Awesome Python

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

Interactive version: www.awesomepython.org

Updated 02 Nov 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 (106 repos)
• Debugging - Debugging and tracing tools (10 repos)
• Diffusion Text to Image - Text-to-image diffusion model libraries, tools and apps for generating images from natural language (41 repos)
• Finance - Financial and quantitative libraries: investment research tools, market data, algorithmic trading, backtesting, financial derivatives (33 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 (25 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 (293 repos)
• Math and Science - Mathematical, numerical and scientific libraries (26 repos)
• Machine Learning - General - General and classical machine learning libraries. See below for other sections covering specialised ML areas (157 repos)
• Machine Learning - Deep Learning - Machine learning libraries that cross over with deep learning in some way (76 repos)
• Machine Learning - Interpretability - Machine learning interpretability libraries. Covers explainability, prediction explainations, dashboards, understanding knowledge development in training (22 repos)
• Machine Learning - Ops - MLOps tools, frameworks and libraries: intersection of machine learning, data engineering and DevOps; deployment, health, diagnostics and governance of ML models (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 (24 repos)
• Machine Learning - Time Series - Machine learning and classical timeseries libraries: forecasting, seasonality, anomaly detection, econometrics (20 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 (81 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 (33 repos)
• Study - Miscellaneous study resources: algorithms, general resources, system design, code repos for textbooks, best practices, tutorials (57 repos)
• Template - Template tools and libraries: cookiecutter repos, generators, quick-starts (9 repos)
• Terminal - Terminal and console tools and libraries: CLI tools, terminal based formatters, progress bars (15 repos)
• Testing - Testing libraries: unit testing, load testing, acceptance testing, code coverage, browser automation, plugins (24 repos)
• Typing - Typing libraries: static and run-time type checking, annotations (12 repos)
• Utility - General utility libraries: miscellaneous tools, linters, code formatters, version management, package tools, documentation tools (199 repos)
• Vizualisation - Vizualisation tools and libraries. Application frameworks, 2D/3D plotting, dashboards, WebGL (34 repos)
• Web - Web related frameworks and libraries: webapp servers, WSGI, ASGI, asyncio, HTTP, REST, user management (58 repos)

Newly Created Repositories

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

1. microsoft/BitNet ⭐ 10,645
   Official inference framework for 1-bit LLMs (e.g., BitNet b1.58). It offers a suite of optimized kernels, that support fast and lossless inference of 1.58-bit models

2. swivid/F5-TTS ⭐ 6,288
   Official code for "F5-TTS: A Fairytaler that Fakes Fluent and Faithful Speech with Flow Matching"
   🔗 arxiv.org/abs/2410.06885

3. huggingface/speech-to-speech ⭐ 3,447
   Speech To Speech: an effort for an open-sourced and modular GPT4-o

4. linkedin/Liger-Kernel ⭐ 3,241
   Efficient Triton Kernels for LLM Training

5. karpathy/nano-llama31 ⭐ 1,227
   This repo is to Llama 3.1 what nanoGPT is to GPT-2. i.e. it is a minimal, dependency-free implementation of the Llama 3.1 architecture

6. shengranhu/ADAS ⭐ 1,001
   Automated Design of Agentic Systems using Meta Agent Search to show agents can invent novel and powerful agent designs

7. huggingface/evaluation-guidebook ⭐ 730
   Sharing both practical insights and theoretical knowledge about LLM evaluation that we gathered while managing the Open LLM Leaderboard and designing lighteval!

8. tag-research/TAG-Bench ⭐ 576
   Table-Augmented Generation (TAG) is a unified and general-purpose paradigm for answering natural language questions over databases
   🔗 arxiv.org/pdf/2408.14717

9. deedy/mac_computer_use ⭐ 427
   A fork of Anthropic Computer Use that you can run on Mac computers to give Claude and other AI models autonomous access to your computer.
   🔗 x.com/deedydas/status/1849481225041559910

10. dottxt-ai/outlines-core ⭐ 105
    Core functionality for structured generation, formerly implemented in Outlines, with a focus on performance and portability.

Code Quality

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

1. psf/black ⭐ 38,804
   The uncompromising Python code formatter
   🔗 black.readthedocs.io/en/stable

2. astral-sh/ruff ⭐ 32,003
   An extremely fast Python linter and code formatter, written in Rust.
   🔗 docs.astral.sh/ruff

3. google/yapf ⭐ 13,757
   A formatter for Python files

4. pre-commit/pre-commit ⭐ 12,848
   A framework for managing and maintaining multi-language pre-commit hooks.
   🔗 pre-commit.com

5. sqlfluff/sqlfluff ⭐ 7,829
   A modular SQL linter and auto-formatter with support for multiple dialects and templated code.
   🔗 www.sqlfluff.com

6. pycqa/isort ⭐ 6,483
   A Python utility / library to sort imports.
   🔗 pycqa.github.io/isort

7. davidhalter/jedi ⭐ 5,781
   Awesome autocompletion, static analysis and refactoring library for python
   🔗 jedi.readthedocs.io

8. pycqa/pylint ⭐ 5,288
   It's not just a linter that annoys you!
   🔗 pylint.readthedocs.io/en/latest

9. asottile/pyupgrade ⭐ 3,572
   A tool (and pre-commit hook) to automatically upgrade syntax for newer versions of the language.

10. jendrikseipp/vulture ⭐ 3,472
    Find dead Python code

11. pycqa/flake8 ⭐ 3,432
    flake8 is a python tool that glues together pycodestyle, pyflakes, mccabe, and third-party plugins to check the style and quality of some python code.
    🔗 flake8.pycqa.org

12. wemake-services/wemake-python-styleguide ⭐ 2,513
    The strictest and most opinionated python linter ever!
    🔗 wemake-python-styleguide.rtfd.io

13. python-lsp/python-lsp-server ⭐ 1,916
    Fork of the python-language-server project, maintained by the Spyder IDE team and the community

14. codespell-project/codespell ⭐ 1,892
    check code for common misspellings

15. sourcery-ai/sourcery ⭐ 1,553
    Instant AI code reviews
    🔗 sourcery.ai

16. akaihola/darker ⭐ 631
    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 ⭐ 402
    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 ⭐ 32,809
   A JavaScript / TypeScript / Python / C# / PHP cryptocurrency trading API with support for more than 100 bitcoin/altcoin exchanges
   🔗 docs.ccxt.com

2. freqtrade/freqtrade ⭐ 28,483
   Free, open source crypto trading bot
   🔗 www.freqtrade.io

3. crytic/slither ⭐ 5,304
   Static Analyzer for Solidity and Vyper
   🔗 blog.trailofbits.com/2018/10/19/slither-a-solidity-static-analysis-framework

4. ethereum/web3.py ⭐ 4,999
   A python interface for interacting with the Ethereum blockchain and ecosystem.
   🔗 web3py.readthedocs.io

5. ethereum/consensus-specs ⭐ 3,557
   Ethereum Proof-of-Stake Consensus Specifications

6. cyberpunkmetalhead/Binance-volatility-trading-bot ⭐ 3,405
   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 ⭐ 2,262
   A Python implementation of the Ethereum Virtual Machine
   🔗 py-evm.readthedocs.io/en/latest

8. bmoscon/cryptofeed ⭐ 2,219
   Cryptocurrency Exchange Websocket Data Feed Handler

9. binance/binance-public-data ⭐ 1,490
   Details on how to get Binance public data

10. ofek/bit ⭐ 1,242
    Bitcoin made easy.
    🔗 ofek.dev/bit

11. man-c/pycoingecko ⭐ 1,043
    Python wrapper for the CoinGecko API

12. palkeo/panoramix ⭐ 816
    Ethereum decompiler

13. dylanhogg/awesome-crypto ⭐ 68
    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 ⭐ 52,810
   Scrapy, a fast high-level web crawling & scraping framework for Python.
   🔗 scrapy.org

2. apache/spark ⭐ 39,513
   Apache Spark - A unified analytics engine for large-scale data processing
   🔗 spark.apache.org

3. mindsdb/mindsdb ⭐ 26,609
   The platform for building AI from enterprise data
   🔗 mindsdb.com

4. getredash/redash ⭐ 26,204
   Make Your Company Data Driven. Connect to any data source, easily visualize, dashboard and share your data.
   🔗 redash.io

5. jaidedai/EasyOCR ⭐ 24,150
   Ready-to-use OCR with 80+ supported languages and all popular writing scripts including Latin, Chinese, Arabic, Devanagari, Cyrillic and etc.
   🔗 www.jaided.ai

6. qdrant/qdrant ⭐ 20,190
   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. humansignal/label-studio ⭐ 18,893
   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

8. joke2k/faker ⭐ 17,684
   Faker is a Python package that generates fake data for you.
   🔗 faker.readthedocs.io

9. binux/pyspider ⭐ 16,488
   A Powerful Spider(Web Crawler) System in Python.
   🔗 docs.pyspider.org

10. airbytehq/airbyte ⭐ 15,913
    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

11. twintproject/twint ⭐ 15,775
    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.

12. chroma-core/chroma ⭐ 15,000
    the AI-native open-source embedding database
    🔗 www.trychroma.com

13. apache/arrow ⭐ 14,437
    Apache Arrow is a multi-language toolbox for accelerated data interchange and in-memory processing
    🔗 arrow.apache.org

14. tiangolo/sqlmodel ⭐ 14,341
    SQL databases in Python, designed for simplicity, compatibility, and robustness.
    🔗 sqlmodel.tiangolo.com

15. avaiga/taipy ⭐ 14,321
    Turns Data and AI algorithms into production-ready web applications in no time.
    🔗 www.taipy.io

16. redis/redis-py ⭐ 12,605
    Redis Python client

17. coleifer/peewee ⭐ 11,147
    a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb
    🔗 docs.peewee-orm.com

18. s0md3v/Photon ⭐ 10,993
    Incredibly fast crawler designed for OSINT.

19. sqlalchemy/sqlalchemy ⭐ 9,566
    The Database Toolkit for Python
    🔗 www.sqlalchemy.org

20. simonw/datasette ⭐ 9,468
    An open source multi-tool for exploring and publishing data
    🔗 datasette.io

21. bigscience-workshop/petals ⭐ 9,159
    🌸 Run LLMs at home, BitTorrent-style. Fine-tuning and inference up to 10x faster than offloading
    🔗 petals.dev

22. voxel51/fiftyone ⭐ 8,787
    Refine high-quality datasets and visual AI models
    🔗 fiftyone.ai

23. yzhao062/pyod ⭐ 8,519
    A Python Library for Outlier and Anomaly Detection, Integrating Classical and Deep Learning Techniques
    🔗 pyod.readthedocs.io

24. gristlabs/grist-core ⭐ 7,116
    Grist is the evolution of spreadsheets.
    🔗 www.getgrist.com

25. tobymao/sqlglot ⭐ 6,595
    Python SQL Parser and Transpiler
    🔗 sqlglot.com

26. alirezamika/autoscraper ⭐ 6,235
    A Smart, Automatic, Fast and Lightweight Web Scraper for Python

27. kaggle/kaggle-api ⭐ 6,195
    Official Kaggle API

28. madmaze/pytesseract ⭐ 5,810
    A Python wrapper for Google Tesseract

29. vi3k6i5/flashtext ⭐ 5,588
    Extract Keywords from sentence or Replace keywords in sentences.

30. airbnb/knowledge-repo ⭐ 5,478
    A next-generation curated knowledge sharing platform for data scientists and other technical professions.

31. ibis-project/ibis ⭐ 5,203
    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

32. facebookresearch/AugLy ⭐ 4,955
    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

33. superduperdb/superduper ⭐ 4,692
    Superduper: Integrate AI models and machine learning workflows with your database to implement custom AI applications, without moving your data. Including streaming inference, scalable model hosting, training and vector search.
    🔗 superduper.io

34. jazzband/tablib ⭐ 4,607
    Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.
    🔗 tablib.readthedocs.io

35. lk-geimfari/mimesis ⭐ 4,426
    Mimesis is a robust data generator for Python that can produce a wide range of fake data in multiple languages.
    🔗 mimesis.name

36. amundsen-io/amundsen ⭐ 4,415
    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

37. lancedb/lancedb ⭐ 4,393
    Developer-friendly, serverless vector database for AI applications. Easily add long-term memory to your LLM apps!
    🔗 lancedb.github.io/lancedb

38. mongodb/mongo-python-driver ⭐ 4,137
    PyMongo - the Official MongoDB Python driver
    🔗 www.mongodb.com/docs/languages/python/pymongo-driver/current

39. pathwaycom/pathway ⭐ 4,026
    Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG.
    🔗 pathway.com

40. giskard-ai/giskard ⭐ 4,012
    🐢 Open-Source Evaluation & Testing for ML models & LLMs
    🔗 docs.giskard.ai

41. andialbrecht/sqlparse ⭐ 3,732
    A non-validating SQL parser module for Python

42. rom1504/img2dataset ⭐ 3,666
    Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one machine.

43. jmcnamara/XlsxWriter ⭐ 3,635
    A Python module for creating Excel XLSX files.
    🔗 xlsxwriter.readthedocs.io

44. deepchecks/deepchecks ⭐ 3,595
    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

45. praw-dev/praw ⭐ 3,485
    PRAW, an acronym for "Python Reddit API Wrapper", is a python package that allows for simple access to Reddit's API.
    🔗 praw.readthedocs.io

46. run-llama/llama-hub ⭐ 3,443
    A library of data loaders for LLMs made by the community -- to be used with LlamaIndex and/or LangChain
    🔗 llamahub.ai

47. pyeve/cerberus ⭐ 3,160
    Lightweight, extensible data validation library for Python
    🔗 python-cerberus.org

48. zoomeranalytics/xlwings ⭐ 2,969
    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

49. docarray/docarray ⭐ 2,967
    Represent, send, store and search multimodal data
    🔗 docs.docarray.org

50. datafold/data-diff ⭐ 2,945
    Compare tables within or across databases
    🔗 docs.datafold.com

51. rapidai/RapidOCR ⭐ 2,911
    Awesome OCR multiple programing languages toolkits based on ONNXRuntime, OpenVION and PaddlePaddle.
    🔗 rapidai.github.io/rapidocrdocs

52. pallets/itsdangerous ⭐ 2,910
    Safely pass trusted data to untrusted environments and back.
    🔗 itsdangerous.palletsprojects.com

53. goldsmith/Wikipedia ⭐ 2,881
    A Pythonic wrapper for the Wikipedia API
    🔗 wikipedia.readthedocs.org

54. sqlalchemy/alembic ⭐ 2,792
    A database migrations tool for SQLAlchemy.

55. awslabs/amazon-redshift-utils ⭐ 2,761
    Amazon Redshift Utils contains utilities, scripts and view which are useful in a Redshift environment

56. kayak/pypika ⭐ 2,507
    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

57. dlt-hub/dlt ⭐ 2,480
    data load tool (dlt) is an open source Python library that makes data loading easy 🛠️
    🔗 dlthub.com/docs

58. pynamodb/PynamoDB ⭐ 2,443
    A pythonic interface to Amazon's DynamoDB
    🔗 pynamodb.readthedocs.io

59. sdv-dev/SDV ⭐ 2,337
    Synthetic data generation for tabular data
    🔗 docs.sdv.dev/sdv

60. emirozer/fake2db ⭐ 2,274
    Generate fake but valid data filled databases for test purposes using most popular patterns(AFAIK). Current support is sqlite, mysql, postgresql, mongodb, redis, couchdb.

61. uqfoundation/dill ⭐ 2,266
    serialize all of Python
    🔗 dill.rtfd.io

62. accenture/AmpliGraph ⭐ 2,145
    Python library for Representation Learning on Knowledge Graphs https://docs.ampligraph.org

63. graphistry/pygraphistry ⭐ 2,143
    PyGraphistry is a Python library to quickly load, shape, embed, and explore big graphs with the GPU-accelerated Graphistry visual graph analyzer

64. samuelcolvin/arq ⭐ 2,134
    Fast job queuing and RPC in python with asyncio and redis.
    🔗 arq-docs.helpmanual.io

65. huggingface/datatrove ⭐ 1,996
    Freeing data processing from scripting madness by providing a set of platform-agnostic customizable pipeline processing blocks.

66. sfu-db/connector-x ⭐ 1,966
    Fastest library to load data from DB to DataFrames in Rust and Python
    🔗 sfu-db.github.io/connector-x

67. mlabonne/llm-datasets ⭐ 1,945
    High-quality datasets, tools, and concepts for LLM fine-tuning.

68. agronholm/sqlacodegen ⭐ 1,884
    Automatic model code generator for SQLAlchemy

69. aminalaee/sqladmin ⭐ 1,875
    SQLAlchemy Admin for FastAPI and Starlette
    🔗 aminalaee.dev/sqladmin

70. milvus-io/bootcamp ⭐ 1,849
    Dealing with all unstructured data, such as reverse image search, audio search, molecular search, video analysis, question and answer systems, NLP, etc.
    🔗 milvus.io

71. uber/petastorm ⭐ 1,791
    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.

72. aio-libs/aiomysql ⭐ 1,753
    aiomysql is a library for accessing a MySQL database from the asyncio
    🔗 aiomysql.rtfd.io

73. simple-salesforce/simple-salesforce ⭐ 1,673
    A very simple Salesforce.com REST API client for Python

74. collerek/ormar ⭐ 1,664
    python async orm with fastapi in mind and pydantic validation
    🔗 collerek.github.io/ormar

75. simonw/sqlite-utils ⭐ 1,651
    Python CLI utility and library for manipulating SQLite databases
    🔗 sqlite-utils.datasette.io

76. zarr-developers/zarr-python ⭐ 1,499
    An implementation of chunked, compressed, N-dimensional arrays for Python.
    🔗 zarr.readthedocs.io

77. eleutherai/the-pile ⭐ 1,491
    The Pile is a large, diverse, open source language modelling data set that consists of many smaller datasets combined together.

78. sdispater/orator ⭐ 1,429
    The Orator ORM provides a simple yet beautiful ActiveRecord implementation.
    🔗 orator-orm.com

79. ydataai/ydata-synthetic ⭐ 1,427
    Synthetic data generators for tabular and time-series data
    🔗 docs.synthetic.ydata.ai

80. mchong6/JoJoGAN ⭐ 1,416
    Official PyTorch repo for JoJoGAN: One Shot Face Stylization

81. aio-libs/aiopg ⭐ 1,399
    aiopg is a library for accessing a PostgreSQL database from the asyncio
    🔗 aiopg.readthedocs.io

82. scholarly-python-package/scholarly ⭐ 1,378
    Retrieve author and publication information from Google Scholar in a friendly, Pythonic way without having to worry about CAPTCHAs!
    🔗 scholarly.readthedocs.io

83. google/tensorstore ⭐ 1,343
    Library for reading and writing large multi-dimensional arrays.
    🔗 google.github.io/tensorstore

84. quixio/quix-streams ⭐ 1,179
    Python stream processing for Kafka
    🔗 docs.quix.io

85. eliasdabbas/advertools ⭐ 1,146
    advertools - online marketing productivity and analysis tools
    🔗 advertools.readthedocs.io

86. pytorch/data ⭐ 1,129
    A PyTorch repo for data loading and utilities to be shared by the PyTorch domain libraries.

87. aio-libs/aiocache ⭐ 1,127
    Asyncio cache manager for redis, memcached and memory
    🔗 aiocache.readthedocs.io

88. brettkromkamp/contextualise ⭐ 1,052
    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

89. uber/fiber ⭐ 1,042
    Distributed Computing for AI Made Simple
    🔗 uber.github.io/fiber

90. intake/intake ⭐ 1,007
    Intake is a lightweight package for finding, investigating, loading and disseminating data.
    🔗 intake.readthedocs.io

91. duckdb/dbt-duckdb ⭐ 895
    dbt (http://getdbt.com) adapter for DuckDB (http://duckdb.org)

92. scikit-hep/awkward ⭐ 830
    Manipulate JSON-like data with NumPy-like idioms.
    🔗 awkward-array.org

93. goccy/bigquery-emulator ⭐ 817
    BigQuery emulator provides a way to launch a BigQuery server on your local machine for testing and development.

94. macbre/sql-metadata ⭐ 804
    Uses tokenized query returned by python-sqlparse and generates query metadata
    🔗 pypi.python.org/pypi/sql-metadata

95. koaning/human-learn ⭐ 793
    Natural Intelligence is still a pretty good idea.
    🔗 koaning.github.io/human-learn

96. googleapis/python-bigquery ⭐ 739
    Python Client for Google BigQuery

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

98. dgarnitz/vectorflow ⭐ 670
    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

99. igorbenav/fastcrud ⭐ 665
    FastCRUD is a Python package for FastAPI, offering robust async CRUD operations and flexible endpoint creation utilities.

100. kagisearch/vectordb ⭐ 638
     A minimal Python package for storing and retrieving text using chunking, embeddings, and vector search.
     🔗 vectordb.com

101. jina-ai/vectordb ⭐ 547
     A Python vector database you just need - no more, no less.

102. koaning/bulk ⭐ 544
     Bulk is a quick UI developer tool to apply some bulk labels.

103. unstructured-io/unstructured-api ⭐ 529
     API for Open-Source Pre-Processing Tools for Unstructured Data

104. koaning/doubtlab ⭐ 502
     Doubt your data, find bad labels.
     🔗 koaning.github.io/doubtlab

105. apache/iceberg-python ⭐ 423
     PyIceberg is a Python library for programmatic access to Iceberg table metadata as well as to table data in Iceberg format.
     🔗 py.iceberg.apache.org

106. titan-systems/titan ⭐ 413
     Snowflake infrastructure-as-code. Provision environments, automate deploys, CI/CD. Manage RBAC, users, roles, and data access. Declarative Python Resource API.

Debugging

Debugging and tracing tools.

1. cool-rr/PySnooper ⭐ 16,381
   Never use print for debugging again

2. gruns/icecream ⭐ 9,019
   🍦 Never use print() to debug again.

3. shobrook/rebound ⭐ 4,101
   Command-line tool that instantly fetches Stack Overflow results when an exception is thrown

4. inducer/pudb ⭐ 2,969
   Full-screen console debugger for Python
   🔗 documen.tician.de/pudb

5. gotcha/ipdb ⭐ 1,858
   Integration of IPython pdb

6. alexmojaki/heartrate ⭐ 1,758
   Simple real time visualisation of the execution of a Python program.

7. alexmojaki/birdseye ⭐ 1,653
   Graphical Python debugger which lets you easily view the values of all evaluated expressions
   🔗 birdseye.readthedocs.io

8. pdbpp/pdbpp ⭐ 1,304
   pdb++, a drop-in replacement for pdb (the Python debugger)

9. alexmojaki/snoop ⭐ 1,256
   A powerful set of Python debugging tools, based on PySnooper

10. samuelcolvin/python-devtools ⭐ 983
    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 ⭐ 141,406
   Stable Diffusion web UI

2. compvis/stable-diffusion ⭐ 67,982
   A latent text-to-image diffusion model
   🔗 ommer-lab.com/research/latent-diffusion-models

3. comfyanonymous/ComfyUI ⭐ 53,586
   The most powerful and modular diffusion model GUI, api and backend with a graph/nodes interface.
   🔗 www.comfy.org

4. stability-ai/stablediffusion ⭐ 38,829
   High-Resolution Image Synthesis with Latent Diffusion Models

5. lllyasviel/ControlNet ⭐ 30,127
   Let us control diffusion models!

6. huggingface/diffusers ⭐ 25,614
   🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch and FLAX.
   🔗 huggingface.co/docs/diffusers

7. invoke-ai/InvokeAI ⭐ 23,428
   Invoke is a leading creative engine for Stable Diffusion models, empowering professionals, artists, and enthusiasts to generate and create visual media using the latest AI-driven technologies. The solution offers an industry leading WebUI, and serves as the foundation for multiple commercial products.
   🔗 invoke-ai.github.io/invokeai

8. apple/ml-stable-diffusion ⭐ 16,815
   Stable Diffusion with Core ML on Apple Silicon

9. borisdayma/dalle-mini ⭐ 14,745
   DALL·E Mini - Generate images from a text prompt
   🔗 www.craiyon.com

10. divamgupta/diffusionbee-stable-diffusion-ui ⭐ 12,518
    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. openbmb/MiniCPM-V ⭐ 12,300
    MiniCPM-V 2.6: A GPT-4V Level MLLM for Single Image, Multi Image and Video on Your Phone

12. compvis/latent-diffusion ⭐ 11,704
    High-Resolution Image Synthesis with Latent Diffusion Models

13. lucidrains/DALLE2-pytorch ⭐ 11,109
    Implementation of DALL-E 2, OpenAI's updated text-to-image synthesis neural network, in Pytorch

14. instantid/InstantID ⭐ 10,999
    InstantID: Zero-shot Identity-Preserving Generation in Seconds 🔥
    🔗 instantid.github.io

15. facebookresearch/dinov2 ⭐ 9,004
    PyTorch code and models for the DINOv2 self-supervised learning method.

16. ashawkey/stable-dreamfusion ⭐ 8,230
    Text-to-3D & Image-to-3D & Mesh Exportation with NeRF + Diffusion.

17. carson-katri/dream-textures ⭐ 7,802
    Stable Diffusion built-in to Blender

18. xavierxiao/Dreambooth-Stable-Diffusion ⭐ 7,585
    Implementation of Dreambooth (https://arxiv.org/abs/2208.12242) with Stable Diffusion

19. idea-research/GroundingDINO ⭐ 6,550
    [ECCV 2024] Official implementation of the paper "Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection"
    🔗 arxiv.org/abs/2303.05499

20. timothybrooks/instruct-pix2pix ⭐ 6,311
    PyTorch implementation of InstructPix2Pix, an instruction-based image editing model, based on the original CompVis/stable_diffusion repo.

21. openai/consistency_models ⭐ 6,093
    Official repo for consistency models.

22. opengvlab/InternVL ⭐ 5,765
    [CVPR 2024 Oral] InternVL Family: A Pioneering Open-Source Alternative to GPT-4o. 接近GPT-4o表现的开源多模态对话模型
    🔗 internvl.readthedocs.io/en/latest

23. salesforce/BLIP ⭐ 4,745
    PyTorch code for BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation

24. nateraw/stable-diffusion-videos ⭐ 4,429
    Create 🔥 videos with Stable Diffusion by exploring the latent space and morphing between text prompts

25. lkwq007/stablediffusion-infinity ⭐ 3,847
    Outpainting with Stable Diffusion on an infinite canvas

26. jina-ai/discoart ⭐ 3,835
    🪩 Create Disco Diffusion artworks in one line

27. mlc-ai/web-stable-diffusion ⭐ 3,568
    Bringing stable diffusion models to web browsers. Everything runs inside the browser with no server support.
    🔗 mlc.ai/web-stable-diffusion

28. openai/glide-text2im ⭐ 3,533
    GLIDE: a diffusion-based text-conditional image synthesis model

29. openai/improved-diffusion ⭐ 3,210
    Release for Improved Denoising Diffusion Probabilistic Models

30. saharmor/dalle-playground ⭐ 2,766
    A playground to generate images from any text prompt using Stable Diffusion (past: using DALL-E Mini)

31. stability-ai/stability-sdk ⭐ 2,424
    SDK for interacting with stability.ai APIs (e.g. stable diffusion inference)
    🔗 platform.stability.ai

32. google-research/big_vision ⭐ 2,280
    Official codebase used to develop Vision Transformer, SigLIP, MLP-Mixer, LiT and more.

