Awesome Python

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

Interactive version: www.awesomepython.org

Updated 08 Dec 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 (107 repos)
• Debugging - Debugging and tracing tools (10 repos)
• Diffusion Text to Image - Text-to-image diffusion model libraries, tools and apps for generating images from natural language (42 repos)
• Finance - Financial and quantitative libraries: investment research tools, market data, algorithmic trading, backtesting, financial derivatives (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 (29 repos)
• Graph - Graphs and network libraries: network analysis, graph machine learning, visualisation (6 repos)
• GUI - Graphical user interface libraries and toolkits (8 repos)
• Jupyter - Jupyter and JupyterLab and Notebook tools, libraries and plugins (27 repos)
• LLMs and ChatGPT - Large language model and GPT libraries and frameworks: auto-gpt, agents, QnA, chain-of-thought workflows, API integations. Also see the Natural Language Processing category for crossover (304 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 (159 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 (19 repos)
• Natural Language Processing - Natural language processing libraries and toolkits: text processing, topic modelling, tokenisers, chatbots. Also see the LLMs and ChatGPT category for crossover (86 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 (206 repos)
• Vizualisation - Vizualisation tools and libraries. Application frameworks, 2D/3D plotting, dashboards, WebGL (35 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. swivid/F5-TTS ⭐ 7,785
   Official code for "F5-TTS: A Fairytaler that Fakes Fluent and Faithful Speech with Flow Matching"
   🔗 arxiv.org/abs/2410.06885

2. yangchris11/samurai ⭐ 5,721
   Official repository of "SAMURAI: Adapting Segment Anything Model for Zero-Shot Visual Tracking with Motion-Aware Memory"
   🔗 yangchris11.github.io/samurai

3. bhavnicksm/chonkie ⭐ 1,806
   🦛 CHONK your texts with Chonkie ✨ - The no-nonsense RAG chunking library
   🔗 docs.chonkie.ai

4. huggingface/smollm ⭐ 1,354
   Everything about the SmolLM & SmolLM2 family of models
   🔗 huggingface.co/huggingfacetb

5. huggingface/evaluation-guidebook ⭐ 880
   Sharing both practical insights and theoretical knowledge about LLM evaluation that we gathered while managing the Open LLM Leaderboard and designing lighteval!

6. modelcontextprotocol/python-sdk ⭐ 739
   The Model Context Protocol allows applications to provide context for LLMs in a standardized way, separating the concerns of providing context from the actual LLM interaction.
   🔗 modelcontextprotocol.io

7. deedy/mac_computer_use ⭐ 662
   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

8. tag-research/TAG-Bench ⭐ 611
   Table-Augmented Generation (TAG) is a unified and general-purpose paradigm for answering natural language questions over databases
   🔗 arxiv.org/pdf/2408.14717

9. stackloklabs/promptwright ⭐ 319
   Promptwright is a Python library designed for generating large synthetic datasets using LLMs

10. cfahlgren1/observers ⭐ 215
    A Lightweight Library for AI Observability

Code Quality

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

1. psf/black ⭐ 39,277
   The uncompromising Python code formatter
   🔗 black.readthedocs.io/en/stable

2. astral-sh/ruff ⭐ 33,448
   An extremely fast Python linter and code formatter, written in Rust.
   🔗 docs.astral.sh/ruff

3. google/yapf ⭐ 13,798
   A formatter for Python files

4. pre-commit/pre-commit ⭐ 13,048
   A framework for managing and maintaining multi-language pre-commit hooks.
   🔗 pre-commit.com

5. sqlfluff/sqlfluff ⭐ 8,183
   A modular SQL linter and auto-formatter with support for multiple dialects and templated code.
   🔗 www.sqlfluff.com

6. pycqa/isort ⭐ 6,536
   A Python utility / library to sort imports.
   🔗 pycqa.github.io/isort

7. davidhalter/jedi ⭐ 5,832
   Awesome autocompletion, static analysis and refactoring library for python
   🔗 jedi.readthedocs.io

8. pycqa/pylint ⭐ 5,337
   It's not just a linter that annoys you!
   🔗 pylint.readthedocs.io/en/latest

9. asottile/pyupgrade ⭐ 3,627
   A tool (and pre-commit hook) to automatically upgrade syntax for newer versions of the language.

10. jendrikseipp/vulture ⭐ 3,545
    Find dead Python code

11. pycqa/flake8 ⭐ 3,473
    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 ⭐ 2,557
    The strictest and most opinionated python linter ever!
    🔗 wemake-python-styleguide.rtfd.io

13. python-lsp/python-lsp-server ⭐ 1,972
    Fork of the python-language-server project, maintained by the Spyder IDE team and the community

14. codespell-project/codespell ⭐ 1,949
    check code for common misspellings

15. sourcery-ai/sourcery ⭐ 1,573
    Instant AI code reviews
    🔗 sourcery.ai

16. akaihola/darker ⭐ 638
    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 ⭐ 418
    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 ⭐ 33,481
   A JavaScript / TypeScript / Python / C# / PHP cryptocurrency trading API with support for more than 100 bitcoin/altcoin exchanges
   🔗 docs.ccxt.com

2. freqtrade/freqtrade ⭐ 31,903
   Free, open source crypto trading bot
   🔗 www.freqtrade.io

3. crytic/slither ⭐ 5,375
   Static Analyzer for Solidity and Vyper
   🔗 blog.trailofbits.com/2018/10/19/slither-a-solidity-static-analysis-framework

4. ethereum/web3.py ⭐ 5,063
   A python interface for interacting with the Ethereum blockchain and ecosystem.
   🔗 web3py.readthedocs.io

5. ethereum/consensus-specs ⭐ 3,591
   Ethereum Proof-of-Stake Consensus Specifications

6. cyberpunkmetalhead/Binance-volatility-trading-bot ⭐ 3,428
   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 ⭐ 2,275
   A Python implementation of the Ethereum Virtual Machine
   🔗 py-evm.readthedocs.io/en/latest

8. bmoscon/cryptofeed ⭐ 2,271
   Cryptocurrency Exchange Websocket Data Feed Handler

9. binance/binance-public-data ⭐ 1,580
   Details on how to get Binance public data

10. ofek/bit ⭐ 1,252
    Bitcoin made easy.
    🔗 ofek.dev/bit

11. man-c/pycoingecko ⭐ 1,052
    Python wrapper for the CoinGecko API

12. palkeo/panoramix ⭐ 818
    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 ⭐ 53,416
   Scrapy, a fast high-level web crawling & scraping framework for Python.
   🔗 scrapy.org

2. apache/spark ⭐ 40,125
   Apache Spark - A unified analytics engine for large-scale data processing
   🔗 spark.apache.org

3. mindsdb/mindsdb ⭐ 26,892
   Platform for building AI that can learn and answer questions over federated data.
   🔗 mindsdb.com

4. getredash/redash ⭐ 26,536
   Make Your Company Data Driven. Connect to any data source, easily visualize, dashboard and share your data.
   🔗 redash.io

5. jaidedai/EasyOCR ⭐ 24,766
   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 ⭐ 20,873
   Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
   🔗 qdrant.tech

7. humansignal/label-studio ⭐ 19,658
   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 ⭐ 17,833
   Faker is a Python package that generates fake data for you.
   🔗 faker.readthedocs.io

9. avaiga/taipy ⭐ 17,153
   Turns Data and AI algorithms into production-ready web applications in no time.
   🔗 www.taipy.io

10. binux/pyspider ⭐ 16,512
    A Powerful Spider(Web Crawler) System in Python.
    🔗 docs.pyspider.org

11. airbytehq/airbyte ⭐ 16,389
    The leading data integration platform for ETL / ELT data pipelines from APIs, databases & files to data warehouses, data lakes & data lakehouses. Both self-hosted and Cloud-hosted.
    🔗 airbyte.com

12. twintproject/twint ⭐ 15,866
    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.

13. chroma-core/chroma ⭐ 15,728
    the AI-native open-source embedding database
    🔗 www.trychroma.com

14. tiangolo/sqlmodel ⭐ 14,739
    SQL databases in Python, designed for simplicity, compatibility, and robustness.
    🔗 sqlmodel.tiangolo.com

15. apache/arrow ⭐ 14,702
    Apache Arrow is the universal columnar format and multi-language toolbox for fast data interchange and in-memory analytics
    🔗 arrow.apache.org

16. redis/redis-py ⭐ 12,715
    Redis Python client

17. coleifer/peewee ⭐ 11,243
    a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb
    🔗 docs.peewee-orm.com

18. s0md3v/Photon ⭐ 11,110
    Incredibly fast crawler designed for OSINT.

19. sqlalchemy/sqlalchemy ⭐ 9,760
    The Database Toolkit for Python
    🔗 www.sqlalchemy.org

20. simonw/datasette ⭐ 9,616
    An open source multi-tool for exploring and publishing data
    🔗 datasette.io

21. bigscience-workshop/petals ⭐ 9,272
    🌸 Run LLMs at home, BitTorrent-style. Fine-tuning and inference up to 10x faster than offloading
    🔗 petals.dev

22. voxel51/fiftyone ⭐ 8,942
    Refine high-quality datasets and visual AI models
    🔗 fiftyone.ai

23. yzhao062/pyod ⭐ 8,633
    A Python Library for Outlier and Anomaly Detection, Integrating Classical and Deep Learning Techniques
    🔗 pyod.readthedocs.io

24. gristlabs/grist-core ⭐ 7,342
    Grist is the evolution of spreadsheets.
    🔗 www.getgrist.com

25. tobymao/sqlglot ⭐ 6,836
    Python SQL Parser and Transpiler
    🔗 sqlglot.com

26. alirezamika/autoscraper ⭐ 6,510
    A Smart, Automatic, Fast and Lightweight Web Scraper for Python

27. kaggle/kaggle-api ⭐ 6,323
    Official Kaggle API

28. madmaze/pytesseract ⭐ 5,899
    A Python wrapper for Google Tesseract

29. vi3k6i5/flashtext ⭐ 5,598
    Extract Keywords from sentence or Replace keywords in sentences.

30. airbnb/knowledge-repo ⭐ 5,487
    A next-generation curated knowledge sharing platform for data scientists and other technical professions.

31. pathwaycom/pathway ⭐ 5,433
    Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG.
    🔗 pathway.com

32. ibis-project/ibis ⭐ 5,369
    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

33. facebookresearch/AugLy ⭐ 4,971
    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

34. lancedb/lancedb ⭐ 4,904
    Developer-friendly, serverless vector database for AI applications. Easily add long-term memory to your LLM apps!
    🔗 lancedb.github.io/lancedb

35. superduperdb/superduper ⭐ 4,848
    Superduper: Build end-to-end AI applications and agent workflows on your existing data infrastructure and preferred tools - without migrating your data.
    🔗 superduper.io

36. jazzband/tablib ⭐ 4,634
    Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.
    🔗 tablib.readthedocs.io

37. amundsen-io/amundsen ⭐ 4,456
    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

38. lk-geimfari/mimesis ⭐ 4,453
    Mimesis is a robust data generator for Python that can produce a wide range of fake data in multiple languages.
    🔗 mimesis.name

39. mongodb/mongo-python-driver ⭐ 4,168
    PyMongo - the Official MongoDB Python driver
    🔗 www.mongodb.com/docs/languages/python/pymongo-driver/current

40. giskard-ai/giskard ⭐ 4,109
    🐢 Open-Source Evaluation & Testing for AI & LLM systems
    🔗 docs.giskard.ai

41. andialbrecht/sqlparse ⭐ 3,771
    A non-validating SQL parser module for Python

42. rom1504/img2dataset ⭐ 3,768
    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 ⭐ 3,668
    A Python module for creating Excel XLSX files.
    🔗 xlsxwriter.readthedocs.io

44. deepchecks/deepchecks ⭐ 3,639
    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 ⭐ 3,538
    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 ⭐ 3,456
    A library of data loaders for LLMs made by the community -- to be used with LlamaIndex and/or LangChain
    🔗 llamahub.ai

47. pyeve/cerberus ⭐ 3,177
    Lightweight, extensible data validation library for Python
    🔗 python-cerberus.org

48. rapidai/RapidOCR ⭐ 3,163
    📄 Awesome OCR multiple programing languages toolkits based on ONNXRuntime, OpenVINO and PaddlePaddle.
    🔗 rapidai.github.io/rapidocrdocs

49. zoomeranalytics/xlwings ⭐ 3,009
    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

50. docarray/docarray ⭐ 2,992
    Represent, send, store and search multimodal data
    🔗 docs.docarray.org

51. datafold/data-diff ⭐ 2,949
    Compare tables within or across databases
    🔗 docs.datafold.com

52. pallets/itsdangerous ⭐ 2,940
    Safely pass trusted data to untrusted environments and back.
    🔗 itsdangerous.palletsprojects.com

53. sqlalchemy/alembic ⭐ 2,921
    A database migrations tool for SQLAlchemy.

54. goldsmith/Wikipedia ⭐ 2,891
    A Pythonic wrapper for the Wikipedia API
    🔗 wikipedia.readthedocs.org

55. dlt-hub/dlt ⭐ 2,775
    data load tool (dlt) is an open source Python library that makes data loading easy 🛠️
    🔗 dlthub.com/docs

56. awslabs/amazon-redshift-utils ⭐ 2,775
    Amazon Redshift Utils contains utilities, scripts and view which are useful in a Redshift environment

57. kayak/pypika ⭐ 2,552
    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

58. pynamodb/PynamoDB ⭐ 2,460
    A pythonic interface to Amazon's DynamoDB
    🔗 pynamodb.readthedocs.io

59. sdv-dev/SDV ⭐ 2,406
    Synthetic data generation for tabular data
    🔗 docs.sdv.dev/sdv

60. uqfoundation/dill ⭐ 2,285
    serialize all of Python
    🔗 dill.rtfd.io

61. emirozer/fake2db ⭐ 2,283
    Generate fake but valid data filled databases for test purposes using most popular patterns(AFAIK). Current support is sqlite, mysql, postgresql, mongodb, redis, couchdb.

