/debugging/profiling tool that can trace and visualize your python code execution.
   🔗 viztracer.readthedocs.io

6. pythonprofilers/memory_profiler ⭐ 4,219
   Monitor Memory usage of Python code
   🔗 pypi.python.org/pypi/memory_profiler

7. reloadware/reloadium ⭐ 2,698
   Hot Reloading and Profiling for Python
   🔗 reloadium.io

8. pyutils/line_profiler ⭐ 2,483
   Line-by-line profiling for Python

9. jiffyclub/snakeviz ⭐ 2,235
   An in-browser Python profile viewer
   🔗 jiffyclub.github.io/snakeviz

10. p403n1x87/austin ⭐ 1,362
    Python frame stack sampler for CPython
    🔗 pypi.org/project/austin-dist

11. pythonspeed/filprofiler ⭐ 812
    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 ⭐ 56,934
   A list of useful payloads and bypass for Web Application Security and Pentest/CTF
   🔗 swisskyrepo.github.io/payloadsallthethings

2. certbot/certbot ⭐ 30,864
   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.

3. sqlmapproject/sqlmap ⭐ 30,626
   Automatic SQL injection and database takeover tool
   🔗 sqlmap.org

4. aquasecurity/trivy ⭐ 21,420
   Find vulnerabilities, misconfigurations, secrets, SBOM in containers, Kubernetes, code repositories, clouds and more
   🔗 aquasecurity.github.io/trivy

5. bridgecrewio/checkov ⭐ 6,551
   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 ⭐ 6,188
   Multi-Cloud Security Auditing Tool

7. pycqa/bandit ⭐ 6,008
   Bandit is a tool designed to find common security issues in Python code.
   🔗 bandit.readthedocs.io

8. stamparm/maltrail ⭐ 5,762
   Malicious traffic detection system

9. rhinosecuritylabs/pacu ⭐ 4,035
   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 ⭐ 2,917
    A tool used to obfuscate python scripts, bind obfuscated scripts to fixed machine or expire obfuscated scripts.
    🔗 pyarmor.dashingsoft.com

11. luijait/DarkGPT ⭐ 1,725
    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 ⭐ 1,631
    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 ⭐ 919
    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 ⭐ 766
    toolkit for python reverse engineering
    🔗 de4py.000.pe

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 ⭐ 21,769
   Python sample codes for robotics algorithms.
   🔗 atsushisakai.github.io/pythonrobotics

2. bulletphysics/bullet3 ⭐ 11,935
   Bullet Physics SDK: real-time collision detection and multi-physics simulation for VR, games, visual effects, robotics, machine learning etc.
   🔗 bulletphysics.org

3. isl-org/Open3D ⭐ 10,515
   Open3D: A Modern Library for 3D Data Processing
   🔗 www.open3d.org

4. qiskit/qiskit ⭐ 4,633
   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

5. astropy/astropy ⭐ 4,220
   Astronomy and astrophysics core library
   🔗 www.astropy.org

6. quantumlib/Cirq ⭐ 4,143
   A python framework for creating, editing, and invoking Noisy Intermediate Scale Quantum (NISQ) circuits.

7. openai/mujoco-py ⭐ 2,739
   MuJoCo is a physics engine for detailed, efficient rigid body simulations with contacts. mujoco-py allows using MuJoCo from Python 3.

8. rdkit/rdkit ⭐ 2,426
   The official sources for the RDKit library

9. taichi-dev/difftaichi ⭐ 2,398
   10 differentiable physical simulators built with Taichi differentiable programming (DiffTaichi, ICLR 2020)

10. projectmesa/mesa ⭐ 2,223
    Mesa is an open-source Python library for agent-based modeling, ideal for simulating complex systems and exploring emergent behaviors.
    🔗 mesa.readthedocs.io

11. google/brax ⭐ 2,071
    Massively parallel rigidbody physics simulation on accelerator hardware.

12. quantecon/QuantEcon.py ⭐ 1,861
    A community based Python library for quantitative economics
    🔗 quantecon.org/quantecon-py

13. facebookresearch/habitat-lab ⭐ 1,720
    A modular high-level library to train embodied AI agents across a variety of tasks and environments.
    🔗 aihabitat.org

14. microsoft/PromptCraft-Robotics ⭐ 1,715
    Community for applying LLMs to robotics and a robot simulator with ChatGPT integration
    🔗 aka.ms/chatgpt-robotics

15. nvidia/warp ⭐ 1,692
    A Python framework for high performance GPU simulation and graphics
    🔗 nvidia.github.io/warp

16. nvidia-omniverse/IsaacGymEnvs ⭐ 1,630
    Example RL environments for the NVIDIA Isaac Gym high performance environments

17. deepmodeling/deepmd-kit ⭐ 1,366
    A deep learning package for many-body potential energy representation and molecular dynamics
    🔗 docs.deepmodeling.com/projects/deepmd

18. sail-sg/envpool ⭐ 1,019
    C++-based high-performance parallel environment execution engine (vectorized env) for general RL environments.
    🔗 envpool.readthedocs.io

19. a-r-j/graphein ⭐ 980
    Protein Graph Library
    🔗 graphein.ai

20. hardmaru/estool ⭐ 919
    Evolution Strategies Tool

21. viblo/pymunk ⭐ 880
    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

22. bowang-lab/scGPT ⭐ 837
    scGPT: Towards Building a Foundation Model for Single-Cell Multi-omics Using Generative AI
    🔗 scgpt.readthedocs.io/en/latest

23. facebookresearch/fairo ⭐ 829
    A modular embodied agent architecture and platform for building embodied agents

24. nvidia-omniverse/orbit ⭐ 811
    Unified framework for robot learning built on NVIDIA Isaac Sim
    🔗 isaac-orbit.github.io/orbit

25. google-deepmind/materials_discovery ⭐ 796
    Graph Networks for Materials Science (GNoME) is a project centered around scaling machine learning methods to tackle materials science.

26. google/evojax ⭐ 787
    EvoJAX is a scalable, general purpose, hardware-accelerated neuroevolution toolkit built on the JAX library

27. nvidia-omniverse/OmniIsaacGymEnvs ⭐ 690
    Reinforcement Learning Environments for Omniverse Isaac Gym

Study

Miscellaneous study resources: algorithms, general resources, system design, code repos for textbooks, best practices, tutorials.

1. thealgorithms/Python ⭐ 179,824
   All Algorithms implemented in Python
   🔗 the-algorithms.com

2. microsoft/generative-ai-for-beginners ⭐ 43,168
   18 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 ⭐ 41,542
   Python Data Science Handbook: full text in Jupyter Notebooks
   🔗 jakevdp.github.io/pythondatasciencehandbook

4. mlabonne/llm-course ⭐ 29,186
   Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.
   🔗 mlabonne.github.io/blog

5. realpython/python-guide ⭐ 27,711
   Python best practices guidebook, written for humans.
   🔗 docs.python-guide.org

6. christoschristofidis/awesome-deep-learning ⭐ 22,874
   A curated list of awesome Deep Learning tutorials, projects and communities.