33. thudm/CogVLM2 ⭐ 2,060
    GPT4V-level open-source multi-modal model based on Llama3-8B

34. coyote-a/ultimate-upscale-for-automatic1111 ⭐ 1,638
    Ultimate SD Upscale extension for AUTOMATIC1111 Stable Diffusion web UI

35. divamgupta/stable-diffusion-tensorflow ⭐ 1,579
    Stable Diffusion in TensorFlow / Keras

36. nvlabs/prismer ⭐ 1,297
    The implementation of "Prismer: A Vision-Language Model with Multi-Task Experts".
    🔗 shikun.io/projects/prismer

37. open-compass/VLMEvalKit ⭐ 1,196
    Open-source evaluation toolkit of large vision-language models (LVLMs), support ~100 VLMs, 40+ benchmarks
    🔗 huggingface.co/spaces/opencompass/open_vlm_leaderboard

38. chenyangqiqi/FateZero ⭐ 1,102
    [ICCV 2023 Oral] "FateZero: Fusing Attentions for Zero-shot Text-based Video Editing"
    🔗 fate-zero-edit.github.io

39. thereforegames/unprompted ⭐ 776
    Templating language written for Stable Diffusion workflows. Available as an extension for the Automatic1111 WebUI.

40. sharonzhou/long_stable_diffusion ⭐ 682
    Long-form text-to-images generation, using a pipeline of deep generative models (GPT-3 and Stable Diffusion)

41. tanelp/tiny-diffusion ⭐ 649
    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/OpenBB ⭐ 32,893
   Investment Research for Everyone, Everywhere.
   🔗 openbb.co

2. quantopian/zipline ⭐ 17,617
   Zipline, a Pythonic Algorithmic Trading Library
   🔗 www.zipline.io

3. microsoft/qlib ⭐ 15,373
   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 ⭐ 14,269
   Python Backtesting library for trading strategies
   🔗 www.backtrader.com

5. ai4finance-foundation/FinGPT ⭐ 13,849
   FinGPT: Open-Source Financial Large Language Models! Revolutionize 🔥 We release the trained model on HuggingFace.
   🔗 ai4finance.org

6. ranaroussi/yfinance ⭐ 13,272
   Download market data from Yahoo! Finance's API
   🔗 aroussi.com/post/python-yahoo-finance

7. ai4finance-foundation/FinRL ⭐ 9,914
   FinRL: Financial Reinforcement Learning. 🔥
   🔗 ai4finance.org

8. quantconnect/Lean ⭐ 9,737
   Lean Algorithmic Trading Engine by QuantConnect (Python, C#)
   🔗 lean.io

9. ta-lib/ta-lib-python ⭐ 9,621
   Python wrapper for TA-Lib (http://ta-lib.org/).
   🔗 ta-lib.github.io/ta-lib-python

10. goldmansachs/gs-quant ⭐ 7,694
    Python toolkit for quantitative finance
    🔗 developer.gs.com/discover/products/gs-quant

11. quantopian/pyfolio ⭐ 5,668
    Portfolio and risk analytics in Python
    🔗 quantopian.github.io/pyfolio

12. kernc/backtesting.py ⭐ 5,440
    🔎 📈 🐍 💰 Backtest trading strategies in Python.
    🔗 kernc.github.io/backtesting.py

13. twopirllc/pandas-ta ⭐ 5,314
    Technical Analysis Indicators - Pandas TA is an easy to use Python 3 Pandas Extension with 150+ Indicators
    🔗 twopirllc.github.io/pandas-ta

14. ranaroussi/quantstats ⭐ 4,858
    Portfolio analytics for quants, written in Python

15. google/tf-quant-finance ⭐ 4,516
    High-performance TensorFlow library for quantitative finance.

16. gbeced/pyalgotrade ⭐ 4,420
    Python Algorithmic Trading Library
    🔗 gbeced.github.io/pyalgotrade

17. polakowo/vectorbt ⭐ 4,321
    Find your trading edge, using the fastest engine for backtesting, algorithmic trading, and research.
    🔗 vectorbt.dev

18. borisbanushev/stockpredictionai ⭐ 4,232
    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...

19. matplotlib/mplfinance ⭐ 3,645
    Financial Markets Data Visualization using Matplotlib
    🔗 pypi.org/project/mplfinance

20. cuemacro/finmarketpy ⭐ 3,437
    Python library for backtesting trading strategies & analyzing financial markets (formerly pythalesians)
    🔗 www.cuemacro.com

21. quantopian/alphalens ⭐ 3,327
    Performance analysis of predictive (alpha) stock factors
    🔗 quantopian.github.io/alphalens

22. zvtvz/zvt ⭐ 3,190
    modular quant framework.
    🔗 zvt.readthedocs.io/en/latest

23. robcarver17/pysystemtrade ⭐ 2,614
    Systematic Trading in python

24. quantopian/research_public ⭐ 2,418
    Quantitative research and educational materials
    🔗 www.quantopian.com/lectures

25. pmorissette/bt ⭐ 2,247
    bt - flexible backtesting for Python
    🔗 pmorissette.github.io/bt

26. domokane/FinancePy ⭐ 2,114
    A Python Finance Library that focuses on the pricing and risk-management of Financial Derivatives, including fixed-income, equity, FX and credit derivatives.

27. blankly-finance/blankly ⭐ 2,113
    🚀 💸 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

28. pmorissette/ffn ⭐ 2,021
    ffn - a financial function library for Python
    🔗 pmorissette.github.io/ffn

29. cuemacro/findatapy ⭐ 1,676
    Python library to download market data via Bloomberg, Eikon, Quandl, Yahoo etc.

30. quantopian/empyrical ⭐ 1,294
    Common financial risk and performance metrics. Used by zipline and pyfolio.
    🔗 quantopian.github.io/empyrical

31. idanya/algo-trader ⭐ 784
    Trading bot with support for realtime trading, backtesting, custom strategies and much more.

32. gbeced/basana ⭐ 556
    A Python async and event driven framework for algorithmic trading, with a focus on crypto currencies.

33. chancefocus/PIXIU ⭐ 533
    This repository introduces PIXIU, an open-source resource featuring the first financial large language models (LLMs), instruction tuning data, and evaluation benchmarks to holistically assess financial LLMs. Our goal is to continually push forward the open-source development of financial artificial intelligence (AI).

Game Development

Game development tools, engines and libraries.

1. kitao/pyxel ⭐ 14,740
   A retro game engine for Python

2. pygame/pygame ⭐ 7,423
   🐍🎮 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 ⭐ 4,499
   Powerful, mature open-source cross-platform game engine for Python and C++, developed by Disney and CMU
   🔗 www.panda3d.org

4. pokepetter/ursina ⭐ 2,199
   A game engine powered by python and panda3d.
   🔗 pokepetter.github.io/ursina

5. pyglet/pyglet ⭐ 1,871
   pyglet is a cross-platform windowing and multimedia library for Python, for developing games and other visually rich applications.
   🔗 pyglet.org

6. pythonarcade/arcade ⭐ 1,695
   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 ⭐ 7,698
   Blender addons to make the bridge between Blender and geographic data

2. python-visualization/folium ⭐ 6,894
   Python Data. Leaflet.js Maps.
   🔗 python-visualization.github.io/folium

3. gboeing/osmnx ⭐ 4,858
   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 ⭐ 4,841
   GDAL is an open source MIT licensed translator library for raster and vector geospatial data formats.
   🔗 gdal.org

5. geopandas/geopandas ⭐ 4,488
   Python tools for geographic data
   🔗 geopandas.org

6. shapely/shapely ⭐ 3,867
   Manipulation and analysis of geometric objects
   🔗 shapely.readthedocs.io/en/stable

7. giswqs/geemap ⭐ 3,451
   A Python package for interactive geospatial analysis and visualization with Google Earth Engine.
   🔗 geemap.org

8. holoviz/datashader ⭐ 3,310
   Quickly and accurately render even the largest data.
   🔗 datashader.org

9. opengeos/leafmap ⭐ 3,201
   A Python package for interactive mapping and geospatial analysis with minimal coding in a Jupyter environment
   🔗 leafmap.org

10. opengeos/segment-geospatial ⭐ 2,981
    A Python package for segmenting geospatial data with the Segment Anything Model (SAM)
    🔗 samgeo.gishub.org

11. microsoft/torchgeo ⭐ 2,689
    TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data
    🔗 www.osgeo.org/projects/torchgeo

12. google/earthengine-api ⭐ 2,663
    Python and JavaScript bindings for calling the Earth Engine API.

13. rasterio/rasterio ⭐ 2,245
    Rasterio reads and writes geospatial raster datasets
    🔗 rasterio.readthedocs.io

14. mcordts/cityscapesScripts ⭐ 2,167
    README and scripts for the Cityscapes Dataset

15. azavea/raster-vision ⭐ 2,072
    An open source library and framework for deep learning on satellite and aerial imagery.
    🔗 docs.rastervision.io

16. apache/sedona ⭐ 1,949
    A cluster computing framework for processing large-scale geospatial data
    🔗 sedona.apache.org

17. plant99/felicette ⭐ 1,820
    Satellite imagery for dummies.

18. gboeing/osmnx-examples ⭐ 1,551
    Gallery of OSMnx tutorials, usage examples, and feature demonstations.
    🔗 osmnx.readthedocs.io

19. jupyter-widgets/ipyleaflet ⭐ 1,486
    A Jupyter - Leaflet.js bridge
    🔗 ipyleaflet.readthedocs.io

20. microsoft/GlobalMLBuildingFootprints ⭐ 1,393
    Worldwide building footprints derived from satellite imagery

21. pysal/pysal ⭐ 1,323
    PySAL: Python Spatial Analysis Library Meta-Package
    🔗 pysal.org/pysal

22. anitagraser/movingpandas ⭐ 1,223
    Movement trajectory classes and functions built on top of GeoPandas
    🔗 movingpandas.org

23. residentmario/geoplot ⭐ 1,147
    High-level geospatial data visualization library for Python.
    🔗 residentmario.github.io/geoplot/index.html

24. sentinel-hub/eo-learn ⭐ 1,122
    Earth observation processing framework for machine learning in Python
    🔗 eo-learn.readthedocs.io/en/latest

25. opengeos/streamlit-geospatial ⭐ 875
    A multi-page streamlit app for geospatial
    🔗 huggingface.co/spaces/giswqs/streamlit

26. osgeo/grass ⭐ 838
    GRASS GIS - free and open-source geospatial processing engine
    🔗 grass.osgeo.org

27. makepath/xarray-spatial ⭐ 832
    Raster-based Spatial Analytics for Python
    🔗 xarray-spatial.readthedocs.io

28. developmentseed/titiler ⭐ 778
    Build your own Raster dynamic map tile services
    🔗 developmentseed.org/titiler

Graph

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

1. networkx/networkx ⭐ 14,852
   Network Analysis in Python
   🔗 networkx.org

2. stellargraph/stellargraph ⭐ 2,945
   StellarGraph - Machine Learning on Graphs
   🔗 stellargraph.readthedocs.io

3. westhealth/pyvis ⭐ 993
   Python package for creating and visualizing interactive network graphs.
   🔗 pyvis.readthedocs.io/en/latest

4. microsoft/graspologic ⭐ 802
   graspologic is a package for graph statistical algorithms
   🔗 graspologic-org.github.io/graspologic

5. rampasek/GraphGPS ⭐ 656
   Recipe for a General, Powerful, Scalable Graph Transformer

6. dylanhogg/llmgraph ⭐ 308
   Create knowledge graphs with LLMs

GUI

Graphical user interface libraries and toolkits.

1. pysimplegui/PySimpleGUI ⭐ 13,399
   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 ⭐ 13,097
   Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies
   🔗 dearpygui.readthedocs.io/en/latest

3. parthjadhav/Tkinter-Designer ⭐ 9,095
   An easy and fast way to create a Python GUI 🐍

4. samuelcolvin/FastUI ⭐ 8,189
   FastUI is a new way to build web application user interfaces defined by declarative Python code.
   🔗 fastui-demo.onrender.com

5. r0x0r/pywebview ⭐ 4,696
   Build GUI for your Python program with JavaScript, HTML, and CSS
   🔗 pywebview.flowrl.com

6. beeware/toga ⭐ 4,326
   A Python native, OS native GUI toolkit.
   🔗 toga.readthedocs.io/en/latest

7. dddomodossola/remi ⭐ 3,512
   Python REMote Interface library. Platform independent. In about 100 Kbytes, perfect for your diet.

8. wxwidgets/Phoenix ⭐ 2,313
   wxPython's Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.
   🔗 wxpython.org

Jupyter

Jupyter and JupyterLab and Notebook tools, libraries and plugins.

1. jupyterlab/jupyterlab ⭐ 14,144
   JupyterLab computational environment.
   🔗 jupyterlab.readthedocs.io

2. jupyter/notebook ⭐ 11,676
   Jupyter Interactive Notebook
   🔗 jupyter-notebook.readthedocs.io

3. mwouts/jupytext ⭐ 6,627
   Jupyter Notebooks as Markdown Documents, Julia, Python or R scripts
   🔗 jupytext.readthedocs.io

4. nteract/papermill ⭐ 5,940
   📚 Parameterize, execute, and analyze notebooks
   🔗 papermill.readthedocs.io/en/latest

5. connorferster/handcalcs ⭐ 5,649
   Python library for converting Python calculations into rendered latex.

6. voila-dashboards/voila ⭐ 5,435
   Voilà turns Jupyter notebooks into standalone web applications
   🔗 voila.readthedocs.io

7. jupyterlite/jupyterlite ⭐ 3,872
   Wasm powered Jupyter running in the browser 💡
   🔗 jupyterlite.rtfd.io/en/stable/try/lab

8. executablebooks/jupyter-book ⭐ 3,844
   Create beautiful, publication-quality books and documents from computational content.
   🔗 jupyterbook.org

9. jupyterlab/jupyterlab-desktop ⭐ 3,703
   JupyterLab desktop application, based on Electron.

10. jupyterlab/jupyter-ai ⭐ 3,180
    A generative AI extension for JupyterLab
    🔗 jupyter-ai.readthedocs.io

11. jupyter-widgets/ipywidgets ⭐ 3,150
    Interactive Widgets for the Jupyter Notebook
    🔗 ipywidgets.readthedocs.io

12. quantopian/qgrid ⭐ 3,038
    An interactive grid for sorting, filtering, and editing DataFrames in Jupyter notebooks

13. jupyter/nbdime ⭐ 2,672
    Tools for diffing and merging of Jupyter notebooks.
    🔗 nbdime.readthedocs.io

14. mito-ds/mito ⭐ 2,288
    The mitosheet package, trymito.io, and other public Mito code.
    🔗 trymito.io

15. jupyter/nbviewer ⭐ 2,212
    nbconvert as a web service: Render Jupyter Notebooks as static web pages
    🔗 nbviewer.jupyter.org

16. maartenbreddels/ipyvolume ⭐ 1,943
    3d plotting for Python in the Jupyter notebook based on IPython widgets using WebGL

17. jupyter-lsp/jupyterlab-lsp ⭐ 1,801
    Coding assistance for JupyterLab (code navigation + hover suggestions + linters + autocompletion + rename) using Language Server Protocol
    🔗 jupyterlab-lsp.readthedocs.io

18. jupyter/nbconvert ⭐ 1,732
    Jupyter Notebook Conversion
    🔗 nbconvert.readthedocs.io

19. 8080labs/pyforest ⭐ 1,097
    With pyforest you can use all your favorite Python libraries without importing them before. If you use a package that is not imported yet, pyforest imports the package for you and adds the code to the first Jupyter cell.
    🔗 8080labs.com

20. nbqa-dev/nbQA ⭐ 1,038
    Run ruff, isort, pyupgrade, mypy, pylint, flake8, and more on Jupyter Notebooks
    🔗 nbqa.readthedocs.io/en/latest/index.html

21. vizzuhq/ipyvizzu ⭐ 948
    Build animated charts in Jupyter Notebook and similar environments with a simple Python syntax.
    🔗 ipyvizzu.vizzuhq.com

22. koaning/drawdata ⭐ 771
    Draw datasets from within Jupyter.
    🔗 calmcode.io/labs/drawdata.html

23. aws/graph-notebook ⭐ 730
    Library extending Jupyter notebooks to integrate with Apache TinkerPop, openCypher, and RDF SPARQL.
    🔗 github.com/aws/graph-notebook

24. linealabs/lineapy ⭐ 661
    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

25. xiaohk/stickyland ⭐ 515
    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 ⭐ 167,627
   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 ⭐ 93,695
   🦜🔗 Build context-aware reasoning applications
   🔗 python.langchain.com

3. nomic-ai/gpt4all ⭐ 70,115
   GPT4All: Run Local LLMs on Any Device. Open-source and available for commercial use.
   🔗 nomic.ai/gpt4all

4. ggerganov/llama.cpp ⭐ 66,493
   LLM inference in C/C++

5. xtekky/gpt4free ⭐ 60,385
   The official gpt4free repository | various collection of powerful language models
   🔗 g4f.ai

6. facebookresearch/llama ⭐ 56,070
   Inference code for Llama models

7. imartinez/private-gpt ⭐ 53,934
   Interact with your documents using the power of GPT, 100% privately, no data leaks
   🔗 privategpt.dev

8. killianlucas/open-interpreter ⭐ 52,637
   A natural language interface for computers
   🔗 openinterpreter.com

9. gpt-engineer-org/gpt-engineer ⭐ 52,195
   Platform to experiment with the AI Software Engineer. Terminal based. NOTE: Very different from https://gptengineer.app

10. xai-org/grok-1 ⭐ 49,489
    This repository contains JAX example code for loading and running the Grok-1 open-weights model.

11. geekan/MetaGPT ⭐ 44,389
    🌟 The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming
    🔗 deepwisdom.ai

12. thudm/ChatGLM-6B ⭐ 40,521
    ChatGLM-6B: An Open Bilingual Dialogue Language Model | 开源双语对话语言模型

13. oobabooga/text-generation-webui ⭐ 40,180
    A Gradio web UI for Large Language Models.

14. hpcaitech/ColossalAI ⭐ 38,741
    Making large AI models cheaper, faster and more accessible
    🔗 www.colossalai.org

15. laion-ai/Open-Assistant ⭐ 37,011
    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

16. karpathy/nanoGPT ⭐ 36,791
    The simplest, fastest repository for training/finetuning medium-sized GPTs.

17. lm-sys/FastChat ⭐ 36,696
    An open platform for training, serving, and evaluating large language models. Release repo for Vicuna and Chatbot Arena.

18. quivrhq/quivr ⭐ 36,358
    Open-source RAG Framework for building GenAI Second Brains 🧠 Build 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 ! Efficient retrieval augmented generation framework
    🔗 quivr.com

19. jerryjliu/llama_index ⭐ 36,168
    LlamaIndex is a data framework for your LLM applications
    🔗 docs.llamaindex.ai

20. moymix/TaskMatrix ⭐ 34,528
    Connects ChatGPT and a series of Visual Foundation Models to enable sending and receiving images during chatting.

21. hiyouga/LLaMA-Factory ⭐ 32,681
    Unified Efficient Fine-Tuning of 100+ LLMs (ACL 2024)
    🔗 arxiv.org/abs/2403.13372

22. microsoft/autogen ⭐ 32,090
    A programming framework for agentic AI 🤖
    🔗 microsoft.github.io/autogen

23. logspace-ai/langflow ⭐ 31,889
    Langflow is a low-code app builder for RAG and multi-agent AI applications. It’s Python-based and agnostic to any model, API, or database.
    🔗 www.langflow.org

24. pythagora-io/gpt-pilot ⭐ 31,416
    The first real AI developer

25. tatsu-lab/stanford_alpaca ⭐ 29,429
    Code and documentation to train Stanford's Alpaca models, and generate the data.
    🔗 crfm.stanford.edu/2023/03/13/alpaca.html

26. vllm-project/vllm ⭐ 28,770
    A high-throughput and memory-efficient inference and serving engine for LLMs
    🔗 docs.vllm.ai

27. meta-llama/llama3 ⭐ 26,724
    The official Meta Llama 3 GitHub site

28. vision-cair/MiniGPT-4 ⭐ 25,368
    Open-sourced codes for MiniGPT-4 and MiniGPT-v2 (https://minigpt-4.github.io, https://minigpt-v2.github.io/)
    🔗 minigpt-4.github.io

29. karpathy/llm.c ⭐ 24,110
    LLM training in simple, pure C/CUDA. There is no need for 245MB of PyTorch or 107MB of cPython

30. danielmiessler/fabric ⭐ 23,877
    fabric is an open-source framework for augmenting humans using AI. It provides a modular framework for solving specific problems using a crowdsourced set of AI prompts that can be used anywhere.
    🔗 danielmiessler.com/p/fabric-origin-story

31. microsoft/JARVIS ⭐ 23,616
    JARVIS, a system to connect LLMs with ML community. Paper: https://arxiv.org/pdf/2303.17580.pdf

32. openai/gpt-2 ⭐ 22,409
    Code for the paper "Language Models are Unsupervised Multitask Learners"
    🔗 openai.com/blog/better-language-models

33. embedchain/mem0 ⭐ 22,388
    The Memory layer for your AI apps
    🔗 mem0.ai

34. microsoft/semantic-kernel ⭐ 21,722
    Integrate cutting-edge LLM technology quickly and easily into your apps
    🔗 aka.ms/semantic-kernel

35. openai/chatgpt-retrieval-plugin ⭐ 21,050
    The ChatGPT Retrieval Plugin lets you easily find personal or work documents by asking questions in natural language.

36. yoheinakajima/babyagi ⭐ 20,220
    GPT-4 powered task-driven autonomous agent
    🔗 babyagi.org

37. joaomdmoura/crewAI ⭐ 20,193
    Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.
    🔗 crewai.com

38. karpathy/minGPT ⭐ 20,019
    A minimal PyTorch re-implementation of the OpenAI GPT (Generative Pretrained Transformer) training

39. infiniflow/ragflow ⭐ 19,870
    RAGFlow is an open-source RAG (Retrieval-Augmented Generation) engine based on deep document understanding.
    🔗 ragflow.io

40. haotian-liu/LLaVA ⭐ 19,798
    [NeurIPS'23 Oral] Visual Instruction Tuning (LLaVA) built towards GPT-4V level capabilities and beyond.
    🔗 llava.hliu.cc

41. mlc-ai/mlc-llm ⭐ 18,985
    Universal LLM Deployment Engine with ML Compilation
    🔗 llm.mlc.ai

42. guidance-ai/guidance ⭐ 18,910
    A guidance language for controlling large language models.

43. rasahq/rasa ⭐ 18,816
    💬 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

44. tloen/alpaca-lora ⭐ 18,588
    Instruct-tune LLaMA on consumer hardware

45. stitionai/devika ⭐ 18,391
    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.

46. microsoft/graphrag ⭐ 18,204
    A modular graph-based Retrieval-Augmented Generation (RAG) system
    🔗 microsoft.github.io/graphrag

47. stanfordnlp/dspy ⭐ 17,937
    DSPy: The framework for programming—not prompting—foundation models
    🔗 dspy-docs.vercel.app

48. karpathy/llama2.c ⭐ 17,330
    Inference Llama 2 in one file of pure C

49. deepset-ai/haystack ⭐ 17,196
    🔍 AI orchestration framework to build customizable, production-ready LLM applications. Connect components (models, vector DBs, file converters) to pipelines or agents that can interact with your data. With advanced retrieval methods, it's best suited for building RAG, question answering, semantic search or conve...
    🔗 haystack.deepset.ai

50. unslothai/unsloth ⭐ 17,062
    Finetune Llama 3.2, Mistral, Phi & Gemma LLMs 2-5x faster with 80% less memory
    🔗 unsloth.ai

51. huggingface/peft ⭐ 16,158
    🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.
    🔗 huggingface.co/docs/peft

52. facebookresearch/codellama ⭐ 15,959
    Inference code for CodeLlama models

53. thudm/ChatGLM2-6B ⭐ 15,705
    ChatGLM2-6B: An Open Bilingual Chat LLM | 开源双语对话语言模型

54. transformeroptimus/SuperAGI ⭐ 15,390
    <⚡️> SuperAGI - A dev-first open source autonomous AI agent framework. Enabling developers to build, manage & run useful autonomous agents quickly and reliably.
    🔗 superagi.com

55. openai/swarm ⭐ 15,318
    A framework exploring ergonomic, lightweight multi-agent orchestration.

56. cinnamon/kotaemon ⭐ 15,117
    An open-source RAG UI for chatting with your documents. Built with both end users and developers in mind
    🔗 cinnamon.github.io/kotaemon

57. idea-research/Grounded-Segment-Anything ⭐ 14,968
    Grounded SAM: Marrying Grounding DINO with Segment Anything & Stable Diffusion & Recognize Anything - Automatically Detect , Segment and Generate Anything
    🔗 arxiv.org/abs/2401.14159

58. mayooear/gpt4-pdf-chatbot-langchain ⭐ 14,893
    GPT4 & LangChain Chatbot for large PDF docs
    🔗 www.youtube.com/watch?v=ih9pbgvvoo4

59. openai/evals ⭐ 14,878
    Evals is a framework for evaluating LLMs and LLM systems, and an open-source registry of benchmarks.

60. fauxpilot/fauxpilot ⭐ 14,575
    FauxPilot - an open-source alternative to GitHub Copilot server

61. assafelovic/gpt-researcher ⭐ 14,535
    LLM based autonomous agent that conducts in-depth web research on any given topic
    🔗 gptr.dev

62. dao-ailab/flash-attention ⭐ 13,809
    Fast and memory-efficient exact attention

63. qwenlm/Qwen ⭐ 13,750
    The official repo of Qwen (通义千问) chat & pretrained large language model proposed by Alibaba Cloud.

64. mlc-ai/web-llm ⭐ 13,361
    High-performance In-browser LLM Inference Engine
    🔗 webllm.mlc.ai

65. berriai/litellm ⭐ 13,006
    Python SDK, Proxy Server (LLM Gateway) to call 100+ LLM APIs in OpenAI format - [Bedrock, Azure, OpenAI, VertexAI, Cohere, Anthropic, Sagemaker, HuggingFace, Replicate, Groq]
    🔗 docs.litellm.ai/docs

66. blinkdl/RWKV-LM ⭐ 12,554
    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.

67. facebookresearch/llama-recipes ⭐ 12,150
    Scripts for fine-tuning Meta Llama with composable FSDP & PEFT methods to cover single/multi-node GPUs. Supports default & custom datasets for applications such as summarization and Q&A. Supporting a number of candid inference solutions such as HF TGI, VLLM for local or cloud deployment. Demo apps to showcase Meta L...

68. paddlepaddle/PaddleNLP ⭐ 12,047
    👑 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

69. openlmlab/MOSS ⭐ 11,932
    An open-source tool-augmented conversational language model from Fudan University
    🔗 txsun1997.github.io/blogs/moss.html

70. smol-ai/developer ⭐ 11,808
    the first library to let you embed a developer agent in your own app!
    🔗 twitter.com/smolmodels

71. phidatahq/phidata ⭐ 11,795
    Phidata is a toolkit for building AI Assistants using function calling.
    🔗 docs.phidata.com

72. shishirpatil/gorilla ⭐ 11,367
    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

73. h2oai/h2ogpt ⭐ 11,339
    Private chat with local GPT with document, images, video, etc. 100% private, Apache 2.0. Supports oLLaMa, Mixtral, llama.cpp, and more. Demo: https://gpt.h2o.ai/ https://gpt-docs.h2o.ai/
    🔗 h2o.ai

74. vanna-ai/vanna ⭐ 11,270
    🤖 Chat with your SQL database 📊. Accurate Text-to-SQL Generation via LLMs using RAG 🔄.
    🔗 vanna.ai/docs

75. databrickslabs/dolly ⭐ 10,813
    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

76. microsoft/BitNet ⭐ 10,645
    Official inference framework for 1-bit LLMs (e.g., BitNet b1.58). It offers a suite of optimized kernels, that support fast and lossless inference of 1.58-bit models

77. microsoft/LoRA ⭐ 10,531
    Code for loralib, an implementation of "LoRA: Low-Rank Adaptation of Large Language Models"
    🔗 arxiv.org/abs/2106.09685

78. lightning-ai/litgpt ⭐ 10,409
    20+ high-performance LLMs with recipes to pretrain, finetune and deploy at scale.
    🔗 lightning.ai

79. lightning-ai/litgpt ⭐ 10,409
    20+ high-performance LLMs with recipes to pretrain, finetune and deploy at scale.
    🔗 lightning.ai

80. nvidia/Megatron-LM ⭐ 10,330
    Ongoing research training transformer models at scale
    🔗 docs.nvidia.com/megatron-core/developer-guide/latest/user-guide/index.html#quick-start

81. google-research/vision_transformer ⭐ 10,261
    Vision Transformer and MLP-Mixer Architectures

82. artidoro/qlora ⭐ 9,987
    QLoRA: Efficient Finetuning of Quantized LLMs
    🔗 arxiv.org/abs/2305.14314

83. lvwerra/trl ⭐ 9,782
    Train transformer language models with reinforcement learning.
    🔗 hf.co/docs/trl

84. mistralai/mistral-inference ⭐ 9,639
    Official inference library for Mistral models
    🔗 mistral.ai

85. blinkdl/ChatRWKV ⭐ 9,408
    ChatRWKV is like ChatGPT but powered by RWKV (100% RNN) language model, and open source.