62. samuelcolvin/arq ⭐ 2,195
    Fast job queuing and RPC in python with asyncio and redis.
    🔗 arq-docs.helpmanual.io

63. graphistry/pygraphistry ⭐ 2,174
    PyGraphistry is a Python library to quickly load, shape, embed, and explore big graphs with the GPU-accelerated Graphistry visual graph analyzer

64. accenture/AmpliGraph ⭐ 2,161
    Python library for Representation Learning on Knowledge Graphs https://docs.ampligraph.org

65. mlabonne/llm-datasets ⭐ 2,089
    High-quality datasets, tools, and concepts for LLM fine-tuning.

66. huggingface/datatrove ⭐ 2,077
    Freeing data processing from scripting madness by providing a set of platform-agnostic customizable pipeline processing blocks.

67. sfu-db/connector-x ⭐ 2,032
    Fastest library to load data from DB to DataFrames in Rust and Python
    🔗 sfu-db.github.io/connector-x

68. aminalaee/sqladmin ⭐ 1,947
    SQLAlchemy Admin for FastAPI and Starlette
    🔗 aminalaee.dev/sqladmin

69. agronholm/sqlacodegen ⭐ 1,931
    Automatic model code generator for SQLAlchemy

70. milvus-io/bootcamp ⭐ 1,922
    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 ⭐ 1,803
    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 ⭐ 1,768
    aiomysql is a library for accessing a MySQL database from the asyncio
    🔗 aiomysql.rtfd.io

73. simple-salesforce/simple-salesforce ⭐ 1,706
    A very simple Salesforce.com REST API client for Python

74. simonw/sqlite-utils ⭐ 1,700
    Python CLI utility and library for manipulating SQLite databases
    🔗 sqlite-utils.datasette.io

75. collerek/ormar ⭐ 1,683
    python async orm with fastapi in mind and pydantic validation
    🔗 collerek.github.io/ormar

76. zarr-developers/zarr-python ⭐ 1,540
    An implementation of chunked, compressed, N-dimensional arrays for Python.
    🔗 zarr.readthedocs.io

77. eleutherai/the-pile ⭐ 1,509
    The Pile is a large, diverse, open source language modelling data set that consists of many smaller datasets combined together.

78. ydataai/ydata-synthetic ⭐ 1,455
    Synthetic data generators for tabular and time-series data
    🔗 docs.synthetic.ydata.ai

79. scholarly-python-package/scholarly ⭐ 1,435
    Retrieve author and publication information from Google Scholar in a friendly, Pythonic way without having to worry about CAPTCHAs!
    🔗 scholarly.readthedocs.io

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

81. mchong6/JoJoGAN ⭐ 1,420
    Official PyTorch repo for JoJoGAN: One Shot Face Stylization

82. aio-libs/aiopg ⭐ 1,401
    aiopg is a library for accessing a PostgreSQL database from the asyncio
    🔗 aiopg.readthedocs.io

83. google/tensorstore ⭐ 1,358
    Library for reading and writing large multi-dimensional arrays.
    🔗 google.github.io/tensorstore

84. quixio/quix-streams ⭐ 1,232
    Python stream processing for Kafka
    🔗 docs.quix.io

85. eliasdabbas/advertools ⭐ 1,160
    advertools - online marketing productivity and analysis tools
    🔗 advertools.readthedocs.io

86. aio-libs/aiocache ⭐ 1,160
    Asyncio cache manager for redis, memcached and memory
    🔗 aiocache.readthedocs.io

87. pytorch/data ⭐ 1,137
    A PyTorch repo for data loading and utilities to be shared by the PyTorch domain libraries.

88. brettkromkamp/contextualise ⭐ 1,057
    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 ⭐ 1,014
    Intake is a lightweight package for finding, investigating, loading and disseminating data.
    🔗 intake.readthedocs.io

91. duckdb/dbt-duckdb ⭐ 940
    dbt (http://getdbt.com) adapter for DuckDB (http://duckdb.org)

92. scikit-hep/awkward ⭐ 849
    Manipulate JSON-like data with NumPy-like idioms.
    🔗 awkward-array.org

93. goccy/bigquery-emulator ⭐ 848
    BigQuery emulator provides a way to launch a BigQuery server on your local machine for testing and development.

94. macbre/sql-metadata ⭐ 816
    Uses tokenized query returned by python-sqlparse and generates query metadata
    🔗 pypi.python.org/pypi/sql-metadata

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

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

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

98. igorbenav/fastcrud ⭐ 698
    FastCRUD is a Python package for FastAPI, offering robust async CRUD operations and flexible endpoint creation utilities.

99. dgarnitz/vectorflow ⭐ 677
    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

100. kagisearch/vectordb ⭐ 654
     A minimal Python package for storing and retrieving text using chunking, embeddings, and vector search.
     🔗 vectordb.com

101. unstructured-io/unstructured-api ⭐ 581
     API for Open-Source Pre-Processing Tools for Unstructured Data

102. jina-ai/vectordb ⭐ 568
     A Python vector database you just need - no more, no less.

103. koaning/bulk ⭐ 554
     Bulk is a quick UI developer tool to apply some bulk labels.

104. koaning/doubtlab ⭐ 505
     Doubt your data, find bad labels.
     🔗 koaning.github.io/doubtlab

105. apache/iceberg-python ⭐ 501
     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 ⭐ 437
     Snowflake infrastructure-as-code. Provision environments, automate deploys, CI/CD. Manage RBAC, users, roles, and data access. Declarative Python Resource API.

107. stackloklabs/promptwright ⭐ 319
     Promptwright is a Python library designed for generating large synthetic datasets using LLMs

Debugging

Debugging and tracing tools.

1. cool-rr/PySnooper ⭐ 16,411
   Never use print for debugging again

2. gruns/icecream ⭐ 9,291
   🍦 Never use print() to debug again.

3. shobrook/rebound ⭐ 4,109
   Instantly load StackOverflow results in your terminal when an exception is thrown

4. inducer/pudb ⭐ 3,000
   Full-screen console debugger for Python
   🔗 documen.tician.de/pudb

5. gotcha/ipdb ⭐ 1,868
   Integration of IPython pdb

6. alexmojaki/heartrate ⭐ 1,764
   Simple real time visualisation of the execution of a Python program.

7. alexmojaki/birdseye ⭐ 1,658
   Graphical Python debugger which lets you easily view the values of all evaluated expressions
   🔗 birdseye.readthedocs.io

8. pdbpp/pdbpp ⭐ 1,313
   pdb++, a drop-in replacement for pdb (the Python debugger)

9. alexmojaki/snoop ⭐ 1,284
   A powerful set of Python debugging tools, based on PySnooper

10. samuelcolvin/python-devtools ⭐ 990
    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 ⭐ 144,029
   Stable Diffusion web UI

2. compvis/stable-diffusion ⭐ 68,649
   A latent text-to-image diffusion model
   🔗 ommer-lab.com/research/latent-diffusion-models

3. comfyanonymous/ComfyUI ⭐ 59,256
   The most powerful and modular diffusion model GUI, api and backend with a graph/nodes interface.
   🔗 www.comfy.org

4. stability-ai/stablediffusion ⭐ 39,395
   High-Resolution Image Synthesis with Latent Diffusion Models

5. lllyasviel/ControlNet ⭐ 30,808
   Let us control diffusion models!

6. huggingface/diffusers ⭐ 26,505
   🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch and FLAX.
   🔗 huggingface.co/docs/diffusers

7. invoke-ai/InvokeAI ⭐ 23,853
   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 ⭐ 16,973
   Stable Diffusion with Core ML on Apple Silicon

9. borisdayma/dalle-mini ⭐ 14,756
   DALL·E Mini - Generate images from a text prompt
   🔗 www.craiyon.com

10. openbmb/MiniCPM-V ⭐ 12,796
    MiniCPM-V 2.6: A GPT-4V Level MLLM for Single Image, Multi Image and Video on Your Phone

11. divamgupta/diffusionbee-stable-diffusion-ui ⭐ 12,714
    Diffusion Bee is the easiest way to run Stable Diffusion locally on your M1 Mac. Comes with a one-click installer. No dependencies or technical knowledge needed.
    🔗 diffusionbee.com

12. compvis/latent-diffusion ⭐ 12,020
    High-Resolution Image Synthesis with Latent Diffusion Models

13. instantid/InstantID ⭐ 11,181
    InstantID: Zero-shot Identity-Preserving Generation in Seconds 🔥
    🔗 instantid.github.io

14. lucidrains/DALLE2-pytorch ⭐ 11,176
    Implementation of DALL-E 2, OpenAI's updated text-to-image synthesis neural network, in Pytorch

15. facebookresearch/dinov2 ⭐ 9,373
    PyTorch code and models for the DINOv2 self-supervised learning method.

16. ashawkey/stable-dreamfusion ⭐ 8,338
    Text-to-3D & Image-to-3D & Mesh Exportation with NeRF + Diffusion.

17. carson-katri/dream-textures ⭐ 7,864
    Stable Diffusion built-in to Blender

18. xavierxiao/Dreambooth-Stable-Diffusion ⭐ 7,620
    Implementation of Dreambooth (https://arxiv.org/abs/2208.12242) with Stable Diffusion

19. idea-research/GroundingDINO ⭐ 6,949
    [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 ⭐ 6,430
    PyTorch implementation of InstructPix2Pix, an instruction-based image editing model, based on the original CompVis/stable_diffusion repo.

21. opengvlab/InternVL ⭐ 6,207
    [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

22. openai/consistency_models ⭐ 6,194
    Official repo for consistency models.

23. salesforce/BLIP ⭐ 4,871
    PyTorch code for BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation

24. nateraw/stable-diffusion-videos ⭐ 4,468
    Create 🔥 videos with Stable Diffusion by exploring the latent space and morphing between text prompts

25. lkwq007/stablediffusion-infinity ⭐ 3,857
    Outpainting with Stable Diffusion on an infinite canvas

26. jina-ai/discoart ⭐ 3,842
    🪩 Create Disco Diffusion artworks in one line

27. mlc-ai/web-stable-diffusion ⭐ 3,609
    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 ⭐ 3,558
    GLIDE: a diffusion-based text-conditional image synthesis model

29. openai/improved-diffusion ⭐ 3,320
    Release for Improved Denoising Diffusion Probabilistic Models

30. saharmor/dalle-playground ⭐ 2,769
    A playground to generate images from any text prompt using Stable Diffusion (past: using DALL-E Mini)

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

32. google-research/big_vision ⭐ 2,420
    Official codebase used to develop Vision Transformer, SigLIP, MLP-Mixer, LiT and more.

33. thudm/CogVLM2 ⭐ 2,156
    GPT4V-level open-source multi-modal model based on Llama3-8B

34. coyote-a/ultimate-upscale-for-automatic1111 ⭐ 1,667
    Ultimate SD Upscale extension for AUTOMATIC1111 Stable Diffusion web UI

35. divamgupta/stable-diffusion-tensorflow ⭐ 1,590
    Stable Diffusion in TensorFlow / Keras

36. open-compass/VLMEvalKit ⭐ 1,464
    Open-source evaluation toolkit of large vision-language models (LVLMs), support 160+ VLMs, 50+ benchmarks
    🔗 huggingface.co/spaces/opencompass/open_vlm_leaderboard

37. nvlabs/prismer ⭐ 1,299
    The implementation of "Prismer: A Vision-Language Model with Multi-Task Experts".
    🔗 shikun.io/projects/prismer

38. chenyangqiqi/FateZero ⭐ 1,119
    [ICCV 2023 Oral] "FateZero: Fusing Attentions for Zero-shot Text-based Video Editing"
    🔗 fate-zero-edit.github.io

39. thereforegames/unprompted ⭐ 782
    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 ⭐ 680
    A minimal PyTorch implementation of probabilistic diffusion models for 2D datasets.

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

Finance

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

1. openbb-finance/OpenBB ⭐ 34,283
   Investment Research for Everyone, Everywhere.
   🔗 openbb.co

2. quantopian/zipline ⭐ 17,778
   Zipline, a Pythonic Algorithmic Trading Library
   🔗 www.zipline.io

3. microsoft/qlib ⭐ 15,687
   Qlib is an AI-oriented quantitative investment platform that aims to realize the potential, empower research, and create value using AI technologies in quantitative investment, from exploring ideas to implementing productions. Qlib supports diverse machine learning modeling paradigms. including supervised learning, ...
   🔗 qlib.readthedocs.io/en/latest

4. mementum/backtrader ⭐ 15,037
   Python Backtesting library for trading strategies
   🔗 www.backtrader.com

5. ranaroussi/yfinance ⭐ 15,028
   Download market data from Yahoo! Finance's API
   🔗 aroussi.com/post/python-yahoo-finance

6. ai4finance-foundation/FinGPT ⭐ 14,154
   FinGPT: Open-Source Financial Large Language Models! Revolutionize 🔥 We release the trained model on HuggingFace.
   🔗 ai4finance.org

7. ai4finance-foundation/FinRL ⭐ 10,215
   FinRL: Financial Reinforcement Learning. 🔥
   🔗 ai4finance.org

8. quantconnect/Lean ⭐ 10,023
   Lean Algorithmic Trading Engine by QuantConnect (Python, C#)
   🔗 lean.io

9. ta-lib/ta-lib-python ⭐ 9,825
   Python wrapper for TA-Lib (http://ta-lib.org/).
   🔗 ta-lib.github.io/ta-lib-python

10. goldmansachs/gs-quant ⭐ 7,894
    Python toolkit for quantitative finance
    🔗 developer.gs.com/discover/products/gs-quant

11. quantopian/pyfolio ⭐ 5,736
    Portfolio and risk analytics in Python
    🔗 quantopian.github.io/pyfolio

12. kernc/backtesting.py ⭐ 5,605
    🔎 📈 🐍 💰 Backtest trading strategies in Python.
    🔗 kernc.github.io/backtesting.py

13. twopirllc/pandas-ta ⭐ 5,510
    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 ⭐ 5,047
    Portfolio analytics for quants, written in Python

15. google/tf-quant-finance ⭐ 4,584
    High-performance TensorFlow library for quantitative finance.