7. d2l-ai/d2l-en ⭐ 21,744
   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

8. wesm/pydata-book ⭐ 21,342
   Materials and IPython notebooks for "Python for Data Analysis" by Wes McKinney, published by O'Reilly Media

9. microsoft/recommenders ⭐ 18,002
   Best Practices on Recommendation Systems
   🔗 recommenders-team.github.io/recommenders/intro.html

10. fchollet/deep-learning-with-python-notebooks ⭐ 17,786
    Jupyter notebooks for the code samples of the book "Deep Learning with Python"

11. hannibal046/Awesome-LLM ⭐ 14,462
    Awesome-LLM: a curated list of Large Language Model

12. graykode/nlp-tutorial ⭐ 13,712
    Natural Language Processing Tutorial for Deep Learning Researchers
    🔗 www.reddit.com/r/machinelearning/comments/amfinl/project_nlptutoral_repository_who_is_studying

13. shangtongzhang/reinforcement-learning-an-introduction ⭐ 13,195
    Python Implementation of Reinforcement Learning: An Introduction

14. karpathy/nn-zero-to-hero ⭐ 10,423
    Neural Networks: Zero to Hero

15. eugeneyan/open-llms ⭐ 10,202
    📋 A list of open LLMs available for commercial use.

16. openai/spinningup ⭐ 9,660
    An educational resource to help anyone learn deep reinforcement learning.
    🔗 spinningup.openai.com

17. mooler0410/LLMsPracticalGuide ⭐ 8,561
    A curated list of practical guide resources of LLMs (LLMs Tree, Examples, Papers)
    🔗 arxiv.org/abs/2304.13712v2

18. karpathy/micrograd ⭐ 8,330
    A tiny scalar-valued autograd engine and a neural net library on top of it with PyTorch-like API

19. mrdbourke/pytorch-deep-learning ⭐ 8,066
    Materials for the Learn PyTorch for Deep Learning: Zero to Mastery course.
    🔗 learnpytorch.io

20. nielsrogge/Transformers-Tutorials ⭐ 7,616
    This repository contains demos I made with the Transformers library by HuggingFace.

21. zhanymkanov/fastapi-best-practices ⭐ 7,038
    FastAPI Best Practices and Conventions we used at our startup

22. firmai/industry-machine-learning ⭐ 7,015
    A curated list of applied machine learning and data science notebooks and libraries across different industries (by @firmai)
    🔗 www.linkedin.com/company/firmai

23. gkamradt/langchain-tutorials ⭐ 6,270
    Overview and tutorial of the LangChain Library

24. udacity/deep-learning-v2-pytorch ⭐ 5,179
    Projects and exercises for the latest Deep Learning ND program https://www.udacity.com/course/deep-learning-nanodegree--nd101

25. neetcode-gh/leetcode ⭐ 5,092
    Leetcode solutions for NeetCode.io

26. srush/GPU-Puzzles ⭐ 5,052
    Teaching beginner GPU programming in a completely interactive fashion

27. mrdbourke/tensorflow-deep-learning ⭐ 4,872
    All course materials for the Zero to Mastery Deep Learning with TensorFlow course.
    🔗 dbourke.link/ztmtfcourse

28. udlbook/udlbook ⭐ 4,794
    Understanding Deep Learning - Simon J.D. Prince

29. timofurrer/awesome-asyncio ⭐ 4,405
    A curated list of awesome Python asyncio frameworks, libraries, software and resources

30. zotroneneis/machine_learning_basics ⭐ 4,207
    Plain python implementations of basic machine learning algorithms

31. roboflow/notebooks ⭐ 4,175
    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

32. huggingface/deep-rl-class ⭐ 3,618
    This repo contains the syllabus of the Hugging Face Deep Reinforcement Learning Course.

33. alirezadir/Machine-Learning-Interviews ⭐ 3,341
    This repo is meant to serve as a guide for Machine Learning/AI technical interviews.

34. cosmicpython/book ⭐ 3,264
    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

35. huggingface/diffusion-models-class ⭐ 3,228
    Materials for the Hugging Face Diffusion Models Course

36. promptslab/Awesome-Prompt-Engineering ⭐ 3,221
    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. fluentpython/example-code-2e ⭐ 2,933
    Example code for Fluent Python, 2nd edition (O'Reilly 2022)
    🔗 amzn.to/3j48u2j

38. rasbt/machine-learning-book ⭐ 2,874
    Code Repository for Machine Learning with PyTorch and Scikit-Learn
    🔗 sebastianraschka.com/books/#machine-learning-with-pytorch-and-scikit-learn

39. amanchadha/coursera-deep-learning-specialization ⭐ 2,703
    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...

40. mrdbourke/zero-to-mastery-ml ⭐ 2,592
    All course materials for the Zero to Mastery Machine Learning and Data Science course.
    🔗 dbourke.link/ztmmlcourse

41. krzjoa/awesome-python-data-science ⭐ 2,335
    Probably the best curated list of data science software in Python.
    🔗 krzjoa.github.io/awesome-python-data-science

42. cgpotts/cs224u ⭐ 2,060
    Code for CS224u: Natural Language Understanding

43. cerlymarco/MEDIUM_NoteBook ⭐ 2,024
    Repository containing notebooks of my posts on Medium

44. trananhkma/fucking-awesome-python ⭐ 1,968
    awesome-python with ⭐ and 🍴

45. gerdm/prml ⭐ 1,891
    Repository of notes, code and notebooks in Python for the book Pattern Recognition and Machine Learning by Christopher Bishop

46. atcold/NYU-DLSP21 ⭐ 1,493
    NYU Deep Learning Spring 2021
    🔗 atcold.github.io/nyu-dlsp21

47. chandlerbang/awesome-self-supervised-gnn ⭐ 1,475
    Papers about pretraining and self-supervised learning on Graph Neural Networks (GNN).

48. huggingface/cookbook ⭐ 1,345
    Community-driven practical examples of building AI applications and solving various tasks with AI using open-source tools and models.
    🔗 huggingface.co/learn/cookbook

49. patrickloeber/MLfromscratch ⭐ 1,166
    Machine Learning algorithm implementations from scratch.

50. davidadsp/Generative_Deep_Learning_2nd_Edition ⭐ 868
    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

51. jackhidary/quantumcomputingbook ⭐ 763
    Companion site for the textbook Quantum Computing: An Applied Approach

52. dylanhogg/awesome-python ⭐ 251
    🐍 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 ⭐ 23,117
   Full stack, modern web application template. Using FastAPI, React, SQLModel, PostgreSQL, Docker, GitHub Actions, automatic HTTPS and more.

2. cookiecutter/cookiecutter ⭐ 21,630
   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 ⭐ 7,614
   A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.
   🔗 drivendata.github.io/cookiecutter-data-science

4. buuntu/fastapi-react ⭐ 2,073
   🚀 Cookiecutter Template for FastAPI + React Projects. Using PostgreSQL, SQLAlchemy, and Docker

5. pyscaffold/pyscaffold ⭐ 2,013
   🛠 Python project template generator with batteries included
   🔗 pyscaffold.org

6. cjolowicz/cookiecutter-hypermodern-python ⭐ 1,721
   Cookiecutter template for a Python package based on the Hypermodern Python article series.
   🔗 cookiecutter-hypermodern-python.readthedocs.io

7. tezromach/python-package-template ⭐ 1,072
   🚀 Your next Python package needs a bleeding-edge project structure.

8. martinheinz/python-project-blueprint ⭐ 942
   Blueprint/Boilerplate For Python Projects

Terminal

Terminal and console tools and libraries: CLI tools, terminal based formatters, progress bars.