86. microsoft/promptflow ⭐ 9,377
    Build high-quality LLM apps - from prototyping, testing to production deployment and monitoring.
    🔗 microsoft.github.io/promptflow

87. mshumer/gpt-prompt-engineer ⭐ 9,337
    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.

88. karpathy/minbpe ⭐ 9,125
    Minimal, clean code for the Byte Pair Encoding (BPE) algorithm commonly used in LLM tokenization.

89. outlines-dev/outlines ⭐ 8,815
    Structured Text Generation from LLMs
    🔗 dottxt-ai.github.io/outlines

90. apple/ml-ferret ⭐ 8,393
    Ferret: Refer and Ground Anything Anywhere at Any Granularity

91. optimalscale/LMFlow ⭐ 8,247
    An Extensible Toolkit for Finetuning and Inference of Large Foundation Models. Large Models for All.
    🔗 optimalscale.github.io/lmflow

92. eleutherai/gpt-neo ⭐ 8,224
    An implementation of model parallel GPT-2 and GPT-3-style models using the mesh-tensorflow library.
    🔗 www.eleuther.ai

93. thudm/CodeGeeX ⭐ 8,190
    CodeGeeX: An Open Multilingual Code Generation Model (KDD 2023)
    🔗 codegeex.cn

94. abetlen/llama-cpp-python ⭐ 7,962
    Simple Python bindings for @ggerganov's llama.cpp library.
    🔗 llama-cpp-python.readthedocs.io

95. sjtu-ipads/PowerInfer ⭐ 7,928
    High-speed Large Language Model Serving on PCs with Consumer-grade GPUs

96. lianjiatech/BELLE ⭐ 7,872
    BELLE: Be Everyone's Large Language model Engine（开源中文对话大模型）

97. jxnl/instructor ⭐ 7,815
    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

98. jzhang38/TinyLlama ⭐ 7,771
    The TinyLlama project is an open endeavor to pretrain a 1.1B Llama model on 3 trillion tokens.

99. axolotl-ai-cloud/axolotl ⭐ 7,753
    Go ahead and axolotl questions
    🔗 axolotl-ai-cloud.github.io/axolotl

100. thudm/GLM-130B ⭐ 7,657
     GLM-130B: An Open Bilingual Pre-Trained Model (ICLR 2023)

101. plachtaa/VALL-E-X ⭐ 7,619
     An open source implementation of Microsoft's VALL-E X zero-shot TTS model. Demo is available in https://plachtaa.github.io/vallex/

102. vaibhavs10/insanely-fast-whisper ⭐ 7,601
     An opinionated CLI to transcribe Audio files w/ Whisper on-device! Powered by 🤗 Transformers, Optimum & flash-attn

103. sweepai/sweep ⭐ 7,426
     Sweep: open-source AI-powered Software Developer for small features and bug fixes.
     🔗 sweep.dev

104. openlm-research/open_llama ⭐ 7,366
     OpenLLaMA: An Open Reproduction of LLaMA

105. bigcode-project/starcoder ⭐ 7,293
     Home of StarCoder: fine-tuning & inference!

106. zilliztech/GPTCache ⭐ 7,183
     Semantic cache for LLMs. Fully integrated with LangChain and llama_index.
     🔗 gptcache.readthedocs.io

107. chainlit/chainlit ⭐ 6,999
     Build Conversational AI in minutes ⚡️
     🔗 docs.chainlit.io

108. apple/corenet ⭐ 6,963
     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.

109. bhaskatripathi/pdfGPT ⭐ 6,944
     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

110. explodinggradients/ragas ⭐ 6,934
     Supercharge Your LLM Application Evaluations 🚀
     🔗 docs.ragas.io

111. eleutherai/gpt-neox ⭐ 6,896
     An implementation of model parallel autoregressive transformers on GPUs, based on the Megatron and DeepSpeed libraries
     🔗 www.eleuther.ai

112. eleutherai/lm-evaluation-harness ⭐ 6,729
     A framework for few-shot evaluation of language models.
     🔗 www.eleuther.ai

113. skypilot-org/skypilot ⭐ 6,689
     SkyPilot: Run AI and batch jobs on any infra (Kubernetes or 12+ clouds). Get unified execution, cost savings, and high GPU availability via a simple interface.
     🔗 skypilot.readthedocs.io

114. mit-han-lab/streaming-llm ⭐ 6,610
     [ICLR 2024] Efficient Streaming Language Models with Attention Sinks
     🔗 arxiv.org/abs/2309.17453

115. langchain-ai/opengpts ⭐ 6,453
     An open source effort to create a similar experience to OpenAI's GPTs and Assistants API.

116. internlm/InternLM ⭐ 6,322
     Official release of InternLM2.5 base and chat models. 1M context support
     🔗 internlm.intern-ai.org.cn

117. future-house/paper-qa ⭐ 6,316
     High-accuracy retrieval augmented generation (RAG) on PDFs or text files, with a focus on the scientific literature

118. swivid/F5-TTS ⭐ 6,288
     Official code for "F5-TTS: A Fairytaler that Fakes Fluent and Faithful Speech with Flow Matching"
     🔗 arxiv.org/abs/2410.06885

119. run-llama/rags ⭐ 6,262
     Build ChatGPT over your data, all with natural language

120. nat/openplayground ⭐ 6,232
     An LLM playground you can run on your laptop

121. langchain-ai/langgraph ⭐ 6,223
     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

122. whitead/paper-qa ⭐ 6,219
     High accuracy RAG for answering questions from scientific documents with citations

123. weaviate/Verba ⭐ 6,171
     Retrieval Augmented Generation (RAG) chatbot powered by Weaviate

124. lightning-ai/lit-llama ⭐ 5,973
     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.

125. skyvern-ai/skyvern ⭐ 5,959
     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

126. sgl-project/sglang ⭐ 5,654
     SGLang is a fast serving framework for large language models and vision language models.
     🔗 sglang.readthedocs.io/en/latest

127. pytorch-labs/gpt-fast ⭐ 5,612
     Simple and efficient pytorch-native transformer text generation in <1000 LOC of python.

128. minedojo/Voyager ⭐ 5,575
     An Open-Ended Embodied Agent with Large Language Models
     🔗 voyager.minedojo.org

129. llmware-ai/llmware ⭐ 5,524
     Unified framework for building enterprise RAG pipelines with small, specialized models
     🔗 llmware-ai.github.io/llmware

130. microsoft/promptbase ⭐ 5,384
     promptbase is an evolving collection of resources, best practices, and example scripts for eliciting the best performance from foundation models.

131. langchain-ai/chat-langchain ⭐ 5,331
     Locally hosted chatbot specifically focused on question answering over the LangChain documentation
     🔗 chat.langchain.com

132. dsdanielpark/Bard-API ⭐ 5,324
     The unofficial python package that returns response of Google Bard through cookie value.
     🔗 pypi.org/project/bardapi

133. lyogavin/airllm ⭐ 5,042
     AirLLM optimizes inference memory usage, allowing 70B large language models to run inference on a single 4GB GPU card without quantization, distillation and pruning. And you can run 405B Llama3.1 on 8GB vram now.

134. vikhyat/moondream ⭐ 5,016
     A tiny open-source computer-vision language model designed to run efficiently on edge devices
     🔗 moondream.ai

135. qwenlm/Qwen-VL ⭐ 4,987
     The official repo of Qwen-VL (通义千问-VL) chat & pretrained large vision language model proposed by Alibaba Cloud.

136. mnotgod96/AppAgent ⭐ 4,973
     AppAgent: Multimodal Agents as Smartphone Users, an LLM-based multimodal agent framework designed to operate smartphone apps.
     🔗 appagent-official.github.io

137. openbmb/ToolBench ⭐ 4,790
     [ICLR'24 spotlight] An open platform for training, serving, and evaluating large language model for tool learning.
     🔗 openbmb.github.io/toolbench

138. cg123/mergekit ⭐ 4,688
     Tools for merging pretrained large language models.

139. arcee-ai/mergekit ⭐ 4,688
     Tools for merging pretrained large language models.

140. togethercomputer/RedPajama-Data ⭐ 4,546
     The RedPajama-Data repository contains code for preparing large datasets for training large language models.

141. allenai/OLMo ⭐ 4,534
     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

142. microsoft/LLMLingua ⭐ 4,533
     [EMNLP'23, ACL'24] To speed up LLMs' inference and enhance LLM's perceive of key information, compress the prompt and KV-Cache, which achieves up to 20x compression with minimal performance loss.
     🔗 llmlingua.com

143. promptfoo/promptfoo ⭐ 4,469
     Test your prompts, agents, and RAGs. Red teaming, pentesting, and vulnerability scanning for LLMs. Compare performance of GPT, Claude, Gemini, Llama, and more. Simple declarative configs with command line and CI/CD integration.
     🔗 promptfoo.dev

144. simonw/llm ⭐ 4,447
     Access large language models from the command-line
     🔗 llm.datasette.io

145. 1rgs/jsonformer ⭐ 4,424
     A Bulletproof Way to Generate Structured JSON from Language Models

146. pathwaycom/llm-app ⭐ 4,316
     Dynamic RAG for enterprise. Ready to run with Docker,⚡in sync with Sharepoint, Google Drive, S3, Kafka, PostgreSQL, real-time data APIs, and more.
     🔗 pathway.com/developers/templates

147. kyegomez/tree-of-thoughts ⭐ 4,299
     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

148. microsoft/BioGPT ⭐ 4,296
     Implementation of BioGPT: Generative Pre-trained Transformer for Biomedical Text Generation and Mining

149. instruction-tuning-with-gpt-4/GPT-4-LLM ⭐ 4,186
     Instruction Tuning with GPT-4
     🔗 instruction-tuning-with-gpt-4.github.io

150. yizhongw/self-instruct ⭐ 4,118
     Aligning pretrained language models with instruction data generated by themselves.

151. nvidia/NeMo-Guardrails ⭐ 4,077
     NeMo Guardrails is an open-source toolkit for easily adding programmable guardrails to LLM-based conversational systems.

152. meta-llama/llama-stack ⭐ 4,020
     Llama Stack standardizes the building blocks needed to bring genai applications to market. These blocks cover model training and fine-tuning, evaluation, and running AI agents in production

153. guardrails-ai/guardrails ⭐ 3,983
     Open-source Python package for specifying structure and type, validating and correcting the outputs of large language models (LLMs)
     🔗 www.guardrailsai.com/docs

154. h2oai/h2o-llmstudio ⭐ 3,977
     H2O LLM Studio - a framework and no-code GUI for fine-tuning LLMs. Documentation: https://docs.h2o.ai/h2o-llmstudio/
     🔗 h2o.ai

155. open-compass/opencompass ⭐ 3,931
     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. mshumer/gpt-llm-trainer ⭐ 3,929
     Input a description of your task, and the system will generate a dataset, parse it, and fine-tune a LLaMA 2 model for you

157. modelscope/ms-swift ⭐ 3,896
     Use PEFT or Full-parameter to finetune 350+ LLMs or 100+ MLLMs. (LLM: Qwen2.5, Llama3.2, GLM4, Internlm2.5, Yi1.5, Mistral, Baichuan2, DeepSeek, Gemma2, ...; MLLM: Qwen2-VL, Qwen2-Audio, Llama3.2-Vision, Llava, InternVL2, MiniCPM-V-2.6, GLM4v, Xcomposer2.5, Yi-VL, DeepSeek-VL, Phi3.5-Vision, ...)
     🔗 swift.readthedocs.io/zh-cn/latest/instruction/index.html

158. ravenscroftj/turbopilot ⭐ 3,827
     Turbopilot is an open source large-language-model based code completion engine that runs locally on CPU

159. meta-llama/llama-stack-apps ⭐ 3,748
     Agentic components of the Llama Stack APIs

160. eth-sri/lmql ⭐ 3,659
     A language for constraint-guided and efficient LLM programming.
     🔗 lmql.ai

161. mmabrouk/llm-workflow-engine ⭐ 3,647
     Power CLI and Workflow manager for LLMs (core package)

162. microsoft/LMOps ⭐ 3,643
     General technology for enabling AI capabilities w/ LLMs and MLLMs
     🔗 aka.ms/generalai

163. katanaml/sparrow ⭐ 3,595
     Sparrow is a solution for efficient data extraction and processing from various documents and images like invoices and receipts
     🔗 katanaml.io

164. turboderp/exllamav2 ⭐ 3,586
     A fast inference library for running LLMs locally on modern consumer-class GPUs

165. luodian/Otter ⭐ 3,560
     🦦 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

166. minimaxir/simpleaichat ⭐ 3,481
     Python package for easily interfacing with chat apps, with robust features and minimal code complexity.

167. minimaxir/gpt-2-simple ⭐ 3,393
     Python package to easily retrain OpenAI's GPT-2 text-generating model on new texts

168. defog-ai/sqlcoder ⭐ 3,352
     SoTA LLM for converting natural language questions to SQL queries

169. agiresearch/AIOS ⭐ 3,339
     AIOS, a Large Language Model (LLM) Agent operating system, embeds large language model into Operating Systems (OS) as the brain of the OS, enabling an operating system "with soul" -- an important step towards AGI.
     🔗 aios.foundation

170. iryna-kondr/scikit-llm ⭐ 3,328
     Seamlessly integrate LLMs into scikit-learn.
     🔗 beastbyte.ai

171. deep-diver/LLM-As-Chatbot ⭐ 3,285
     LLM as a Chatbot Service

172. next-gpt/NExT-GPT ⭐ 3,254
     Code and models for NExT-GPT: Any-to-Any Multimodal Large Language Model
     🔗 next-gpt.github.io

173. pipecat-ai/pipecat ⭐ 3,253
     Open Source framework for voice and multimodal conversational AI

174. truefoundry/cognita ⭐ 3,243
     RAG (Retrieval Augmented Generation) Framework for building modular, open source applications for production by TrueFoundry
     🔗 cognita.truefoundry.com

175. linkedin/Liger-Kernel ⭐ 3,241
     Efficient Triton Kernels for LLM Training

176. jaymody/picoGPT ⭐ 3,215
     An unnecessarily tiny implementation of GPT-2 in NumPy.

177. lm-sys/RouteLLM ⭐ 3,126
     A framework for serving and evaluating LLM routers - save LLM costs without compromising quality!

178. microsoft/torchscale ⭐ 3,012
     Foundation Architecture for (M)LLMs
     🔗 aka.ms/generalai

179. bclavie/RAGatouille ⭐ 2,985
     Bridging the gap between state-of-the-art research and alchemical RAG pipeline practices.

180. baichuan-inc/Baichuan-13B ⭐ 2,983
     A 13B large language model developed by Baichuan Intelligent Technology
     🔗 huggingface.co/baichuan-inc/baichuan-13b-chat

181. li-plus/chatglm.cpp ⭐ 2,930
     C++ implementation of ChatGLM-6B & ChatGLM2-6B & ChatGLM3 & GLM4(V)

182. freedomintelligence/LLMZoo ⭐ 2,930
     ⚡LLM Zoo is a project that provides data, models, and evaluation benchmark for large language models.⚡

183. juncongmoo/pyllama ⭐ 2,807
     LLaMA: Open and Efficient Foundation Language Models

184. cohere-ai/cohere-toolkit ⭐ 2,796
     Cohere Toolkit is a collection of prebuilt components enabling users to quickly build and deploy RAG applications.

185. huggingface/text-embeddings-inference ⭐ 2,732
     A blazing fast inference solution for text embeddings models
     🔗 huggingface.co/docs/text-embeddings-inference/quick_tour

186. alpha-vllm/LLaMA2-Accessory ⭐ 2,702
     An Open-source Toolkit for LLM Development
     🔗 llama2-accessory.readthedocs.io

187. mistralai/mistral-finetune ⭐ 2,700
     A light-weight codebase that enables memory-efficient and performant finetuning of Mistral's models. It is based on LoRA.

188. paperswithcode/galai ⭐ 2,677
     Model API for GALACTICA

189. meta-llama/PurpleLlama ⭐ 2,671
     Set of tools to assess and improve LLM security.

190. hegelai/prompttools ⭐ 2,671
     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

191. verazuo/jailbreak_llms ⭐ 2,662
     Official repo for the ACM CCS 2024 paper "Do Anything Now'': Characterizing and Evaluating In-The-Wild Jailbreak Prompts
     🔗 jailbreak-llms.xinyueshen.me

192. langroid/langroid ⭐ 2,513
     Harness LLMs with Multi-Agent Programming
     🔗 langroid.github.io/langroid

193. databricks/dbrx ⭐ 2,504
     Code examples and resources for DBRX, a large language model developed by Databricks
     🔗 www.databricks.com

194. mit-han-lab/llm-awq ⭐ 2,486
     AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration

195. ofa-sys/OFA ⭐ 2,409
     Official repository of OFA (ICML 2022). Paper: OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework

196. young-geng/EasyLM ⭐ 2,395
     Large language models (LLMs) made easy, EasyLM is a one stop solution for pre-training, finetuning, evaluating and serving LLMs in JAX/Flax.

197. noahshinn/reflexion ⭐ 2,362
     [NeurIPS 2023] Reflexion: Language Agents with Verbal Reinforcement Learning

198. civitai/sd_civitai_extension ⭐ 2,333
     All of the Civitai models inside Automatic 1111 Stable Diffusion Web UI

199. lightning-ai/LitServe ⭐ 2,328
     Lightning-fast serving engine for any AI model of any size. Flexible. Easy. Enterprise-scale.
     🔗 lightning.ai/docs/litserve

200. cheshire-cat-ai/core ⭐ 2,306
     Production ready AI agent framework
     🔗 cheshirecat.ai

201. intel/neural-compressor ⭐ 2,196
     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

202. predibase/lorax ⭐ 2,149
     Multi-LoRA inference server that scales to 1000s of fine-tuned LLMs
     🔗 loraexchange.ai

203. openai/finetune-transformer-lm ⭐ 2,148
     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

204. spcl/graph-of-thoughts ⭐ 2,132
     Official Implementation of "Graph of Thoughts: Solving Elaborate Problems with Large Language Models"
     🔗 arxiv.org/pdf/2308.09687.pdf

205. truera/trulens ⭐ 2,110
     Evaluation and Tracking for LLM Experiments
     🔗 www.trulens.org

206. tairov/llama2.mojo ⭐ 2,097
     Inference Llama 2 in one file of pure 🔥
     🔗 www.modular.com/blog/community-spotlight-how-i-built-llama2-by-aydyn-tairov

207. pytorch/executorch ⭐ 2,089
     An end-to-end solution for enabling on-device inference capabilities across mobile and edge devices including wearables, embedded devices and microcontrollers. It is part of the PyTorch Edge ecosystem and enables efficient deployment of PyTorch models to edge devices.
     🔗 pytorch.org/executorch

208. openai/image-gpt ⭐ 2,044
     Archived. Code and models from the paper "Generative Pretraining from Pixels"

209. lucidrains/toolformer-pytorch ⭐ 1,953
     Implementation of Toolformer, Language Models That Can Use Tools, by MetaAI

210. neulab/prompt2model ⭐ 1,952
     prompt2model - Generate Deployable Models from Natural Language Instructions

211. openai/gpt-2-output-dataset ⭐ 1,938
     Dataset of GPT-2 outputs for research in detection, biases, and more

212. ist-daslab/gptq ⭐ 1,906
     Code for the ICLR 2023 paper "GPTQ: Accurate Post-training Quantization of Generative Pretrained Transformers".
     🔗 arxiv.org/abs/2210.17323

213. microsoft/Megatron-DeepSpeed ⭐ 1,867
     Ongoing research training transformer language models at scale, including: BERT & GPT-2

214. epfllm/meditron ⭐ 1,864
     Meditron is a suite of open-source medical Large Language Models (LLMs).
     🔗 huggingface.co/epfl-llm

215. sylphai-inc/AdalFlow ⭐ 1,839
     Unified auto-differentiative framework for both zero-shot prompt optimization and few-shot optimization. It advances existing auto-optimization research, including Text-Grad and DsPy
     🔗 adalflow.sylph.ai

216. minimaxir/aitextgen ⭐ 1,837
     A robust Python tool for text-based AI training and generation using GPT-2.
     🔗 docs.aitextgen.io

217. facebookresearch/chameleon ⭐ 1,805
     Repository for Meta Chameleon, a mixed-modal early-fusion foundation model from FAIR.
     🔗 arxiv.org/abs/2405.09818

218. akariasai/self-rag ⭐ 1,789
     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

219. azure-samples/graphrag-accelerator ⭐ 1,777
     One-click deploy of a Knowledge Graph powered RAG (GraphRAG) in Azure
     🔗 github.com/microsoft/graphrag

220. openai/gpt-discord-bot ⭐ 1,775
     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.

221. casper-hansen/AutoAWQ ⭐ 1,711
     AutoAWQ implements the AWQ algorithm for 4-bit quantization with a 2x speedup during inference. Documentation:
     🔗 casper-hansen.github.io/autoawq

222. ray-project/llm-applications ⭐ 1,692
     A comprehensive guide to building RAG-based LLM applications for production.

223. openai/simple-evals ⭐ 1,619
     Lightweight library for evaluating language models

224. argilla-io/distilabel ⭐ 1,599
     Distilabel is the framework for synthetic data and AI feedback for engineers who need fast, reliable and scalable pipelines based on verified research papers.
     🔗 distilabel.argilla.io

225. evolvinglmms-lab/lmms-eval ⭐ 1,547
     Accelerating the development of large multimodal models (LMMs) with lmms-eval
     🔗 lmms-lab.github.io

226. jina-ai/thinkgpt ⭐ 1,538
     Agent techniques to augment your LLM and push it beyong its limits

227. noamgat/lm-format-enforcer ⭐ 1,504
     Enforce the output format (JSON Schema, Regex etc) of a language model

228. qwenlm/Qwen-Audio ⭐ 1,463
     The official repo of Qwen-Audio (通义千问-Audio) chat & pretrained large audio language model proposed by Alibaba Cloud.

229. cstankonrad/long_llama ⭐ 1,448
     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.

230. agentops-ai/tokencost ⭐ 1,441
     Easy token price estimates for 400+ LLMs. TokenOps.
     🔗 agentops.ai

231. farizrahman4u/loopgpt ⭐ 1,426
     Re-implementation of Auto-GPT as a python package, written with modularity and extensibility in mind.

232. run-llama/llama-lab ⭐ 1,402
     Llama Lab is a repo dedicated to building cutting-edge projects using LlamaIndex

233. meetkai/functionary ⭐ 1,389
     Chat language model that can use tools and interpret the results

234. roboflow/maestro ⭐ 1,377
     streamline the fine-tuning process for multimodal models: PaliGemma, Florence-2, and Qwen2-VL
     🔗 maestro.roboflow.com

235. explosion/spacy-transformers ⭐ 1,345
     🛸 Use pretrained transformers like BERT, XLNet and GPT-2 in spaCy
     🔗 spacy.io/usage/embeddings-transformers

236. chatarena/chatarena ⭐ 1,342
     ChatArena (or Chat Arena) is a Multi-Agent Language Game Environments for LLMs. The goal is to develop communication and collaboration capabilities of AIs.

237. bigscience-workshop/Megatron-DeepSpeed ⭐ 1,327
     Ongoing research training transformer language models at scale, including: BERT & GPT-2

238. ray-project/ray-llm ⭐ 1,229
     RayLLM - LLMs on Ray
     🔗 aviary.anyscale.com

239. karpathy/nano-llama31 ⭐ 1,227
     This repo is to Llama 3.1 what nanoGPT is to GPT-2. i.e. it is a minimal, dependency-free implementation of the Llama 3.1 architecture

240. agenta-ai/agenta ⭐ 1,223
     The all-in-one LLM developer platform: prompt management, evaluation, human feedback, and deployment all in one place.
     🔗 www.agenta.ai

241. srush/MiniChain ⭐ 1,210
     A tiny library for coding with large language models.
     🔗 srush-minichain.hf.space

242. linksoul-ai/AutoAgents ⭐ 1,177
     [IJCAI 2024] Generate different roles for GPTs to form a collaborative entity for complex tasks.
     🔗 huggingface.co/spaces/linksoul/autoagents

243. huggingface/nanotron ⭐ 1,176
     Minimalistic large language model 3D-parallelism training

244. keirp/automatic_prompt_engineer ⭐ 1,144
     Large Language Models Are Human-Level Prompt Engineers

245. mlfoundations/dclm ⭐ 1,136
     DataComp for Language Models

246. hao-ai-lab/LookaheadDecoding ⭐ 1,130
     Break the Sequential Dependency of LLM Inference Using Lookahead Decoding
     🔗 arxiv.org/abs/2402.02057

247. ibm/Dromedary ⭐ 1,118
     Dromedary: towards helpful, ethical and reliable LLMs.

248. explosion/spacy-llm ⭐ 1,101
     🦙 Integrating LLMs into structured NLP pipelines
     🔗 spacy.io/usage/large-language-models

249. lupantech/chameleon-llm ⭐ 1,082
     Codes for "Chameleon: Plug-and-Play Compositional Reasoning with Large Language Models".
     🔗 chameleon-llm.github.io

250. rlancemartin/auto-evaluator ⭐ 1,060
     Evaluation tool for LLM QA chains
     🔗 autoevaluator.langchain.com

251. facebookresearch/MobileLLM ⭐ 1,056
     Training code of MobileLLM introduced in our work: "MobileLLM: Optimizing Sub-billion Parameter Language Models for On-Device Use Cases"

252. nomic-ai/pygpt4all ⭐ 1,025
     Official supported Python bindings for llama.cpp + gpt4all
     🔗 nomic-ai.github.io/pygpt4all

253. microsoft/Llama-2-Onnx ⭐ 1,021
     A Microsoft optimized version of the Llama 2 model, available from Meta

254. ctlllll/LLM-ToolMaker ⭐ 1,017
     Large Language Models as Tool Makers

255. answerdotai/rerankers ⭐ 1,003
     Welcome to rerankers! Our goal is to provide users with a simple API to use any reranking models.

256. shengranhu/ADAS ⭐ 1,001
     Automated Design of Agentic Systems using Meta Agent Search to show agents can invent novel and powerful agent designs

257. ajndkr/lanarky ⭐ 974
     The web framework for building LLM microservices
     🔗 lanarky.ajndkr.com

258. likejazz/llama3.np ⭐ 964
     llama3.np is a pure NumPy implementation for Llama 3 model.