16. polakowo/vectorbt ⭐ 4,481
    Find your trading edge, using the fastest engine for backtesting, algorithmic trading, and research.
    🔗 vectorbt.dev

17. gbeced/pyalgotrade ⭐ 4,446
    Python Algorithmic Trading Library
    🔗 gbeced.github.io/pyalgotrade

18. borisbanushev/stockpredictionai ⭐ 4,344
    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 ⭐ 3,743
    Financial Markets Data Visualization using Matplotlib
    🔗 pypi.org/project/mplfinance

20. cuemacro/finmarketpy ⭐ 3,478
    Python library for backtesting trading strategies & analyzing financial markets (formerly pythalesians)
    🔗 www.cuemacro.com

21. quantopian/alphalens ⭐ 3,415
    Performance analysis of predictive (alpha) stock factors
    🔗 quantopian.github.io/alphalens

22. zvtvz/zvt ⭐ 3,286
    modular quant framework.
    🔗 zvt.readthedocs.io/en/latest

23. robcarver17/pysystemtrade ⭐ 2,684
    Systematic Trading in python

24. quantopian/research_public ⭐ 2,447
    Quantitative research and educational materials
    🔗 www.quantopian.com/lectures

25. pmorissette/bt ⭐ 2,308
    bt - flexible backtesting for Python
    🔗 pmorissette.github.io/bt

26. domokane/FinancePy ⭐ 2,168
    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 ⭐ 2,163
    🚀 💸 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 ⭐ 2,051
    ffn - a financial function library for Python
    🔗 pmorissette.github.io/ffn

29. cuemacro/findatapy ⭐ 1,710
    Python library to download market data via Bloomberg, Eikon, Quandl, Yahoo etc.

30. quantopian/empyrical ⭐ 1,319
    Common financial risk and performance metrics. Used by zipline and pyfolio.
    🔗 quantopian.github.io/empyrical

31. idanya/algo-trader ⭐ 797
    Trading bot with support for realtime trading, backtesting, custom strategies and much more.

32. gbeced/basana ⭐ 601
    A Python async and event driven framework for algorithmic trading, with a focus on crypto currencies.

33. chancefocus/PIXIU ⭐ 563
    This repository introduces PIXIU, an open-source resource featuring the first financial large language models (LLMs), instruction tuning data, and evaluation benchmarks to holistically assess financial LLMs. Our goal is to continually push forward the open-source development of financial artificial intelligence (AI).

Game Development

Game development tools, engines and libraries.

1. kitao/pyxel ⭐ 15,458
   A retro game engine for Python

2. pygame/pygame ⭐ 7,562
   🐍🎮 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 ⭐ 4,562
   Powerful, mature open-source cross-platform game engine for Python and C++, developed by Disney and CMU
   🔗 www.panda3d.org

4. pokepetter/ursina ⭐ 2,230
   A game engine powered by python and panda3d.
   🔗 pokepetter.github.io/ursina

5. pyglet/pyglet ⭐ 1,905
   pyglet is a cross-platform windowing and multimedia library for Python, for developing games and other visually rich applications.
   🔗 pyglet.org

6. pythonarcade/arcade ⭐ 1,716
   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 ⭐ 7,844
   Blender addons to make the bridge between Blender and geographic data

2. python-visualization/folium ⭐ 6,951
   Python Data. Leaflet.js Maps.
   🔗 python-visualization.github.io/folium

3. osgeo/gdal ⭐ 4,956
   GDAL is an open source MIT licensed translator library for raster and vector geospatial data formats.
   🔗 gdal.org

4. gboeing/osmnx ⭐ 4,924
   OSMnx is a Python package to easily download, model, analyze, and visualize street networks and other geospatial features from OpenStreetMap.
   🔗 osmnx.readthedocs.io

5. geopandas/geopandas ⭐ 4,550
   Python tools for geographic data
   🔗 geopandas.org

6. shapely/shapely ⭐ 3,935
   Manipulation and analysis of geometric objects
   🔗 shapely.readthedocs.io/en/stable

7. giswqs/geemap ⭐ 3,504
   A Python package for interactive geospatial analysis and visualization with Google Earth Engine.
   🔗 geemap.org

8. holoviz/datashader ⭐ 3,330
   Quickly and accurately render even the largest data.
   🔗 datashader.org

9. opengeos/leafmap ⭐ 3,233
   A Python package for interactive mapping and geospatial analysis with minimal coding in a Jupyter environment
   🔗 leafmap.org

10. opengeos/segment-geospatial ⭐ 3,089
    A Python package for segmenting geospatial data with the Segment Anything Model (SAM)
    🔗 samgeo.gishub.org

11. microsoft/torchgeo ⭐ 2,802
    TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data
    🔗 www.osgeo.org/projects/torchgeo

12. google/earthengine-api ⭐ 2,709
    Python and JavaScript bindings for calling the Earth Engine API.

13. rasterio/rasterio ⭐ 2,285
    Rasterio reads and writes geospatial raster datasets
    🔗 rasterio.readthedocs.io

14. mcordts/cityscapesScripts ⭐ 2,190
    README and scripts for the Cityscapes Dataset

15. azavea/raster-vision ⭐ 2,092
    An open source library and framework for deep learning on satellite and aerial imagery.
    🔗 docs.rastervision.io

16. apache/sedona ⭐ 1,968
    A cluster computing framework for processing large-scale geospatial data
    🔗 sedona.apache.org

17. plant99/felicette ⭐ 1,822
    Satellite imagery for dummies.

18. gboeing/osmnx-examples ⭐ 1,581
    Gallery of OSMnx tutorials, usage examples, and feature demonstations.
    🔗 osmnx.readthedocs.io

19. jupyter-widgets/ipyleaflet ⭐ 1,494
    A Jupyter - Leaflet.js bridge
    🔗 ipyleaflet.readthedocs.io

20. microsoft/GlobalMLBuildingFootprints ⭐ 1,443
    Worldwide building footprints derived from satellite imagery

21. pysal/pysal ⭐ 1,342
    PySAL: Python Spatial Analysis Library Meta-Package
    🔗 pysal.org/pysal

22. anitagraser/movingpandas ⭐ 1,247
    Movement trajectory classes and functions built on top of GeoPandas
    🔗 movingpandas.org

23. residentmario/geoplot ⭐ 1,160
    High-level geospatial data visualization library for Python.
    🔗 residentmario.github.io/geoplot/index.html

24. sentinel-hub/eo-learn ⭐ 1,133
    Earth observation processing framework for machine learning in Python
    🔗 eo-learn.readthedocs.io/en/latest

25. opengeos/streamlit-geospatial ⭐ 891
    A multi-page streamlit app for geospatial
    🔗 huggingface.co/spaces/giswqs/streamlit

26. osgeo/grass ⭐ 857
    GRASS GIS - free and open-source geospatial processing engine
    🔗 grass.osgeo.org

27. makepath/xarray-spatial ⭐ 847
    Raster-based Spatial Analytics for Python
    🔗 xarray-spatial.readthedocs.io

28. developmentseed/titiler ⭐ 799
    Build your own Raster dynamic map tile services
    🔗 developmentseed.org/titiler

29. scikit-mobility/scikit-mobility ⭐ 736
    scikit-mobility: mobility analysis in Python
    🔗 scikit-mobility.github.io/scikit-mobility

Graph

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

1. networkx/networkx ⭐ 15,035
   Network Analysis in Python
   🔗 networkx.org

2. stellargraph/stellargraph ⭐ 2,956
   StellarGraph - Machine Learning on Graphs
   🔗 stellargraph.readthedocs.io

3. westhealth/pyvis ⭐ 1,016
   Python package for creating and visualizing interactive network graphs.
   🔗 pyvis.readthedocs.io/en/latest

4. microsoft/graspologic ⭐ 830
   graspologic is a package for graph statistical algorithms
   🔗 graspologic-org.github.io/graspologic

5. rampasek/GraphGPS ⭐ 678
   Recipe for a General, Powerful, Scalable Graph Transformer

6. dylanhogg/llmgraph ⭐ 340
   Create knowledge graphs with LLMs

GUI

Graphical user interface libraries and toolkits.

1. pysimplegui/PySimpleGUI ⭐ 13,467
   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 ⭐ 13,406
   Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies
   🔗 dearpygui.readthedocs.io/en/latest

3. parthjadhav/Tkinter-Designer ⭐ 9,316
   An easy and fast way to create a Python GUI 🐍

4. samuelcolvin/FastUI ⭐ 8,330
   FastUI is a new way to build web application user interfaces defined by declarative Python code.
   🔗 fastui-demo.onrender.com

5. r0x0r/pywebview ⭐ 4,816
   Build GUI for your Python program with JavaScript, HTML, and CSS
   🔗 pywebview.flowrl.com

6. beeware/toga ⭐ 4,400
   A Python native, OS native GUI toolkit.
   🔗 toga.readthedocs.io/en/latest

7. dddomodossola/remi ⭐ 3,535
   Python REMote Interface library. Platform independent. In about 100 Kbytes, perfect for your diet.

8. wxwidgets/Phoenix ⭐ 2,342
   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 ⭐ 14,250
   JupyterLab computational environment.
   🔗 jupyterlab.readthedocs.io

2. jupyter/notebook ⭐ 11,808
   Jupyter Interactive Notebook
   🔗 jupyter-notebook.readthedocs.io

3. marimo-team/marimo ⭐ 8,209
   A reactive Python notebook: run a cell or interact with a UI element, and marimo automatically runs dependent cells, keeping code and outputs consistent. marimo notebooks are stored as pure Python, executable as scripts, and deployable as apps.
   🔗 marimo.io

4. mwouts/jupytext ⭐ 6,664
   Jupyter Notebooks as Markdown Documents, Julia, Python or R scripts
   🔗 jupytext.readthedocs.io

5. nteract/papermill ⭐ 6,015
   📚 Parameterize, execute, and analyze notebooks
   🔗 papermill.readthedocs.io/en/latest

6. connorferster/handcalcs ⭐ 5,691
   Python library for converting Python calculations into rendered latex.

7. voila-dashboards/voila ⭐ 5,489
   Voilà turns Jupyter notebooks into standalone web applications
   🔗 voila.readthedocs.io

8. jupyterlite/jupyterlite ⭐ 3,930
   Wasm powered Jupyter running in the browser 💡
   🔗 jupyterlite.rtfd.io/en/stable/try/lab

9. executablebooks/jupyter-book ⭐ 3,884
   Create beautiful, publication-quality books and documents from computational content.
   🔗 jupyterbook.org

10. jupyterlab/jupyterlab-desktop ⭐ 3,764
    JupyterLab desktop application, based on Electron.

11. jupyterlab/jupyter-ai ⭐ 3,268
    A generative AI extension for JupyterLab
    🔗 jupyter-ai.readthedocs.io

12. jupyter-widgets/ipywidgets ⭐ 3,171
    Interactive Widgets for the Jupyter Notebook
    🔗 ipywidgets.readthedocs.io

13. quantopian/qgrid ⭐ 3,050
    An interactive grid for sorting, filtering, and editing DataFrames in Jupyter notebooks

14. jupyter/nbdime ⭐ 2,682
    Tools for diffing and merging of Jupyter notebooks.
    🔗 nbdime.readthedocs.io

15. mito-ds/mito ⭐ 2,310
    The mitosheet package, trymito.io, and other public Mito code.
    🔗 trymito.io

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

17. maartenbreddels/ipyvolume ⭐ 1,948
    3d plotting for Python in the Jupyter notebook based on IPython widgets using WebGL

18. jupyter-lsp/jupyterlab-lsp ⭐ 1,824
    Coding assistance for JupyterLab (code navigation + hover suggestions + linters + autocompletion + rename) using Language Server Protocol
    🔗 jupyterlab-lsp.readthedocs.io

19. jupyter/nbconvert ⭐ 1,758
    Jupyter Notebook Conversion
    🔗 nbconvert.readthedocs.io

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

21. nbqa-dev/nbQA ⭐ 1,054
    Run ruff, isort, pyupgrade, mypy, pylint, flake8, and more on Jupyter Notebooks
    🔗 nbqa.readthedocs.io/en/latest/index.html

22. vizzuhq/ipyvizzu ⭐ 955
    Build animated charts in Jupyter Notebook and similar environments with a simple Python syntax.
    🔗 ipyvizzu.vizzuhq.com

23. koaning/drawdata ⭐ 802
    Draw datasets from within Jupyter.
    🔗 calmcode.io/labs/drawdata.html

24. aws/graph-notebook ⭐ 744
    Library extending Jupyter notebooks to integrate with Apache TinkerPop, openCypher, and RDF SPARQL.
    🔗 github.com/aws/graph-notebook

25. linealabs/lineapy ⭐ 662
    Move fast from data science prototype to pipeline. Capture, analyze, and transform messy notebooks into data pipelines with just two lines of code.
    🔗 lineapy.org

26. xiaohk/stickyland ⭐ 535
    Break the linear presentation of Jupyter Notebooks with sticky cells!
    🔗 xiaohk.github.io/stickyland

27. infuseai/colab-xterm ⭐ 396
    Open a terminal in colab, including the free tier.

LLMs and ChatGPT

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

1. significant-gravitas/AutoGPT ⭐ 168,948
   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 ⭐ 95,847
   🦜🔗 Build context-aware reasoning applications
   🔗 python.langchain.com

3. nomic-ai/gpt4all ⭐ 71,034
   GPT4All: Run Local LLMs on Any Device. Open-source and available for commercial use.
   🔗 nomic.ai/gpt4all

4. ggerganov/llama.cpp ⭐ 68,885
   LLM inference in C/C++

5. xtekky/gpt4free ⭐ 62,588
   The official gpt4free repository | various collection of powerful language models
   🔗 g4f.ai

6. killianlucas/open-interpreter ⭐ 57,296
   A natural language interface for computers
   🔗 openinterpreter.com

7. facebookresearch/llama ⭐ 56,688
   Inference code for Llama models

8. imartinez/private-gpt ⭐ 54,369
   Interact with your documents using the power of GPT, 100% privately, no data leaks
   🔗 privategpt.dev

9. gpt-engineer-org/gpt-engineer ⭐ 52,583
   Platform to experiment with the AI Software Engineer. Terminal based. NOTE: Very different from https://gptengineer.app

10. xai-org/grok-1 ⭐ 49,668
    This repository contains JAX example code for loading and running the Grok-1 open-weights model.