1. willmcgugan/rich ⭐ 47,187
   Rich is a Python library for rich text and beautiful formatting in the terminal.
   🔗 rich.readthedocs.io/en/latest

2. tqdm/tqdm ⭐ 27,484
   ⚡ A Fast, Extensible Progress Bar for Python and CLI
   🔗 tqdm.github.io

3. google/python-fire ⭐ 26,340
   Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.

4. willmcgugan/textual ⭐ 23,554
   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. pallets/click ⭐ 15,051
   Python composable command line interface toolkit
   🔗 click.palletsprojects.com

6. tiangolo/typer ⭐ 14,400
   Typer, build great CLIs. Easy to code. Based on Python type hints.
   🔗 typer.tiangolo.com

7. saulpw/visidata ⭐ 7,429
   A terminal spreadsheet multitool for discovering and arranging data
   🔗 visidata.org

8. manrajgrover/halo ⭐ 2,853
   💫 Beautiful spinners for terminal, IPython and Jupyter

9. urwid/urwid ⭐ 2,729
   Console user interface library for Python (official repo)
   🔗 urwid.org

10. tconbeer/harlequin ⭐ 2,498
    The SQL IDE for Your Terminal.
    🔗 harlequin.sh

11. textualize/trogon ⭐ 2,350
    Easily turn your Click CLI into a powerful terminal application

12. tmbo/questionary ⭐ 1,420
    Python library to build pretty command line user prompts ✨Easy to use multi-select lists, confirmations, free text prompts ...

13. jazzband/prettytable ⭐ 1,249
    Display tabular data in a visually appealing ASCII table format
    🔗 pypi.org/project/prettytable

14. 1j01/textual-paint ⭐ 914
    🎨 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. locustio/locust ⭐ 23,703
   Write scalable load tests in plain Python 🚗💨

2. pytest-dev/pytest ⭐ 11,388
   The pytest framework makes it easy to write small tests, yet scales to support complex functional testing
   🔗 pytest.org

3. microsoft/playwright-python ⭐ 10,740
   Python version of the Playwright testing and automation library.
   🔗 playwright.dev/python

4. robotframework/robotframework ⭐ 9,108
   Generic automation framework for acceptance testing and RPA
   🔗 robotframework.org

5. getmoto/moto ⭐ 7,394
   A library that allows you to easily mock out tests based on AWS infrastructure.
   🔗 docs.getmoto.org/en/latest

6. hypothesisworks/hypothesis ⭐ 7,290
   Hypothesis is a powerful, flexible, and easy to use library for property-based testing.
   🔗 hypothesis.works

7. newsapps/beeswithmachineguns ⭐ 6,393
   A utility for arming (creating) many bees (micro EC2 instances) to attack (load test) targets (web applications).
   🔗 apps.chicagotribune.com

8. seleniumbase/SeleniumBase ⭐ 4,272
   📊 Python's all-in-one framework for web crawling, scraping, testing, and reporting. Supports pytest. UC Mode provides stealth. Includes many tools.
   🔗 seleniumbase.io

9. getsentry/responses ⭐ 4,045
   A utility for mocking out the Python Requests library.

10. spulec/freezegun ⭐ 3,973
    Let your Python tests travel through time

11. tox-dev/tox ⭐ 3,528
    Command line driven CI frontend and development task automation tool.
    🔗 tox.wiki

12. behave/behave ⭐ 3,066
    BDD, Python style.
    🔗 behave.readthedocs.io/en/latest

13. nedbat/coveragepy ⭐ 2,838
    The code coverage tool for Python
    🔗 coverage.readthedocs.io

14. cobrateam/splinter ⭐ 2,686
    splinter - python test framework for web applications
    🔗 splinter.readthedocs.org/en/stable/index.html

15. kevin1024/vcrpy ⭐ 2,614
    Automatically mock your HTTP interactions to simplify and speed up testing

16. pytest-dev/pytest-testinfra ⭐ 2,323
    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

17. confident-ai/deepeval ⭐ 1,804
    The LLM Evaluation Framework
    🔗 docs.confident-ai.com

18. pytest-dev/pytest-mock ⭐ 1,762
    Thin-wrapper around the mock package for easier use with pytest
    🔗 pytest-mock.readthedocs.io/en/latest

19. pytest-dev/pytest-cov ⭐ 1,664
    Coverage plugin for pytest.

20. pytest-dev/pytest-xdist ⭐ 1,360
    pytest plugin for distributed testing and loop-on-failures testing modes.
    🔗 pytest-xdist.readthedocs.io

21. pytest-dev/pytest-asyncio ⭐ 1,327
    Asyncio support for pytest
    🔗 pytest-asyncio.readthedocs.io

22. taverntesting/tavern ⭐ 992
    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 ⭐ 17,773
   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 ⭐ 8,090
   Automatic extraction of relevant features from time series:
   🔗 tsfresh.readthedocs.io

3. sktime/sktime ⭐ 7,411
   A unified framework for machine learning with time series
   🔗 www.sktime.net

4. unit8co/darts ⭐ 7,294
   A python library for user-friendly forecasting and anomaly detection on time series.
   🔗 unit8co.github.io/darts

5. facebookresearch/Kats ⭐ 4,763
   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 ⭐ 4,306
   Probabilistic time series modeling in Python
   🔗 ts.gluon.ai

7. nixtla/statsforecast ⭐ 3,569
   Lightning ⚡️ fast forecasting with statistical and econometric models.
   🔗 nixtlaverse.nixtla.io/statsforecast

8. salesforce/Merlion ⭐ 3,267
   Merlion: A Machine Learning Framework for Time Series Intelligence

9. tdameritrade/stumpy ⭐ 2,995
   STUMPY is a powerful and scalable Python library for modern time series analysis
   🔗 stumpy.readthedocs.io/en/latest

10. rjt1990/pyflux ⭐ 2,089
    Open source time series library for Python

11. aistream-peelout/flow-forecast ⭐ 1,903
    Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).
    🔗 flow-forecast.atlassian.net/wiki/spaces/ff/overview

12. uber/orbit ⭐ 1,804
    A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.
    🔗 orbit-ml.readthedocs.io/en/stable

13. amazon-science/chronos-forecasting ⭐ 1,665
    Chronos: Pretrained (Language) Models for Probabilistic Time Series Forecasting

14. alkaline-ml/pmdarima ⭐ 1,519
    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

15. winedarksea/AutoTS ⭐ 1,012
    Automated Time Series Forecasting

16. time-series-foundation-models/lag-llama ⭐ 969
    Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting

17. autoviml/Auto_TS ⭐ 674
    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.

18. google/temporian ⭐ 625
    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 ⭐ 17,576
   Optional static typing for Python
   🔗 www.mypy-lang.org

2. microsoft/pyright ⭐ 12,098
   Static Type Checker for Python

3. facebook/pyre-check ⭐ 6,695
   Performant type-checking for python.
   🔗 pyre-check.org

4. python-attrs/attrs ⭐ 5,081
   Python Classes Without Boilerplate
   🔗 www.attrs.org

5. google/pytype ⭐ 4,604
   A static type analyzer for Python code
   🔗 google.github.io/pytype

6. instagram/MonkeyType ⭐ 4,540
   A Python library that generates static type annotations by collecting runtime types

7. python/typeshed ⭐ 4,079
   Collection of library stubs for Python, with static types

8. mtshiba/pylyzer ⭐ 1,993
   A fast static code analyzer & language server for Python
   🔗 mtshiba.github.io/pylyzer

9. microsoft/pylance-release ⭐ 1,653
   Fast, feature-rich language support for Python. Documentation and issues for Pylance.