259. pinecone-io/canopy ⭐ 961
     Retrieval Augmented Generation (RAG) framework and context engine powered by Pinecone
     🔗 www.pinecone.io

260. cerebras/modelzoo ⭐ 937
     Examples of common deep learning models that can be trained on Cerebras hardware

261. huggingface/optimum-nvidia ⭐ 889
     Optimum-NVIDIA delivers the best inference performance on the NVIDIA platform through Hugging Face. Run LLaMA 2 at 1,200 tokens/second (up to 28x faster than the framework)

262. topoteretes/cognee ⭐ 857
     Reliable LLM Memory for AI Applications and AI Agents
     🔗 www.cognee.ai

263. muennighoff/sgpt ⭐ 845
     SGPT: GPT Sentence Embeddings for Semantic Search
     🔗 arxiv.org/abs/2202.08904

264. datadreamer-dev/DataDreamer ⭐ 819
     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

265. oliveirabruno01/babyagi-asi ⭐ 780
     BabyAGI: an Autonomous and Self-Improving agent, or BASI

266. prometheus-eval/prometheus-eval ⭐ 779
     Evaluate your LLM's response with Prometheus and GPT4 💯

267. junruxiong/IncarnaMind ⭐ 778
     Connect and chat with your multiple documents (pdf and txt) through GPT 3.5, GPT-4 Turbo, Claude and Local Open-Source LLMs
     🔗 www.incarnamind.com

268. langchain-ai/langsmith-cookbook ⭐ 763
     LangSmith is a platform for building production-grade LLM applications.
     🔗 langsmith-cookbook.vercel.app

269. opengenerativeai/GenossGPT ⭐ 751
     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

270. huggingface/lighteval ⭐ 739
     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.

271. huggingface/evaluation-guidebook ⭐ 730
     Sharing both practical insights and theoretical knowledge about LLM evaluation that we gathered while managing the Open LLM Leaderboard and designing lighteval!

272. salesforce/xgen ⭐ 717
     Salesforce open-source LLMs with 8k sequence length.

273. opengvlab/OmniQuant ⭐ 702
     [ICLR2024 spotlight] OmniQuant is a simple and powerful quantization technique for LLMs.

274. wandb/weave ⭐ 688
     Weave is a toolkit for developing AI-powered applications, built by Weights & Biases.
     🔗 wandb.me/weave

275. nousresearch/Hermes-Function-Calling ⭐ 684
     Code for the Hermes Pro Large Language Model to perform function calling based on the provided schema. It allows users to query the model and retrieve information related to stock prices, company fundamentals, financial statements

276. squeezeailab/SqueezeLLM ⭐ 637
     [ICML 2024] SqueezeLLM: Dense-and-Sparse Quantization
     🔗 arxiv.org/abs/2306.07629

277. lupantech/ScienceQA ⭐ 600
     Data and code for NeurIPS 2022 Paper "Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering".

278. tag-research/TAG-Bench ⭐ 576
     Table-Augmented Generation (TAG) is a unified and general-purpose paradigm for answering natural language questions over databases
     🔗 arxiv.org/pdf/2408.14717

279. zhudotexe/kani ⭐ 556
     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

280. tsinghuadatabasegroup/DB-GPT ⭐ 549
     LLM As Database Administrator
     🔗 dbgpt.dbmind.cn

281. hazyresearch/ama_prompting ⭐ 538
     Ask Me Anything language model prompting

282. modal-labs/llm-finetuning ⭐ 525
     Guide for fine-tuning Llama/Mistral/CodeLlama models and more

283. vahe1994/SpQR ⭐ 525
     Quantization algorithm and the model evaluation code for SpQR method for LLM compression

284. declare-lab/instruct-eval ⭐ 525
     This repository contains code to quantitatively evaluate instruction-tuned models such as Alpaca and Flan-T5 on held-out tasks.
     🔗 declare-lab.github.io/instruct-eval

285. continuum-llms/chatgpt-memory ⭐ 516
     Allows to scale the ChatGPT API to multiple simultaneous sessions with infinite contextual and adaptive memory powered by GPT and Redis datastore.

286. hazyresearch/H3 ⭐ 512
     Language Modeling with the H3 State Space Model

287. magnivorg/prompt-layer-library ⭐ 509
     🍰 PromptLayer - Maintain a log of your prompts and OpenAI API requests. Track, debug, and replay old completions.
     🔗 www.promptlayer.com

288. huggingface/text-clustering ⭐ 453
     Easily embed, cluster and semantically label text datasets

289. judahpaul16/gpt-home ⭐ 437
     ChatGPT at home! Basically a better Google Nest Hub or Amazon Alexa home assistant. Built on the Raspberry Pi using the OpenAI API.
     🔗 hub.docker.com/r/judahpaul/gpt-home

290. deedy/mac_computer_use ⭐ 427
     A fork of Anthropic Computer Use that you can run on Mac computers to give Claude and other AI models autonomous access to your computer.
     🔗 x.com/deedydas/status/1849481225041559910

291. minishlab/model2vec ⭐ 375
     Model2Vec is a technique to turn any sentence transformer into a really small static model, reducing model size by 15x and making the models up to 500x faster, with a small drop in performance
     🔗 minishlab.github.io

292. stanford-oval/suql ⭐ 201
     SUQL: Conversational Search over Structured and Unstructured Data with LLMs
     🔗 arxiv.org/abs/2311.09818

293. dottxt-ai/outlines-core ⭐ 105
     Core functionality for structured generation, formerly implemented in Outlines, with a focus on performance and portability.

Math and Science

Mathematical, numerical and scientific libraries.

1. numpy/numpy ⭐ 27,825
   The fundamental package for scientific computing with Python.
   🔗 numpy.org

2. taichi-dev/taichi ⭐ 25,466
   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 ⭐ 12,998
   SciPy library main repository
   🔗 scipy.org

4. sympy/sympy ⭐ 12,902
   A computer algebra system written in pure Python
   🔗 sympy.org

5. google/or-tools ⭐ 11,164
   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 ⭐ 10,280
   Z3 is a theorem prover from Microsoft Research with a Python language binding.

7. cupy/cupy ⭐ 9,386
   NumPy & SciPy for GPU
   🔗 cupy.dev

8. google-deepmind/alphageometry ⭐ 4,126
   Solving Olympiad Geometry without Human Demonstrations

9. mikedh/trimesh ⭐ 2,986
   Python library for loading and using triangular meshes.
   🔗 trimesh.org

10. mckinsey/causalnex ⭐ 2,231
    A Python library that helps data scientists to infer causation rather than observing correlation.
    🔗 causalnex.readthedocs.io

11. pyro-ppl/numpyro ⭐ 2,164
    Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.
    🔗 num.pyro.ai

12. pyomo/pyomo ⭐ 2,005
    An object-oriented algebraic modeling language in Python for structured optimization problems.
    🔗 www.pyomo.org

13. facebookresearch/theseus ⭐ 1,752
    A library for differentiable nonlinear optimization

14. arviz-devs/arviz ⭐ 1,603
    Exploratory analysis of Bayesian models with Python
    🔗 python.arviz.org

15. google-research/torchsde ⭐ 1,568
    Differentiable SDE solvers with GPU support and efficient sensitivity analysis.

16. dynamicslab/pysindy ⭐ 1,423
    A package for the sparse identification of nonlinear dynamical systems from data
    🔗 pysindy.readthedocs.io/en/latest

17. geomstats/geomstats ⭐ 1,253
    Computations and statistics on manifolds with geometric structures.
    🔗 geomstats.ai

18. cma-es/pycma ⭐ 1,097
    pycma is a Python implementation of CMA-ES and a few related numerical optimization tools.

19. pymc-labs/CausalPy ⭐ 898
    A Python package for causal inference in quasi-experimental settings
    🔗 causalpy.readthedocs.io

20. sj001/AI-Feynman ⭐ 643
    Implementation of AI Feynman: a Physics-Inspired Method for Symbolic Regression

21. willianfuks/tfcausalimpact ⭐ 613
    Python Causal Impact Implementation Based on Google's R Package. Built using TensorFlow Probability.

22. lean-dojo/LeanDojo ⭐ 556
    Tool for data extraction and interacting with Lean programmatically.
    🔗 leandojo.org

23. brandondube/prysm ⭐ 262
    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

24. lean-dojo/ReProver ⭐ 218
    Retrieval-Augmented Theorem Provers for Lean
    🔗 leandojo.org

25. albahnsen/pycircular ⭐ 92
    pycircular is a Python module for circular data analysis

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

Machine Learning - General

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

1. scikit-learn/scikit-learn ⭐ 59,808
   scikit-learn: machine learning in Python
   🔗 scikit-learn.org

2. openai/openai-cookbook ⭐ 59,318
   Examples and guides for using the OpenAI API
   🔗 cookbook.openai.com

3. suno-ai/bark ⭐ 35,748
   🔊 Text-Prompted Generative Audio Model

4. tencentarc/GFPGAN ⭐ 35,734
   GFPGAN aims at developing Practical Algorithms for Real-world Face Restoration.

5. google-research/google-research ⭐ 34,088
   This repository contains code released by Google Research
   🔗 research.google

6. facebookresearch/faiss ⭐ 30,988
   A library for efficient similarity search and clustering of dense vectors.
   🔗 faiss.ai

7. google/jax ⭐ 30,256
   Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more
   🔗 jax.readthedocs.io

8. open-mmlab/mmdetection ⭐ 29,362
   OpenMMLab Detection Toolbox and Benchmark
   🔗 mmdetection.readthedocs.io

9. lutzroeder/netron ⭐ 27,895
   Visualizer for neural network, deep learning and machine learning models
   🔗 netron.app

10. ageron/handson-ml2 ⭐ 27,894
    A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.

11. google/mediapipe ⭐ 27,243
    Cross-platform, customizable ML solutions for live and streaming media.
    🔗 ai.google.dev/edge/mediapipe

12. dmlc/xgboost ⭐ 26,192
    Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow
    🔗 xgboost.readthedocs.io/en/stable

13. roboflow/supervision ⭐ 23,751
    We write your reusable computer vision tools. 💜
    🔗 supervision.roboflow.com

14. harisiqbal88/PlotNeuralNet ⭐ 21,998
    Latex code for making neural networks diagrams

15. jina-ai/jina ⭐ 21,065
    ☁️ Build multimodal AI applications with cloud-native stack
    🔗 docs.jina.ai

16. onnx/onnx ⭐ 17,787
    Open standard for machine learning interoperability
    🔗 onnx.ai

17. ml-explore/mlx ⭐ 16,820
    MLX is an array framework for machine learning on Apple silicon, brought to you by Apple machine learning research.
    🔗 ml-explore.github.io/mlx

18. microsoft/LightGBM ⭐ 16,609
    A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks.
    🔗 lightgbm.readthedocs.io/en/latest

19. tensorflow/tensor2tensor ⭐ 15,433
    Library of deep learning models and datasets designed to make deep learning more accessible and accelerate ML research.

20. ddbourgin/numpy-ml ⭐ 15,351
    Machine learning, in numpy
    🔗 numpy-ml.readthedocs.io

21. microsoft/onnxruntime ⭐ 14,461
    ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator
    🔗 onnxruntime.ai

22. aleju/imgaug ⭐ 14,378
    Image augmentation for machine learning experiments.
    🔗 imgaug.readthedocs.io

23. microsoft/nni ⭐ 14,021
    An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
    🔗 nni.readthedocs.io

24. jindongwang/transferlearning ⭐ 13,359
    Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习
    🔗 transferlearning.xyz

25. spotify/annoy ⭐ 13,183
    Approximate Nearest Neighbors in C++/Python optimized for memory usage and loading/saving to disk

26. deepmind/deepmind-research ⭐ 13,151
    This repository contains implementations and illustrative code to accompany DeepMind publications

27. neonbjb/tortoise-tts ⭐ 13,085
    A multi-voice TTS system trained with an emphasis on quality

28. deepmind/alphafold ⭐ 12,620
    Implementation of the inference pipeline of AlphaFold v2

29. ggerganov/ggml ⭐ 11,037
    Tensor library for machine learning

30. optuna/optuna ⭐ 10,731
    A hyperparameter optimization framework
    🔗 optuna.org

31. facebookresearch/AnimatedDrawings ⭐ 10,551
    Code to accompany "A Method for Animating Children's Drawings of the Human Figure"

32. twitter/the-algorithm-ml ⭐ 10,078
    Source code for Twitter's Recommendation Algorithm
    🔗 blog.twitter.com/engineering/en_us/topics/open-source/2023/twitter-recommendation-algorithm

33. statsmodels/statsmodels ⭐ 10,069
    Statsmodels: statistical modeling and econometrics in Python
    🔗 www.statsmodels.org/devel

34. epistasislab/tpot ⭐ 9,712
    A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.
    🔗 epistasislab.github.io/tpot

35. cleanlab/cleanlab ⭐ 9,605
    The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.
    🔗 cleanlab.ai

36. megvii-basedetection/YOLOX ⭐ 9,382
    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. wandb/wandb ⭐ 9,022
    The AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from experimentation to production.
    🔗 wandb.ai

38. pycaret/pycaret ⭐ 8,888
    An open-source, low-code machine learning library in Python
    🔗 www.pycaret.org

39. pymc-devs/pymc ⭐ 8,684
    Bayesian Modeling and Probabilistic Programming in Python
    🔗 docs.pymc.io

40. facebookresearch/xformers ⭐ 8,491
    Hackable and optimized Transformers building blocks, supporting a composable construction.
    🔗 facebookresearch.github.io/xformers

41. uberi/speech_recognition ⭐ 8,383
    Speech recognition module for Python, supporting several engines and APIs, online and offline.
    🔗 pypi.python.org/pypi/speechrecognition

42. open-mmlab/mmsegmentation ⭐ 8,176
    OpenMMLab Semantic Segmentation Toolbox and Benchmark.
    🔗 mmsegmentation.readthedocs.io/en/main

43. thudm/CogVideo ⭐ 8,130
    text and image to video generation: CogVideoX (2024) and CogVideo (ICLR 2023)

44. catboost/catboost ⭐ 8,052
    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

45. huggingface/accelerate ⭐ 7,842
    🚀 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

46. awslabs/autogluon ⭐ 7,822
    Fast and Accurate ML in 3 Lines of Code
    🔗 auto.gluon.ai

47. automl/auto-sklearn ⭐ 7,597
    Automated Machine Learning with scikit-learn
    🔗 automl.github.io/auto-sklearn

48. lmcinnes/umap ⭐ 7,407
    Uniform Manifold Approximation and Projection

49. featurelabs/featuretools ⭐ 7,242
    An open source python library for automated feature engineering
    🔗 www.featuretools.com

50. hyperopt/hyperopt ⭐ 7,234
    Distributed Asynchronous Hyperparameter Optimization in Python
    🔗 hyperopt.github.io/hyperopt

51. py-why/dowhy ⭐ 7,073
    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

52. hips/autograd ⭐ 6,981
    Efficiently computes derivatives of NumPy code.

53. open-mmlab/mmagic ⭐ 6,911
    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

54. scikit-learn-contrib/imbalanced-learn ⭐ 6,822
    A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning
    🔗 imbalanced-learn.org

55. probml/pyprobml ⭐ 6,503
    Python code for "Probabilistic Machine learning" book by Kevin Murphy

56. nicolashug/Surprise ⭐ 6,378
    A Python scikit for building and analyzing recommender systems
    🔗 surpriselib.com

57. google/automl ⭐ 6,232
    Google Brain AutoML

58. cleverhans-lab/cleverhans ⭐ 6,185
    An adversarial example library for constructing attacks, building defenses, and benchmarking both

59. ml-explore/mlx-examples ⭐ 6,053
    Examples in the MLX framework

60. kevinmusgrave/pytorch-metric-learning ⭐ 5,983
    The easiest way to use deep metric learning in your application. Modular, flexible, and extensible. Written in PyTorch.
    🔗 kevinmusgrave.github.io/pytorch-metric-learning

61. open-mmlab/mmcv ⭐ 5,864
    OpenMMLab Computer Vision Foundation
    🔗 mmcv.readthedocs.io/en/latest

62. project-monai/MONAI ⭐ 5,766
    AI Toolkit for Healthcare Imaging
    🔗 monai.io

63. mdbloice/Augmentor ⭐ 5,061
    Image augmentation library in Python for machine learning.
    🔗 augmentor.readthedocs.io/en/stable

64. online-ml/river ⭐ 5,047
    🌊 Online machine learning in Python
    🔗 riverml.xyz

65. uber/causalml ⭐ 5,043
    Uplift modeling and causal inference with machine learning algorithms

66. google-gemini/cookbook ⭐ 4,980
    A collection of guides and examples for the Gemini API, including quickstart tutorials for writing prompts.
    🔗 ai.google.dev/gemini-api/docs

67. rasbt/mlxtend ⭐ 4,882
    A library of extension and helper modules for Python's data analysis and machine learning libraries.
    🔗 rasbt.github.io/mlxtend

68. google-deepmind/graphcast ⭐ 4,574
    GraphCast: Learning skillful medium-range global weather forecasting

69. marqo-ai/marqo ⭐ 4,561
    Unified embedding generation and search engine. Also available on cloud - cloud.marqo.ai
    🔗 www.marqo.ai

70. skvark/opencv-python ⭐ 4,497
    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. sanchit-gandhi/whisper-jax ⭐ 4,399
    JAX implementation of OpenAI's Whisper model for up to 70x speed-up on TPU.

72. apple/coremltools ⭐ 4,397
    Core ML tools contain supporting tools for Core ML model conversion, editing, and validation.
    🔗 coremltools.readme.io

73. lucidrains/deep-daze ⭐ 4,374
    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

74. nmslib/hnswlib ⭐ 4,331
    Header-only C++/python library for fast approximate nearest neighbors
    🔗 github.com/nmslib/hnswlib

75. districtdatalabs/yellowbrick ⭐ 4,281
    Visual analysis and diagnostic tools to facilitate machine learning model selection.
    🔗 www.scikit-yb.org

76. nv-tlabs/GET3D ⭐ 4,206
    Generative Model of High Quality 3D Textured Shapes Learned from Images

77. cmusphinx/pocketsphinx ⭐ 3,928
    A small speech recognizer

78. microsoft/FLAML ⭐ 3,883
    A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.
    🔗 microsoft.github.io/flaml

79. huggingface/autotrain-advanced ⭐ 3,874
    AutoTrain Advanced: faster and easier training and deployments of state-of-the-art machine learning models
    🔗 huggingface.co/autotrain

80. ourownstory/neural_prophet ⭐ 3,850
    NeuralProphet: A simple forecasting package
    🔗 neuralprophet.com

81. py-why/EconML ⭐ 3,795
    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

82. huggingface/notebooks ⭐ 3,606
    Notebooks using the Hugging Face libraries 🤗

83. zjunlp/DeepKE ⭐ 3,490
    [EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and Construction
    🔗 deepke.zjukg.cn

84. yoheinakajima/instagraph ⭐ 3,465
    Converts text input or URL into knowledge graph and displays

85. huggingface/speech-to-speech ⭐ 3,447
    Speech To Speech: an effort for an open-sourced and modular GPT4-o

86. rucaibox/RecBole ⭐ 3,399
    A unified, comprehensive and efficient recommendation library
    🔗 recbole.io

87. facebookresearch/vissl ⭐ 3,254
    VISSL is FAIR's library of extensible, modular and scalable components for SOTA Self-Supervised Learning with images.
    🔗 vissl.ai

88. pytorch/glow ⭐ 3,220
    Compiler for Neural Network hardware accelerators

89. lucidrains/musiclm-pytorch ⭐ 3,142
    Implementation of MusicLM, Google's new SOTA model for music generation using attention networks, in Pytorch

90. hrnet/HRNet-Semantic-Segmentation ⭐ 3,141
    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

91. lightly-ai/lightly ⭐ 3,137
    A python library for self-supervised learning on images.
    🔗 docs.lightly.ai/self-supervised-learning

92. mljar/mljar-supervised ⭐ 3,033
    Python package for AutoML on Tabular Data with Feature Engineering, Hyper-Parameters Tuning, Explanations and Automatic Documentation
    🔗 mljar.com

93. shankarpandala/lazypredict ⭐ 2,992
    Lazy Predict help build a lot of basic models without much code and helps understand which models works better without any parameter tuning

94. huggingface/safetensors ⭐ 2,837
    Implements a new simple format for storing tensors safely (as opposed to pickle) and that is still fast (zero-copy).
    🔗 huggingface.co/docs/safetensors

95. scikit-learn-contrib/hdbscan ⭐ 2,790
    A high performance implementation of HDBSCAN clustering.
    🔗 hdbscan.readthedocs.io/en/latest

96. scikit-optimize/scikit-optimize ⭐ 2,740
    Sequential model-based optimization with a scipy.optimize interface
    🔗 scikit-optimize.github.io

97. google-research/t5x ⭐ 2,659
    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.

98. apple/ml-ane-transformers ⭐ 2,545
    Reference implementation of the Transformer architecture optimized for Apple Neural Engine (ANE)

99. huggingface/optimum ⭐ 2,527
    🚀 Accelerate training and inference of 🤗 Transformers and 🤗 Diffusers with easy to use hardware optimization tools
    🔗 huggingface.co/docs/optimum/main

100. freedmand/semantra ⭐ 2,506
     Semantra is a multipurpose tool for semantically searching documents. Query by meaning rather than just by matching text.

101. scikit-learn-contrib/category_encoders ⭐ 2,408
     A library of sklearn compatible categorical variable encoders
     🔗 contrib.scikit-learn.org/category_encoders

102. rom1504/clip-retrieval ⭐ 2,383
     Easily compute clip embeddings and build a clip retrieval system with them
     🔗 rom1504.github.io/clip-retrieval

103. eric-mitchell/direct-preference-optimization ⭐ 2,102
     Reference implementation for DPO (Direct Preference Optimization)

104. aws/sagemaker-python-sdk ⭐ 2,099
     A library for training and deploying machine learning models on Amazon SageMaker
     🔗 sagemaker.readthedocs.io

105. huggingface/huggingface_hub ⭐ 2,052
     The official Python client for the Huggingface Hub.
     🔗 huggingface.co/docs/huggingface_hub

106. huggingface/evaluate ⭐ 2,000
     🤗 Evaluate: A library for easily evaluating machine learning models and datasets.
     🔗 huggingface.co/docs/evaluate

107. contextlab/hypertools ⭐ 1,823
     A Python toolbox for gaining geometric insights into high-dimensional data
     🔗 hypertools.readthedocs.io/en/latest

108. rentruewang/koila ⭐ 1,820
     Prevent PyTorch's CUDA error: out of memory in just 1 line of code.
     🔗 koila.rentruewang.com

109. linkedin/greykite ⭐ 1,814
     A flexible, intuitive and fast forecasting library

110. bmabey/pyLDAvis ⭐ 1,802
     Python library for interactive topic model visualization. Port of the R LDAvis package.

111. scikit-learn-contrib/lightning ⭐ 1,725
     Large-scale linear classification, regression and ranking in Python
     🔗 contrib.scikit-learn.org/lightning

112. tensorflow/addons ⭐ 1,693
     Useful extra functionality for TensorFlow 2.x maintained by SIG-addons

113. googlecloudplatform/vertex-ai-samples ⭐ 1,674
     Notebooks, code samples, sample apps, and other resources that demonstrate how to use, develop and manage machine learning and generative AI workflows using Google Cloud Vertex AI.
     🔗 cloud.google.com/vertex-ai

114. microsoft/i-Code ⭐ 1,670
     The ambition of the i-Code project is to build integrative and composable multimodal AI. The "i" stands for integrative multimodal learning.

115. castorini/pyserini ⭐ 1,665
     Pyserini is a Python toolkit for reproducible information retrieval research with sparse and dense representations.
     🔗 pyserini.io

116. visual-layer/fastdup ⭐ 1,593
     fastdup is a powerful, free tool designed to rapidly generate valuable insights from image and video datasets. It helps enhance the quality of both images and labels, while significantly reducing data operation costs, all with unmatched scalability.

117. microsoft/Olive ⭐ 1,561
     Olive: Simplify ML Model Finetuning, Conversion, Quantization, and Optimization for CPUs, GPUs and NPUs.
     🔗 microsoft.github.io/olive

118. laekov/fastmoe ⭐ 1,547
     A fast MoE impl for PyTorch
     🔗 fastmoe.ai

119. kubeflow/katib ⭐ 1,504
     Automated Machine Learning on Kubernetes
     🔗 www.kubeflow.org/docs/components/katib

120. jina-ai/finetuner ⭐ 1,468
     🎯 Task-oriented embedding tuning for BERT, CLIP, etc.
     🔗 finetuner.jina.ai

121. google/vizier ⭐ 1,462
     Python-based research interface for blackbox and hyperparameter optimization, based on the internal Google Vizier Service.
     🔗 oss-vizier.readthedocs.io

122. qdrant/fastembed ⭐ 1,430
     Fast, Accurate, Lightweight Python library to make State of the Art Embedding
     🔗 qdrant.github.io/fastembed

123. csinva/imodels ⭐ 1,379
     Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).
     🔗 csinva.io/imodels

124. patchy631/machine-learning ⭐ 1,360
     Machine Learning Tutorials Repository

125. microsoft/Semi-supervised-learning ⭐ 1,336
     A Unified Semi-Supervised Learning Codebase (NeurIPS'22)
     🔗 usb.readthedocs.io

126. borealisai/advertorch ⭐ 1,301
     A Toolbox for Adversarial Robustness Research

127. spotify/voyager ⭐ 1,297
     🛰️ An approximate nearest-neighbor search library for Python and Java with a focus on ease of use, simplicity, and deployability.
     🔗 spotify.github.io/voyager

128. awslabs/dgl-ke ⭐ 1,265
     High performance, easy-to-use, and scalable package for learning large-scale knowledge graph embeddings.
     🔗 dglke.dgl.ai/doc

129. koaning/scikit-lego ⭐ 1,264
     Extra blocks for scikit-learn pipelines.
     🔗 koaning.github.io/scikit-lego

130. automl/TabPFN ⭐ 1,198
     Official implementation of the TabPFN paper (https://arxiv.org/abs/2207.01848) and the tabpfn package.
     🔗 priorlabs.ai

131. pytorch/FBGEMM ⭐ 1,187
     FB (Facebook) + GEMM (General Matrix-Matrix Multiplication) - https://code.fb.com/ml-applications/fbgemm/

132. lightning-ai/lightning-thunder ⭐ 1,166
     Thunder is a source-to-source compiler for PyTorch. It makes PyTorch programs faster by combining and using different hardware executors at once

133. google-research/deeplab2 ⭐ 1,003
     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.

134. davidmrau/mixture-of-experts ⭐ 964
     PyTorch Re-Implementation of "The Sparsely-Gated Mixture-of-Experts Layer" by Noam Shazeer et al. https://arxiv.org/abs/1701.06538

135. opentensor/bittensor ⭐ 897
     Internet-scale Neural Networks
     🔗 www.bittensor.com

136. lmcinnes/pynndescent ⭐ 882
     A Python nearest neighbor descent for approximate nearest neighbors

137. oml-team/open-metric-learning ⭐ 871
     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

138. nvidia/cuda-python ⭐ 870
     CUDA Python Low-level Bindings
     🔗 nvidia.github.io/cuda-python

139. hazyresearch/safari ⭐ 867
     Convolutions for Sequence Modeling

140. criteo/autofaiss ⭐ 810
     Automatically create Faiss knn indices with the most optimal similarity search parameters.
     🔗 criteo.github.io/autofaiss

141. huggingface/optimum-quanto ⭐ 797
     A pytorch quantization backend for optimum

142. replicate/replicate-python ⭐ 754
     Python client for Replicate
     🔗 replicate.com

143. awslabs/python-deequ ⭐ 717
     Python API for Deequ, a library built on Spark for defining "unit tests for data", which measure data quality in large datasets

144. facebookresearch/balance ⭐ 686
     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

145. pymc-labs/pymc-marketing ⭐ 683
     Bayesian marketing toolbox in PyMC. Media Mix (MMM), customer lifetime value (CLV), buy-till-you-die (BTYD) models and more.
     🔗 www.pymc-marketing.io

146. nicolas-hbt/pygraft ⭐ 667
     Configurable Generation of Synthetic Schemas and Knowledge Graphs at Your Fingertips
     🔗 pygraft.readthedocs.io/en/latest

147. qdrant/quaterion ⭐ 636
     Blazing fast framework for fine-tuning similarity learning models
     🔗 quaterion.qdrant.tech

148. hpcaitech/EnergonAI ⭐ 630
     Large-scale model inference.

149. googleapis/python-aiplatform ⭐ 629
     A Python SDK for Vertex AI, a fully managed, end-to-end platform for data science and machine learning.