11. geekan/MetaGPT ⭐ 45,759
    🌟 The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming
    🔗 deepwisdom.ai

12. oobabooga/text-generation-webui ⭐ 40,982
    A Gradio web UI for Large Language Models.

13. thudm/ChatGLM-6B ⭐ 40,791
    ChatGLM-6B: An Open Bilingual Dialogue Language Model | 开源双语对话语言模型

14. hpcaitech/ColossalAI ⭐ 38,871
    Making large AI models cheaper, faster and more accessible
    🔗 www.colossalai.org

15. karpathy/nanoGPT ⭐ 37,729
    The simplest, fastest repository for training/finetuning medium-sized GPTs.

16. logspace-ai/langflow ⭐ 37,253
    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

17. jerryjliu/llama_index ⭐ 37,179
    LlamaIndex is a data framework for your LLM applications
    🔗 docs.llamaindex.ai

18. lm-sys/FastChat ⭐ 37,171
    An open platform for training, serving, and evaluating large language models. Release repo for Vicuna and Chatbot Arena.

19. laion-ai/Open-Assistant ⭐ 37,108
    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

20. quivrhq/quivr ⭐ 36,833
    Opiniated RAG for integrating GenAI in your apps 🧠 Focus on your product rather than the RAG. Easy integration in existing products with customisation! Any LLM: GPT4, Groq, Llama. Any Vectorstore: PGVector, Faiss. Any Files. Anyway you want.
    🔗 core.quivr.com

21. hiyouga/LLaMA-Factory ⭐ 35,671
    Unified Efficient Fine-Tuning of 100+ LLMs (ACL 2024)
    🔗 arxiv.org/abs/2403.13372

22. microsoft/autogen ⭐ 35,507
    A programming framework for agentic AI 🤖 (PyPi: autogen-agentchat)
    🔗 microsoft.github.io/autogen

23. moymix/TaskMatrix ⭐ 34,560
    Connects ChatGPT and a series of Visual Foundation Models to enable sending and receiving images during chatting.

24. pythagora-io/gpt-pilot ⭐ 32,002
    The first real AI developer

25. vllm-project/vllm ⭐ 31,438
    A high-throughput and memory-efficient inference and serving engine for LLMs
    🔗 docs.vllm.ai

26. tatsu-lab/stanford_alpaca ⭐ 29,623
    Code and documentation to train Stanford's Alpaca models, and generate the data.
    🔗 crfm.stanford.edu/2023/03/13/alpaca.html

27. meta-llama/llama3 ⭐ 27,403
    The official Meta Llama 3 GitHub site

28. danielmiessler/fabric ⭐ 25,807
    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

29. vision-cair/MiniGPT-4 ⭐ 25,472
    Open-sourced codes for MiniGPT-4 and MiniGPT-v2 (https://minigpt-4.github.io, https://minigpt-v2.github.io/)
    🔗 minigpt-4.github.io

30. infiniflow/ragflow ⭐ 24,795
    RAGFlow is an open-source RAG (Retrieval-Augmented Generation) engine based on deep document understanding.
    🔗 ragflow.io

31. karpathy/llm.c ⭐ 24,646
    LLM training in simple, pure C/CUDA. There is no need for 245MB of PyTorch or 107MB of cPython

32. microsoft/JARVIS ⭐ 23,766
    JARVIS, a system to connect LLMs with ML community. Paper: https://arxiv.org/pdf/2303.17580.pdf

33. embedchain/mem0 ⭐ 23,182
    The Memory layer for your AI apps
    🔗 mem0.ai

34. openai/gpt-2 ⭐ 22,620
    Code for the paper "Language Models are Unsupervised Multitask Learners"
    🔗 openai.com/blog/better-language-models

35. microsoft/semantic-kernel ⭐ 22,204
    Integrate cutting-edge LLM technology quickly and easily into your apps
    🔗 aka.ms/semantic-kernel

36. joaomdmoura/crewAI ⭐ 22,146
    Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.
    🔗 crewai.com

37. openai/chatgpt-retrieval-plugin ⭐ 21,087
    The ChatGPT Retrieval Plugin lets you easily find personal or work documents by asking questions in natural language.

38. haotian-liu/LLaVA ⭐ 20,594
    [NeurIPS'23 Oral] Visual Instruction Tuning (LLaVA) built towards GPT-4V level capabilities and beyond.
    🔗 llava.hliu.cc

39. yoheinakajima/babyagi ⭐ 20,542
    GPT-4 powered task-driven autonomous agent
    🔗 babyagi.org

40. karpathy/minGPT ⭐ 20,340
    A minimal PyTorch re-implementation of the OpenAI GPT (Generative Pretrained Transformer) training

41. microsoft/graphrag ⭐ 20,262
    A modular graph-based Retrieval-Augmented Generation (RAG) system
    🔗 microsoft.github.io/graphrag

42. stanfordnlp/dspy ⭐ 19,718
    DSPy: The framework for programming—not prompting—language models
    🔗 dspy.ai

43. mlc-ai/mlc-llm ⭐ 19,333
    Universal LLM Deployment Engine with ML Compilation
    🔗 llm.mlc.ai

44. guidance-ai/guidance ⭐ 19,214
    A guidance language for controlling large language models.

45. rasahq/rasa ⭐ 19,034
    💬 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

46. unslothai/unsloth ⭐ 18,922
    Finetune Llama 3.3, Mistral, Phi, Qwen 2.5 & Gemma LLMs 2-5x faster with 80% less memory
    🔗 unsloth.ai

47. tloen/alpaca-lora ⭐ 18,688
    Instruct-tune LLaMA on consumer hardware

48. stitionai/devika ⭐ 18,561
    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.

49. deepset-ai/haystack ⭐ 18,017
    AI orchestration framework to build customizable, production-ready LLM applications. Connect components (models, vector DBs, file converters) to pipelines or agents that can interact with your data. With advanced retrieval methods, it's best suited for building RAG, question answering, semantic search or conversatio...
    🔗 haystack.deepset.ai

50. cinnamon/kotaemon ⭐ 17,798
    An open-source RAG UI for chatting with your documents. Built with both end users and developers in mind
    🔗 cinnamon.github.io/kotaemon

51. karpathy/llama2.c ⭐ 17,523
    Inference Llama 2 in one file of pure C

52. openai/swarm ⭐ 16,668
    A framework exploring ergonomic, lightweight multi-agent orchestration.

53. huggingface/peft ⭐ 16,639
    🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.
    🔗 huggingface.co/docs/peft

54. facebookresearch/codellama ⭐ 16,074
    Inference code for CodeLlama models

55. phidatahq/phidata ⭐ 15,801
    Phidata is a toolkit for building AI Assistants using function calling.
    🔗 docs.phidata.com

56. thudm/ChatGLM2-6B ⭐ 15,732
    ChatGLM2-6B: An Open Bilingual Chat LLM | 开源双语对话语言模型

57. transformeroptimus/SuperAGI ⭐ 15,558
    <⚡️> SuperAGI - A dev-first open source autonomous AI agent framework. Enabling developers to build, manage & run useful autonomous agents quickly and reliably.
    🔗 superagi.com

58. facebookresearch/llama-recipes ⭐ 15,500
    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...

59. idea-research/Grounded-Segment-Anything ⭐ 15,336
    Grounded SAM: Marrying Grounding DINO with Segment Anything & Stable Diffusion & Recognize Anything - Automatically Detect , Segment and Generate Anything
    🔗 arxiv.org/abs/2401.14159

60. assafelovic/gpt-researcher ⭐ 15,171
    LLM based autonomous agent that conducts local and web research on any topic and generates a comprehensive report with citations.
    🔗 gptr.dev

61. openai/evals ⭐ 15,140
    Evals is a framework for evaluating LLMs and LLM systems, and an open-source registry of benchmarks.

62. mayooear/gpt4-pdf-chatbot-langchain ⭐ 14,955
    GPT4 & LangChain Chatbot for large PDF docs
    🔗 www.youtube.com/watch?v=ih9pbgvvoo4

63. berriai/litellm ⭐ 14,767
    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

64. fauxpilot/fauxpilot ⭐ 14,621
    FauxPilot - an open-source alternative to GitHub Copilot server

65. qwenlm/Qwen ⭐ 14,598
    The official repo of Qwen (通义千问) chat & pretrained large language model proposed by Alibaba Cloud.

66. dao-ailab/flash-attention ⭐ 14,524
    Fast and memory-efficient exact attention

67. mlc-ai/web-llm ⭐ 13,934
    High-performance In-browser LLM Inference Engine
    🔗 webllm.mlc.ai

68. blinkdl/RWKV-LM ⭐ 12,738
    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.

69. paddlepaddle/PaddleNLP ⭐ 12,202
    👑 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

70. vanna-ai/vanna ⭐ 12,201
    🤖 Chat with your SQL database 📊. Accurate Text-to-SQL Generation via LLMs using RAG 🔄.
    🔗 vanna.ai/docs

71. microsoft/BitNet ⭐ 12,190
    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

72. openlmlab/MOSS ⭐ 11,972
    An open-source tool-augmented conversational language model from Fudan University
    🔗 txsun1997.github.io/blogs/moss.html

73. smol-ai/developer ⭐ 11,836
    the first library to let you embed a developer agent in your own app!
    🔗 twitter.com/smolmodels

74. shishirpatil/gorilla ⭐ 11,544
    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

75. h2oai/h2ogpt ⭐ 11,478
    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

76. skyvern-ai/skyvern ⭐ 10,948
    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

77. microsoft/LoRA ⭐ 10,890
    Code for loralib, an implementation of "LoRA: Low-Rank Adaptation of Large Language Models"
    🔗 arxiv.org/abs/2106.09685

78. lightning-ai/litgpt ⭐ 10,870
    20+ high-performance LLMs with recipes to pretrain, finetune and deploy at scale.
    🔗 lightning.ai

79. lightning-ai/litgpt ⭐ 10,870
    20+ high-performance LLMs with recipes to pretrain, finetune and deploy at scale.
    🔗 lightning.ai

80. databrickslabs/dolly ⭐ 10,821
    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

81. nvidia/Megatron-LM ⭐ 10,737
    Ongoing research training transformer models at scale
    🔗 docs.nvidia.com/megatron-core/developer-guide/latest/user-guide/index.html#quick-start

82. google-research/vision_transformer ⭐ 10,593
    Vision Transformer and MLP-Mixer Architectures

83. lvwerra/trl ⭐ 10,265
    Train transformer language models with reinforcement learning.
    🔗 hf.co/docs/trl

84. artidoro/qlora ⭐ 10,093
    QLoRA: Efficient Finetuning of Quantized LLMs
    🔗 arxiv.org/abs/2305.14314

85. outlines-dev/outlines ⭐ 9,949
    Structured Text Generation from LLMs
    🔗 dottxt-ai.github.io/outlines

86. mistralai/mistral-inference ⭐ 9,780
    Official inference library for Mistral models
    🔗 mistral.ai

87. microsoft/promptflow ⭐ 9,600
    Build high-quality LLM apps - from prototyping, testing to production deployment and monitoring.
    🔗 microsoft.github.io/promptflow

88. blinkdl/ChatRWKV ⭐ 9,433
    ChatRWKV is like ChatGPT but powered by RWKV (100% RNN) language model, and open source.

89. mshumer/gpt-prompt-engineer ⭐ 9,401
    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.

90. karpathy/minbpe ⭐ 9,236
    Minimal, clean code for the Byte Pair Encoding (BPE) algorithm commonly used in LLM tokenization.

91. apple/ml-ferret ⭐ 8,500
    Ferret: Refer and Ground Anything Anywhere at Any Granularity

92. jxnl/instructor ⭐ 8,464
    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

93. optimalscale/LMFlow ⭐ 8,304
    An Extensible Toolkit for Finetuning and Inference of Large Foundation Models. Large Models for All.
    🔗 optimalscale.github.io/lmflow

94. thudm/CodeGeeX ⭐ 8,283
    CodeGeeX: An Open Multilingual Code Generation Model (KDD 2023)
    🔗 codegeex.cn

95. llmware-ai/llmware ⭐ 8,260
    Unified framework for building enterprise RAG pipelines with small, specialized models
    🔗 llmware-ai.github.io/llmware

96. abetlen/llama-cpp-python ⭐ 8,256
    Simple Python bindings for @ggerganov's llama.cpp library.
    🔗 llama-cpp-python.readthedocs.io

97. eleutherai/gpt-neo ⭐ 8,240
    An implementation of model parallel GPT-2 and GPT-3-style models using the mesh-tensorflow library.
    🔗 www.eleuther.ai

98. axolotl-ai-cloud/axolotl ⭐ 8,046
    Go ahead and axolotl questions
    🔗 axolotl-ai-cloud.github.io/axolotl

99. sjtu-ipads/PowerInfer ⭐ 7,997
    High-speed Large Language Model Serving on PCs with Consumer-grade GPUs

100. jzhang38/TinyLlama ⭐ 7,990
     The TinyLlama project is an open endeavor to pretrain a 1.1B Llama model on 3 trillion tokens.

101. lianjiatech/BELLE ⭐ 7,963
     BELLE: Be Everyone's Large Language model Engine（开源中文对话大模型）

102. vaibhavs10/insanely-fast-whisper ⭐ 7,820
     An opinionated CLI to transcribe Audio files w/ Whisper on-device! Powered by 🤗 Transformers, Optimum & flash-attn

103. swivid/F5-TTS ⭐ 7,785
     Official code for "F5-TTS: A Fairytaler that Fakes Fluent and Faithful Speech with Flow Matching"
     🔗 arxiv.org/abs/2410.06885

104. plachtaa/VALL-E-X ⭐ 7,714
     An open source implementation of Microsoft's VALL-E X zero-shot TTS model. Demo is available in https://plachtaa.github.io/vallex/

105. thudm/GLM-130B ⭐ 7,666
     GLM-130B: An Open Bilingual Pre-Trained Model (ICLR 2023)

106. explodinggradients/ragas ⭐ 7,490
     Supercharge Your LLM Application Evaluations 🚀
     🔗 docs.ragas.io

107. sweepai/sweep ⭐ 7,470
     Sweep: open-source AI-powered Software Developer for small features and bug fixes.
     🔗 sweep.dev

108. openlm-research/open_llama ⭐ 7,400
     OpenLLaMA: An Open Reproduction of LLaMA

109. andrewyng/aisuite ⭐ 7,376
     Simple, unified interface to multiple Generative AI providers. aisuite makes it easy for developers to use multiple LLM through a standardized interface.