10. agronholm/typeguard ⭐ 1,446
    Run-time type checker for Python

11. patrick-kidger/torchtyping ⭐ 1,337
    Type annotations and dynamic checking for a tensor's shape, dtype, names, etc.

12. robertcraigie/pyright-python ⭐ 140
    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 ⭐ 71,108
   A feature-rich command-line audio/video downloader
   🔗 discord.gg/h5mncfw63r

2. home-assistant/core ⭐ 68,743
   🏡 Open source home automation that puts local control and privacy first.
   🔗 www.home-assistant.io

3. python/cpython ⭐ 59,709
   The Python programming language
   🔗 www.python.org

4. localstack/localstack ⭐ 52,211
   💻 A fully functional local AWS cloud stack. Develop and test your cloud & Serverless apps offline
   🔗 localstack.cloud

5. faif/python-patterns ⭐ 39,445
   A collection of design patterns/idioms in Python

6. mingrammer/diagrams ⭐ 34,949
   🎨 Diagram as Code for prototyping cloud system architectures
   🔗 diagrams.mingrammer.com

7. ggerganov/whisper.cpp ⭐ 31,393
   Port of OpenAI's Whisper model in C/C++

8. keon/algorithms ⭐ 23,582
   Minimal examples of data structures and algorithms in Python

9. norvig/pytudes ⭐ 22,405
   Python programs, usually short, of considerable difficulty, to perfect particular skills.

10. modularml/mojo ⭐ 21,335
    The Mojo Programming Language
    🔗 docs.modular.com/mojo

11. openai/openai-python ⭐ 19,966
    The official Python library for the OpenAI API
    🔗 pypi.org/project/openai

12. facebookresearch/audiocraft ⭐ 19,684
    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.

13. pydantic/pydantic ⭐ 18,768
    Data validation using Python type hints
    🔗 docs.pydantic.dev

14. micropython/micropython ⭐ 18,389
    MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems
    🔗 micropython.org

15. squidfunk/mkdocs-material ⭐ 18,337
    Documentation that simply works
    🔗 squidfunk.github.io/mkdocs-material

16. mkdocs/mkdocs ⭐ 18,313
    Project documentation with Markdown.
    🔗 www.mkdocs.org

17. delgan/loguru ⭐ 18,135
    Python logging made (stupidly) simple

18. rustpython/RustPython ⭐ 17,641
    A Python Interpreter written in Rust
    🔗 rustpython.github.io

19. kivy/kivy ⭐ 16,969
    Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS
    🔗 kivy.org

20. ipython/ipython ⭐ 16,139
    Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.
    🔗 ipython.readthedocs.org

21. alievk/avatarify-python ⭐ 16,101
    Avatars for Zoom, Skype and other video-conferencing apps.

22. blakeblackshear/frigate ⭐ 14,841
    NVR with realtime local object detection for IP cameras
    🔗 frigate.video

23. zulko/moviepy ⭐ 11,809
    Video editing with Python
    🔗 zulko.github.io/moviepy

24. python-pillow/Pillow ⭐ 11,720
    The Python Imaging Library adds image processing capabilities to Python (Pillow is the friendly PIL fork)
    🔗 python-pillow.org

25. dbader/schedule ⭐ 11,497
    Python job scheduling for humans.
    🔗 schedule.readthedocs.io

26. pyodide/pyodide ⭐ 11,418
    Pyodide is a Python distribution for the browser and Node.js based on WebAssembly
    🔗 pyodide.org/en/stable

27. openai/triton ⭐ 11,062
    Development repository for the Triton language and compiler
    🔗 triton-lang.org

28. pyo3/pyo3 ⭐ 11,056
    Rust bindings for the Python interpreter
    🔗 pyo3.rs

29. nuitka/Nuitka ⭐ 10,884
    Nuitka is a Python compiler written in Python. It's fully compatible with Python 2.6, 2.7, 3.4, 3.5, 3.6, 3.7, 3.8, 3.9, 3.10, and 3.11. You feed it your Python app, it does a lot of clever things, and spits out an executable or extension module.
    🔗 nuitka.net

30. ninja-build/ninja ⭐ 10,534
    Ninja is a small build system with a focus on speed.
    🔗 ninja-build.org

31. caronc/apprise ⭐ 10,517
    Apprise - Push Notifications that work with just about every platform!
    🔗 hub.docker.com/r/caronc/apprise

32. pytube/pytube ⭐ 10,305
    A lightweight, dependency-free Python library (and command-line utility) for downloading YouTube Videos.
    🔗 pytube.io

33. secdev/scapy ⭐ 10,074
    Scapy: the Python-based interactive packet manipulation program & library.
    🔗 scapy.net

34. magicstack/uvloop ⭐ 10,024
    Ultra fast asyncio event loop.

35. pallets/jinja ⭐ 9,954
    A very fast and expressive template engine.
    🔗 jinja.palletsprojects.com

36. paul-gauthier/aider ⭐ 9,761
    Aider is a command line tool that lets you pair program with LLMs, to edit code stored in your local git repository
    🔗 aider.chat

37. asweigart/pyautogui ⭐ 9,625
    A cross-platform GUI automation Python module for human beings. Used to programmatically control the mouse & keyboard.

38. aws/serverless-application-model ⭐ 9,240
    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

39. cython/cython ⭐ 8,938
    The most widely used Python to C compiler
    🔗 cython.org

40. paramiko/paramiko ⭐ 8,835
    The leading native Python SSHv2 protocol library.
    🔗 paramiko.org

41. boto/boto3 ⭐ 8,704
    AWS SDK for Python
    🔗 aws.amazon.com/sdk-for-python

42. arrow-py/arrow ⭐ 8,559
    🏹 Better dates & times for Python
    🔗 arrow.readthedocs.io

43. facebookresearch/hydra ⭐ 8,229
    Hydra is a framework for elegantly configuring complex applications
    🔗 hydra.cc

44. xonsh/xonsh ⭐ 8,021
    🐚 Python-powered, cross-platform, Unix-gazing shell.
    🔗 xon.sh

45. eternnoir/pyTelegramBotAPI ⭐ 7,710
    Python Telegram bot api.

46. kellyjonbrazil/jc ⭐ 7,576
    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.

47. py-pdf/pypdf ⭐ 7,428
    A pure-python PDF library capable of splitting, merging, cropping, and transforming the pages of PDF files
    🔗 pypdf.readthedocs.io/en/latest

48. googleapis/google-api-python-client ⭐ 7,397
    🐍 The official Python client library for Google's discovery based APIs.
    🔗 googleapis.github.io/google-api-python-client/docs

49. theskumar/python-dotenv ⭐ 7,129
    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

50. google/latexify_py ⭐ 7,055
    A library to generate LaTeX expression from Python code.

51. googlecloudplatform/python-docs-samples ⭐ 6,990
    Code samples used on cloud.google.com

52. marshmallow-code/marshmallow ⭐ 6,904
    A lightweight library for converting complex objects to and from simple Python datatypes.
    🔗 marshmallow.readthedocs.io

53. hugapi/hug ⭐ 6,821
    Embrace the APIs of the future. Hug aims to make developing APIs as simple as possible, but no simpler.