150. huggingface/exporters ⭐ 616
     Export Hugging Face models to Core ML and TensorFlow Lite

151. microsoft/Focal-Transformer ⭐ 545
     [NeurIPS 2021 Spotlight] Official code for "Focal Self-attention for Local-Global Interactions in Vision Transformers"

152. cvxgrp/pymde ⭐ 537
     Minimum-distortion embedding with PyTorch
     🔗 pymde.org

153. nevronai/MetisFL ⭐ 529
     The first open Federated Learning framework implemented in C++ and Python.
     🔗 metisfl.org

154. intellabs/bayesian-torch ⭐ 526
     A library for Bayesian neural network layers and uncertainty estimation in Deep Learning extending the core of PyTorch

155. mrdbourke/m1-machine-learning-test ⭐ 525
     Code for testing various M1 Chip benchmarks with TensorFlow.

156. linkedin/FastTreeSHAP ⭐ 517
     Fast SHAP value computation for interpreting tree-based models

157. dylanhogg/gptauthor ⭐ 58
     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 ⭐ 186,112
   An Open Source Machine Learning Framework for Everyone
   🔗 tensorflow.org

2. pytorch/pytorch ⭐ 83,084
   Tensors and Dynamic neural networks in Python with strong GPU acceleration
   🔗 pytorch.org

3. openai/whisper ⭐ 69,914
   Robust Speech Recognition via Large-Scale Weak Supervision

4. keras-team/keras ⭐ 61,893
   Deep Learning for humans
   🔗 keras.io

5. deepfakes/faceswap ⭐ 52,153
   Deepfakes Software For All
   🔗 www.faceswap.dev

6. facebookresearch/segment-anything ⭐ 47,181
   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.

7. microsoft/DeepSpeed ⭐ 35,144
   DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.
   🔗 www.deepspeed.ai

8. rwightman/pytorch-image-models ⭐ 31,905
   The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNetV4, MobileNet-V3 & V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more
   🔗 huggingface.co/docs/timm

9. facebookresearch/detectron2 ⭐ 30,283
   Detectron2 is a platform for object detection, segmentation and other visual recognition tasks.
   🔗 detectron2.readthedocs.io/en/latest

10. lightning-ai/pytorch-lightning ⭐ 28,208
    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

11. xinntao/Real-ESRGAN ⭐ 28,098
    Real-ESRGAN aims at developing Practical Algorithms for General Image/Video Restoration.

12. google-research/tuning_playbook ⭐ 26,899
    A playbook for systematically maximizing the performance of deep learning models.

13. facebookresearch/Detectron ⭐ 26,252
    FAIR's research platform for object detection research, implementing popular algorithms like Mask R-CNN and RetinaNet.

14. openai/CLIP ⭐ 25,442
    CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image

15. matterport/Mask_RCNN ⭐ 24,621
    Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow

16. paddlepaddle/Paddle ⭐ 22,165
    PArallel Distributed Deep LEarning: Machine Learning Framework from Industrial Practice （『飞桨』核心框架，深度学习&机器学习高性能单机、分布式训练和跨平台部署）
    🔗 www.paddlepaddle.org

17. pyg-team/pytorch_geometric ⭐ 21,174
    Graph Neural Network Library for PyTorch
    🔗 pyg.org

18. apache/mxnet ⭐ 20,777
    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

19. lucidrains/vit-pytorch ⭐ 20,149
    Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch

20. sanster/IOPaint ⭐ 19,185
    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 ⭐ 16,681
    A collection of various deep learning architectures, models, and tips

22. danielgatis/rembg ⭐ 16,649
    Rembg is a tool to remove images background

23. albumentations-team/albumentations ⭐ 14,139
    Fast and flexible image augmentation library. Paper about the library: https://www.mdpi.com/2078-2489/11/2/125
    🔗 albumentations.ai

24. microsoft/Swin-Transformer ⭐ 13,761
    This is an official implementation for "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows".
    🔗 arxiv.org/abs/2103.14030

25. facebookresearch/detr ⭐ 13,483
    End-to-End Object Detection with Transformers

26. dmlc/dgl ⭐ 13,467
    Python package built to ease deep learning on graph, on top of existing DL frameworks.
    🔗 dgl.ai

27. nvidia/DeepLearningExamples ⭐ 13,394
    State-of-the-Art Deep Learning scripts organized by models - easy to train and deploy with reproducible accuracy and performance on enterprise-grade infrastructure.

28. mlfoundations/open_clip ⭐ 10,074
    Open source implementation of OpenAI's CLIP (Contrastive Language-Image Pre-training).

29. kornia/kornia ⭐ 9,893
    Geometric Computer Vision Library for Spatial AI
    🔗 kornia.readthedocs.io

30. keras-team/autokeras ⭐ 9,132
    AutoML library for deep learning
    🔗 autokeras.com

31. modelscope/facechain ⭐ 8,964
    FaceChain is a deep-learning toolchain for generating your Digital-Twin.

32. facebookresearch/pytorch3d ⭐ 8,740
    PyTorch3D is FAIR's library of reusable components for deep learning with 3D data
    🔗 pytorch3d.org

33. pyro-ppl/pyro ⭐ 8,527
    Deep universal probabilistic programming with Python and PyTorch
    🔗 pyro.ai

34. arogozhnikov/einops ⭐ 8,443
    Flexible and powerful tensor operations for readable and reliable code (for pytorch, jax, TF and others)
    🔗 einops.rocks

35. nvidia/apex ⭐ 8,365
    A PyTorch Extension: Tools for easy mixed precision and distributed training in Pytorch

36. facebookresearch/ImageBind ⭐ 8,296
    ImageBind One Embedding Space to Bind Them All

37. google/trax ⭐ 8,076
    Trax — Deep Learning with Clear Code and Speed

38. lucidrains/imagen-pytorch ⭐ 8,046
    Implementation of Imagen, Google's Text-to-Image Neural Network, in Pytorch

39. xpixelgroup/BasicSR ⭐ 6,762
    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

40. google/flax ⭐ 6,055
    Flax is a neural network library for JAX that is designed for flexibility.
    🔗 flax.readthedocs.io

41. skorch-dev/skorch ⭐ 5,850
    A scikit-learn compatible neural network library that wraps PyTorch

42. facebookresearch/mmf ⭐ 5,489
    A modular framework for vision & language multimodal research from Facebook AI Research (FAIR)
    🔗 mmf.sh

43. mosaicml/composer ⭐ 5,138
    Supercharge Your Model Training
    🔗 docs.mosaicml.com

44. deci-ai/super-gradients ⭐ 4,559
    Easily train or fine-tune SOTA computer vision models with one open source training library. The home of Yolo-NAS.
    🔗 www.supergradients.com

45. facebookincubator/AITemplate ⭐ 4,545
    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.

46. pytorch/ignite ⭐ 4,517
    High-level library to help with training and evaluating neural networks in PyTorch flexibly and transparently.
    🔗 pytorch-ignite.ai

47. nvidiagameworks/kaolin ⭐ 4,466
    A PyTorch Library for Accelerating 3D Deep Learning Research

48. williamyang1991/VToonify ⭐ 3,533
    [SIGGRAPH Asia 2022] VToonify: Controllable High-Resolution Portrait Video Style Transfer

49. facebookresearch/PyTorch-BigGraph ⭐ 3,371
    Generate embeddings from large-scale graph-structured data.
    🔗 torchbiggraph.readthedocs.io

50. cvg/LightGlue ⭐ 3,354
    LightGlue: Local Feature Matching at Light Speed (ICCV 2023)

51. google-research/scenic ⭐ 3,298
    Scenic: A Jax Library for Computer Vision Research and Beyond

52. pytorch/botorch ⭐ 3,082
    Bayesian optimization in PyTorch
    🔗 botorch.org

53. alpa-projects/alpa ⭐ 3,067
    Training and serving large-scale neural networks with auto parallelization.
    🔗 alpa.ai

54. deepmind/dm-haiku ⭐ 2,885
    JAX-based neural network library
    🔗 dm-haiku.readthedocs.io

55. explosion/thinc ⭐ 2,817
    🔮 A refreshing functional take on deep learning, compatible with your favorite libraries
    🔗 thinc.ai

56. nerdyrodent/VQGAN-CLIP ⭐ 2,610
    Just playing with getting VQGAN+CLIP running locally, rather than having to use colab.

57. danielegrattarola/spektral ⭐ 2,366
    Graph Neural Networks with Keras and Tensorflow 2.
    🔗 graphneural.network

58. google-research/electra ⭐ 2,328
    ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators

59. fepegar/torchio ⭐ 2,064
    Medical imaging toolkit for deep learning
    🔗 torchio.org

60. neuralmagic/sparseml ⭐ 2,052
    Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models

61. pytorch/torchrec ⭐ 1,909
    Pytorch domain library for recommendation systems
    🔗 pytorch.org/torchrec

62. tensorflow/mesh ⭐ 1,587
    Mesh TensorFlow: Model Parallelism Made Easier

63. tensorly/tensorly ⭐ 1,549
    TensorLy: Tensor Learning in Python.
    🔗 tensorly.org

64. vt-vl-lab/FGVC ⭐ 1,548
    [ECCV 2020] Flow-edge Guided Video Completion

65. calculatedcontent/WeightWatcher ⭐ 1,463
    The WeightWatcher tool for predicting the accuracy of Deep Neural Networks

66. hysts/pytorch_image_classification ⭐ 1,350
    PyTorch implementation of image classification models for CIFAR-10/CIFAR-100/MNIST/FashionMNIST/Kuzushiji-MNIST/ImageNet

67. jeshraghian/snntorch ⭐ 1,301
    Deep and online learning with spiking neural networks in Python
    🔗 snntorch.readthedocs.io/en/latest

68. xl0/lovely-tensors ⭐ 1,105
    Tensors, for human consumption
    🔗 xl0.github.io/lovely-tensors

69. tensorflow/similarity ⭐ 1,011
    TensorFlow Similarity is a python package focused on making similarity learning quick and easy.

70. deepmind/android_env ⭐ 1,007
    RL research on Android devices.

71. keras-team/keras-cv ⭐ 1,005
    Industry-strength Computer Vision workflows with Keras

72. deepmind/chex ⭐ 777
    Chex is a library of utilities for helping to write reliable JAX code
    🔗 chex.readthedocs.io

73. kakaobrain/rq-vae-transformer ⭐ 772
    The official implementation of Autoregressive Image Generation using Residual Quantization (CVPR '22)

74. mlfoundations/datacomp ⭐ 650
    DataComp: In search of the next generation of multimodal datasets
    🔗 datacomp.ai

75. whitead/dmol-book ⭐ 611
    Deep learning for molecules and materials book
    🔗 dmol.pub

76. allenai/reward-bench ⭐ 418
    RewardBench is a benchmark designed to evaluate the capabilities and safety of reward models (including those trained with Direct Preference Optimization, DPO)
    🔗 huggingface.co/spaces/allenai/reward-bench

Machine Learning - Interpretability

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

1. slundberg/shap ⭐ 22,692
   A game theoretic approach to explain the output of any machine learning model.
   🔗 shap.readthedocs.io

2. marcotcr/lime ⭐ 11,569
   Lime: Explaining the predictions of any machine learning classifier

3. interpretml/interpret ⭐ 6,262
   Fit interpretable models. Explain blackbox machine learning.
   🔗 interpret.ml/docs

4. pytorch/captum ⭐ 4,881
   Model interpretability and understanding for PyTorch
   🔗 captum.ai

5. tensorflow/lucid ⭐ 4,664
   A collection of infrastructure and tools for research in neural network interpretability.

6. arize-ai/phoenix ⭐ 3,722
   AI Observability & Evaluation
   🔗 docs.arize.com/phoenix

7. pair-code/lit ⭐ 3,479
   The Learning Interpretability Tool: Interactively analyze ML models to understand their behavior in an extensible and framework agnostic interface.
   🔗 pair-code.github.io/lit

8. teamhg-memex/eli5 ⭐ 2,758
   A library for debugging/inspecting machine learning classifiers and explaining their predictions
   🔗 eli5.readthedocs.io

9. maif/shapash ⭐ 2,726
   🔅 Shapash: User-friendly Explainability and Interpretability to Develop Reliable and Transparent Machine Learning Models
   🔗 maif.github.io/shapash

10. seldonio/alibi ⭐ 2,395
    Algorithms for explaining machine learning models
    🔗 docs.seldon.io/projects/alibi/en/stable

11. oegedijk/explainerdashboard ⭐ 2,304
    Quickly build Explainable AI dashboards that show the inner workings of so-called "blackbox" machine learning models.
    🔗 explainerdashboard.readthedocs.io

12. eleutherai/pythia ⭐ 2,245
    Interpretability analysis and scaling laws to understand how knowledge develops and evolves during training in autoregressive transformers

13. jalammar/ecco ⭐ 1,977
    Explain, analyze, and visualize NLP language models. Ecco creates interactive visualizations directly in Jupyter notebooks explaining the behavior of Transformer-based language models (like GPT2, BERT, RoBERTA, T5, and T0).
    🔗 ecco.readthedocs.io

14. google-deepmind/penzai ⭐ 1,659
    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

15. trusted-ai/AIX360 ⭐ 1,622
    Interpretability and explainability of data and machine learning models
    🔗 aix360.res.ibm.com

16. transformerlensorg/TransformerLens ⭐ 1,533
    A library for mechanistic interpretability of GPT-style language models
    🔗 transformerlensorg.github.io/transformerlens

17. cdpierse/transformers-interpret ⭐ 1,283
    Model explainability that works seamlessly with 🤗 transformers. Explain your transformers model in just 2 lines of code.

18. ethicalml/xai ⭐ 1,111
    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

19. selfexplainml/PiML-Toolbox ⭐ 930
    PiML (Python Interpretable Machine Learning) toolbox for model development & diagnostics
    🔗 selfexplainml.github.io/piml-toolbox

20. salesforce/OmniXAI ⭐ 870
    OmniXAI: A Library for eXplainable AI

21. andyzoujm/representation-engineering ⭐ 704
    Representation Engineering: A Top-Down Approach to AI Transparency
    🔗 www.ai-transparency.org

22. jbloomaus/SAELens ⭐ 439
    Training Sparse Autoencoders on LLms. Analyse sparse autoencoders and neural network internals.
    🔗 jbloomaus.github.io/saelens

Machine Learning - Ops

MLOps tools, frameworks and libraries: intersection of machine learning, data engineering and DevOps; deployment, health, diagnostics and governance of ML models.

1. apache/airflow ⭐ 36,735
   Apache Airflow - A platform to programmatically author, schedule, and monitor workflows
   🔗 airflow.apache.org

2. ray-project/ray ⭐ 33,482
   Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.
   🔗 ray.io

3. mlflow/mlflow ⭐ 18,534
   Open source platform for the machine learning lifecycle
   🔗 mlflow.org

4. spotify/luigi ⭐ 17,789
   Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution, workflow management, visualization etc. It also comes with Hadoop support built in.

5. prefecthq/prefect ⭐ 16,145
   Prefect is a workflow orchestration framework for building resilient data pipelines in Python.
   🔗 prefect.io

6. horovod/horovod ⭐ 14,224
   Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.
   🔗 horovod.ai

7. iterative/dvc ⭐ 13,743
   🦉 Data Versioning and ML Experiments
   🔗 dvc.org

8. dagster-io/dagster ⭐ 11,501
   An orchestration platform for the development, production, and observation of data assets.
   🔗 dagster.io

9. ludwig-ai/ludwig ⭐ 11,138
   Low-code framework for building custom LLMs, neural networks, and other AI models
   🔗 ludwig.ai

10. kestra-io/kestra ⭐ 10,593
    ⚡ Workflow Automation Platform. Orchestrate & Schedule code in any language, run anywhere, 500+ plugins. Alternative to Zapier, Rundeck, Camunda, Airflow...
    🔗 kestra.io

11. great-expectations/great_expectations ⭐ 9,915
    Always know what to expect from your data.
    🔗 docs.greatexpectations.io

12. kedro-org/kedro ⭐ 9,907
    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

13. bentoml/OpenLLM ⭐ 9,897
    Run any open-source LLMs, such as Llama 3.1, Gemma, as OpenAI compatible API endpoint in the cloud.
    🔗 bentoml.com

14. dbt-labs/dbt-core ⭐ 9,794
    dbt enables data analysts and engineers to transform their data using the same practices that software engineers use to build applications.
    🔗 getdbt.com

15. huggingface/text-generation-inference ⭐ 8,925
    A Rust, Python and gRPC server for text generation inference. Used in production at HuggingFace to power Hugging Chat, the Inference API and Inference Endpoint.
    🔗 hf.co/docs/text-generation-inference

16. netflix/metaflow ⭐ 8,121
    Open Source Platform for developing, scaling and deploying serious ML, AI, and data science systems
    🔗 metaflow.org

17. activeloopai/deeplake ⭐ 8,099
    Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, & visualize any AI data. Stream data in real-time to PyTorch/TensorFlow. https://activeloop.ai
    🔗 activeloop.ai

18. mage-ai/mage-ai ⭐ 7,840
    🧙 Build, run, and manage data pipelines for integrating and transforming data.
    🔗 www.mage.ai

19. bentoml/BentoML ⭐ 7,079
    The easiest way to serve AI apps and models - Build reliable Inference APIs, LLM apps, Multi-model chains, RAG service, and much more!
    🔗 bentoml.com

20. langfuse/langfuse ⭐ 6,022
    🪢 Open source LLM engineering platform: LLM Observability, metrics, evals, prompt management, playground, datasets. Integrates with LlamaIndex, Langchain, OpenAI SDK, LiteLLM, and more. 🍊YC W23
    🔗 langfuse.com/docs

21. flyteorg/flyte ⭐ 5,660
    Scalable and flexible workflow orchestration platform that seamlessly unifies data, ML and analytics stacks.
    🔗 flyte.org

22. allegroai/clearml ⭐ 5,634
    ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment Management, Data Management, Pipeline, Orchestration, Scheduling & Serving in one MLOps/LLMOps solution
    🔗 clear.ml/docs

23. feast-dev/feast ⭐ 5,557
    The Open Source Feature Store for Machine Learning
    🔗 feast.dev

24. evidentlyai/evidently ⭐ 5,263
    Evidently is ​​an open-source ML and LLM observability framework. Evaluate, test, and monitor any AI-powered system or data pipeline. From tabular data to Gen AI. 100+ metrics.
    🔗 www.evidentlyai.com/evidently-oss

25. aimhubio/aim ⭐ 5,188
    Aim 💫 — An easy-to-use & supercharged open-source experiment tracker.
    🔗 aimstack.io

26. adap/flower ⭐ 5,000
    Flower: A Friendly Federated AI Framework
    🔗 flower.ai

27. internlm/lmdeploy ⭐ 4,457
    LMDeploy is a toolkit for compressing, deploying, and serving LLMs.
    🔗 lmdeploy.readthedocs.io/en/latest

28. orchest/orchest ⭐ 4,057
    Build data pipelines, the easy way 🛠️
    🔗 orchest.readthedocs.io/en/stable

29. zenml-io/zenml ⭐ 4,006
    ZenML 🙏: The bridge between ML and Ops. https://zenml.io.
    🔗 zenml.io

30. internlm/xtuner ⭐ 3,856
    An efficient, flexible and full-featured toolkit for fine-tuning LLM (InternLM2, Llama3, Phi3, Qwen, Mistral, ...)
    🔗 xtuner.readthedocs.io/zh-cn/latest

31. kubeflow/pipelines ⭐ 3,596
    Machine Learning Pipelines for Kubeflow
    🔗 www.kubeflow.org/docs/components/pipelines

32. polyaxon/polyaxon ⭐ 3,563
    MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle
    🔗 polyaxon.com

33. ploomber/ploomber ⭐ 3,503
    The fastest ⚡️ way to build data pipelines. Develop iteratively, deploy anywhere. ☁️
    🔗 docs.ploomber.io

34. towhee-io/towhee ⭐ 3,198
    Towhee is a framework that is dedicated to making neural data processing pipelines simple and fast.
    🔗 towhee.io

35. determined-ai/determined ⭐ 3,021
    Determined is an open-source machine learning platform that simplifies distributed training, hyperparameter tuning, experiment tracking, and resource management. Works with PyTorch and TensorFlow.
    🔗 determined.ai

36. leptonai/leptonai ⭐ 2,640
    A Pythonic framework to simplify AI service building
    🔗 lepton.ai

37. azure/PyRIT ⭐ 1,822
    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.

38. meltano/meltano ⭐ 1,818
    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

39. dagworks-inc/hamilton ⭐ 1,804
    Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.
    🔗 hamilton.dagworks.io/en/latest

40. hi-primus/optimus ⭐ 1,478
    🚚 Agile Data Preparation Workflows made easy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark
    🔗 hi-optimus.com

41. dstackai/dstack ⭐ 1,405
    dstack is an open-source alternative to Kubernetes, designed to simplify development, training, and deployment of AI across any cloud or on-prem. It supports NVIDIA, AMD, and TPU.
    🔗 dstack.ai/docs

42. kubeflow/examples ⭐ 1,404
    A repository to host extended examples and tutorials

43. dagworks-inc/burr ⭐ 1,195
    Build applications that make decisions (chatbots, agents, simulations, etc...). Monitor, trace, persist, and execute on your own infrastructure.
    🔗 burr.dagworks.io

44. nccr-itmo/FEDOT ⭐ 636
    Automated modeling and machine learning framework FEDOT
    🔗 fedot.readthedocs.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 ⭐ 34,657
   A toolkit for developing and comparing reinforcement learning algorithms.
   🔗 www.gymlibrary.dev

2. unity-technologies/ml-agents ⭐ 17,076
   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 ⭐ 15,736
   OpenAI Baselines: high-quality implementations of reinforcement learning algorithms

4. google/dopamine ⭐ 10,539
   Dopamine is a research framework for fast prototyping of reinforcement learning algorithms.
   🔗 github.com/google/dopamine

5. deepmind/pysc2 ⭐ 8,017
   StarCraft II Learning Environment

6. thu-ml/tianshou ⭐ 7,888
   An elegant PyTorch deep reinforcement learning library.
   🔗 tianshou.org

7. lucidrains/PaLM-rlhf-pytorch ⭐ 7,686
   Implementation of RLHF (Reinforcement Learning with Human Feedback) on top of the PaLM architecture. Basically ChatGPT but with PaLM

8. tensorlayer/TensorLayer ⭐ 7,330
   Deep Learning and Reinforcement Learning Library for Scientists and Engineers
   🔗 tensorlayerx.com

9. farama-foundation/Gymnasium ⭐ 7,105
   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 ⭐ 5,522
    Deep Reinforcement Learning for Keras.
    🔗 keras-rl.readthedocs.io

11. deepmind/dm_control ⭐ 3,780
    Google DeepMind's software stack for physics-based simulation and Reinforcement Learning environments, using MuJoCo.

12. ai4finance-foundation/ElegantRL ⭐ 3,694
    Massively Parallel Deep Reinforcement Learning. 🔥
    🔗 ai4finance.org

13. facebookresearch/ReAgent ⭐ 3,562
    A platform for Reasoning systems (Reinforcement Learning, Contextual Bandits, etc.)
    🔗 reagent.ai

14. deepmind/acme ⭐ 3,487
    A library of reinforcement learning components and agents

15. opendilab/DI-engine ⭐ 3,063
    DI-engine is a generalized decision intelligence engine for PyTorch and JAX. It provides python-first and asynchronous-native task and middleware abstractions
    🔗 di-engine-docs.readthedocs.io

16. eureka-research/Eureka ⭐ 2,814
    Official Repository for "Eureka: Human-Level Reward Design via Coding Large Language Models" (ICLR 2024)
    🔗 eureka-research.github.io

17. pettingzoo-team/PettingZoo ⭐ 2,596
    An API standard for multi-agent reinforcement learning environments, with popular reference environments and related utilities
    🔗 pettingzoo.farama.org

18. kzl/decision-transformer ⭐ 2,366
    Official codebase for Decision Transformer: Reinforcement Learning via Sequence Modeling.

19. pytorch/rl ⭐ 2,273
    A modular, primitive-first, python-first PyTorch library for Reinforcement Learning.
    🔗 pytorch.org/rl

20. anthropics/hh-rlhf ⭐ 1,591
    Human preference data for "Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback"
    🔗 arxiv.org/abs/2204.05862

21. humancompatibleai/imitation ⭐ 1,294
    Clean PyTorch implementations of imitation and reward learning algorithms
    🔗 imitation.readthedocs.io

22. arise-initiative/robosuite ⭐ 1,281
    robosuite: A Modular Simulation Framework and Benchmark for Robot Learning
    🔗 robosuite.ai

23. denys88/rl_games ⭐ 879
    RL Games: High performance RL library

24. google-deepmind/meltingpot ⭐ 609
    A suite of test scenarios for multi-agent reinforcement learning.

Natural Language Processing

Natural language processing libraries and toolkits: text processing, topic modelling, tokenisers, chatbots. Also see the LLMs and ChatGPT category for crossover.

1. huggingface/transformers ⭐ 133,633
   🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
   🔗 huggingface.co/transformers

2. pytorch/fairseq ⭐ 30,344
   Facebook AI Research Sequence-to-Sequence Toolkit written in Python.

3. explosion/spaCy ⭐ 29,872
   💫 Industrial-strength Natural Language Processing (NLP) in Python
   🔗 spacy.io

4. myshell-ai/OpenVoice ⭐ 29,264
   Instant voice cloning by MIT and MyShell.
   🔗 research.myshell.ai/open-voice

5. microsoft/unilm ⭐ 19,908
   Large-scale Self-supervised Pre-training Across Tasks, Languages, and Modalities
   🔗 aka.ms/generalai

6. huggingface/datasets ⭐ 19,168
   🤗 The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools
   🔗 huggingface.co/docs/datasets

7. vikparuchuri/marker ⭐ 17,135
   Marker converts PDF, EPUB, and MOBI to markdown. It's 10x faster than nougat, more accurate on most documents, and has low hallucination risk.
   🔗 www.datalab.to

8. rare-technologies/gensim ⭐ 15,624
   Topic Modelling for Humans
   🔗 radimrehurek.com/gensim

9. ukplab/sentence-transformers ⭐ 15,086
   State-of-the-Art Text Embeddings
   🔗 www.sbert.net

10. gunthercox/ChatterBot ⭐ 14,055
    ChatterBot is a machine learning, conversational dialog engine for creating chat bots
    🔗 chatterbot.readthedocs.io

11. flairnlp/flair ⭐ 13,881
    A very simple framework for state-of-the-art Natural Language Processing (NLP)
    🔗 flairnlp.github.io/flair

12. nltk/nltk ⭐ 13,530
    NLTK Source
    🔗 www.nltk.org

13. jina-ai/clip-as-service ⭐ 12,415
    🏄 Scalable embedding, reasoning, ranking for images and sentences with CLIP
    🔗 clip-as-service.jina.ai

14. vikparuchuri/surya ⭐ 12,406
    OCR, layout analysis, reading order, table recognition in 90+ languages
    🔗 www.datalab.to

15. openai/tiktoken ⭐ 12,163
    tiktoken is a fast BPE tokeniser for use with OpenAI's models.

16. m-bain/whisperX ⭐ 11,954
    WhisperX: Automatic Speech Recognition with Word-level Timestamps (& Diarization)

17. nvidia/NeMo ⭐ 11,874
    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

18. allenai/allennlp ⭐ 11,751
    An open-source NLP research library, built on PyTorch.
    🔗 www.allennlp.org

19. facebookresearch/seamless_communication ⭐ 10,862
    Foundational Models for State-of-the-Art Speech and Text Translation

20. facebookresearch/ParlAI ⭐ 10,484
    A framework for training and evaluating AI models on a variety of openly available dialogue datasets.
    🔗 parl.ai

21. google/sentencepiece ⭐ 10,191
    Unsupervised text tokenizer for Neural Network-based text generation.

22. doccano/doccano ⭐ 9,501
    Open source annotation tool for machine learning practitioners.