110. bigcode-project/starcoder ⭐ 7,336
     Home of StarCoder: fine-tuning & inference!

111. chainlit/chainlit ⭐ 7,326
     Build Conversational AI in minutes ⚡️
     🔗 docs.chainlit.io

112. zilliztech/GPTCache ⭐ 7,272
     Semantic cache for LLMs. Fully integrated with LangChain and llama_index.
     🔗 gptcache.readthedocs.io

113. eleutherai/lm-evaluation-harness ⭐ 7,151
     A framework for few-shot evaluation of language models.
     🔗 www.eleuther.ai

114. langchain-ai/langgraph ⭐ 7,062
     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

115. apple/corenet ⭐ 6,996
     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.

116. bhaskatripathi/pdfGPT ⭐ 6,986
     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

117. eleutherai/gpt-neox ⭐ 6,981
     An implementation of model parallel autoregressive transformers on GPUs, based on the Megatron and DeepSpeed libraries
     🔗 www.eleuther.ai

118. skypilot-org/skypilot ⭐ 6,867
     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

119. mit-han-lab/streaming-llm ⭐ 6,708
     [ICLR 2024] Efficient Streaming Language Models with Attention Sinks
     🔗 arxiv.org/abs/2309.17453

120. internlm/InternLM ⭐ 6,550
     Official release of InternLM2.5 base and chat models. 1M context support
     🔗 internlm.intern-ai.org.cn

121. whitead/paper-qa ⭐ 6,533
     High accuracy RAG for answering questions from scientific documents with citations

122. future-house/paper-qa ⭐ 6,533
     High-accuracy retrieval augmented generation (RAG) on PDFs or text files, with a focus on the scientific literature

123. langchain-ai/opengpts ⭐ 6,503
     An open source effort to create a similar experience to OpenAI's GPTs and Assistants API.

124. weaviate/Verba ⭐ 6,432
     Retrieval Augmented Generation (RAG) chatbot powered by Weaviate

125. sgl-project/sglang ⭐ 6,394
     SGLang is a fast serving framework for large language models and vision language models.
     🔗 sgl-project.github.io

126. run-llama/rags ⭐ 6,331
     Build ChatGPT over your data, all with natural language

127. nat/openplayground ⭐ 6,287
     An LLM playground you can run on your laptop

128. lightning-ai/lit-llama ⭐ 6,011
     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.

129. vikhyat/moondream ⭐ 5,989
     A tiny open-source computer-vision language model designed to run efficiently on edge devices
     🔗 moondream.ai

130. pathwaycom/llm-app ⭐ 5,758
     Ready-to-run cloud templates for RAG, AI pipelines, and enterprise search with live data. 🐳Docker-friendly.⚡Always in sync with Sharepoint, Google Drive, S3, Kafka, PostgreSQL, real-time data APIs, and more.
     🔗 pathway.com/developers/templates

131. minedojo/Voyager ⭐ 5,713
     An Open-Ended Embodied Agent with Large Language Models
     🔗 voyager.minedojo.org

132. pytorch-labs/gpt-fast ⭐ 5,694
     Simple and efficient pytorch-native transformer text generation in <1000 LOC of python.

133. langchain-ai/chat-langchain ⭐ 5,512
     Locally hosted chatbot specifically focused on question answering over the LangChain documentation
     🔗 chat.langchain.com

134. microsoft/promptbase ⭐ 5,448
     promptbase is an evolving collection of resources, best practices, and example scripts for eliciting the best performance from foundation models.

135. lyogavin/airllm ⭐ 5,397
     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.

136. dsdanielpark/Bard-API ⭐ 5,317
     The unofficial python package that returns response of Google Bard through cookie value.
     🔗 pypi.org/project/bardapi

137. mnotgod96/AppAgent ⭐ 5,215
     AppAgent: Multimodal Agents as Smartphone Users, an LLM-based multimodal agent framework designed to operate smartphone apps.
     🔗 appagent-official.github.io

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

139. simonw/llm ⭐ 4,990
     Access large language models from the command-line
     🔗 llm.datasette.io

140. promptfoo/promptfoo ⭐ 4,930
     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

141. cg123/mergekit ⭐ 4,910
     Tools for merging pretrained large language models.

142. arcee-ai/mergekit ⭐ 4,910
     Tools for merging pretrained large language models.

143. openbmb/ToolBench ⭐ 4,868
     [ICLR'24 spotlight] An open platform for training, serving, and evaluating large language model for tool learning.
     🔗 openbmb.github.io/toolbench

144. allenai/OLMo ⭐ 4,865
     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

145. meta-llama/llama-stack ⭐ 4,786
     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

146. microsoft/LLMLingua ⭐ 4,702
     [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

147. togethercomputer/RedPajama-Data ⭐ 4,591
     The RedPajama-Data repository contains code for preparing large datasets for training large language models.

148. modelscope/ms-swift ⭐ 4,529
     Use PEFT or Full-parameter to finetune 400+ 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

149. 1rgs/jsonformer ⭐ 4,483
     A Bulletproof Way to Generate Structured JSON from Language Models

150. kyegomez/tree-of-thoughts ⭐ 4,386
     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

151. microsoft/BioGPT ⭐ 4,322
     Implementation of BioGPT: Generative Pre-trained Transformer for Biomedical Text Generation and Mining

152. nvidia/NeMo-Guardrails ⭐ 4,241
     NeMo Guardrails is an open-source toolkit for easily adding programmable guardrails to LLM-based conversational systems.

153. open-compass/opencompass ⭐ 4,240
     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

154. instruction-tuning-with-gpt-4/GPT-4-LLM ⭐ 4,230
     Instruction Tuning with GPT-4
     🔗 instruction-tuning-with-gpt-4.github.io

155. guardrails-ai/guardrails ⭐ 4,207
     Open-source Python package for specifying structure and type, validating and correcting the outputs of large language models (LLMs)
     🔗 www.guardrailsai.com/docs

156. yizhongw/self-instruct ⭐ 4,189
     Aligning pretrained language models with instruction data generated by themselves.

157. h2oai/h2o-llmstudio ⭐ 4,049
     H2O LLM Studio - a framework and no-code GUI for fine-tuning LLMs. Documentation: https://docs.h2o.ai/h2o-llmstudio/
     🔗 h2o.ai

158. mshumer/gpt-llm-trainer ⭐ 3,974
     Input a description of your task, and the system will generate a dataset, parse it, and fine-tune a LLaMA 2 model for you

159. meta-llama/llama-stack-apps ⭐ 3,941
     Agentic components of the Llama Stack APIs

160. ravenscroftj/turbopilot ⭐ 3,823
     Turbopilot is an open source large-language-model based code completion engine that runs locally on CPU

161. katanaml/sparrow ⭐ 3,761
     Sparrow is a solution for efficient data extraction and processing from various documents and images like invoices and receipts
     🔗 katanaml.io

162. turboderp/exllamav2 ⭐ 3,743
     A fast inference library for running LLMs locally on modern consumer-class GPUs

163. microsoft/LMOps ⭐ 3,730
     General technology for enabling AI capabilities w/ LLMs and MLLMs
     🔗 aka.ms/generalai

164. eth-sri/lmql ⭐ 3,723
     A language for constraint-guided and efficient LLM programming.
     🔗 lmql.ai

165. linkedin/Liger-Kernel ⭐ 3,694
     Efficient Triton Kernels for LLM Training
     🔗 arxiv.org/pdf/2410.10989

166. mmabrouk/llm-workflow-engine ⭐ 3,670
     Power CLI and Workflow manager for LLMs (core package)

167. luodian/Otter ⭐ 3,566
     🦦 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

168. pipecat-ai/pipecat ⭐ 3,512
     Open Source framework for voice and multimodal conversational AI

169. minimaxir/simpleaichat ⭐ 3,491
     Python package for easily interfacing with chat apps, with robust features and minimal code complexity.

170. agiresearch/AIOS ⭐ 3,477
     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

171. defog-ai/sqlcoder ⭐ 3,428
     SoTA LLM for converting natural language questions to SQL queries

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

173. iryna-kondr/scikit-llm ⭐ 3,384
     Seamlessly integrate LLMs into scikit-learn.
     🔗 beastbyte.ai

174. truefoundry/cognita ⭐ 3,362
     RAG (Retrieval Augmented Generation) Framework for building modular, open source applications for production by TrueFoundry
     🔗 cognita.truefoundry.com

175. next-gpt/NExT-GPT ⭐ 3,330
     Code and models for NExT-GPT: Any-to-Any Multimodal Large Language Model
     🔗 next-gpt.github.io

176. lm-sys/RouteLLM ⭐ 3,316
     A framework for serving and evaluating LLM routers - save LLM costs without compromising quality!

177. deep-diver/LLM-As-Chatbot ⭐ 3,298
     LLM as a Chatbot Service

178. jaymody/picoGPT ⭐ 3,266
     An unnecessarily tiny implementation of GPT-2 in NumPy.

179. bclavie/RAGatouille ⭐ 3,105
     Bridging the gap between state-of-the-art research and alchemical RAG pipeline practices.

180. crewaiinc/crewAI-examples ⭐ 3,070
     A collection of examples that show how to use CrewAI framework to automate workflows.

181. microsoft/torchscale ⭐ 3,032
     Foundation Architecture for (M)LLMs
     🔗 aka.ms/generalai

182. baichuan-inc/Baichuan-13B ⭐ 2,977
     A 13B large language model developed by Baichuan Intelligent Technology
     🔗 huggingface.co/baichuan-inc/baichuan-13b-chat

183. li-plus/chatglm.cpp ⭐ 2,952
     C++ implementation of ChatGLM-6B & ChatGLM2-6B & ChatGLM3 & GLM4(V)

184. freedomintelligence/LLMZoo ⭐ 2,934
     ⚡LLM Zoo is a project that provides data, models, and evaluation benchmark for large language models.⚡

185. huggingface/text-embeddings-inference ⭐ 2,903
     A blazing fast inference solution for text embeddings models
     🔗 huggingface.co/docs/text-embeddings-inference/quick_tour

186. pydantic/pydantic-ai ⭐ 2,874
     PydanticAI is a Python Agent Framework designed to make it less painful to build production grade applications with Generative AI.
     🔗 ai.pydantic.dev

187. cohere-ai/cohere-toolkit ⭐ 2,868
     Cohere Toolkit is a collection of prebuilt components enabling users to quickly build and deploy RAG applications.

188. juncongmoo/pyllama ⭐ 2,808
     LLaMA: Open and Efficient Foundation Language Models

189. mistralai/mistral-finetune ⭐ 2,779
     A light-weight codebase that enables memory-efficient and performant finetuning of Mistral's models. It is based on LoRA.

190. verazuo/jailbreak_llms ⭐ 2,766
     Official repo for the ACM CCS 2024 paper "Do Anything Now'': Characterizing and Evaluating In-The-Wild Jailbreak Prompts
     🔗 jailbreak-llms.xinyueshen.me

191. meta-llama/PurpleLlama ⭐ 2,762
     Set of tools to assess and improve LLM security.

192. langroid/langroid ⭐ 2,739
     Harness LLMs with Multi-Agent Programming
     🔗 langroid.github.io/langroid

193. alpha-vllm/LLaMA2-Accessory ⭐ 2,728
     An Open-source Toolkit for LLM Development
     🔗 llama2-accessory.readthedocs.io

194. hegelai/prompttools ⭐ 2,726
     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

195. paperswithcode/galai ⭐ 2,683
     Model API for GALACTICA

196. mit-han-lab/llm-awq ⭐ 2,571
     AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration

197. lightning-ai/LitServe ⭐ 2,545
     Lightning-fast serving engine for any AI model of any size. Flexible. Easy. Enterprise-scale.
     🔗 lightning.ai/docs/litserve

198. databricks/dbrx ⭐ 2,513
     Code examples and resources for DBRX, a large language model developed by Databricks
     🔗 www.databricks.com

199. noahshinn/reflexion ⭐ 2,466
     [NeurIPS 2023] Reflexion: Language Agents with Verbal Reinforcement Learning

200. ofa-sys/OFA ⭐ 2,430
     Official repository of OFA (ICML 2022). Paper: OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework

201. young-geng/EasyLM ⭐ 2,421
     Large language models (LLMs) made easy, EasyLM is a one stop solution for pre-training, finetuning, evaluating and serving LLMs in JAX/Flax.