54. jasonppy/VoiceCraft ⭐ 6,729
    Zero-Shot Speech Editing and Text-to-Speech in the Wild

55. pygithub/PyGithub ⭐ 6,692
    Typed interactions with the GitHub API v3
    🔗 pygithub.readthedocs.io

56. openai/point-e ⭐ 6,307
    Point cloud diffusion for 3D model synthesis

57. pyca/cryptography ⭐ 6,300
    cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.
    🔗 cryptography.io

58. gorakhargosh/watchdog ⭐ 6,276
    Python library and shell utilities to monitor filesystem events.
    🔗 packages.python.org/watchdog

59. sdispater/pendulum ⭐ 6,067
    Python datetimes made easy
    🔗 pendulum.eustace.io

60. sphinx-doc/sphinx ⭐ 6,046
    The Sphinx documentation generator
    🔗 www.sphinx-doc.org

61. jd/tenacity ⭐ 6,009
    Retrying library for Python
    🔗 tenacity.readthedocs.io

62. icloud-photos-downloader/icloud_photos_downloader ⭐ 5,950
    A command-line tool to download photos from iCloud

63. scikit-image/scikit-image ⭐ 5,879
    Image processing in Python
    🔗 scikit-image.org

64. bndr/pipreqs ⭐ 5,844
    pipreqs - Generate pip requirements.txt file based on imports of any project. Looking for maintainers to move this project forward.

65. wireservice/csvkit ⭐ 5,821
    A suite of utilities for converting to and working with CSV, the king of tabular file formats.
    🔗 csvkit.readthedocs.io

66. agronholm/apscheduler ⭐ 5,729
    Task scheduling library for Python

67. ijl/orjson ⭐ 5,586
    Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy

68. pdfminer/pdfminer.six ⭐ 5,465
    Community maintained fork of pdfminer - we fathom PDF
    🔗 pdfminersix.readthedocs.io

69. timdettmers/bitsandbytes ⭐ 5,452
    Accessible large language models via k-bit quantization for PyTorch.
    🔗 huggingface.co/docs/bitsandbytes/main/en/index

70. pytransitions/transitions ⭐ 5,376
    A lightweight, object-oriented finite state machine implementation in Python with many extensions

71. buildbot/buildbot ⭐ 5,166
    Python-based continuous integration testing framework; your pull requests are more than welcome!
    🔗 www.buildbot.net

72. rsalmei/alive-progress ⭐ 5,128
    A new kind of Progress Bar, with real-time throughput, ETA, and very cool animations!

73. prompt-toolkit/ptpython ⭐ 5,047
    A better Python REPL

74. pycqa/pycodestyle ⭐ 4,984
    Simple Python style checker in one Python file
    🔗 pycodestyle.pycqa.org

75. spotify/pedalboard ⭐ 4,854
    🎛 🔊 A Python library for audio.
    🔗 spotify.github.io/pedalboard

76. jorgebastida/awslogs ⭐ 4,755
    AWS CloudWatch logs for Humans™

77. pywinauto/pywinauto ⭐ 4,638
    Windows GUI Automation with Python (based on text properties)
    🔗 pywinauto.github.io

78. tebelorg/RPA-Python ⭐ 4,555
    Python package for doing RPA

79. hhatto/autopep8 ⭐ 4,523
    A tool that automatically formats Python code to conform to the PEP 8 style guide.
    🔗 pypi.org/project/autopep8

80. pytoolz/toolz ⭐ 4,521
    A functional standard library for Python.
    🔗 toolz.readthedocs.org

81. pyinvoke/invoke ⭐ 4,254
    Pythonic task management & command execution.
    🔗 pyinvoke.org

82. bogdanp/dramatiq ⭐ 4,079
    A fast and reliable background task processing library for Python 3.
    🔗 dramatiq.io

83. evhub/coconut ⭐ 3,952
    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

84. adafruit/circuitpython ⭐ 3,907
    CircuitPython - a Python implementation for teaching coding with microcontrollers
    🔗 circuitpython.org

85. miguelgrinberg/python-socketio ⭐ 3,781
    Python Socket.IO server and client

86. rspeer/python-ftfy ⭐ 3,715
    Fixes mojibake and other glitches in Unicode text, after the fact.
    🔗 ftfy.readthedocs.org

87. ashleve/lightning-hydra-template ⭐ 3,683
    PyTorch Lightning + Hydra. A very user-friendly template for ML experimentation. ⚡🔥⚡

88. joblib/joblib ⭐ 3,669
    Computing with Python functions.
    🔗 joblib.readthedocs.org

89. ets-labs/python-dependency-injector ⭐ 3,603
    Dependency injection framework for Python
    🔗 python-dependency-injector.ets-labs.org

90. python-markdown/markdown ⭐ 3,590
    A Python implementation of John Gruber’s Markdown with Extension support.
    🔗 python-markdown.github.io

91. zeromq/pyzmq ⭐ 3,550
    PyZMQ: Python bindings for zeromq
    🔗 zguide.zeromq.org/py:all

92. pypi/warehouse ⭐ 3,470
    The Python Package Index
    🔗 pypi.org

93. tartley/colorama ⭐ 3,434
    Simple cross-platform colored terminal text in Python

94. more-itertools/more-itertools ⭐ 3,429
    More routines for operating on iterables, beyond itertools
    🔗 more-itertools.rtfd.io

95. pydata/xarray ⭐ 3,415
    N-D labeled arrays and datasets in Python
    🔗 xarray.dev

96. osohq/oso ⭐ 3,409
    Oso is a batteries-included framework for building authorization in your application.
    🔗 docs.osohq.com

97. jorisschellekens/borb ⭐ 3,291
    borb is a library for reading, creating and manipulating PDF files in python.
    🔗 borbpdf.com

98. pyo3/maturin ⭐ 3,273
    Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
    🔗 maturin.rs

99. suor/funcy ⭐ 3,273
    A fancy and practical functional tools

100. pyinfra-dev/pyinfra ⭐ 3,234
     pyinfra automates infrastructure using Python. It’s fast and scales from one server to thousands. Great for ad-hoc command execution, service deployment, configuration management and more.
     🔗 pyinfra.com

101. pyserial/pyserial ⭐ 3,106
     Python serial port access library

102. spotify/basic-pitch ⭐ 2,937
     A lightweight yet powerful audio-to-MIDI converter with pitch bend detection
     🔗 basicpitch.io

103. tox-dev/pipdeptree ⭐ 2,689
     A command line utility to display dependency tree of the installed Python packages
     🔗 pypi.python.org/pypi/pipdeptree

104. legrandin/pycryptodome ⭐ 2,672
     A self-contained cryptographic library for Python
     🔗 www.pycryptodome.org

105. camelot-dev/camelot ⭐ 2,661
     A Python library to extract tabular data from PDFs
     🔗 camelot-py.readthedocs.io

106. liiight/notifiers ⭐ 2,601
     The easy way to send notifications
     🔗 notifiers.readthedocs.io

107. lxml/lxml ⭐ 2,574
     The lxml XML toolkit for Python
     🔗 lxml.de

108. whylabs/whylogs ⭐ 2,553
     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

109. pexpect/pexpect ⭐ 2,535
     A Python module for controlling interactive programs in a pseudo-terminal
     🔗 pexpect.readthedocs.io

110. pyston/pyston ⭐ 2,488
     A faster and highly-compatible implementation of the Python programming language.
     🔗 www.pyston.org

111. litl/backoff ⭐ 2,481
     Python library providing function decorators for configurable backoff and retry

112. scrapinghub/dateparser ⭐ 2,462
     python parser for human readable dates

113. dosisod/refurb ⭐ 2,448
     A tool for refurbishing and modernizing Python codebases

114. yaml/pyyaml ⭐ 2,431
     Canonical source repository for PyYAML

115. cdgriffith/Box ⭐ 2,357
     Python dictionaries with advanced dot notation access
     🔗 github.com/cdgriffith/box/wiki

116. pypa/setuptools ⭐ 2,324
     Official project repository for the Setuptools build system
     🔗 pypi.org/project/setuptools

117. nschloe/tikzplotlib ⭐ 2,312
     📊 Save matplotlib figures as TikZ/PGFplots for smooth integration into LaTeX.