23. sloria/TextBlob ⭐ 9,130
    Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more.
    🔗 textblob.readthedocs.io

24. togethercomputer/OpenChatKit ⭐ 9,002
    OpenChatKit provides a powerful, open-source base to create both specialized and general purpose chatbots

25. neuml/txtai ⭐ 8,977
    💡 All-in-one open-source embeddings database for semantic search, LLM orchestration and language model workflows
    🔗 neuml.github.io/txtai

26. facebookresearch/nougat ⭐ 8,879
    Implementation of Nougat Neural Optical Understanding for Academic Documents
    🔗 facebookresearch.github.io/nougat

27. speechbrain/speechbrain ⭐ 8,749
    A PyTorch-based Speech Toolkit
    🔗 speechbrain.github.io

28. clips/pattern ⭐ 8,732
    Web mining module for Python, with tools for scraping, natural language processing, machine learning, network analysis and visualization.
    🔗 github.com/clips/pattern/wiki

29. espnet/espnet ⭐ 8,405
    End-to-End Speech Processing Toolkit
    🔗 espnet.github.io/espnet

30. deeppavlov/DeepPavlov ⭐ 6,703
    An open source library for deep learning end-to-end dialog systems and chatbots.
    🔗 deeppavlov.ai

31. facebookresearch/metaseq ⭐ 6,504
    A codebase for working with Open Pre-trained Transformers, originally forked from fairseq.

32. kingoflolz/mesh-transformer-jax ⭐ 6,285
    Model parallel transformers in JAX and Haiku

33. maartengr/BERTopic ⭐ 6,079
    Leveraging BERT and c-TF-IDF to create easily interpretable topics.
    🔗 maartengr.github.io/bertopic

34. prefecthq/marvin ⭐ 5,232
    ✨ Build AI interfaces that spark joy
    🔗 askmarvin.ai

35. aiwaves-cn/agents ⭐ 5,225
    An Open-source Framework for Data-centric, Self-evolving Autonomous Language Agents

36. minimaxir/textgenrnn ⭐ 4,940
    Easily train your own text-generating neural network of any size and complexity on any text dataset with a few lines of code.

37. salesforce/CodeGen ⭐ 4,913
    CodeGen is a family of open-source model for program synthesis. Trained on TPU-v4. Competitive with OpenAI Codex.

38. layout-parser/layout-parser ⭐ 4,857
    A Unified Toolkit for Deep Learning Based Document Image Analysis
    🔗 layout-parser.github.io

39. facebookresearch/DrQA ⭐ 4,476
    Reading Wikipedia to Answer Open-Domain Questions

40. makcedward/nlpaug ⭐ 4,431
    Data augmentation for NLP
    🔗 makcedward.github.io

41. thilinarajapakse/simpletransformers ⭐ 4,091
    Transformers for Information Retrieval, Text Classification, NER, QA, Language Modelling, Language Generation, T5, Multi-Modal, and Conversational AI
    🔗 simpletransformers.ai

42. argilla-io/argilla ⭐ 3,894
    Argilla is a collaboration tool for AI engineers and domain experts to build high-quality datasets
    🔗 docs.argilla.io

43. maartengr/KeyBERT ⭐ 3,503
    Minimal keyword extraction with BERT
    🔗 maartengr.github.io/keybert

44. life4/textdistance ⭐ 3,375
    📐 Compute distance between sequences. 30+ algorithms, pure python implementation, common interface, optional external libs usage.

45. jsvine/markovify ⭐ 3,303
    A simple, extensible Markov chain generator.

46. promptslab/Promptify ⭐ 3,225
    Prompt Engineering | Prompt Versioning | Use GPT or other prompt based models to get structured output. Join our discord for Prompt-Engineering, LLMs and other latest research
    🔗 discord.gg/m88xfymbk6

47. bytedance/lightseq ⭐ 3,193
    LightSeq: A High Performance Library for Sequence Processing and Generation

48. errbotio/errbot ⭐ 3,128
    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

49. huawei-noah/Pretrained-Language-Model ⭐ 3,023
    Pretrained language model and its related optimization techniques developed by Huawei Noah's Ark Lab.

50. neuralmagic/deepsparse ⭐ 2,999
    Sparsity-aware deep learning inference runtime for CPUs
    🔗 neuralmagic.com/deepsparse

51. ddangelov/Top2Vec ⭐ 2,928
    Top2Vec learns jointly embedded topic, document and word vectors.

52. jbesomi/texthero ⭐ 2,883
    Text preprocessing, representation and visualization from zero to hero.
    🔗 texthero.org

53. huggingface/neuralcoref ⭐ 2,855
    ✨Fast Coreference Resolution in spaCy with Neural Networks
    🔗 huggingface.co/coref

54. salesforce/CodeT5 ⭐ 2,767
    Home of CodeT5: Open Code LLMs for Code Understanding and Generation
    🔗 arxiv.org/abs/2305.07922

55. bigscience-workshop/promptsource ⭐ 2,672
    Toolkit for creating, sharing and using natural language prompts.

56. huggingface/setfit ⭐ 2,196
    SetFit is an efficient and prompt-free framework for few-shot fine-tuning of Sentence Transformers.
    🔗 hf.co/docs/setfit

57. jamesturk/jellyfish ⭐ 2,051
    🪼 a python library for doing approximate and phonetic matching of strings.
    🔗 jamesturk.github.io/jellyfish

58. alibaba/EasyNLP ⭐ 2,047
    EasyNLP: A Comprehensive and Easy-to-use NLP Toolkit

59. thudm/P-tuning-v2 ⭐ 1,974
    An optimized deep prompt tuning strategy comparable to fine-tuning across scales and tasks

60. featureform/featureform ⭐ 1,809
    The Virtual Feature Store. Turn your existing data infrastructure into a feature store.
    🔗 www.featureform.com

61. marella/ctransformers ⭐ 1,805
    Python bindings for the Transformer models implemented in C/C++ using GGML library.

62. deepset-ai/FARM ⭐ 1,736
    🏡 Fast & easy transfer learning for NLP. Harvesting language models for the industry. Focus on Question Answering.
    🔗 farm.deepset.ai

63. franck-dernoncourt/NeuroNER ⭐ 1,694
    Named-entity recognition using neural networks. Easy-to-use and state-of-the-art results.
    🔗 neuroner.com

64. plasticityai/magnitude ⭐ 1,626
    A fast, efficient universal vector embedding utility package.

65. explosion/spacy-models ⭐ 1,622
    💫 Models for the spaCy Natural Language Processing (NLP) library
    🔗 spacy.io

66. google-research/language ⭐ 1,616
    Shared repository for open-sourced projects from the Google AI Language team.
    🔗 ai.google/research/teams/language

67. arxiv-vanity/arxiv-vanity ⭐ 1,608
    Renders papers from arXiv as responsive web pages so you don't have to squint at a PDF.
    🔗 www.arxiv-vanity.com

68. chrismattmann/tika-python ⭐ 1,501
    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 ⭐ 1,393
    Easy to use extractive text summarization with BERT

70. gunthercox/chatterbot-corpus ⭐ 1,371
    A multilingual dialog corpus
    🔗 chatterbot-corpus.readthedocs.io

71. urchade/GLiNER ⭐ 1,342
    Generalist and Lightweight Model for Named Entity Recognition (Extract any entity types from texts) @ NAACL 2024
    🔗 arxiv.org/abs/2311.08526

72. nomic-ai/nomic ⭐ 1,314
    Interact, analyze and structure massive text, image, embedding, audio and video datasets
    🔗 atlas.nomic.ai

73. intellabs/fastRAG ⭐ 1,305
    Efficient Retrieval Augmentation and Generation Framework

74. jonasgeiping/cramming ⭐ 1,289
    Cramming the training of a (BERT-type) language model into limited compute.

75. pemistahl/lingua-py ⭐ 1,129
    The most accurate natural language detection library for Python, suitable for short text and mixed-language text

76. abertsch72/unlimiformer ⭐ 1,052
    Public repo for the NeurIPS 2023 paper "Unlimiformer: Long-Range Transformers with Unlimited Length Input"

77. openai/grade-school-math ⭐ 1,034
    GSM8K, a dataset of 8.5K high quality linguistically diverse grade school math word problems

78. norskregnesentral/skweak ⭐ 918
    skweak: A software toolkit for weak supervision applied to NLP tasks

79. explosion/spacy-streamlit ⭐ 799
    👑 spaCy building blocks and visualizers for Streamlit apps
    🔗 share.streamlit.io/ines/spacy-streamlit-demo/master/app.py

80. keras-team/keras-hub ⭐ 770
    Pretrained model hub for Keras 3

81. paddlepaddle/RocketQA ⭐ 765
    🚀 RocketQA, dense retrieval for information retrieval and question answering, including both Chinese and English state-of-the-art models.

Packaging

Python packaging, dependency management and bundling.

1. pyenv/pyenv ⭐ 39,057
   pyenv lets you easily switch between multiple versions of Python.

2. python-poetry/poetry ⭐ 31,485
   Python packaging and dependency management made easy
   🔗 python-poetry.org

3. pypa/pipenv ⭐ 24,846
   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 ⭐ 23,333
   An extremely fast Python package installer and resolver, written in Rust. Designed as a drop-in replacement for pip and pip-compile.
   🔗 docs.astral.sh/uv

5. mitsuhiko/rye ⭐ 13,759
   a Hassle-Free Python Experience
   🔗 rye.astral.sh

6. pyinstaller/pyinstaller ⭐ 11,822
   Freeze (package) Python programs into stand-alone executables
   🔗 www.pyinstaller.org

7. pypa/pipx ⭐ 10,356
   Install and Run Python Applications in Isolated Environments
   🔗 pipx.pypa.io

8. pdm-project/pdm ⭐ 7,885
   A modern Python package and dependency manager supporting the latest PEP standards
   🔗 pdm-project.org

9. jazzband/pip-tools ⭐ 7,730
   A set of tools to keep your pinned Python dependencies fresh (pip-compile + pip-sync)
   🔗 pip-tools.rtfd.io

10. mamba-org/mamba ⭐ 6,852
    The Fast Cross-Platform Package Manager: mamba is a reimplementation of the conda package manager in C++
    🔗 mamba.readthedocs.io

11. conda/conda ⭐ 6,403
    A system-level, binary package and environment manager running on all major operating systems and platforms.
    🔗 docs.conda.io/projects/conda

12. conda-forge/miniforge ⭐ 6,333
    A conda-forge distribution.
    🔗 conda-forge.org/miniforge

13. pypa/hatch ⭐ 5,996
    Modern, extensible Python project management
    🔗 hatch.pypa.io/latest

14. indygreg/PyOxidizer ⭐ 5,457
    A modern Python application packaging and distribution tool

15. pypa/virtualenv ⭐ 4,815
    A tool to create isolated Python environments. Since Python 3.3, a subset of it has been integrated into the standard lib venv module.
    🔗 virtualenv.pypa.io

16. spack/spack ⭐ 4,260
    A flexible package manager that supports multiple versions, configurations, platforms, and compilers.
    🔗 spack.io

17. prefix-dev/pixi ⭐ 3,148
    pixi is a cross-platform, multi-language package manager and workflow tool built on the foundation of the conda ecosystem.
    🔗 pixi.sh

18. beeware/briefcase ⭐ 2,625
    Tools to support converting a Python project into a standalone native application.
    🔗 briefcase.readthedocs.io

19. pantsbuild/pex ⭐ 2,537
    A tool for generating .pex (Python EXecutable) files, lock files and venvs.
    🔗 docs.pex-tool.org

20. pypa/flit ⭐ 2,158
    Simplified packaging of Python modules
    🔗 flit.pypa.io

21. linkedin/shiv ⭐ 1,735
    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 ⭐ 1,349
    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 ⭐ 1,194
    Runtime installer for Python applications
    🔗 ofek.dev/pyapp

24. pypa/gh-action-pypi-publish ⭐ 917
    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 ⭐ 852
    Create standalone Windows programs from Python code
    🔗 www.py2exe.org

26. prefix-dev/rip ⭐ 648
    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 ⭐ 581
    Github action for installing and configuring Poetry

28. python-poetry/install.python-poetry.org ⭐ 205
    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 ⭐ 43,557
   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 ⭐ 29,838
   Dataframes powered by a multithreaded, vectorized query engine, written in Rust
   🔗 docs.pola.rs

3. duckdb/duckdb ⭐ 23,556
   DuckDB is an analytical in-process SQL database management system
   🔗 www.duckdb.org

4. gventuri/pandas-ai ⭐ 13,000
   Chat with your database (SQL, CSV, pandas, polars, mongodb, noSQL, etc). PandasAI makes data analysis conversational using LLMs (GPT 3.5 / 4, Anthropic, VertexAI) and RAG.
   🔗 pandas-ai.com

5. kanaries/pygwalker ⭐ 12,995
   PyGWalker: Turn your pandas dataframe into an interactive UI for visual analysis
   🔗 kanaries.net/pygwalker

6. ydataai/ydata-profiling ⭐ 12,470
   1 Line of code data quality profiling & exploratory data analysis for Pandas and Spark DataFrames.
   🔗 docs.profiling.ydata.ai

7. rapidsai/cudf ⭐ 8,360
   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 ⭐ 3,910
   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 ⭐ 3,670
   A simple and efficient tool to parallelize Pandas operations on all available CPUs
   🔗 nalepae.github.io/pandarallel

10. unionai-oss/pandera ⭐ 3,333
    A light-weight, flexible, and expressive statistical data testing library
    🔗 www.union.ai/pandera

11. adamerose/PandasGUI ⭐ 3,188
    A GUI for Pandas DataFrames

12. blaze/blaze ⭐ 3,186
    NumPy and Pandas interface to Big Data
    🔗 blaze.pydata.org

13. pydata/pandas-datareader ⭐ 2,926
    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 ⭐ 2,809
    Pandas integration with sklearn

15. jmcarpenter2/swifter ⭐ 2,527
    A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner

16. delta-io/delta-rs ⭐ 2,255
    A native Rust library for Delta Lake, with bindings into Python
    🔗 delta-io.github.io/delta-rs

17. eventual-inc/Daft ⭐ 2,226
    Distributed data engine for Python/SQL designed for the cloud, powered by Rust
    🔗 getdaft.io

18. fugue-project/fugue ⭐ 1,994
    A unified interface for distributed computing. Fugue executes SQL, Python, Pandas, and Polars code on Spark, Dask and Ray without any rewrites.
    🔗 fugue-tutorials.readthedocs.io

19. pyjanitor-devs/pyjanitor ⭐ 1,352
    Clean APIs for data cleaning. Python implementation of R package Janitor
    🔗 pyjanitor-devs.github.io/pyjanitor

20. machow/siuba ⭐ 1,153
    Python library for using dplyr like syntax with pandas and SQL
    🔗 siuba.org

21. holoviz/hvplot ⭐ 1,120
    A high-level plotting API for pandas, dask, xarray, and networkx built on HoloViews
    🔗 hvplot.holoviz.org

22. renumics/spotlight ⭐ 1,113
    Interactively explore unstructured datasets from your dataframe.
    🔗 renumics.com

23. tkrabel/bamboolib ⭐ 938
    bamboolib - a GUI for pandas DataFrames
    🔗 bamboolib.com

24. mwouts/itables ⭐ 776
    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 ⭐ 24,711
   Distributed Task Queue (development branch)
   🔗 docs.celeryq.dev

2. google/flatbuffers ⭐ 23,242
   FlatBuffers: Memory Efficient Serialization Library
   🔗 flatbuffers.dev

3. pybind/pybind11 ⭐ 15,640
   Seamless operability between C++11 and Python
   🔗 pybind11.readthedocs.io

4. exaloop/codon ⭐ 15,073
   A high-performance, zero-overhead, extensible Python compiler using LLVM
   🔗 docs.exaloop.io/codon

5. dask/dask ⭐ 12,500
   Parallel computing with task scheduling
   🔗 dask.org

6. numba/numba ⭐ 9,891
   NumPy aware dynamic Python compiler using LLVM
   🔗 numba.pydata.org

7. modin-project/modin ⭐ 9,849
   Modin: Scale your Pandas workflows by changing a single line of code
   🔗 modin.readthedocs.io

8. nebuly-ai/optimate ⭐ 8,380
   A collection of libraries to optimise AI model performances
   🔗 www.nebuly.com

9. vaexio/vaex ⭐ 8,281
   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 ⭐ 6,437
    Real-time monitor and web admin for Celery distributed task queue
    🔗 flower.readthedocs.io

11. python-trio/trio ⭐ 6,152
    Trio – a friendly Python library for async concurrency and I/O
    🔗 trio.readthedocs.io

12. ultrajson/ultrajson ⭐ 4,321
    Ultra fast JSON decoder and encoder written in C with Python bindings
    🔗 pypi.org/project/ujson

13. facebookincubator/cinder ⭐ 3,502
    Cinder is Meta's internal performance-oriented production version of CPython.
    🔗 trycinder.com

14. tlkh/asitop ⭐ 3,387
    Perf monitoring CLI tool for Apple Silicon
    🔗 tlkh.github.io/asitop

15. airtai/faststream ⭐ 2,607
    FastStream is a powerful and easy-to-use Python framework for building asynchronous services interacting with event streams such as Apache Kafka, RabbitMQ, NATS and Redis.
    🔗 faststream.airt.ai/latest

16. ipython/ipyparallel ⭐ 2,588
    IPython Parallel: Interactive Parallel Computing in Python
    🔗 ipyparallel.readthedocs.io

17. intel/intel-extension-for-transformers ⭐ 2,130
    ⚡ Build your chatbot within minutes on your favorite device; offer SOTA compression techniques for LLMs; run LLMs efficiently on Intel Platforms⚡

18. h5py/h5py ⭐ 2,079
    HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.
    🔗 www.h5py.org

19. agronholm/anyio ⭐ 1,791
    High level asynchronous concurrency and networking framework that works on top of either trio or asyncio

20. faster-cpython/ideas ⭐ 1,688
    Discussion and work tracker for Faster CPython project.

21. tiangolo/asyncer ⭐ 1,655
    Asyncer, async and await, focused on developer experience.
    🔗 asyncer.tiangolo.com

22. intel/intel-extension-for-pytorch ⭐ 1,589
    A Python package for extending the official PyTorch that can easily obtain performance on Intel platform

23. dask/distributed ⭐ 1,574
    A distributed task scheduler for Dask
    🔗 distributed.dask.org

24. nschloe/perfplot ⭐ 1,341
    📈 Performance analysis for Python snippets

25. intel/scikit-learn-intelex ⭐ 1,214
    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 ⭐ 939
    How to make CPython faster.

27. zerointensity/pointers.py ⭐ 917
    Bringing the hell of pointers to Python.
    🔗 pointers.zintensity.dev

28. brandtbucher/specialist ⭐ 632
    Visualize CPython's specializing, adaptive interpreter. 🔥

Profiling

Memory and CPU/GPU profiling tools and libraries.

1. bloomberg/memray ⭐ 13,240
   Memray is a memory profiler for Python
   🔗 bloomberg.github.io/memray

2. benfred/py-spy ⭐ 12,618
   Sampling profiler for Python programs

3. plasma-umass/scalene ⭐ 11,679
   Scalene: a high-performance, high-precision CPU, GPU, and memory profiler for Python with AI-powered optimization proposals

4. joerick/pyinstrument ⭐ 6,576
   🚴 Call stack profiler for Python. Shows you why your code is slow!
   🔗 pyinstrument.readthedocs.io

5. gaogaotiantian/viztracer ⭐ 5,019
   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 ⭐ 4,359
   Monitor Memory usage of Python code
   🔗 pypi.python.org/pypi/memory_profiler

7. reloadware/reloadium ⭐ 2,805
   Hot Reloading and Profiling for Python
   🔗 reloadium.io

8. pyutils/line_profiler ⭐ 2,710
   Line-by-line profiling for Python

9. jiffyclub/snakeviz ⭐ 2,338
   An in-browser Python profile viewer
   🔗 jiffyclub.github.io/snakeviz

10. p403n1x87/austin ⭐ 1,850
    Python frame stack sampler for CPython
    🔗 pypi.org/project/austin-dist

11. pythonspeed/filprofiler ⭐ 836
    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 ⭐ 60,809
   A list of useful payloads and bypass for Web Application Security and Pentest/CTF
   🔗 swisskyrepo.github.io/payloadsallthethings

2. sqlmapproject/sqlmap ⭐ 32,300
   Automatic SQL injection and database takeover tool
   🔗 sqlmap.org

3. certbot/certbot ⭐ 31,456
   Certbot is EFF's tool to obtain certs from Let's Encrypt and (optionally) auto-enable HTTPS on your server. It can also act as a client for any other CA that uses the ACME protocol.

4. aquasecurity/trivy ⭐ 23,289
   Find vulnerabilities, misconfigurations, secrets, SBOM in containers, Kubernetes, code repositories, clouds and more
   🔗 aquasecurity.github.io/trivy

5. bridgecrewio/checkov ⭐ 7,068
   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 ⭐ 6,674
   Multi-Cloud Security Auditing Tool

7. stamparm/maltrail ⭐ 6,473
   Malicious traffic detection system

8. pycqa/bandit ⭐ 6,411
   Bandit is a tool designed to find common security issues in Python code.
   🔗 bandit.readthedocs.io

9. rhinosecuritylabs/pacu ⭐ 4,353
   The AWS exploitation framework, designed for testing the security of Amazon Web Services environments.
   🔗 rhinosecuritylabs.com/aws/pacu-open-source-aws-exploitation-framework

10. dashingsoft/pyarmor ⭐ 3,350
    A tool used to obfuscate python scripts, bind obfuscated scripts to fixed machine or expire obfuscated scripts.
    🔗 pyarmor.dashingsoft.com

11. luijait/DarkGPT ⭐ 2,066
    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 ⭐ 1,712
    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 ⭐ 971
    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 ⭐ 850
    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 ⭐ 23,133
   Python sample codes for robotics algorithms.
   🔗 atsushisakai.github.io/pythonrobotics

2. bulletphysics/bullet3 ⭐ 12,550
   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 ⭐ 11,353
   Open3D: A Modern Library for 3D Data Processing
   🔗 www.open3d.org

4. qiskit/qiskit ⭐ 5,184
   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 ⭐ 4,411
   Astronomy and astrophysics core library
   🔗 www.astropy.org

6. quantumlib/Cirq ⭐ 4,262
   A Python framework for creating, editing, and invoking Noisy Intermediate Scale Quantum (NISQ) circuits.

7. nvidia/warp ⭐ 4,190
   A Python framework for high performance GPU simulation and graphics
   🔗 nvidia.github.io/warp

8. chakazul/Lenia ⭐ 3,542
   Lenia is a 2D cellular automata with continuous space, time and states. It produces a huge variety of interesting methematical life forms
   🔗 chakazul.github.io/lenia/javascript/lenia.html

9. openai/mujoco-py ⭐ 2,859
   MuJoCo is a physics engine for detailed, efficient rigid body simulations with contacts. mujoco-py allows using MuJoCo from Python 3.

10. rdkit/rdkit ⭐ 2,629
    The official sources for the RDKit library

11. taichi-dev/difftaichi ⭐ 2,468
    10 differentiable physical simulators built with Taichi differentiable programming (DiffTaichi, ICLR 2020)

12. projectmesa/mesa ⭐ 2,419
    Mesa is an open-source Python library for agent-based modeling, ideal for simulating complex systems and exploring emergent behaviors.
    🔗 mesa.readthedocs.io

13. google/brax ⭐ 2,294
    Massively parallel rigidbody physics simulation on accelerator hardware.

14. nvidia-omniverse/IsaacLab ⭐ 2,050
    Unified framework for robot learning built on NVIDIA Isaac Sim
    🔗 isaac-sim.github.io/isaaclab

15. nvidia-omniverse/IsaacGymEnvs ⭐ 1,973
    Example RL environments for the NVIDIA Isaac Gym high performance environments

16. quantecon/QuantEcon.py ⭐ 1,970
    A community based Python library for quantitative economics
    🔗 quantecon.org/quantecon-py

17. facebookresearch/habitat-lab ⭐ 1,944
    A modular high-level library to train embodied AI agents across a variety of tasks and environments.
    🔗 aihabitat.org

18. microsoft/PromptCraft-Robotics ⭐ 1,863
    Community for applying LLMs to robotics and a robot simulator with ChatGPT integration
    🔗 aka.ms/chatgpt-robotics

19. deepmodeling/deepmd-kit ⭐ 1,470
    A deep learning package for many-body potential energy representation and molecular dynamics
    🔗 docs.deepmodeling.com/projects/deepmd

20. eloialonso/diamond ⭐ 1,440
    DIAMOND (DIffusion As a Model Of eNvironment Dreams) is a reinforcement learning agent trained in a diffusion world model
    🔗 diamond-wm.github.io

21. sail-sg/envpool ⭐ 1,086
    C++-based high-performance parallel environment execution engine (vectorized env) for general RL environments.
    🔗 envpool.readthedocs.io

22. a-r-j/graphein ⭐ 1,029
    Protein Graph Library
    🔗 graphein.ai

23. bowang-lab/scGPT ⭐ 1,010
    scGPT: Towards Building a Foundation Model for Single-Cell Multi-omics Using Generative AI
    🔗 scgpt.readthedocs.io/en/latest

24. hardmaru/estool ⭐ 933
    Evolution Strategies Tool

25. viblo/pymunk ⭐ 925
    Pymunk is a easy-to-use pythonic 2d physics library that can be used whenever you need 2d rigid body physics from Python
    🔗 www.pymunk.org

26. google-deepmind/materials_discovery ⭐ 882
    Graph Networks for Materials Science (GNoME) is a project centered around scaling machine learning methods to tackle materials science.

27. facebookresearch/fairo ⭐ 847
    A modular embodied agent architecture and platform for building embodied agents

28. nvidia-omniverse/OmniIsaacGymEnvs ⭐ 843
    Reinforcement Learning Environments for Omniverse Isaac Gym

29. google/evojax ⭐ 834
    EvoJAX is a scalable, general purpose, hardware-accelerated neuroevolution toolkit built on the JAX library

30. eureka-research/DrEureka ⭐ 787
    Official Repository for "DrEureka: Language Model Guided Sim-To-Real Transfer" (RSS 2024)
    🔗 eureka-research.github.io/dr-eureka

31. google-deepmind/concordia ⭐ 634
    Concordia is a library to facilitate construction and use of generative agent-based models to simulate interactions of agents in grounded physical, social, or digital space.

32. ur-whitelab/chemcrow-public ⭐ 605
    Chemcrow

33. ur-whitelab/chemcrow-runs ⭐ 65
    ur-whitelab/chemcrow-runs

Study

Miscellaneous study resources: algorithms, general resources, system design, code repos for textbooks, best practices, tutorials.

1. thealgorithms/Python ⭐ 192,531
   All Algorithms implemented in Python
   🔗 thealgorithms.github.io/python

2. microsoft/generative-ai-for-beginners ⭐ 64,338
   21 Lessons, Get Started Building with Generative AI 🔗 https://microsoft.github.io/generative-ai-for-beginners/
   🔗 microsoft.github.io/generative-ai-for-beginners

3. jakevdp/PythonDataScienceHandbook ⭐ 43,014
   Python Data Science Handbook: full text in Jupyter Notebooks
   🔗 jakevdp.github.io/pythondatasciencehandbook

4. mlabonne/llm-course ⭐ 38,190
   Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.
   🔗 mlabonne.github.io/blog

5. rasbt/LLMs-from-scratch ⭐ 29,691
   Implementing a ChatGPT-like LLM in PyTorch from scratch, step by step
   🔗 mng.bz/oryv

6. realpython/python-guide ⭐ 28,283
   Python best practices guidebook, written for humans.
   🔗 docs.python-guide.org

7. christoschristofidis/awesome-deep-learning ⭐ 24,017
   A curated list of awesome Deep Learning tutorials, projects and communities.