202. cheshire-cat-ai/core ⭐ 2,414
     Production ready AI agent framework
     🔗 cheshirecat.ai

203. civitai/sd_civitai_extension ⭐ 2,335
     All of the Civitai models inside Automatic 1111 Stable Diffusion Web UI

204. sylphai-inc/AdalFlow ⭐ 2,283
     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

205. pytorch/executorch ⭐ 2,254
     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

206. intel/neural-compressor ⭐ 2,243
     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

207. predibase/lorax ⭐ 2,236
     Multi-LoRA inference server that scales to 1000s of fine-tuned LLMs
     🔗 loraexchange.ai

208. truera/trulens ⭐ 2,218
     Evaluation and Tracking for LLM Experiments
     🔗 www.trulens.org

209. spcl/graph-of-thoughts ⭐ 2,196
     Official Implementation of "Graph of Thoughts: Solving Elaborate Problems with Large Language Models"
     🔗 arxiv.org/pdf/2308.09687.pdf

210. janhq/cortex.cpp ⭐ 2,172
     Cortex is a Local AI API Platform that is used to run and customize LLMs.
     🔗 cortex.so

211. openai/finetune-transformer-lm ⭐ 2,163
     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

212. evolvinglmms-lab/lmms-eval ⭐ 2,127
     Accelerating the development of large multimodal models (LMMs) with one-click evaluation module - lmms-eval.
     🔗 lmms-lab.framer.ai

213. tairov/llama2.mojo ⭐ 2,103
     Inference Llama 2 in one file of pure 🔥
     🔗 www.modular.com/blog/community-spotlight-how-i-built-llama2-by-aydyn-tairov

214. openai/image-gpt ⭐ 2,053
     Archived. Code and models from the paper "Generative Pretraining from Pixels"

215. openai/simple-evals ⭐ 2,015
     Lightweight library for evaluating language models

216. lucidrains/toolformer-pytorch ⭐ 1,977
     Implementation of Toolformer, Language Models That Can Use Tools, by MetaAI

217. neulab/prompt2model ⭐ 1,972
     prompt2model - Generate Deployable Models from Natural Language Instructions

218. azure-samples/graphrag-accelerator ⭐ 1,962
     One-click deploy of a Knowledge Graph powered RAG (GraphRAG) in Azure
     🔗 github.com/microsoft/graphrag

219. ist-daslab/gptq ⭐ 1,958
     Code for the ICLR 2023 paper "GPTQ: Accurate Post-training Quantization of Generative Pretrained Transformers".
     🔗 arxiv.org/abs/2210.17323

220. openai/gpt-2-output-dataset ⭐ 1,946
     Dataset of GPT-2 outputs for research in detection, biases, and more

221. microsoft/Megatron-DeepSpeed ⭐ 1,917
     Ongoing research training transformer language models at scale, including: BERT & GPT-2

222. epfllm/meditron ⭐ 1,908
     Meditron is a suite of open-source medical Large Language Models (LLMs).
     🔗 huggingface.co/epfl-llm

223. akariasai/self-rag ⭐ 1,874
     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

224. facebookresearch/chameleon ⭐ 1,861
     Repository for Meta Chameleon, a mixed-modal early-fusion foundation model from FAIR.
     🔗 arxiv.org/abs/2405.09818

225. minimaxir/aitextgen ⭐ 1,843
     A robust Python tool for text-based AI training and generation using GPT-2.
     🔗 docs.aitextgen.io

226. casper-hansen/AutoAWQ ⭐ 1,807
     AutoAWQ implements the AWQ algorithm for 4-bit quantization with a 2x speedup during inference. Documentation:
     🔗 casper-hansen.github.io/autoawq

227. openai/gpt-discord-bot ⭐ 1,791
     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.

228. ray-project/llm-applications ⭐ 1,727
     A comprehensive guide to building RAG-based LLM applications for production.

229. argilla-io/distilabel ⭐ 1,713
     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

230. noamgat/lm-format-enforcer ⭐ 1,590
     Enforce the output format (JSON Schema, Regex etc) of a language model

231. agenta-ai/agenta ⭐ 1,551
     The open-source LLMOps platform: prompt playground, prompt management, LLM evaluation, and LLM Observability all in one place.
     🔗 www.agenta.ai

232. jina-ai/thinkgpt ⭐ 1,551
     Agent techniques to augment your LLM and push it beyong its limits

233. qwenlm/Qwen-Audio ⭐ 1,505
     The official repo of Qwen-Audio (通义千问-Audio) chat & pretrained large audio language model proposed by Alibaba Cloud.

234. agentops-ai/tokencost ⭐ 1,488
     Easy token price estimates for 400+ LLMs. TokenOps.
     🔗 agentops.ai

235. cstankonrad/long_llama ⭐ 1,452
     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.

236. meetkai/functionary ⭐ 1,445
     Chat language model that can use tools and interpret the results

237. farizrahman4u/loopgpt ⭐ 1,437
     Re-implementation of Auto-GPT as a python package, written with modularity and extensibility in mind.

238. run-llama/llama-lab ⭐ 1,424
     Llama Lab is a repo dedicated to building cutting-edge projects using LlamaIndex

239. roboflow/maestro ⭐ 1,409
     streamline the fine-tuning process for multimodal models: PaliGemma, Florence-2, and Qwen2-VL
     🔗 maestro.roboflow.com

240. chatarena/chatarena ⭐ 1,373
     ChatArena (or Chat Arena) is a Multi-Agent Language Game Environments for LLMs. The goal is to develop communication and collaboration capabilities of AIs.

241. huggingface/smollm ⭐ 1,354
     Everything about the SmolLM & SmolLM2 family of models
     🔗 huggingface.co/huggingfacetb

242. explosion/spacy-transformers ⭐ 1,353
     🛸 Use pretrained transformers like BERT, XLNet and GPT-2 in spaCy
     🔗 spacy.io/usage/embeddings-transformers

243. bigscience-workshop/Megatron-DeepSpeed ⭐ 1,341
     Ongoing research training transformer language models at scale, including: BERT & GPT-2

244. huggingface/nanotron ⭐ 1,321
     Minimalistic large language model 3D-parallelism training

245. karpathy/nano-llama31 ⭐ 1,263
     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

246. ray-project/ray-llm ⭐ 1,240
     RayLLM - LLMs on Ray
     🔗 aviary.anyscale.com

247. linksoul-ai/AutoAgents ⭐ 1,219
     [IJCAI 2024] Generate different roles for GPTs to form a collaborative entity for complex tasks.
     🔗 huggingface.co/spaces/linksoul/autoagents

248. srush/MiniChain ⭐ 1,219
     A tiny library for coding with large language models.
     🔗 srush-minichain.hf.space

249. brainblend-ai/atomic-agents ⭐ 1,216
     Atomic Agents provides a set of tools and agents that can be combined to create powerful applications. It is built on top of Instructor and leverages the power of Pydantic for data and schema validation and serialization.

250. keirp/automatic_prompt_engineer ⭐ 1,176
     Large Language Models Are Human-Level Prompt Engineers

251. facebookresearch/MobileLLM ⭐ 1,175
     Training code of MobileLLM introduced in our work: "MobileLLM: Optimizing Sub-billion Parameter Language Models for On-Device Use Cases"

252. mlfoundations/dclm ⭐ 1,168
     DataComp for Language Models

253. hao-ai-lab/LookaheadDecoding ⭐ 1,159
     Break the Sequential Dependency of LLM Inference Using Lookahead Decoding
     🔗 arxiv.org/abs/2402.02057

254. explosion/spacy-llm ⭐ 1,148
     🦙 Integrating LLMs into structured NLP pipelines
     🔗 spacy.io/usage/large-language-models

255. answerdotai/rerankers ⭐ 1,137
     Welcome to rerankers! Our goal is to provide users with a simple API to use any reranking models.

256. ibm/Dromedary ⭐ 1,128
     Dromedary: towards helpful, ethical and reliable LLMs.

257. lupantech/chameleon-llm ⭐ 1,091
     Codes for "Chameleon: Plug-and-Play Compositional Reasoning with Large Language Models".
     🔗 chameleon-llm.github.io

258. rlancemartin/auto-evaluator ⭐ 1,064
     Evaluation tool for LLM QA chains
     🔗 autoevaluator.langchain.com

259. shengranhu/ADAS ⭐ 1,058
     Automated Design of Agentic Systems using Meta Agent Search to show agents can invent novel and powerful agent designs

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

261. nomic-ai/pygpt4all ⭐ 1,023
     Official supported Python bindings for llama.cpp + gpt4all
     🔗 nomic-ai.github.io/pygpt4all

262. ctlllll/LLM-ToolMaker ⭐ 1,022
     Large Language Models as Tool Makers

263. pinecone-io/canopy ⭐ 980
     Retrieval Augmented Generation (RAG) framework and context engine powered by Pinecone
     🔗 www.pinecone.io

264. ajndkr/lanarky ⭐ 978
     The web framework for building LLM microservices
     🔗 lanarky.ajndkr.com

265. likejazz/llama3.np ⭐ 978
     llama3.np is a pure NumPy implementation for Llama 3 model.

266. cerebras/modelzoo ⭐ 973
     Examples of common deep learning models that can be trained on Cerebras hardware

267. topoteretes/cognee ⭐ 959
     Reliable LLM Memory for AI Applications and AI Agents
     🔗 www.cognee.ai

268. huggingface/optimum-nvidia ⭐ 895
     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)

269. huggingface/evaluation-guidebook ⭐ 880
     Sharing both practical insights and theoretical knowledge about LLM evaluation that we gathered while managing the Open LLM Leaderboard and designing lighteval!

270. soulter/hugging-chat-api ⭐ 871
     HuggingChat Python API🤗

271. huggingface/lighteval ⭐ 864
     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.

272. datadreamer-dev/DataDreamer ⭐ 863
     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

273. muennighoff/sgpt ⭐ 854
     SGPT: GPT Sentence Embeddings for Semantic Search
     🔗 arxiv.org/abs/2202.08904

274. prometheus-eval/prometheus-eval ⭐ 812
     Evaluate your LLM's response with Prometheus and GPT4 💯

275. langchain-ai/langsmith-cookbook ⭐ 792
     LangSmith is a platform for building production-grade LLM applications.
     🔗 langsmith-cookbook.vercel.app

276. junruxiong/IncarnaMind ⭐ 784
     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

277. oliveirabruno01/babyagi-asi ⭐ 783
     BabyAGI: an Autonomous and Self-Improving agent, or BASI

278. opengenerativeai/GenossGPT ⭐ 753
     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

279. wandb/weave ⭐ 740
     Weave is a toolkit for developing AI-powered applications, built by Weights & Biases.
     🔗 wandb.me/weave

280. modelcontextprotocol/python-sdk ⭐ 739
     The Model Context Protocol allows applications to provide context for LLMs in a standardized way, separating the concerns of providing context from the actual LLM interaction.
     🔗 modelcontextprotocol.io

281. opengvlab/OmniQuant ⭐ 734
     [ICLR2024 spotlight] OmniQuant is a simple and powerful quantization technique for LLMs.

282. nousresearch/Hermes-Function-Calling ⭐ 733
     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

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

284. deedy/mac_computer_use ⭐ 662
     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

285. squeezeailab/SqueezeLLM ⭐ 655
     [ICML 2024] SqueezeLLM: Dense-and-Sparse Quantization
     🔗 arxiv.org/abs/2306.07629

286. tag-research/TAG-Bench ⭐ 611
     Table-Augmented Generation (TAG) is a unified and general-purpose paradigm for answering natural language questions over databases
     🔗 arxiv.org/pdf/2408.14717

287. lupantech/ScienceQA ⭐ 609
     Data and code for NeurIPS 2022 Paper "Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering".

288. tsinghuadatabasegroup/DB-GPT ⭐ 574
     LLM As Database Administrator
     🔗 dbgpt.dbmind.cn

289. zhudotexe/kani ⭐ 559
     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

290. microsoft/VPTQ ⭐ 541
     Extreme Low-bit Vector Post-Training Quantization for Large Language Models

291. modal-labs/llm-finetuning ⭐ 540
     Guide for fine-tuning Llama/Mistral/CodeLlama models and more

292. hazyresearch/ama_prompting ⭐ 540
     Ask Me Anything language model prompting

293. declare-lab/instruct-eval ⭐ 532
     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

294. vahe1994/SpQR ⭐ 529
     Quantization algorithm and the model evaluation code for SpQR method for LLM compression

295. magnivorg/prompt-layer-library ⭐ 525
     🍰 PromptLayer - Maintain a log of your prompts and OpenAI API requests. Track, debug, and replay old completions.
     🔗 www.promptlayer.com

296. continuum-llms/chatgpt-memory ⭐ 519
     Allows to scale the ChatGPT API to multiple simultaneous sessions with infinite contextual and adaptive memory powered by GPT and Redis datastore.

297. eugeneyan/obsidian-copilot ⭐ 515
     🤖 A prototype assistant for writing and thinking
     🔗 eugeneyan.com/writing/obsidian-copilot

298. hazyresearch/H3 ⭐ 515
     Language Modeling with the H3 State Space Model

299. minishlab/model2vec ⭐ 506
     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

300. judahpaul16/gpt-home ⭐ 475
     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

301. huggingface/text-clustering ⭐ 467
     Easily embed, cluster and semantically label text datasets

302. mlc-ai/xgrammar ⭐ 442
     XGrammar is an open-source library for efficient, flexible, and portable structured generation. It supports general context-free grammar to enable a broad range of structures while bringing careful system optimizations to enable fast executions.
     🔗 xgrammar.mlc.ai

303. stanford-oval/suql ⭐ 218
     SUQL: Conversational Search over Structured and Unstructured Data with LLMs
     🔗 arxiv.org/abs/2311.09818

304. dottxt-ai/outlines-core ⭐ 142
     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 ⭐ 28,243
   The fundamental package for scientific computing with Python.
   🔗 numpy.org

2. taichi-dev/taichi ⭐ 25,597
   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 ⭐ 13,172
   SciPy library main repository
   🔗 scipy.org

4. sympy/sympy ⭐ 13,072
   A computer algebra system written in pure Python
   🔗 sympy.org

5. google/or-tools ⭐ 11,337
   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 ⭐ 10,435
   Z3 is a theorem prover from Microsoft Research with a Python language binding.

7. cupy/cupy ⭐ 9,561
   NumPy & SciPy for GPU
   🔗 cupy.dev

8. google-deepmind/alphageometry ⭐ 4,198
   Solving Olympiad Geometry without Human Demonstrations

9. mikedh/trimesh ⭐ 3,032
   Python library for loading and using triangular meshes.
   🔗 trimesh.org

10. pyro-ppl/numpyro ⭐ 2,332
    Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.
    🔗 num.pyro.ai

11. mckinsey/causalnex ⭐ 2,254
    A Python library that helps data scientists to infer causation rather than observing correlation.
    🔗 causalnex.readthedocs.io

12. pyomo/pyomo ⭐ 2,058
    An object-oriented algebraic modeling language in Python for structured optimization problems.
    🔗 www.pyomo.org

13. facebookresearch/theseus ⭐ 1,787
    A library for differentiable nonlinear optimization

14. arviz-devs/arviz ⭐ 1,619
    Exploratory analysis of Bayesian models with Python
    🔗 python.arviz.org

15. google-research/torchsde ⭐ 1,589
    Differentiable SDE solvers with GPU support and efficient sensitivity analysis.