118. hgrecco/pint ⭐ 2,268
     Operate and manipulate physical quantities in Python
     🔗 pint.readthedocs.org

119. dateutil/dateutil ⭐ 2,253
     Useful extensions to the standard Python datetime features

120. grantjenks/python-diskcache ⭐ 2,169
     Python disk-backed cache (Django-compatible). Faster than Redis and Memcached. Pure-Python.
     🔗 www.grantjenks.com/docs/diskcache

121. pndurette/gTTS ⭐ 2,148
     Python library and CLI tool to interface with Google Translate's text-to-speech API
     🔗 gtts.readthedocs.org

122. ianmiell/shutit ⭐ 2,147
     Automation framework for programmers
     🔗 ianmiell.github.io/shutit

123. kiminewt/pyshark ⭐ 2,129
     Python wrapper for tshark, allowing python packet parsing using wireshark dissectors

124. pyparsing/pyparsing ⭐ 2,100
     Python library for creating PEG parsers

125. libaudioflux/audioFlux ⭐ 2,053
     A library for audio and music analysis, feature extraction.
     🔗 audioflux.top

126. google/gin-config ⭐ 1,993
     Gin provides a lightweight configuration framework for Python

127. grahamdumpleton/wrapt ⭐ 1,980
     A Python module for decorators, wrappers and monkey patching.

128. astanin/python-tabulate ⭐ 1,976
     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

129. pyfilesystem/pyfilesystem2 ⭐ 1,950
     Python's Filesystem abstraction layer
     🔗 www.pyfilesystem.org

130. nateshmbhat/pyttsx3 ⭐ 1,917
     Offline Text To Speech synthesis for python

131. landscapeio/prospector ⭐ 1,907
     Inspects Python source files and provides information about type and location of classes, methods etc

132. jcrist/msgspec ⭐ 1,877
     A fast serialization and validation library, with builtin support for JSON, MessagePack, YAML, and TOML
     🔗 jcristharif.com/msgspec

133. julienpalard/Pipe ⭐ 1,856
     A Python library to use infix notation in Python

134. python-rope/rope ⭐ 1,839
     a python refactoring library

135. numba/llvmlite ⭐ 1,838
     A lightweight LLVM python binding for writing JIT compilers
     🔗 llvmlite.pydata.org

136. chaostoolkit/chaostoolkit ⭐ 1,833
     Chaos Engineering Toolkit & Orchestration for Developers
     🔗 chaostoolkit.org

137. carpedm20/emoji ⭐ 1,822
     emoji terminal output for Python

138. mitmproxy/pdoc ⭐ 1,816
     API Documentation for Python Projects
     🔗 pdoc.dev

139. omry/omegaconf ⭐ 1,809
     Flexible Python configuration system. The last one you will ever need.

140. joowani/binarytree ⭐ 1,804
     Python Library for Studying Binary Trees
     🔗 binarytree.readthedocs.io

141. pydoit/doit ⭐ 1,783
     task management & automation tool
     🔗 pydoit.org

142. pygments/pygments ⭐ 1,706
     Pygments is a generic syntax highlighter written in Python
     🔗 pygments.org

143. rhettbull/osxphotos ⭐ 1,700
     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.

144. kalliope-project/kalliope ⭐ 1,697
     Kalliope is a framework that will help you to create your own personal assistant.
     🔗 kalliope-project.github.io

145. konradhalas/dacite ⭐ 1,663
     Simple creation of data classes from dictionaries.

146. home-assistant/supervisor ⭐ 1,655
     🏡 Home Assistant Supervisor
     🔗 home-assistant.io/hassio

147. samuelcolvin/watchfiles ⭐ 1,607
     Simple, modern and fast file watching and code reload in python.
     🔗 watchfiles.helpmanual.io

148. open-telemetry/opentelemetry-python ⭐ 1,604
     OpenTelemetry Python API and SDK
     🔗 opentelemetry.io

149. rubik/radon ⭐ 1,598
     Various code metrics for Python code
     🔗 radon.readthedocs.org

150. mkdocstrings/mkdocstrings ⭐ 1,578
     📘 Automatic documentation from sources, for MkDocs.
     🔗 mkdocstrings.github.io

151. p0dalirius/Coercer ⭐ 1,565
     A python script to automatically coerce a Windows server to authenticate on an arbitrary machine through 12 methods.
     🔗 podalirius.net

152. hbldh/bleak ⭐ 1,534
     A cross platform Bluetooth Low Energy Client for Python using asyncio

153. facebookincubator/Bowler ⭐ 1,514
     Safe code refactoring for modern Python.
     🔗 pybowler.io

154. nficano/python-lambda ⭐ 1,480
     A toolkit for developing and deploying serverless Python code in AWS Lambda.

155. quodlibet/mutagen ⭐ 1,445
     Python module for handling audio metadata
     🔗 mutagen.readthedocs.io

156. instagram/LibCST ⭐ 1,418
     A concrete syntax tree parser and serializer library for Python that preserves many aspects of Python's abstract syntax tree
     🔗 libcst.readthedocs.io

157. fabiocaccamo/python-benedict ⭐ 1,411
     📘 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.

158. aws-samples/aws-glue-samples ⭐ 1,392
     AWS Glue code samples

159. lcompilers/lpython ⭐ 1,343
     Python compiler
     🔗 lpython.org

160. pycqa/pyflakes ⭐ 1,341
     A simple program which checks Python source files for errors
     🔗 pypi.org/project/pyflakes

161. lidatong/dataclasses-json ⭐ 1,306
     Easily serialize Data Classes to and from JSON

162. ossf/criticality_score ⭐ 1,283
     Gives criticality score for an open source project

163. brandon-rhodes/python-patterns ⭐ 1,267
     Source code behind the python-patterns.guide site by Brandon Rhodes

164. aio-libs/yarl ⭐ 1,234
     Yet another URL library
     🔗 yarl.aio-libs.org

165. oracle/graalpython ⭐ 1,112
     A Python 3 implementation built on GraalVM

166. pdoc3/pdoc ⭐ 1,091
     🐍 ➡️ 📜 Auto-generate API documentation for Python projects
     🔗 pdoc3.github.io/pdoc

167. c4urself/bump2version ⭐ 1,039
     Version-bump your software with a single command
     🔗 pypi.python.org/pypi/bump2version

168. metachris/logzero ⭐ 1,029
     Robust and effective logging for Python 2 and 3.
     🔗 logzero.readthedocs.io

169. pyo3/rust-numpy ⭐ 1,019
     PyO3-based Rust bindings of the NumPy C-API

170. pyfpdf/fpdf2 ⭐ 940
     Simple PDF generation for Python
     🔗 py-pdf.github.io/fpdf2

171. anthropics/anthropic-sdk-python ⭐ 911
     SDK providing access to Anthropic's safety-first language model APIs

172. fsspec/filesystem_spec ⭐ 901
     A specification that python filesystems should adhere to.