8. d2l-ai/d2l-en ⭐ 23,546
   Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.
   🔗 d2l.ai

9. wesm/pydata-book ⭐ 22,129
   Materials and IPython notebooks for "Python for Data Analysis" by Wes McKinney, published by O'Reilly Media

10. microsoft/recommenders ⭐ 18,996
    Best Practices on Recommendation Systems
    🔗 recommenders-team.github.io/recommenders/intro.html

11. fchollet/deep-learning-with-python-notebooks ⭐ 18,653
    Jupyter notebooks for the code samples of the book "Deep Learning with Python"

12. hannibal046/Awesome-LLM ⭐ 18,324
    Awesome-LLM: a curated list of Large Language Model

13. graykode/nlp-tutorial ⭐ 14,133
    Natural Language Processing Tutorial for Deep Learning Researchers
    🔗 www.reddit.com/r/machinelearning/comments/amfinl/project_nlptutoral_repository_who_is_studying

14. naklecha/llama3-from-scratch ⭐ 13,575
    llama3 implementation one matrix multiplication at a time

15. shangtongzhang/reinforcement-learning-an-introduction ⭐ 13,544
    Python Implementation of Reinforcement Learning: An Introduction

16. karpathy/nn-zero-to-hero ⭐ 11,749
    Neural Networks: Zero to Hero

17. eugeneyan/open-llms ⭐ 11,055
    📋 A list of open LLMs available for commercial use.

18. mrdbourke/pytorch-deep-learning ⭐ 10,710
    Materials for the Learn PyTorch for Deep Learning: Zero to Mastery course.
    🔗 learnpytorch.io

19. rucaibox/LLMSurvey ⭐ 10,235
    The official GitHub page for the survey paper "A Survey of Large Language Models".
    🔗 arxiv.org/abs/2303.18223

20. karpathy/micrograd ⭐ 10,232
    A tiny scalar-valued autograd engine and a neural net library on top of it with PyTorch-like API

21. openai/spinningup ⭐ 10,081
    An educational resource to help anyone learn deep reinforcement learning.
    🔗 spinningup.openai.com

22. srush/GPU-Puzzles ⭐ 9,668
    Teaching beginner GPU programming in a completely interactive fashion

23. mooler0410/LLMsPracticalGuide ⭐ 9,389
    A curated list of practical guide resources of LLMs (LLMs Tree, Examples, Papers)
    🔗 arxiv.org/abs/2304.13712v2

24. nielsrogge/Transformers-Tutorials ⭐ 9,259
    This repository contains demos I made with the Transformers library by HuggingFace.

25. zhanymkanov/fastapi-best-practices ⭐ 8,966
    FastAPI Best Practices and Conventions we used at our startup

26. firmai/industry-machine-learning ⭐ 7,238
    A curated list of applied machine learning and data science notebooks and libraries across different industries (by @firmai)
    🔗 www.sov.ai

27. gkamradt/langchain-tutorials ⭐ 6,699
    Overview and tutorial of the LangChain Library

28. udlbook/udlbook ⭐ 6,208
    Understanding Deep Learning - Simon J.D. Prince

29. neetcode-gh/leetcode ⭐ 5,578
    Leetcode solutions for NeetCode.io

30. roboflow/notebooks ⭐ 5,432
    Examples and tutorials on using SOTA computer vision models and techniques. Learn everything from old-school ResNet, through YOLO and object-detection transformers like DETR, to the latest models like Grounding DINO and SAM.
    🔗 roboflow.com/models

31. udacity/deep-learning-v2-pytorch ⭐ 5,288
    Projects and exercises for the latest Deep Learning ND program https://www.udacity.com/course/deep-learning-nanodegree--nd101

32. mrdbourke/tensorflow-deep-learning ⭐ 5,204
    All course materials for the Zero to Mastery Deep Learning with TensorFlow course.
    🔗 dbourke.link/ztmtfcourse

33. alirezadir/Machine-Learning-Interviews ⭐ 4,646
    This repo is meant to serve as a guide for Machine Learning/AI technical interviews.

34. timofurrer/awesome-asyncio ⭐ 4,590
    A curated list of awesome Python asyncio frameworks, libraries, software and resources

35. zotroneneis/machine_learning_basics ⭐ 4,308
    Plain python implementations of basic machine learning algorithms

36. huggingface/deep-rl-class ⭐ 3,864
    This repo contains the syllabus of the Hugging Face Deep Reinforcement Learning Course.

37. promptslab/Awesome-Prompt-Engineering ⭐ 3,803
    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

38. huggingface/diffusion-models-class ⭐ 3,594
    Materials for the Hugging Face Diffusion Models Course

39. rasbt/machine-learning-book ⭐ 3,471
    Code Repository for Machine Learning with PyTorch and Scikit-Learn
    🔗 sebastianraschka.com/books/#machine-learning-with-pytorch-and-scikit-learn

40. cosmicpython/book ⭐ 3,381
    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

41. fluentpython/example-code-2e ⭐ 3,236
    Example code for Fluent Python, 2nd edition (O'Reilly 2022)
    🔗 amzn.to/3j48u2j

42. amanchadha/coursera-deep-learning-specialization ⭐ 3,107
    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...

43. mrdbourke/zero-to-mastery-ml ⭐ 2,918
    All course materials for the Zero to Mastery Machine Learning and Data Science course.
    🔗 dbourke.link/ztmmlcourse

44. krzjoa/awesome-python-data-science ⭐ 2,563
    Probably the best curated list of data science software in Python.
    🔗 krzjoa.github.io/awesome-python-data-science

45. gerdm/prml ⭐ 2,125
    Repository of notes, code and notebooks in Python for the book Pattern Recognition and Machine Learning by Christopher Bishop

46. cgpotts/cs224u ⭐ 2,108
    Code for CS224u: Natural Language Understanding

47. cerlymarco/MEDIUM_NoteBook ⭐ 2,079
    Repository containing notebooks of my posts on Medium

48. trananhkma/fucking-awesome-python ⭐ 1,987
    awesome-python with ⭐ and 🍴

49. huggingface/cookbook ⭐ 1,640
    Community-driven practical examples of building AI applications and solving various tasks with AI using open-source tools and models.
    🔗 huggingface.co/learn/cookbook

50. atcold/NYU-DLSP21 ⭐ 1,570
    NYU Deep Learning Spring 2021
    🔗 atcold.github.io/nyu-dlsp21

51. chandlerbang/awesome-self-supervised-gnn ⭐ 1,570
    Papers about pretraining and self-supervised learning on Graph Neural Networks (GNN).

52. patrickloeber/MLfromscratch ⭐ 1,295
    Machine Learning algorithm implementations from scratch.

53. davidadsp/Generative_Deep_Learning_2nd_Edition ⭐ 1,088
    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

54. jackhidary/quantumcomputingbook ⭐ 797
    Companion site for the textbook Quantum Computing: An Applied Approach

55. rasbt/LLM-workshop-2024 ⭐ 685
    A 4-hour coding workshop to understand how LLMs are implemented and used

56. bayesianmodelingandcomputationinpython/BookCode_Edition1 ⭐ 500
    Bayesian Modeling and Computation in Python: open-access version of the text and the code examples in the book
    🔗 www.bayesiancomputationbook.com

57. dylanhogg/awesome-python ⭐ 313
    🐍 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 ⭐ 26,917
   Full stack, modern web application template. Using FastAPI, React, SQLModel, PostgreSQL, Docker, GitHub Actions, automatic HTTPS and more.

2. cookiecutter/cookiecutter ⭐ 22,489
   A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python package projects, C projects.
   🔗 pypi.org/project/cookiecutter

3. drivendata/cookiecutter-data-science ⭐ 8,266
   A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.
   🔗 cookiecutter-data-science.drivendata.org

4. buuntu/fastapi-react ⭐ 2,214
   🚀 Cookiecutter Template for FastAPI + React Projects. Using PostgreSQL, SQLAlchemy, and Docker

5. pyscaffold/pyscaffold ⭐ 2,096
   🛠 Python project template generator with batteries included
   🔗 pyscaffold.org

6. cjolowicz/cookiecutter-hypermodern-python ⭐ 1,811
   Cookiecutter template for a Python package based on the Hypermodern Python article series.
   🔗 cookiecutter-hypermodern-python.readthedocs.io

7. tezromach/python-package-template ⭐ 1,087
   🚀 Your next Python package needs a bleeding-edge project structure.

8. martinheinz/python-project-blueprint ⭐ 957
   Blueprint/Boilerplate For Python Projects

9. fmind/mlops-python-package ⭐ 647
   Kickstart your MLOps initiative with a flexible, robust, and productive Python package.
   🔗 fmind.github.io/mlops-python-package

Terminal

Terminal and console tools and libraries: CLI tools, terminal based formatters, progress bars.

1. willmcgugan/rich ⭐ 49,244
   Rich is a Python library for rich text and beautiful formatting in the terminal.
   🔗 rich.readthedocs.io/en/latest

2. tqdm/tqdm ⭐ 28,539
   ⚡ A Fast, Extensible Progress Bar for Python and CLI
   🔗 tqdm.github.io

3. google/python-fire ⭐ 26,979
   Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.

4. willmcgugan/textual ⭐ 25,368
   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 ⭐ 15,665
   Python composable command line interface toolkit
   🔗 click.palletsprojects.com

6. tiangolo/typer ⭐ 15,616
   Typer, build great CLIs. Easy to code. Based on Python type hints.
   🔗 typer.tiangolo.com

7. saulpw/visidata ⭐ 7,862
   A terminal spreadsheet multitool for discovering and arranging data
   🔗 visidata.org

8. tconbeer/harlequin ⭐ 3,679
   The SQL IDE for Your Terminal.
   🔗 harlequin.sh

9. manrajgrover/halo ⭐ 2,891
   💫 Beautiful spinners for terminal, IPython and Jupyter

10. urwid/urwid ⭐ 2,808
    Console user interface library for Python (official repo)
    🔗 urwid.org

11. textualize/trogon ⭐ 2,473
    Easily turn your Click CLI into a powerful terminal application

12. darrenburns/elia ⭐ 1,805
    A snappy, keyboard-centric terminal user interface for interacting with large language models. Chat with ChatGPT, Claude, Llama 3, Phi 3, Mistral, Gemma and more.

13. tmbo/questionary ⭐ 1,544
    Python library to build pretty command line user prompts ✨Easy to use multi-select lists, confirmations, free text prompts ...

14. jazzband/prettytable ⭐ 1,372
    Display tabular data in a visually appealing ASCII table format
    🔗 pypi.org/project/prettytable

15. 1j01/textual-paint ⭐ 943
    🎨 MS Paint in your terminal.
    🔗 pypi.org/project/textual-paint

Testing

Testing libraries: unit testing, load testing, acceptance testing, code coverage, browser automation, plugins.

1. mitmproxy/mitmproxy ⭐ 36,515
   An interactive TLS-capable intercepting HTTP proxy for penetration testers and software developers.
   🔗 mitmproxy.org

2. locustio/locust ⭐ 24,806
   Write scalable load tests in plain Python 🚗💨
   🔗 locust.cloud

3. pytest-dev/pytest ⭐ 12,010
   The pytest framework makes it easy to write small tests, yet scales to support complex functional testing
   🔗 pytest.org

4. microsoft/playwright-python ⭐ 11,701
   Python version of the Playwright testing and automation library.
   🔗 playwright.dev/python

5. robotframework/robotframework ⭐ 9,775
   Generic automation framework for acceptance testing and RPA
   🔗 robotframework.org

6. getmoto/moto ⭐ 7,623
   A library that allows you to easily mock out tests based on AWS infrastructure.
   🔗 docs.getmoto.org/en/latest

7. hypothesisworks/hypothesis ⭐ 7,554
   Hypothesis is a powerful, flexible, and easy to use library for property-based testing.
   🔗 hypothesis.works

8. newsapps/beeswithmachineguns ⭐ 6,440
   A utility for arming (creating) many bees (micro EC2 instances) to attack (load test) targets (web applications).
   🔗 apps.chicagotribune.com

9. seleniumbase/SeleniumBase ⭐ 5,248
   📊 Python's all-in-one framework for web crawling, scraping, testing, and reporting. Supports pytest. UC Mode provides stealth. Includes many tools.
   🔗 seleniumbase.io

10. codium-ai/cover-agent ⭐ 4,281
    CodiumAI Cover-Agent: An AI-Powered Tool for Automated Test Generation and Code Coverage Enhancement! 💻🤖🧪🐞
    🔗 www.codium.ai

11. spulec/freezegun ⭐ 4,169
    Let your Python tests travel through time

12. getsentry/responses ⭐ 4,149
    A utility for mocking out the Python Requests library.

13. tox-dev/tox ⭐ 3,665
    Command line driven CI frontend and development task automation tool.
    🔗 tox.wiki

14. confident-ai/deepeval ⭐ 3,296
    The LLM Evaluation Framework
    🔗 docs.confident-ai.com

15. behave/behave ⭐ 3,176
    BDD, Python style.
    🔗 behave.readthedocs.io/en/latest

16. nedbat/coveragepy ⭐ 2,999
    The code coverage tool for Python
    🔗 coverage.readthedocs.io

17. cobrateam/splinter ⭐ 2,718
    splinter - python test framework for web applications
    🔗 splinter.readthedocs.org/en/stable/index.html

18. kevin1024/vcrpy ⭐ 2,697
    Automatically mock your HTTP interactions to simplify and speed up testing

19. pytest-dev/pytest-testinfra ⭐ 2,370
    With Testinfra you can write unit tests in Python to test actual state of your servers configured by management tools like Salt, Ansible, Puppet, Chef and so on.
    🔗 testinfra.readthedocs.io

20. pytest-dev/pytest-mock ⭐ 1,848
    Thin-wrapper around the mock package for easier use with pytest
    🔗 pytest-mock.readthedocs.io/en/latest

21. pytest-dev/pytest-cov ⭐ 1,753
    Coverage plugin for pytest.

22. pytest-dev/pytest-xdist ⭐ 1,466
    pytest plugin for distributed testing and loop-on-failures testing modes.
    🔗 pytest-xdist.readthedocs.io

23. pytest-dev/pytest-asyncio ⭐ 1,411
    Asyncio support for pytest
    🔗 pytest-asyncio.readthedocs.io

24. taverntesting/tavern ⭐ 1,025
    A command-line tool and Python library and Pytest plugin for automated testing of RESTful APIs, with a simple, concise and flexible YAML-based syntax
    🔗 taverntesting.github.io

Machine Learning - Time Series

Machine learning and classical timeseries libraries: forecasting, seasonality, anomaly detection, econometrics.

1. facebook/prophet ⭐ 18,378
   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 ⭐ 8,402
   Automatic extraction of relevant features from time series:
   🔗 tsfresh.readthedocs.io

3. unit8co/darts ⭐ 7,995
   A python library for user-friendly forecasting and anomaly detection on time series.
   🔗 unit8co.github.io/darts

4. sktime/sktime ⭐ 7,852
   A unified framework for machine learning with time series
   🔗 www.sktime.net

5. facebookresearch/Kats ⭐ 4,914
   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 ⭐ 4,583
   Probabilistic time series modeling in Python
   🔗 ts.gluon.ai

7. nixtla/statsforecast ⭐ 3,918
   Lightning ⚡️ fast forecasting with statistical and econometric models.
   🔗 nixtlaverse.nixtla.io/statsforecast

8. google-research/timesfm ⭐ 3,693
   TimesFM (Time Series Foundation Model) is a pretrained time-series foundation model developed by Google Research for time-series forecasting.
   🔗 research.google/blog/a-decoder-only-foundation-model-for-time-series-forecasting

9. tdameritrade/stumpy ⭐ 3,651
   STUMPY is a powerful and scalable Python library for modern time series analysis
   🔗 stumpy.readthedocs.io/en/latest

10. salesforce/Merlion ⭐ 3,373
    Merlion: A Machine Learning Framework for Time Series Intelligence

11. amazon-science/chronos-forecasting ⭐ 2,432
    Chronos: Pretrained (Language) Models for Probabilistic Time Series Forecasting
    🔗 arxiv.org/abs/2403.07815

12. rjt1990/pyflux ⭐ 2,108
    Open source time series library for Python

13. aistream-peelout/flow-forecast ⭐ 2,031
    Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).
    🔗 flow-forecast.atlassian.net/wiki/spaces/ff/overview

14. uber/orbit ⭐ 1,867
    A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.
    🔗 orbit-ml.readthedocs.io/en/stable

15. alkaline-ml/pmdarima ⭐ 1,580
    A statistical library designed to fill the void in Python's time series analysis capabilities, including the equivalent of R's auto.arima function.
    🔗 www.alkaline-ml.com/pmdarima

16. bashtage/arch ⭐ 1,334
    ARCH models in Python

17. time-series-foundation-models/lag-llama ⭐ 1,226
    Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting

18. winedarksea/AutoTS ⭐ 1,105
    Automated Time Series Forecasting

19. autoviml/Auto_TS ⭐ 728
    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.

20. google/temporian ⭐ 670
    Temporian is an open-source Python library for preprocessing ⚡ and feature engineering 🛠 temporal data 📈 for machine learning applications 🤖
    🔗 temporian.readthedocs.io

Typing

Typing libraries: static and run-time type checking, annotations.

1. python/mypy ⭐ 18,336
   Optional static typing for Python
   🔗 www.mypy-lang.org

2. microsoft/pyright ⭐ 13,267
   Static Type Checker for Python

3. facebook/pyre-check ⭐ 6,841
   Performant type-checking for python.
   🔗 pyre-check.org

4. python-attrs/attrs ⭐ 5,268
   Python Classes Without Boilerplate
   🔗 www.attrs.org

5. instagram/MonkeyType ⭐ 4,760
   A Python library that generates static type annotations by collecting runtime types

6. google/pytype ⭐ 4,754
   A static type analyzer for Python code
   🔗 google.github.io/pytype

7. python/typeshed ⭐ 4,347
   Collection of library stubs for Python, with static types

8. mtshiba/pylyzer ⭐ 2,427
   A fast, feature-rich static code analyzer & language server for Python
   🔗 mtshiba.github.io/pylyzer

9. microsoft/pylance-release ⭐ 1,706
   Fast, feature-rich language support for Python. Documentation and issues for Pylance.

10. agronholm/typeguard ⭐ 1,518
    Run-time type checker for Python

11. patrick-kidger/torchtyping ⭐ 1,396
    Type annotations and dynamic checking for a tensor's shape, dtype, names, etc.

12. robertcraigie/pyright-python ⭐ 174
    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 ⭐ 85,193
   A feature-rich command-line audio/video downloader
   🔗 discord.gg/h5mncfw63r

2. home-assistant/core ⭐ 72,650
   🏡 Open source home automation that puts local control and privacy first.
   🔗 www.home-assistant.io

3. python/cpython ⭐ 63,076
   The Python programming language
   🔗 www.python.org

4. localstack/localstack ⭐ 55,940
   💻 A fully functional local AWS cloud stack. Develop and test your cloud & Serverless apps offline
   🔗 localstack.cloud

5. faif/python-patterns ⭐ 40,358
   A collection of design patterns/idioms in Python

6. mingrammer/diagrams ⭐ 37,501
   🎨 Diagram as Code for prototyping cloud system architectures
   🔗 diagrams.mingrammer.com

7. ggerganov/whisper.cpp ⭐ 35,110
   Port of OpenAI's Whisper model in C/C++

8. keon/algorithms ⭐ 23,998
   Minimal examples of data structures and algorithms in Python

9. modularml/mojo ⭐ 23,085
   The Mojo Programming Language
   🔗 docs.modular.com/mojo/manual

10. norvig/pytudes ⭐ 22,768
    Python programs, usually short, of considerable difficulty, to perfect particular skills.

11. openai/openai-python ⭐ 22,559
    The official Python library for the OpenAI API
    🔗 pypi.org/project/openai

12. pydantic/pydantic ⭐ 20,840
    Data validation using Python type hints
    🔗 docs.pydantic.dev

13. facebookresearch/audiocraft ⭐ 20,791
    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.

14. squidfunk/mkdocs-material ⭐ 20,649
    Documentation that simply works
    🔗 squidfunk.github.io/mkdocs-material

15. chriskiehl/Gooey ⭐ 20,621
    Turn (almost) any Python command line program into a full GUI application with one line

16. paul-gauthier/aider ⭐ 20,611
    Aider is a command line tool that lets you pair program with LLMs, to edit code stored in your local git repository
    🔗 aider.chat

17. delgan/loguru ⭐ 19,753
    Python logging made (stupidly) simple

18. micropython/micropython ⭐ 19,271
    MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems
    🔗 micropython.org

19. mkdocs/mkdocs ⭐ 19,264
    Project documentation with Markdown.
    🔗 www.mkdocs.org

20. rustpython/RustPython ⭐ 19,071
    A Python Interpreter written in Rust
    🔗 rustpython.github.io

21. blakeblackshear/frigate ⭐ 18,748
    NVR with realtime local object detection for IP cameras
    🔗 frigate.video

22. kivy/kivy ⭐ 17,629
    Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS
    🔗 kivy.org

23. higherorderco/Bend ⭐ 17,320
    A massively parallel, high-level programming language
    🔗 higherorderco.com

24. ipython/ipython ⭐ 16,286
    Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.
    🔗 ipython.readthedocs.org

25. alievk/avatarify-python ⭐ 16,261
    Avatars for Zoom, Skype and other video-conferencing apps.

26. openai/triton ⭐ 13,096
    Development repository for the Triton language and compiler
    🔗 triton-lang.org

27. zulko/moviepy ⭐ 12,485
    Video editing with Python
    🔗 zulko.github.io/moviepy

28. pytube/pytube ⭐ 12,206
    A lightweight, dependency-free Python library (and command-line utility) for downloading YouTube Videos.
    🔗 pytube.io

29. python-pillow/Pillow ⭐ 12,194
    The Python Imaging Library adds image processing capabilities to Python (Pillow is the friendly PIL fork)
    🔗 python-pillow.org

30. pyo3/pyo3 ⭐ 12,165
    Rust bindings for the Python interpreter
    🔗 pyo3.rs

31. pyodide/pyodide ⭐ 12,154
    Pyodide is a Python distribution for the browser and Node.js based on WebAssembly
    🔗 pyodide.org/en/stable

32. nuitka/Nuitka ⭐ 11,875
    Nuitka is a Python compiler written in Python. It's fully compatible with Python 2.6, 2.7, 3.4-3.12. You feed it your Python app, it does a lot of clever things, and spits out an executable or extension module.
    🔗 nuitka.net

33. caronc/apprise ⭐ 11,809
    Apprise - Push Notifications that work with just about every platform!
    🔗 hub.docker.com/r/caronc/apprise

34. dbader/schedule ⭐ 11,798
    Python job scheduling for humans.
    🔗 schedule.readthedocs.io

35. ninja-build/ninja ⭐ 11,160
    Ninja is a small build system with a focus on speed.
    🔗 ninja-build.org

36. secdev/scapy ⭐ 10,685
    Scapy: the Python-based interactive packet manipulation program & library.
    🔗 scapy.net

37. magicstack/uvloop ⭐ 10,367
    Ultra fast asyncio event loop.

38. pallets/jinja ⭐ 10,299
    A very fast and expressive template engine.
    🔗 jinja.palletsprojects.com

39. asweigart/pyautogui ⭐ 10,288
    A cross-platform GUI automation Python module for human beings. Used to programmatically control the mouse & keyboard.

40. aristocratos/bpytop ⭐ 10,138
    Linux/OSX/FreeBSD resource monitor

41. cython/cython ⭐ 9,457
    The most widely used Python to C compiler
    🔗 cython.org

42. aws/serverless-application-model ⭐ 9,344
    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

43. paramiko/paramiko ⭐ 9,091
    The leading native Python SSHv2 protocol library.
    🔗 paramiko.org

44. boto/boto3 ⭐ 9,029
    AWS SDK for Python
    🔗 aws.amazon.com/sdk-for-python

45. facebookresearch/hydra ⭐ 8,727
    Hydra is a framework for elegantly configuring complex applications
    🔗 hydra.cc

46. arrow-py/arrow ⭐ 8,710
    🏹 Better dates & times for Python
    🔗 arrow.readthedocs.io

47. xonsh/xonsh ⭐ 8,376
    🐚 Python-powered shell. Full-featured and cross-platform.
    🔗 xon.sh

48. py-pdf/pypdf ⭐ 8,213
    A pure-python PDF library capable of splitting, merging, cropping, and transforming the pages of PDF files
    🔗 pypdf.readthedocs.io/en/latest

49. eternnoir/pyTelegramBotAPI ⭐ 8,072
    Python Telegram bot api.

50. kellyjonbrazil/jc ⭐ 7,861
    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.

51. googleapis/google-api-python-client ⭐ 7,710
    🐍 The official Python client library for Google's discovery based APIs.
    🔗 googleapis.github.io/google-api-python-client/docs

52. theskumar/python-dotenv ⭐ 7,593
    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

53. jasonppy/VoiceCraft ⭐ 7,584
    Zero-Shot Speech Editing and Text-to-Speech in the Wild

54. googlecloudplatform/python-docs-samples ⭐ 7,431
    Code samples used on cloud.google.com

55. google/latexify_py ⭐ 7,205
    A library to generate LaTeX expression from Python code.

56. marshmallow-code/marshmallow ⭐ 7,022
    A lightweight library for converting complex objects to and from simple Python datatypes.
    🔗 marshmallow.readthedocs.io

57. pygithub/PyGithub ⭐ 6,961
    Typed interactions with the GitHub API v3
    🔗 pygithub.readthedocs.io

58. hugapi/hug ⭐ 6,860
    Embrace the APIs of the future. Hug aims to make developing APIs as simple as possible, but no simpler.

59. icloud-photos-downloader/icloud_photos_downloader ⭐ 6,755
    A command-line tool to download photos from iCloud

60. jd/tenacity ⭐ 6,649
    Retrying library for Python
    🔗 tenacity.readthedocs.io

61. pyca/cryptography ⭐ 6,630
    cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.
    🔗 cryptography.io

62. gorakhargosh/watchdog ⭐ 6,559
    Python library and shell utilities to monitor filesystem events.
    🔗 packages.python.org/watchdog

63. openai/point-e ⭐ 6,503
    Point cloud diffusion for 3D model synthesis

64. sphinx-doc/sphinx ⭐ 6,497
    The Sphinx documentation generator
    🔗 www.sphinx-doc.org

65. bndr/pipreqs ⭐ 6,404
    pipreqs - Generate pip requirements.txt file based on imports of any project. Looking for maintainers to move this project forward.

66. sdispater/pendulum ⭐ 6,218
    Python datetimes made easy
    🔗 pendulum.eustace.io

67. agronholm/apscheduler ⭐ 6,214
    Task scheduling library for Python

68. timdettmers/bitsandbytes ⭐ 6,176
    Accessible large language models via k-bit quantization for PyTorch.
    🔗 huggingface.co/docs/bitsandbytes/main/en/index

69. ijl/orjson ⭐ 6,174
    Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy

70. scikit-image/scikit-image ⭐ 6,069
    Image processing in Python
    🔗 scikit-image.org

71. wireservice/csvkit ⭐ 5,995
    A suite of utilities for converting to and working with CSV, the king of tabular file formats.
    🔗 csvkit.readthedocs.io

72. pdfminer/pdfminer.six ⭐ 5,890
    Community maintained fork of pdfminer - we fathom PDF
    🔗 pdfminersix.readthedocs.io

73. pytransitions/transitions ⭐ 5,711
    A lightweight, object-oriented finite state machine implementation in Python with many extensions

74. rsalmei/alive-progress ⭐ 5,484
    A new kind of Progress Bar, with real-time throughput, ETA, and very cool animations!