16. dynamicslab/pysindy ⭐ 1,467
    A package for the sparse identification of nonlinear dynamical systems from data
    🔗 pysindy.readthedocs.io/en/latest

17. geomstats/geomstats ⭐ 1,269
    Computations and statistics on manifolds with geometric structures.
    🔗 geomstats.ai

18. cma-es/pycma ⭐ 1,119
    pycma is a Python implementation of CMA-ES and a few related numerical optimization tools.

19. pymc-labs/CausalPy ⭐ 922
    A Python package for causal inference in quasi-experimental settings
    🔗 causalpy.readthedocs.io

20. sj001/AI-Feynman ⭐ 646
    Implementation of AI Feynman: a Physics-Inspired Method for Symbolic Regression

21. willianfuks/tfcausalimpact ⭐ 621
    Python Causal Impact Implementation Based on Google's R Package. Built using TensorFlow Probability.

22. lean-dojo/LeanDojo ⭐ 583
    Tool for data extraction and interacting with Lean programmatically.
    🔗 leandojo.org

23. brandondube/prysm ⭐ 271
    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 ⭐ 233
    Retrieval-Augmented Theorem Provers for Lean
    🔗 leandojo.org

25. albahnsen/pycircular ⭐ 98
    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. openai/openai-cookbook ⭐ 60,505
   Examples and guides for using the OpenAI API
   🔗 cookbook.openai.com

2. scikit-learn/scikit-learn ⭐ 60,371
   scikit-learn: machine learning in Python
   🔗 scikit-learn.org

3. suno-ai/bark ⭐ 36,362
   🔊 Text-Prompted Generative Audio Model

4. tencentarc/GFPGAN ⭐ 35,976
   GFPGAN aims at developing Practical Algorithms for Real-world Face Restoration.

5. google-research/google-research ⭐ 34,443
   This repository contains code released by Google Research
   🔗 research.google

6. facebookresearch/faiss ⭐ 31,817
   A library for efficient similarity search and clustering of dense vectors.
   🔗 faiss.ai

7. google/jax ⭐ 30,691
   Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more
   🔗 jax.readthedocs.io

8. open-mmlab/mmdetection ⭐ 29,761
   OpenMMLab Detection Toolbox and Benchmark
   🔗 mmdetection.readthedocs.io

9. lutzroeder/netron ⭐ 28,575
   Visualizer for neural network, deep learning and machine learning models
   🔗 netron.app

10. ageron/handson-ml2 ⭐ 28,079
    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 ⭐ 27,856
    Cross-platform, customizable ML solutions for live and streaming media.
    🔗 ai.google.dev/edge/mediapipe

12. dmlc/xgboost ⭐ 26,383
    Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow
    🔗 xgboost.readthedocs.io/en/stable

13. roboflow/supervision ⭐ 24,413
    We write your reusable computer vision tools. 💜
    🔗 supervision.roboflow.com

14. harisiqbal88/PlotNeuralNet ⭐ 22,307
    Latex code for making neural networks diagrams

15. jina-ai/serve ⭐ 21,166
    ☁️ Build multimodal AI applications with cloud-native stack
    🔗 jina.ai/serve

16. onnx/onnx ⭐ 18,047
    Open standard for machine learning interoperability
    🔗 onnx.ai

17. ml-explore/mlx ⭐ 17,721
    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 ⭐ 16,757
    A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks.
    🔗 lightgbm.readthedocs.io/en/latest

19. ddbourgin/numpy-ml ⭐ 15,701
    Machine learning, in numpy
    🔗 numpy-ml.readthedocs.io

20. tensorflow/tensor2tensor ⭐ 15,629
    Library of deep learning models and datasets designed to make deep learning more accessible and accelerate ML research.

21. microsoft/onnxruntime ⭐ 14,913
    ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator
    🔗 onnxruntime.ai

22. aleju/imgaug ⭐ 14,448
    Image augmentation for machine learning experiments.
    🔗 imgaug.readthedocs.io

23. microsoft/nni ⭐ 14,071
    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 ⭐ 13,521
    Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习
    🔗 transferlearning.xyz

25. neonbjb/tortoise-tts ⭐ 13,331
    A multi-voice TTS system trained with an emphasis on quality

26. deepmind/deepmind-research ⭐ 13,313
    This repository contains implementations and illustrative code to accompany DeepMind publications

27. spotify/annoy ⭐ 13,305
    Approximate Nearest Neighbors in C++/Python optimized for memory usage and loading/saving to disk

28. deepmind/alphafold ⭐ 12,953
    Implementation of the inference pipeline of AlphaFold v2

29. ggerganov/ggml ⭐ 11,326
    Tensor library for machine learning

30. optuna/optuna ⭐ 11,035
    A hyperparameter optimization framework
    🔗 optuna.org

31. facebookresearch/AnimatedDrawings ⭐ 10,658
    Code to accompany "A Method for Animating Children's Drawings of the Human Figure"

32. statsmodels/statsmodels ⭐ 10,219
    Statsmodels: statistical modeling and econometrics in Python
    🔗 www.statsmodels.org/devel

33. twitter/the-algorithm-ml ⭐ 10,140
    Source code for Twitter's Recommendation Algorithm
    🔗 blog.twitter.com/engineering/en_us/topics/open-source/2023/twitter-recommendation-algorithm

34. cleanlab/cleanlab ⭐ 9,811
    The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.
    🔗 cleanlab.ai

35. epistasislab/tpot ⭐ 9,762
    A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.
    🔗 epistasislab.github.io/tpot

36. thudm/CogVideo ⭐ 9,596
    text and image to video generation: CogVideoX (2024) and CogVideo (ICLR 2023)

37. megvii-basedetection/YOLOX ⭐ 9,493
    YOLOX is a high-performance anchor-free YOLO, exceeding yolov3~v5 with MegEngine, ONNX, TensorRT, ncnn, and OpenVINO supported. Documentation: https://yolox.readthedocs.io/

38. wandb/wandb ⭐ 9,232
    The AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from experimentation to production.
    🔗 wandb.ai

39. pycaret/pycaret ⭐ 9,002
    An open-source, low-code machine learning library in Python
    🔗 www.pycaret.org

40. pymc-devs/pymc ⭐ 8,755
    Bayesian Modeling and Probabilistic Programming in Python
    🔗 docs.pymc.io

41. facebookresearch/xformers ⭐ 8,737
    Hackable and optimized Transformers building blocks, supporting a composable construction.
    🔗 facebookresearch.github.io/xformers

42. uberi/speech_recognition ⭐ 8,465
    Speech recognition module for Python, supporting several engines and APIs, online and offline.
    🔗 pypi.python.org/pypi/speechrecognition

43. open-mmlab/mmsegmentation ⭐ 8,379
    OpenMMLab Semantic Segmentation Toolbox and Benchmark.
    🔗 mmsegmentation.readthedocs.io/en/main

44. awslabs/autogluon ⭐ 8,137
    Fast and Accurate ML in 3 Lines of Code
    🔗 auto.gluon.ai

45. catboost/catboost ⭐ 8,128
    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

46. huggingface/accelerate ⭐ 8,034
    🚀 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

47. automl/auto-sklearn ⭐ 7,663
    Automated Machine Learning with scikit-learn
    🔗 automl.github.io/auto-sklearn

48. lmcinnes/umap ⭐ 7,502
    Uniform Manifold Approximation and Projection

49. featurelabs/featuretools ⭐ 7,291
    An open source python library for automated feature engineering
    🔗 www.featuretools.com

50. hyperopt/hyperopt ⭐ 7,282
    Distributed Asynchronous Hyperparameter Optimization in Python
    🔗 hyperopt.github.io/hyperopt

51. py-why/dowhy ⭐ 7,167
    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 ⭐ 7,043
    Efficiently computes derivatives of NumPy code.

53. open-mmlab/mmagic ⭐ 6,971
    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 ⭐ 6,862
    A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning
    🔗 imbalanced-learn.org

55. probml/pyprobml ⭐ 6,570
    Python code for "Probabilistic Machine learning" book by Kevin Murphy

56. nicolashug/Surprise ⭐ 6,427
    A Python scikit for building and analyzing recommender systems
    🔗 surpriselib.com

57. ml-explore/mlx-examples ⭐ 6,321
    Examples in the MLX framework

58. google/automl ⭐ 6,270
    Google Brain AutoML

59. cleverhans-lab/cleverhans ⭐ 6,216
    An adversarial example library for constructing attacks, building defenses, and benchmarking both

60. kevinmusgrave/pytorch-metric-learning ⭐ 6,034
    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. project-monai/MONAI ⭐ 5,940
    AI Toolkit for Healthcare Imaging
    🔗 monai.io

62. open-mmlab/mmcv ⭐ 5,938
    OpenMMLab Computer Vision Foundation
    🔗 mmcv.readthedocs.io/en/latest

63. yangchris11/samurai ⭐ 5,721
    Official repository of "SAMURAI: Adapting Segment Anything Model for Zero-Shot Visual Tracking with Motion-Aware Memory"
    🔗 yangchris11.github.io/samurai

64. google-gemini/cookbook ⭐ 5,519
    A collection of guides and examples for the Gemini API, including quickstart tutorials for writing prompts.
    🔗 ai.google.dev/gemini-api/docs

65. uber/causalml ⭐ 5,123
    Uplift modeling and causal inference with machine learning algorithms

66. online-ml/river ⭐ 5,113
    🌊 Online machine learning in Python
    🔗 riverml.xyz

67. mdbloice/Augmentor ⭐ 5,081
    Image augmentation library in Python for machine learning.
    🔗 augmentor.readthedocs.io/en/stable

68. google-deepmind/graphcast ⭐ 5,058
    GraphCast: Learning skillful medium-range global weather forecasting

69. rasbt/mlxtend ⭐ 4,921
    A library of extension and helper modules for Python's data analysis and machine learning libraries.
    🔗 rasbt.github.io/mlxtend

70. marqo-ai/marqo ⭐ 4,671
    Unified embedding generation and search engine. Also available on cloud - cloud.marqo.ai
    🔗 www.marqo.ai

71. skvark/opencv-python ⭐ 4,580
    Automated CI toolchain to produce precompiled opencv-python, opencv-python-headless, opencv-contrib-python and opencv-contrib-python-headless packages.
    🔗 pypi.org/project/opencv-python

72. apple/coremltools ⭐ 4,463
    Core ML tools contain supporting tools for Core ML model conversion, editing, and validation.
    🔗 coremltools.readme.io

73. sanchit-gandhi/whisper-jax ⭐ 4,458
    JAX implementation of OpenAI's Whisper model for up to 70x speed-up on TPU.

74. nmslib/hnswlib ⭐ 4,422
    Header-only C++/python library for fast approximate nearest neighbors
    🔗 github.com/nmslib/hnswlib

75. lucidrains/deep-daze ⭐ 4,375
    Simple command line tool for text to image generation using OpenAI's CLIP and Siren (Implicit neural representation network). Technique was originally created by https://twitter.com/advadnoun

76. districtdatalabs/yellowbrick ⭐ 4,300
    Visual analysis and diagnostic tools to facilitate machine learning model selection.
    🔗 www.scikit-yb.org

77. nv-tlabs/GET3D ⭐ 4,256
    Generative Model of High Quality 3D Textured Shapes Learned from Images

78. huggingface/autotrain-advanced ⭐ 4,132
    AutoTrain Advanced: faster and easier training and deployments of state-of-the-art machine learning models
    🔗 huggingface.co/autotrain

79. cmusphinx/pocketsphinx ⭐ 3,970
    A small speech recognizer

80. microsoft/FLAML ⭐ 3,955
    A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.
    🔗 microsoft.github.io/flaml

81. ourownstory/neural_prophet ⭐ 3,903
    NeuralProphet: A simple forecasting package
    🔗 neuralprophet.com

82. py-why/EconML ⭐ 3,884
    ALICE (Automated Learning and Intelligence for Causation and Economics) is a Microsoft Research project aimed at applying Artificial Intelligence concepts to economic decision making. One of its goals is to build a toolkit that combines state-of-the-art machine learning techniques with econometrics in order to brin...
    🔗 www.microsoft.com/en-us/research/project/alice

83. huggingface/notebooks ⭐ 3,712
    Notebooks using the Hugging Face libraries 🤗

84. zjunlp/DeepKE ⭐ 3,610
    [EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and Construction
    🔗 deepke.zjukg.cn

85. huggingface/speech-to-speech ⭐ 3,588
    Speech To Speech: an effort for an open-sourced and modular GPT4-o

86. rucaibox/RecBole ⭐ 3,481
    A unified, comprehensive and efficient recommendation library
    🔗 recbole.io

87. yoheinakajima/instagraph ⭐ 3,478
    Converts text input or URL into knowledge graph and displays

88. facebookresearch/vissl ⭐ 3,261
    VISSL is FAIR's library of extensible, modular and scalable components for SOTA Self-Supervised Learning with images.
    🔗 vissl.ai

89. pytorch/glow ⭐ 3,243
    Compiler for Neural Network hardware accelerators

90. lightly-ai/lightly ⭐ 3,197
    A python library for self-supervised learning on images.
    🔗 docs.lightly.ai/self-supervised-learning

91. lucidrains/musiclm-pytorch ⭐ 3,181
    Implementation of MusicLM, Google's new SOTA model for music generation using attention networks, in Pytorch

92. hrnet/HRNet-Semantic-Segmentation ⭐ 3,172
    The OCR approach is rephrased as Segmentation Transformer: https://arxiv.org/abs/1909.11065. This is an official implementation of semantic segmentation for HRNet. https://arxiv.org/abs/1908.07919

93. mljar/mljar-supervised ⭐ 3,071
    Python package for AutoML on Tabular Data with Feature Engineering, Hyper-Parameters Tuning, Explanations and Automatic Documentation
    🔗 mljar.com

94. shankarpandala/lazypredict ⭐ 3,037
    Lazy Predict help build a lot of basic models without much code and helps understand which models works better without any parameter tuning

95. huggingface/safetensors ⭐ 2,935
    Implements a new simple format for storing tensors safely (as opposed to pickle) and that is still fast (zero-copy).
    🔗 huggingface.co/docs/safetensors

96. scikit-learn-contrib/hdbscan ⭐ 2,820
    A high performance implementation of HDBSCAN clustering.
    🔗 hdbscan.readthedocs.io/en/latest

97. scikit-optimize/scikit-optimize ⭐ 2,743
    Sequential model-based optimization with a scipy.optimize interface
    🔗 scikit-optimize.github.io

98. google-research/t5x ⭐ 2,706
    T5X is a modular, composable, research-friendly framework for high-performance, configurable, self-service training, evaluation, and inference of sequence models (starting with language) at many scales.