173. fastai/fastcore ⭐ 901
     Python supercharged for the fastai library
     🔗 fastcore.fast.ai

174. milvus-io/pymilvus ⭐ 872
     Python SDK for Milvus.

175. alex-sherman/unsync ⭐ 869
     Unsynchronize asyncio

176. lastmile-ai/aiconfig ⭐ 844
     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

177. samuelcolvin/dirty-equals ⭐ 769
     Doing dirty (but extremely useful) things with equals.
     🔗 dirty-equals.helpmanual.io

178. pypy/pypy ⭐ 736
     PyPy is a very fast and compliant implementation of the Python language.
     🔗 pypy.org

179. barracuda-fsh/pyobd ⭐ 736
     open source obd2 car diagnostics program

180. pypa/build ⭐ 662
     A simple, correct Python build frontend
     🔗 build.pypa.io

181. pydantic/logfire ⭐ 652
     Uncomplicated Observability for Python and beyond! 🪵🔥
     🔗 docs.pydantic.dev/logfire

182. instagram/Fixit ⭐ 649
     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

183. gefyrahq/gefyra ⭐ 627
     Blazingly-fast 🚀, rock-solid, local application development ➡️ with Kubernetes.
     🔗 gefyra.dev

184. open-telemetry/opentelemetry-python-contrib ⭐ 618
     OpenTelemetry instrumentation for Python modules
     🔗 opentelemetry.io

185. qdrant/qdrant-client ⭐ 618
     Python client for Qdrant vector search engine
     🔗 qdrant.tech

186. methexis-inc/terminal-copilot ⭐ 566
     A smart terminal assistant that helps you find the right command.

187. fastai/ghapi ⭐ 513
     A delightful and complete interface to GitHub's amazing API
     🔗 ghapi.fast.ai

188. steamship-core/steamship-langchain ⭐ 504
     steamship-langchain

189. google/pyglove ⭐ 320
     Manipulating Python Programs

Vizualisation

Vizualisation tools and libraries. Application frameworks, 2D/3D plotting, dashboards, WebGL.

1. apache/superset ⭐ 58,934
   Apache Superset is a Data Visualization and Data Exploration Platform
   🔗 superset.apache.org

2. streamlit/streamlit ⭐ 31,818
   Streamlit — A faster way to build and share data apps.
   🔗 streamlit.io

3. gradio-app/gradio ⭐ 29,043
   Build and share delightful machine learning apps, all in Python. 🌟 Star to support our work!
   🔗 www.gradio.app

4. plotly/dash ⭐ 20,528
   Data Apps & Dashboards for Python. No JavaScript Required.
   🔗 plotly.com/dash

5. matplotlib/matplotlib ⭐ 19,309
   matplotlib: plotting with Python
   🔗 matplotlib.org/stable

6. bokeh/bokeh ⭐ 18,848
   Interactive Data Visualization in the browser, from Python
   🔗 bokeh.org

7. plotly/plotly.py ⭐ 15,310
   The interactive graphing library for Python ✨ This project now includes Plotly Express!
   🔗 plotly.com/python

8. mwaskom/seaborn ⭐ 11,966
   Statistical data visualization in Python
   🔗 seaborn.pydata.org

9. visgl/deck.gl ⭐ 11,715
   WebGL2 powered visualization framework
   🔗 deck.gl

10. marceloprates/prettymaps ⭐ 10,841
    A small set of Python functions to draw pretty maps from OpenStreetMap data. Based on osmnx, matplotlib and shapely libraries.

11. altair-viz/altair ⭐ 8,931
    Declarative statistical visualization library for Python
    🔗 altair-viz.github.io

12. nvidia/TensorRT-LLM ⭐ 6,638
    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

13. lux-org/lux ⭐ 4,919
    Automatically visualize your pandas dataframe via a single print! 📊 💡

14. renpy/renpy ⭐ 4,567
    The Ren'Py Visual Novel Engine
    🔗 www.renpy.org

15. man-group/dtale ⭐ 4,558
    Visualizer for pandas data structures
    🔗 alphatechadmin.pythonanywhere.com

16. holoviz/panel ⭐ 4,246
    Panel: The powerful data exploration & web app framework for Python
    🔗 panel.holoviz.org

17. has2k1/plotnine ⭐ 3,830
    A Grammar of Graphics for Python
    🔗 plotnine.org

18. residentmario/missingno ⭐ 3,813
    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.

19. pyqtgraph/pyqtgraph ⭐ 3,683
    Fast data visualization and GUI tools for scientific / engineering applications
    🔗 www.pyqtgraph.org

20. vispy/vispy ⭐ 3,224
    Main repository for Vispy
    🔗 vispy.org

21. ml-tooling/opyrator ⭐ 3,018
    🪄 Turns your machine learning code into microservices with web API, interactive GUI, and more.
    🔗 opyrator-playground.mltooling.org

22. netflix/flamescope ⭐ 2,989
    FlameScope is a visualization tool for exploring different time ranges as Flame Graphs.

23. facebookresearch/hiplot ⭐ 2,698
    HiPlot makes understanding high dimensional data easy
    🔗 facebookresearch.github.io/hiplot

24. holoviz/holoviews ⭐ 2,624
    With Holoviews, your data visualizes itself.
    🔗 holoviews.org

25. kozea/pygal ⭐ 2,603
    pygal is a dynamic SVG charting library written in python.
    🔗 www.pygal.org

26. pyvista/pyvista ⭐ 2,370
    3D plotting and mesh analysis through a streamlined interface for the Visualization Toolkit (VTK)
    🔗 docs.pyvista.org

27. mckinsey/vizro ⭐ 2,359
    Vizro is a toolkit for creating modular data visualization applications.
    🔗 vizro.readthedocs.io/en/stable

28. marcomusy/vedo ⭐ 1,932
    A python module for scientific analysis of 3D data based on VTK and Numpy
    🔗 vedo.embl.es

29. datapane/datapane ⭐ 1,349
    Build and share data reports in 100% Python
    🔗 datapane.com

30. facultyai/dash-bootstrap-components ⭐ 1,057
    Bootstrap components for Plotly Dash
    🔗 dash-bootstrap-components.opensource.faculty.ai

31. nomic-ai/deepscatter ⭐ 978
    Zoomable, animated scatterplots in the browser that scales over a billion points

32. hazyresearch/meerkat ⭐ 812
    Creative interactive views of any dataset.

33. holoviz/holoviz ⭐ 789
    High-level tools to simplify visualization in Python.
    🔗 holoviz.org

Web

Web related frameworks and libraries: webapp servers, WSGI, ASGI, asyncio, HTTP, REST, user management.