75. buildbot/buildbot ⭐ 5,251
    Python-based continuous integration testing framework; your pull requests are more than welcome!
    🔗 www.buildbot.net

76. prompt-toolkit/ptpython ⭐ 5,218
    A better Python REPL

77. spotify/pedalboard ⭐ 5,182
    🎛 🔊 A Python library for audio.
    🔗 spotify.github.io/pedalboard

78. pycqa/pycodestyle ⭐ 5,031
    Simple Python style checker in one Python file
    🔗 pycodestyle.pycqa.org

79. pywinauto/pywinauto ⭐ 4,938
    Windows GUI Automation with Python (based on text properties)
    🔗 pywinauto.github.io

80. tebelorg/RPA-Python ⭐ 4,902
    Python package for doing RPA

81. jorgebastida/awslogs ⭐ 4,845
    AWS CloudWatch logs for Humans™

82. pytoolz/toolz ⭐ 4,677
    A functional standard library for Python.
    🔗 toolz.readthedocs.org

83. hhatto/autopep8 ⭐ 4,573
    A tool that automatically formats Python code to conform to the PEP 8 style guide.
    🔗 pypi.org/project/autopep8

84. pyinvoke/invoke ⭐ 4,391
    Pythonic task management & command execution.
    🔗 pyinvoke.org

85. bogdanp/dramatiq ⭐ 4,301
    A fast and reliable background task processing library for Python 3.
    🔗 dramatiq.io

86. ashleve/lightning-hydra-template ⭐ 4,184
    PyTorch Lightning + Hydra. A very user-friendly template for ML experimentation. ⚡🔥⚡

87. adafruit/circuitpython ⭐ 4,089
    CircuitPython - a Python implementation for teaching coding with microcontrollers
    🔗 circuitpython.org

88. evhub/coconut ⭐ 4,080
    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

89. blealtan/efficient-kan ⭐ 3,990
    An efficient pure-PyTorch implementation of Kolmogorov-Arnold Network (KAN).

90. miguelgrinberg/python-socketio ⭐ 3,979
    Python Socket.IO server and client

91. ets-labs/python-dependency-injector ⭐ 3,901
    Dependency injection framework for Python
    🔗 python-dependency-injector.ets-labs.org

92. pyinfra-dev/pyinfra ⭐ 3,884
    pyinfra turns Python code into shell commands and runs them on your servers. Execute ad-hoc commands and write declarative operations. Target SSH servers, local machine and Docker containers. Fast and scales from one server to thousands.
    🔗 pyinfra.com

93. joblib/joblib ⭐ 3,846
    Computing with Python functions.
    🔗 joblib.readthedocs.org

94. pyo3/maturin ⭐ 3,829
    Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
    🔗 maturin.rs

95. rspeer/python-ftfy ⭐ 3,795
    Fixes mojibake and other glitches in Unicode text, after the fact.
    🔗 ftfy.readthedocs.org

96. python-markdown/markdown ⭐ 3,775
    A Python implementation of John Gruber’s Markdown with Extension support.
    🔗 python-markdown.github.io

97. more-itertools/more-itertools ⭐ 3,719
    More routines for operating on iterables, beyond itertools
    🔗 more-itertools.rtfd.io

98. zeromq/pyzmq ⭐ 3,701
    PyZMQ: Python bindings for zeromq
    🔗 zguide.zeromq.org/py:all

99. pydata/xarray ⭐ 3,589
    N-D labeled arrays and datasets in Python
    🔗 xarray.dev

100. pypi/warehouse ⭐ 3,581
     The Python Package Index
     🔗 pypi.org

101. tartley/colorama ⭐ 3,545
     Simple cross-platform colored terminal text in Python

102. hynek/structlog ⭐ 3,514
     Simple, powerful, and fast logging for Python.
     🔗 www.structlog.org

103. osohq/oso ⭐ 3,473
     Deprecated: See README

104. spotify/basic-pitch ⭐ 3,409
     A lightweight yet powerful audio-to-MIDI converter with pitch bend detection
     🔗 basicpitch.io

105. jorisschellekens/borb ⭐ 3,385
     borb is a library for reading, creating and manipulating PDF files in python.
     🔗 borbpdf.com

106. suor/funcy ⭐ 3,364
     A fancy and practical functional tools

107. pyserial/pyserial ⭐ 3,227
     Python serial port access library

108. camelot-dev/camelot ⭐ 2,976
     A Python library to extract tabular data from PDFs
     🔗 camelot-py.readthedocs.io

109. legrandin/pycryptodome ⭐ 2,821
     A self-contained cryptographic library for Python
     🔗 www.pycryptodome.org

110. tox-dev/pipdeptree ⭐ 2,795
     A command line utility to display dependency tree of the installed Python packages
     🔗 pypi.python.org/pypi/pipdeptree

111. libaudioflux/audioFlux ⭐ 2,784
     A library for audio and music analysis, feature extraction.
     🔗 audioflux.top

112. lxml/lxml ⭐ 2,686
     The lxml XML toolkit for Python
     🔗 lxml.de

113. liiight/notifiers ⭐ 2,669
     The easy way to send notifications
     🔗 notifiers.readthedocs.io

114. whylabs/whylogs ⭐ 2,645
     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

115. pexpect/pexpect ⭐ 2,603
     A Python module for controlling interactive programs in a pseudo-terminal
     🔗 pexpect.readthedocs.io

116. litl/backoff ⭐ 2,598
     Python library providing function decorators for configurable backoff and retry

117. cdgriffith/Box ⭐ 2,575
     Python dictionaries with advanced dot notation access
     🔗 github.com/cdgriffith/box/wiki

118. yaml/pyyaml ⭐ 2,548
     Canonical source repository for PyYAML

119. scrapinghub/dateparser ⭐ 2,547
     python parser for human readable dates

120. pyston/pyston ⭐ 2,504
     (No longer maintained) A faster and highly-compatible implementation of the Python programming language.
     🔗 www.pyston.org

121. pypa/setuptools ⭐ 2,499
     Official project repository for the Setuptools build system
     🔗 pypi.org/project/setuptools

122. dosisod/refurb ⭐ 2,481
     A tool for refurbishing and modernizing Python codebases

123. nschloe/tikzplotlib ⭐ 2,405
     📊 Save matplotlib figures as TikZ/PGFplots for smooth integration into LaTeX.

124. hgrecco/pint ⭐ 2,396
     Operate and manipulate physical quantities in Python
     🔗 pint.readthedocs.org

125. dateutil/dateutil ⭐ 2,355
     Useful extensions to the standard Python datetime features

126. grantjenks/python-diskcache ⭐ 2,353
     Python disk-backed cache (Django-compatible). Faster than Redis and Memcached. Pure-Python.
     🔗 www.grantjenks.com/docs/diskcache

127. jcrist/msgspec ⭐ 2,332
     A fast serialization and validation library, with builtin support for JSON, MessagePack, YAML, and TOML
     🔗 jcristharif.com/msgspec

128. tkem/cachetools ⭐ 2,330
     Various memoizing collections and decorators, including variants of the Python Standard Library's @lru_cache function decorator

129. pndurette/gTTS ⭐ 2,296
     Python library and CLI tool to interface with Google Translate's text-to-speech API
     🔗 gtts.readthedocs.org

130. kiminewt/pyshark ⭐ 2,226
     Python wrapper for tshark, allowing python packet parsing using wireshark dissectors

131. pyparsing/pyparsing ⭐ 2,208
     Python library for creating PEG parsers

132. ianmiell/shutit ⭐ 2,151
     Automation framework for programmers
     🔗 ianmiell.github.io/shutit

133. astanin/python-tabulate ⭐ 2,148
     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

134. nateshmbhat/pyttsx3 ⭐ 2,112
     Offline Text To Speech synthesis for python

135. rhettbull/osxphotos ⭐ 2,092
     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.

136. pydantic/logfire ⭐ 2,075
     Uncomplicated Observability for Python and beyond! 🪵🔥
     🔗 logfire.pydantic.dev/docs

137. google/gin-config ⭐ 2,054
     Gin provides a lightweight configuration framework for Python

138. grahamdumpleton/wrapt ⭐ 2,050
     A Python module for decorators, wrappers and monkey patching.

139. seperman/deepdiff ⭐ 2,018
     DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents. Delta: Use deltas to reconstruct objects by adding deltas together.
     🔗 zepworks.com

140. pyfilesystem/pyfilesystem2 ⭐ 1,990
     Python's Filesystem abstraction layer
     🔗 www.pyfilesystem.org

141. omry/omegaconf ⭐ 1,956
     Flexible Python configuration system. The last one you will ever need.

142. python-rope/rope ⭐ 1,945
     a python refactoring library

143. landscapeio/prospector ⭐ 1,944
     Inspects Python source files and provides information about type and location of classes, methods etc

144. mitmproxy/pdoc ⭐ 1,942
     API Documentation for Python Projects
     🔗 pdoc.dev

145. julienpalard/Pipe ⭐ 1,939
     A Python library to use infix notation in Python

146. numba/llvmlite ⭐ 1,914
     A lightweight LLVM python binding for writing JIT compilers
     🔗 llvmlite.pydata.org

147. carpedm20/emoji ⭐ 1,887
     emoji terminal output for Python

148. chaostoolkit/chaostoolkit ⭐ 1,887
     Chaos Engineering Toolkit & Orchestration for Developers
     🔗 chaostoolkit.org

149. pydoit/doit ⭐ 1,861
     CLI task management & automation tool
     🔗 pydoit.org

150. pygments/pygments ⭐ 1,810
     Pygments is a generic syntax highlighter written in Python
     🔗 pygments.org

151. joowani/binarytree ⭐ 1,808
     Python Library for Studying Binary Trees
     🔗 binarytree.readthedocs.io

152. hbldh/bleak ⭐ 1,781
     A cross platform Bluetooth Low Energy Client for Python using asyncio

153. open-telemetry/opentelemetry-python ⭐ 1,774
     OpenTelemetry Python API and SDK
     🔗 opentelemetry.io

154. p0dalirius/Coercer ⭐ 1,774
     A python script to automatically coerce a Windows server to authenticate on an arbitrary machine through 12 methods.
     🔗 podalirius.net

155. konradhalas/dacite ⭐ 1,747
     Simple creation of data classes from dictionaries.

156. home-assistant/supervisor ⭐ 1,746
     🏡 Home Assistant Supervisor
     🔗 home-assistant.io/hassio

157. samuelcolvin/watchfiles ⭐ 1,742
     Simple, modern and fast file watching and code reload in Python.
     🔗 watchfiles.helpmanual.io

158. rubik/radon ⭐ 1,724
     Various code metrics for Python code
     🔗 radon.readthedocs.org

159. kalliope-project/kalliope ⭐ 1,718
     Kalliope is a framework that will help you to create your own personal assistant.
     🔗 kalliope-project.github.io

160. mkdocstrings/mkdocstrings ⭐ 1,709
     📘 Automatic documentation from sources, for MkDocs.
     🔗 mkdocstrings.github.io

161. quodlibet/mutagen ⭐ 1,546
     Python module for handling audio metadata
     🔗 mutagen.readthedocs.io

162. instagram/LibCST ⭐ 1,538
     A concrete syntax tree parser and serializer library for Python that preserves many aspects of Python's abstract syntax tree
     🔗 libcst.readthedocs.io

163. facebookincubator/Bowler ⭐ 1,535
     Safe code refactoring for modern Python.
     🔗 pybowler.io

164. nficano/python-lambda ⭐ 1,501
     A toolkit for developing and deploying serverless Python code in AWS Lambda.

165. lcompilers/lpython ⭐ 1,500
     Python compiler
     🔗 lpython.org

166. fabiocaccamo/python-benedict ⭐ 1,495
     📘 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.

167. aws-samples/aws-glue-samples ⭐ 1,432
     AWS Glue code samples

168. anthropics/anthropic-sdk-python ⭐ 1,395
     SDK providing access to Anthropic's safety-first language model APIs

169. lidatong/dataclasses-json ⭐ 1,368
     Easily serialize Data Classes to and from JSON

170. ossf/criticality_score ⭐ 1,320
     Gives criticality score for an open source project

171. brandon-rhodes/python-patterns ⭐ 1,318
     Source code behind the python-patterns.guide site by Brandon Rhodes

172. aio-libs/yarl ⭐ 1,317
     Yet another URL library
     🔗 yarl.aio-libs.org

173. oracle/graalpython ⭐ 1,234
     A high-performance embeddable Python 3 runtime for Java
     🔗 www.graalvm.org/python

174. pdoc3/pdoc ⭐ 1,128
     🐍 ➡️ 📜 Auto-generate API documentation for Python projects
     🔗 pdoc3.github.io/pdoc

175. pyo3/rust-numpy ⭐ 1,118
     PyO3-based Rust bindings of the NumPy C-API

176. pyfpdf/fpdf2 ⭐ 1,094
     Simple PDF generation for Python
     🔗 py-pdf.github.io/fpdf2

177. c4urself/bump2version ⭐ 1,056
     Version-bump your software with a single command
     🔗 pypi.python.org/pypi/bump2version

178. metachris/logzero ⭐ 1,028
     Robust and effective logging for Python 2 and 3.
     🔗 logzero.readthedocs.io

179. fsspec/filesystem_spec ⭐ 1,014
     A specification that python filesystems should adhere to.

180. milvus-io/pymilvus ⭐ 1,003
     Python SDK for Milvus.

181. pypy/pypy ⭐ 990
     PyPy is a very fast and compliant implementation of the Python language.
     🔗 pypy.org

182. fastai/fastcore ⭐ 968
     Python supercharged for the fastai library
     🔗 fastcore.fast.ai

183. lastmile-ai/aiconfig ⭐ 946
     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

184. ariebovenberg/whenever ⭐ 861
     ⏰ Modern datetime library for Python
     🔗 whenever.rtfd.io

185. barracuda-fsh/pyobd ⭐ 842
     An OBD-II compliant car diagnostic tool

186. samuelcolvin/dirty-equals ⭐ 797
     Doing dirty (but extremely useful) things with equals.
     🔗 dirty-equals.helpmanual.io

187. qdrant/qdrant-client ⭐ 760
     Python client for Qdrant vector search engine
     🔗 qdrant.tech

188. pypa/build ⭐ 738
     A simple, correct Python build frontend
     🔗 build.pypa.io

189. open-telemetry/opentelemetry-python-contrib ⭐ 722
     OpenTelemetry instrumentation for Python modules
     🔗 opentelemetry.io

190. modal-labs/modal-examples ⭐ 712
     Examples of programs built using Modal
     🔗 modal.com/docs

191. gefyrahq/gefyra ⭐ 685
     Blazingly-fast 🚀, rock-solid, local application development ➡️ with Kubernetes.
     🔗 gefyra.dev

192. instagram/Fixit ⭐ 669
     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

193. fastai/ghapi ⭐ 613
     A delightful and complete interface to GitHub's amazing API
     🔗 ghapi.fast.ai

194. juanbindez/pytubefix ⭐ 595
     Python3 library for downloading YouTube Videos.
     🔗 pytubefix.rtfd.io

195. argoproj-labs/hera ⭐ 588
     Hera makes Python code easy to orchestrate on Argo Workflows through native Python integrations. It lets you construct and submit your Workflows entirely in Python. ⭐️ Remember to star!
     🔗 hera.rtfd.io

196. platformdirs/platformdirs ⭐ 584
     A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
     🔗 platformdirs.readthedocs.io

197. methexis-inc/terminal-copilot ⭐ 572
     A smart terminal assistant that helps you find the right command.

198. google/pyglove ⭐ 560
     Manipulating Python Programs

199. steamship-core/steamship-langchain ⭐ 512
     steamship-langchain

Vizualisation

Vizualisation tools and libraries. Application frameworks, 2D/3D plotting, dashboards, WebGL.

1. apache/superset ⭐ 62,331
   Apache Superset is a Data Visualization and Data Exploration Platform
   🔗 superset.apache.org

2. streamlit/streamlit ⭐ 35,205
   Streamlit — A faster way to build and share data apps.
   🔗 streamlit.io

3. gradio-app/gradio ⭐ 33,280
   Build and share delightful machine learning apps, all in Python. 🌟 Star to support our work!
   🔗 www.gradio.app

4. plotly/dash ⭐ 21,344
   Data Apps & Dashboards for Python. No JavaScript Required.
   🔗 plotly.com/dash

5. matplotlib/matplotlib ⭐ 20,159
   matplotlib: plotting with Python
   🔗 matplotlib.org/stable

6. bokeh/bokeh ⭐ 19,295
   Interactive Data Visualization in the browser, from Python
   🔗 bokeh.org

7. plotly/plotly.py ⭐ 16,147
   The interactive graphing library for Python ✨ This project now includes Plotly Express!
   🔗 plotly.com/python

8. mwaskom/seaborn ⭐ 12,488
   Statistical data visualization in Python
   🔗 seaborn.pydata.org

9. visgl/deck.gl ⭐ 12,194
   WebGL2 powered visualization framework
   🔗 deck.gl

10. marceloprates/prettymaps ⭐ 11,136
    A small set of Python functions to draw pretty maps from OpenStreetMap data. Based on osmnx, matplotlib and shapely libraries.

11. altair-viz/altair ⭐ 9,282
    Declarative statistical visualization library for Python
    🔗 altair-viz.github.io

12. nvidia/TensorRT-LLM ⭐ 8,444
    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 ⭐ 5,164
    Automatically visualize your pandas dataframe via a single print! 📊 💡

14. renpy/renpy ⭐ 4,990
    The Ren'Py Visual Novel Engine
    🔗 www.renpy.org

15. man-group/dtale ⭐ 4,746
    Visualizer for pandas data structures
    🔗 alphatechadmin.pythonanywhere.com

16. holoviz/panel ⭐ 4,727
    Panel: The powerful data exploration & web app framework for Python
    🔗 panel.holoviz.org

17. has2k1/plotnine ⭐ 4,006
    A Grammar of Graphics for Python
    🔗 plotnine.org

18. residentmario/missingno ⭐ 3,933
    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 ⭐ 3,882
    Fast data visualization and GUI tools for scientific / engineering applications
    🔗 www.pyqtgraph.org

20. vispy/vispy ⭐ 3,309
    Main repository for Vispy
    🔗 vispy.org

21. ml-tooling/opyrator ⭐ 3,076
    🪄 Turns your machine learning code into microservices with web API, interactive GUI, and more.
    🔗 opyrator-playground.mltooling.org

22. netflix/flamescope ⭐ 3,017
    FlameScope is a visualization tool for exploring different time ranges as Flame Graphs.

23. facebookresearch/hiplot ⭐ 2,744
    HiPlot makes understanding high dimensional data easy
    🔗 facebookresearch.github.io/hiplot

24. holoviz/holoviews ⭐ 2,696
    With Holoviews, your data visualizes itself.
    🔗 holoviews.org

25. mckinsey/vizro ⭐ 2,662
    Vizro is a toolkit for creating modular data visualization applications.
    🔗 vizro.readthedocs.io/en/stable

26. pyvista/pyvista ⭐ 2,662
    3D plotting and mesh analysis through a streamlined interface for the Visualization Toolkit (VTK)
    🔗 docs.pyvista.org

27. kozea/pygal ⭐ 2,647
    pygal is a dynamic SVG charting library written in python.
    🔗 www.pygal.org

28. napari/napari ⭐ 2,199
    A fast, interactive, multi-dimensional image viewer for Python. It's designed for browsing, annotating, and analyzing large multi-dimensional images.
    🔗 napari.org

29. marcomusy/vedo ⭐ 2,036
    A python module for scientific analysis of 3D data based on VTK and Numpy
    🔗 vedo.embl.es

30. datapane/datapane ⭐ 1,381
    Build and share data reports in 100% Python
    🔗 datapane.com

31. facultyai/dash-bootstrap-components ⭐ 1,110
    Bootstrap components for Plotly Dash
    🔗 dash-bootstrap-components.opensource.faculty.ai

32. nomic-ai/deepscatter ⭐ 1,021
    Zoomable, animated scatterplots in the browser that scales over a billion points

33. holoviz/holoviz ⭐ 844
    High-level tools to simplify visualization in Python.
    🔗 holoviz.org

34. hazyresearch/meerkat ⭐ 824
    Creative interactive views of any dataset.

Web

Web related frameworks and libraries: webapp servers, WSGI, ASGI, asyncio, HTTP, REST, user management.

1. django/django ⭐ 79,711
   The Web framework for perfectionists with deadlines.
   🔗 www.djangoproject.com

2. tiangolo/fastapi ⭐ 76,691
   FastAPI framework, high performance, easy to learn, fast to code, ready for production
   🔗 fastapi.tiangolo.com

3. pallets/flask ⭐ 67,878
   The Python micro framework for building web applications.
   🔗 flask.palletsprojects.com

4. sherlock-project/sherlock ⭐ 59,670
   Hunt down social media accounts by username across social networks
   🔗 sherlockproject.xyz

5. psf/requests ⭐ 52,097
   A simple, yet elegant, HTTP library.
   🔗 requests.readthedocs.io/en/latest

6. tornadoweb/tornado ⭐ 21,709
   Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
   🔗 www.tornadoweb.org

7. reflex-dev/reflex ⭐ 19,801
   🕸️ Web apps in pure Python 🐍
   🔗 reflex.dev

8. wagtail/wagtail ⭐ 18,166
   A Django content management system focused on flexibility and user experience
   🔗 wagtail.org

9. huge-success/sanic ⭐ 18,051
   Accelerate your web app development | Build fast. Run fast.
   🔗 sanic.dev

10. pyscript/pyscript ⭐ 17,916
    A framework that allows users to create rich Python applications in the browser using HTML's interface and the power of Pyodide, WASM, and modern web technologies.
    🔗 pyscript.net

11. aio-libs/aiohttp ⭐ 15,074
    Asynchronous HTTP client/server framework for asyncio and Python
    🔗 docs.aiohttp.org

12. vincigit00/Scrapegraph-ai ⭐ 15,032
    ScrapeGraphAI is a web scraping python library that uses LLM and direct graph logic to create scraping pipelines for websites and local documents
    🔗 scrapegraphai.com

13. encode/httpx ⭐ 13,167
    A next generation HTTP client for Python. 🦋
    🔗 www.python-httpx.org

14. getpelican/pelican ⭐ 12,540
    Static site generator that supports Markdown and reST syntax. Powered by Python.
    🔗 getpelican.com

15. flet-dev/flet ⭐ 11,167
    Flet enables developers to easily build realtime web, mobile and desktop apps in Python. No frontend experience required.
    🔗 flet.dev

16. aws/chalice ⭐ 10,643
    Python Serverless Microframework for AWS

17. encode/starlette ⭐ 10,176
    The little ASGI framework that shines. 🌟
    🔗 www.starlette.io

18. benoitc/gunicorn ⭐ 9,805
    gunicorn 'Green Unicorn' is a WSGI HTTP Server for UNIX, fast clients and sleepy applications.
    🔗 www.gunicorn.org

19. zauberzeug/nicegui ⭐ 9,743
    Create web-based user interfaces with Python. The nice way.
    🔗 nicegui.io

20. falconry/falcon ⭐ 9,509
    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

21. encode/uvicorn ⭐ 8,469
    An ASGI web server, for Python. 🦄
    🔗 www.uvicorn.org

22. bottlepy/bottle ⭐ 8,428
    bottle.py is a fast and simple micro-framework for python web-applications.
    🔗 bottlepy.org

23. graphql-python/graphene ⭐ 8,081
    GraphQL framework for Python
    🔗 graphene-python.org

24. reactive-python/reactpy ⭐ 7,867
    ReactPy is a library for building user interfaces in Python without Javascript
    🔗 reactpy.dev

25. vitalik/django-ninja ⭐ 7,138
    💨 Fast, Async-ready, Openapi, type hints based framework for building APIs
    🔗 django-ninja.dev

26. pyeve/eve ⭐ 6,702
    REST API framework designed for human beings
    🔗 python-eve.org

27. pallets/werkzeug ⭐ 6,650
    The comprehensive WSGI web application library.
    🔗 werkzeug.palletsprojects.com

28. webpy/webpy ⭐ 5,886
    web.py is a web framework for python that is as simple as it is powerful.
    🔗 webpy.org

29. starlite-api/litestar ⭐ 5,454
    Production-ready, Light, Flexible and Extensible ASGI API framework | Effortlessly Build Performant APIs
    🔗 litestar.dev

30. stephenmcd/mezzanine ⭐ 4,758
    CMS framework for Django
    🔗 mezzanine.jupo.org

31. nameko/nameko ⭐ 4,709
    A microservices framework for Python that lets service developers concentrate on application logic and encourages testability.
    🔗 www.nameko.io

32. fastapi-users/fastapi-users ⭐ 4,589
    Ready-to-use and customizable users management for FastAPI
    🔗 fastapi-users.github.io/fastapi-users

33. pywebio/PyWebIO ⭐ 4,511
    Write interactive web app in script way.
    🔗 pywebio.readthedocs.io

34. h2oai/wave ⭐ 3,998
    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 ⭐ 3,980
    A GraphQL library for Python that leverages type annotations 🍓
    🔗 strawberry.rocks

36. pylons/pyramid ⭐ 3,955
    Pyramid - A Python web framework
    🔗 trypyramid.com

37. websocket-client/websocket-client ⭐ 3,572
    WebSocket client for Python
    🔗 github.com/websocket-client/websocket-client

38. unbit/uwsgi ⭐ 3,454
    uWSGI application server container
    🔗 projects.unbit.it/uwsgi

39. pallets/quart ⭐ 2,957
    An async Python micro framework for building web applications.
    🔗 quart.palletsprojects.com

40. fastapi-admin/fastapi-admin ⭐ 2,860
    A fast admin dashboard based on FastAPI and TortoiseORM with tabler ui, inspired by Django admin
    🔗 fastapi-admin-docs.long2ice.io

41. flipkart-incubator/Astra ⭐ 2,498
    Automated Security Testing For REST API's

42. masoniteframework/masonite ⭐ 2,198
    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

43. dot-agent/nextpy ⭐ 2,196
    🤖Self-Modifying Framework from the Future 🔮 World's First AMS
    🔗 dotagent.ai

44. python-restx/flask-restx ⭐ 2,158
    Fork of Flask-RESTPlus: Fully featured framework for fast, easy and documented API development with Flask
    🔗 flask-restx.readthedocs.io/en/latest

45. s3rius/FastAPI-template ⭐ 1,963
    Feature rich robust FastAPI template.

46. dmontagu/fastapi-utils ⭐ 1,925
    Reusable utilities for FastAPI: a number of utilities to help reduce boilerplate and reuse common functionality across projects

47. neoteroi/BlackSheep ⭐ 1,869
    Fast ASGI web framework for Python
    🔗 www.neoteroi.dev/blacksheep

48. cherrypy/cherrypy ⭐ 1,844
    CherryPy is a pythonic, object-oriented HTTP framework. https://cherrypy.dev
    🔗 docs.cherrypy.dev

49. indico/indico ⭐ 1,765
    Indico - A feature-rich event management system, made @ CERN, the place where the Web was born.
    🔗 getindico.io

50. jordaneremieff/mangum ⭐ 1,695
    AWS Lambda support for ASGI applications
    🔗 mangum.fastapiexpert.com

51. wtforms/wtforms ⭐ 1,506
    A flexible forms validation and rendering library for Python.
    🔗 wtforms.readthedocs.io

52. awtkns/fastapi-crudrouter ⭐ 1,391
    A dynamic FastAPI router that automatically creates CRUD routes for your models
    🔗 fastapi-crudrouter.awtkns.com

53. long2ice/fastapi-cache ⭐ 1,329
    fastapi-cache is a tool to cache fastapi response and function result, with backends support redis and memcached.
    🔗 github.com/long2ice/fastapi-cache

54. rstudio/py-shiny ⭐ 1,264
    Shiny for Python
    🔗 shiny.posit.co/py

55. whitphx/stlite ⭐ 1,203
    A port of Streamlit to WebAssembly, powered by Pyodide.
    🔗 edit.share.stlite.net

56. magicstack/httptools ⭐ 1,201
    Fast HTTP parser

57. koxudaxi/fastapi-code-generator ⭐ 1,036
    This code generator creates FastAPI app from an openapi file.

58. aeternalis-ingenium/FastAPI-Backend-Template ⭐ 632
    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

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1,592 hand-picked awesome Python libraries and frameworks, updated 02 Nov 2024