1. django/django ⭐ 76,886
   The Web framework for perfectionists with deadlines.
   🔗 www.djangoproject.com

2. tiangolo/fastapi ⭐ 71,145
   FastAPI framework, high performance, easy to learn, fast to code, ready for production
   🔗 fastapi.tiangolo.com

3. pallets/flask ⭐ 66,425
   The Python micro framework for building web applications.
   🔗 flask.palletsprojects.com

4. sherlock-project/sherlock ⭐ 51,412
   🔎 Hunt down social media accounts by username across social networks
   🔗 sherlock-project.github.io

5. psf/requests ⭐ 51,378
   A simple, yet elegant, HTTP library.
   🔗 requests.readthedocs.io/en/latest

6. tornadoweb/tornado ⭐ 21,524
   Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
   🔗 www.tornadoweb.org

7. huge-success/sanic ⭐ 17,735
   Accelerate your web app development | Build fast. Run fast.
   🔗 sanic.dev

8. pyscript/pyscript ⭐ 17,451
   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

9. wagtail/wagtail ⭐ 17,239
   A Django content management system focused on flexibility and user experience
   🔗 wagtail.org

10. reflex-dev/reflex ⭐ 16,778
    🕸️ Web apps in pure Python 🐍
    🔗 reflex.dev

11. aio-libs/aiohttp ⭐ 14,581
    Asynchronous HTTP client/server framework for asyncio and Python
    🔗 docs.aiohttp.org

12. encode/httpx ⭐ 12,363
    A next generation HTTP client for Python. 🦋
    🔗 www.python-httpx.org

13. getpelican/pelican ⭐ 12,268
    Static site generator that supports Markdown and reST syntax. Powered by Python.
    🔗 getpelican.com

14. aws/chalice ⭐ 10,311
    Python Serverless Microframework for AWS

15. encode/starlette ⭐ 9,541
    The little ASGI framework that shines. 🌟
    🔗 www.starlette.io

16. benoitc/gunicorn ⭐ 9,519
    gunicorn 'Green Unicorn' is a WSGI HTTP Server for UNIX, fast clients and sleepy applications.
    🔗 www.gunicorn.org

17. falconry/falcon ⭐ 9,388
    The no-magic web data plane API and microservices framework for Python developers, with a focus on reliability, correctness, and performance at scale.
    🔗 falcon.readthedocs.io/en/stable

18. flet-dev/flet ⭐ 9,218
    Flet enables developers to easily build realtime web, mobile and desktop apps in Python. No frontend experience required.
    🔗 flet.dev

19. bottlepy/bottle ⭐ 8,300
    bottle.py is a fast and simple micro-framework for python web-applications.
    🔗 bottlepy.org

20. graphql-python/graphene ⭐ 7,977
    GraphQL framework for Python
    🔗 graphene-python.org

21. encode/uvicorn ⭐ 7,876
    An ASGI web server, for Python. 🦄
    🔗 www.uvicorn.org

22. reactive-python/reactpy ⭐ 7,663
    ReactPy is a library for building user interfaces in Python without Javascript
    🔗 reactpy.dev

23. zauberzeug/nicegui ⭐ 7,446
    Create web-based user interfaces with Python. The nice way.
    🔗 nicegui.io

24. pyeve/eve ⭐ 6,661
    REST API framework designed for human beings
    🔗 python-eve.org

25. pallets/werkzeug ⭐ 6,547
    The comprehensive WSGI web application library.
    🔗 werkzeug.palletsprojects.com

26. vitalik/django-ninja ⭐ 6,251
    💨 Fast, Async-ready, Openapi, type hints based framework for building APIs
    🔗 django-ninja.dev

27. webpy/webpy ⭐ 5,870
    web.py is a web framework for python that is as simple as it is powerful.
    🔗 webpy.org

28. stephenmcd/mezzanine ⭐ 4,716
    CMS framework for Django
    🔗 mezzanine.jupo.org

29. nameko/nameko ⭐ 4,653
    A microservices framework for Python that lets service developers concentrate on application logic and encourages testability.
    🔗 www.nameko.io

30. starlite-api/litestar ⭐ 4,469
    Production-ready, Light, Flexible and Extensible ASGI API framework | Effortlessly Build Performant APIs
    🔗 litestar.dev

31. pywebio/PyWebIO ⭐ 4,335
    Write interactive web app in script way.
    🔗 pywebio.readthedocs.io

32. fastapi-users/fastapi-users ⭐ 4,077
    Ready-to-use and customizable users management for FastAPI
    🔗 fastapi-users.github.io/fastapi-users

33. pylons/pyramid ⭐ 3,901
    Pyramid - A Python web framework
    🔗 trypyramid.com

34. h2oai/wave ⭐ 3,863
    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

35. strawberry-graphql/strawberry ⭐ 3,773
    A GraphQL library for Python that leverages type annotations 🍓
    🔗 strawberry.rocks

36. websocket-client/websocket-client ⭐ 3,464
    WebSocket client for Python
    🔗 github.com/websocket-client/websocket-client

37. unbit/uwsgi ⭐ 3,412
    uWSGI application server container
    🔗 projects.unbit.it/uwsgi

38. pallets/quart ⭐ 2,636
    An async Python micro framework for building web applications.
    🔗 quart.palletsprojects.com

39. fastapi-admin/fastapi-admin ⭐ 2,561
    A fast admin dashboard based on FastAPI and TortoiseORM with tabler ui, inspired by Django admin
    🔗 fastapi-admin-docs.long2ice.io

40. flipkart-incubator/Astra ⭐ 2,427
    Automated Security Testing For REST API's

41. masoniteframework/masonite ⭐ 2,150
    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

42. dot-agent/nextpy ⭐ 2,110
    🤖Self-Modifying Framework from the Future 🔮 World's First AMS
    🔗 dotagent.ai

43. python-restx/flask-restx ⭐ 2,077
    Fork of Flask-RESTPlus: Fully featured framework for fast, easy and documented API development with Flask
    🔗 flask-restx.readthedocs.io/en/latest

44. cherrypy/cherrypy ⭐ 1,786
    CherryPy is a pythonic, object-oriented HTTP framework. https://cherrypy.dev
    🔗 docs.cherrypy.dev

45. dmontagu/fastapi-utils ⭐ 1,748
    Reusable utilities for FastAPI: a number of utilities to help reduce boilerplate and reuse common functionality across projects

46. neoteroi/BlackSheep ⭐ 1,731
    Fast ASGI web framework for Python
    🔗 www.neoteroi.dev/blacksheep

47. s3rius/FastAPI-template ⭐ 1,670
    Feature rich robust FastAPI template.

48. jordaneremieff/mangum ⭐ 1,602
    AWS Lambda support for ASGI applications
    🔗 mangum.io

49. wtforms/wtforms ⭐ 1,463
    A flexible forms validation and rendering library for Python.
    🔗 wtforms.readthedocs.io

50. awtkns/fastapi-crudrouter ⭐ 1,310
    A dynamic FastAPI router that automatically creates CRUD routes for your models
    🔗 fastapi-crudrouter.awtkns.com

51. magicstack/httptools ⭐ 1,166
    Fast HTTP parser

52. long2ice/fastapi-cache ⭐ 1,137
    fastapi-cache is a tool to cache fastapi response and function result, with backends support redis and memcached.
    🔗 github.com/long2ice/fastapi-cache

53. whitphx/stlite ⭐ 993
    A port of Streamlit to WebAssembly, powered by Pyodide.
    🔗 edit.share.stlite.net

54. rstudio/py-shiny ⭐ 977
    Shiny for Python
    🔗 shiny.posit.co/py

55. koxudaxi/fastapi-code-generator ⭐ 907
    This code generator creates FastAPI app from an openapi file.

56. aeternalis-ingenium/FastAPI-Backend-Template ⭐ 558
    A backend project template with FastAPI, PostgreSQL with asynchronous SQLAlchemy 2.0, Alembic for asynchronous database migration, and Docker.

---

Interactive version: www.awesomepython.org, Hugging Face Dataset: awesome-python

Please raise a new issue to suggest a Python repo that you would like to see added.

1,461 hand-picked awesome Python libraries and frameworks, updated 05 May 2024