99. huggingface/optimum ⭐ 2,604
    🚀 Accelerate training and inference of 🤗 Transformers and 🤗 Diffusers with easy to use hardware optimization tools
    🔗 huggingface.co/docs/optimum/main

100. apple/ml-ane-transformers ⭐ 2,568
     Reference implementation of the Transformer architecture optimized for Apple Neural Engine (ANE)

101. freedmand/semantra ⭐ 2,519
     Semantra is a multipurpose tool for semantically searching documents. Query by meaning rather than just by matching text.

102. rom1504/clip-retrieval ⭐ 2,432
     Easily compute clip embeddings and build a clip retrieval system with them
     🔗 rom1504.github.io/clip-retrieval

103. scikit-learn-contrib/category_encoders ⭐ 2,414
     A library of sklearn compatible categorical variable encoders
     🔗 contrib.scikit-learn.org/category_encoders

104. eric-mitchell/direct-preference-optimization ⭐ 2,225
     Reference implementation for DPO (Direct Preference Optimization)

105. huggingface/huggingface_hub ⭐ 2,152
     The official Python client for the Huggingface Hub.
     🔗 huggingface.co/docs/huggingface_hub

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

107. huggingface/evaluate ⭐ 2,049
     🤗 Evaluate: A library for easily evaluating machine learning models and datasets.
     🔗 huggingface.co/docs/evaluate

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

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

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

111. bmabey/pyLDAvis ⭐ 1,807
     Python library for interactive topic model visualization. Port of the R LDAvis package.

112. scikit-learn-contrib/lightning ⭐ 1,729
     Large-scale linear classification, regression and ranking in Python
     🔗 contrib.scikit-learn.org/lightning

113. tensorflow/addons ⭐ 1,694
     Useful extra functionality for TensorFlow 2.x maintained by SIG-addons

114. castorini/pyserini ⭐ 1,693
     Pyserini is a Python toolkit for reproducible information retrieval research with sparse and dense representations.
     🔗 pyserini.io

115. microsoft/i-Code ⭐ 1,679
     The ambition of the i-Code project is to build integrative and composable multimodal AI. The "i" stands for integrative multimodal learning.

116. microsoft/Olive ⭐ 1,637
     Olive: Simplify ML Model Finetuning, Conversion, Quantization, and Optimization for CPUs, GPUs and NPUs.
     🔗 microsoft.github.io/olive

117. visual-layer/fastdup ⭐ 1,628
     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.

118. laekov/fastmoe ⭐ 1,571
     A fast MoE impl for PyTorch
     🔗 fastmoe.ai

119. qdrant/fastembed ⭐ 1,570
     Fast, Accurate, Lightweight Python library to make State of the Art Embedding
     🔗 qdrant.github.io/fastembed

120. kubeflow/katib ⭐ 1,514
     Automated Machine Learning on Kubernetes
     🔗 www.kubeflow.org/docs/components/katib

121. google/vizier ⭐ 1,485
     Python-based research interface for blackbox and hyperparameter optimization, based on the internal Google Vizier Service.
     🔗 oss-vizier.readthedocs.io

122. jina-ai/finetuner ⭐ 1,481
     🎯 Task-oriented embedding tuning for BERT, CLIP, etc.
     🔗 finetuner.jina.ai

123. csinva/imodels ⭐ 1,405
     Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).
     🔗 csinva.io/imodels

124. patchy631/machine-learning ⭐ 1,386
     Machine Learning Tutorials Repository

125. microsoft/Semi-supervised-learning ⭐ 1,375
     A Unified Semi-Supervised Learning Codebase (NeurIPS'22)
     🔗 usb.readthedocs.io

126. spotify/voyager ⭐ 1,333
     🛰️ An approximate nearest-neighbor search library for Python and Java with a focus on ease of use, simplicity, and deployability.
     🔗 spotify.github.io/voyager

127. borealisai/advertorch ⭐ 1,312
     A Toolbox for Adversarial Robustness Research

128. koaning/scikit-lego ⭐ 1,287
     Extra blocks for scikit-learn pipelines.
     🔗 koaning.github.io/scikit-lego

129. awslabs/dgl-ke ⭐ 1,277
     High performance, easy-to-use, and scalable package for learning large-scale knowledge graph embeddings.
     🔗 dglke.dgl.ai/doc

130. automl/TabPFN ⭐ 1,234
     Official implementation of the TabPFN paper (https://arxiv.org/abs/2207.01848) and the tabpfn package.
     🔗 priorlabs.ai

131. lightning-ai/lightning-thunder ⭐ 1,221
     Thunder is a source-to-source compiler for PyTorch. It makes PyTorch programs faster by combining and using different hardware executors at once

132. pytorch/FBGEMM ⭐ 1,214
     FB (Facebook) + GEMM (General Matrix-Matrix Multiplication) - https://code.fb.com/ml-applications/fbgemm/

133. google-research/deeplab2 ⭐ 1,007
     DeepLab2 is a TensorFlow library for deep labeling, aiming to provide a unified and state-of-the-art TensorFlow codebase for dense pixel labeling tasks.

134. davidmrau/mixture-of-experts ⭐ 1,002
     PyTorch Re-Implementation of "The Sparsely-Gated Mixture-of-Experts Layer" by Noam Shazeer et al. https://arxiv.org/abs/1701.06538

135. nvidia/cuda-python ⭐ 992
     CUDA Python Low-level Bindings
     🔗 nvidia.github.io/cuda-python

136. opentensor/bittensor ⭐ 934
     Internet-scale Neural Networks
     🔗 www.bittensor.com

137. lmcinnes/pynndescent ⭐ 903
     A Python nearest neighbor descent for approximate nearest neighbors

138. oml-team/open-metric-learning ⭐ 897
     OML is a PyTorch-based framework to train and validate the models producing high-quality embeddings.
     🔗 open-metric-learning.readthedocs.io/en/latest/index.html

139. hazyresearch/safari ⭐ 869
     Convolutions for Sequence Modeling

140. huggingface/optimum-quanto ⭐ 842
     A pytorch quantization backend for optimum

141. criteo/autofaiss ⭐ 821
     Automatically create Faiss knn indices with the most optimal similarity search parameters.
     🔗 criteo.github.io/autofaiss

142. replicate/replicate-python ⭐ 773
     Python client for Replicate
     🔗 replicate.com

143. awslabs/python-deequ ⭐ 732
     Python API for Deequ, a library built on Spark for defining "unit tests for data", which measure data quality in large datasets

144. pymc-labs/pymc-marketing ⭐ 719
     Bayesian marketing toolbox in PyMC. Media Mix (MMM), customer lifetime value (CLV), buy-till-you-die (BTYD) models and more.
     🔗 www.pymc-marketing.io

145. facebookresearch/balance ⭐ 688
     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

146. nicolas-hbt/pygraft ⭐ 675
     Configurable Generation of Synthetic Schemas and Knowledge Graphs at Your Fingertips
     🔗 pygraft.readthedocs.io/en/latest

147. googleapis/python-aiplatform ⭐ 656
     A Python SDK for Vertex AI, a fully managed, end-to-end platform for data science and machine learning.

148. qdrant/quaterion ⭐ 644
     Blazing fast framework for fine-tuning similarity learning models
     🔗 quaterion.qdrant.tech

149. hpcaitech/EnergonAI ⭐ 629
     Large-scale model inference.

150. huggingface/exporters ⭐ 623
     Export Hugging Face models to Core ML and TensorFlow Lite

151. intellabs/bayesian-torch ⭐ 547
     A library for Bayesian neural network layers and uncertainty estimation in Deep Learning extending the core of PyTorch

152. microsoft/Focal-Transformer ⭐ 546
     [NeurIPS 2021 Spotlight] Official code for "Focal Self-attention for Local-Global Interactions in Vision Transformers"

153. cvxgrp/pymde ⭐ 539
     Minimum-distortion embedding with PyTorch
     🔗 pymde.org

154. intel/intel-npu-acceleration-library ⭐ 531
     The Intel NPU Acceleration Library is a Python library designed to boost the efficiency of your applications by leveraging the power of the Intel Neural Processing Unit (NPU) to perform high-speed computations on compatible hardware.

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

156. mrdbourke/m1-machine-learning-test ⭐ 529
     Code for testing various M1 Chip benchmarks with TensorFlow.

157. linkedin/FastTreeSHAP ⭐ 524
     Fast SHAP value computation for interpreting tree-based models

158. lightning-ai/litdata ⭐ 378
     Transform datasets at scale. Optimize datasets for fast AI model training.

159. dylanhogg/gptauthor ⭐ 62
     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 ⭐ 186,728
   An Open Source Machine Learning Framework for Everyone
   🔗 tensorflow.org

2. pytorch/pytorch ⭐ 84,795
   Tensors and Dynamic neural networks in Python with strong GPU acceleration
   🔗 pytorch.org

3. openai/whisper ⭐ 72,381
   Robust Speech Recognition via Large-Scale Weak Supervision

4. keras-team/keras ⭐ 62,173
   Deep Learning for humans
   🔗 keras.io

5. deepfakes/faceswap ⭐ 52,643
   Deepfakes Software For All
   🔗 www.faceswap.dev

6. facebookresearch/segment-anything ⭐ 48,000
   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 ⭐ 35,782
   DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.
   🔗 www.deepspeed.ai

8. rwightman/pytorch-image-models ⭐ 32,514
   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 ⭐ 30,722
   Detectron2 is a platform for object detection, segmentation and other visual recognition tasks.
   🔗 detectron2.readthedocs.io/en/latest

10. xinntao/Real-ESRGAN ⭐ 28,701
    Real-ESRGAN aims at developing Practical Algorithms for General Image/Video Restoration.

11. lightning-ai/pytorch-lightning ⭐ 28,577
    The deep learning framework to pretrain, finetune and deploy AI models. PyTorch Lightning is just organized PyTorch - Lightning disentangles PyTorch code to decouple the science from the engineering.
    🔗 lightning.ai

12. google-research/tuning_playbook ⭐ 27,482
    A playbook for systematically maximizing the performance of deep learning models.

13. openai/CLIP ⭐ 26,356
    CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image

14. facebookresearch/Detectron ⭐ 26,288
    FAIR's research platform for object detection research, implementing popular algorithms like Mask R-CNN and RetinaNet.

15. matterport/Mask_RCNN ⭐ 24,756
    Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow

16. paddlepaddle/Paddle ⭐ 22,322
    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 ⭐ 21,531
    Graph Neural Network Library for PyTorch
    🔗 pyg.org

18. lucidrains/vit-pytorch ⭐ 20,961
    Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch

19. apache/mxnet ⭐ 20,790
    Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler; for Python, R, Julia, Scala, Go, Javascript and more
    🔗 mxnet.apache.org

20. sanster/IOPaint ⭐ 19,763
    Image inpainting tool powered by SOTA AI Model. Remove any unwanted object, defect, people from your pictures or erase and replace(powered by stable diffusion) any thing on your pictures.
    🔗 www.iopaint.com

21. danielgatis/rembg ⭐ 17,236
    Rembg is a tool to remove images background

22. rasbt/deeplearning-models ⭐ 16,780
    A collection of various deep learning architectures, models, and tips

23. albumentations-team/albumentations ⭐ 14,361
    Fast and flexible image augmentation library. Paper about the library: https://www.mdpi.com/2078-2489/11/2/125
    🔗 albumentations.ai

24. microsoft/Swin-Transformer ⭐ 14,028
    This is an official implementation for "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows".
    🔗 arxiv.org/abs/2103.14030

25. facebookresearch/detr ⭐ 13,717
    End-to-End Object Detection with Transformers

26. nvidia/DeepLearningExamples ⭐ 13,644
    State-of-the-Art Deep Learning scripts organized by models - easy to train and deploy with reproducible accuracy and performance on enterprise-grade infrastructure.

27. dmlc/dgl ⭐ 13,580
    Python package built to ease deep learning on graph, on top of existing DL frameworks.
    🔗 dgl.ai

28. mlfoundations/open_clip ⭐ 10,508
    Open source implementation of OpenAI's CLIP (Contrastive Language-Image Pre-training).

29. kornia/kornia ⭐ 10,040
    Geometric Computer Vision Library for Spatial AI
    🔗 kornia.readthedocs.io

30. keras-team/autokeras ⭐ 9,167
    AutoML library for deep learning
    🔗 autokeras.com

31. modelscope/facechain ⭐ 9,163
    FaceChain is a deep-learning toolchain for generating your Digital-Twin.

32. facebookresearch/pytorch3d ⭐ 8,869
    PyTorch3D is FAIR's library of reusable components for deep learning with 3D data
    🔗 pytorch3d.org

33. pyro-ppl/pyro ⭐ 8,593
    Deep universal probabilistic programming with Python and PyTorch
    🔗 pyro.ai

34. arogozhnikov/einops ⭐ 8,566
    Flexible and powerful tensor operations for readable and reliable code (for pytorch, jax, TF and others)
    🔗 einops.rocks

35. nvidia/apex ⭐ 8,443
    A PyTorch Extension: Tools for easy mixed precision and distributed training in Pytorch

36. facebookresearch/ImageBind ⭐ 8,407
    ImageBind One Embedding Space to Bind Them All

37. lucidrains/imagen-pytorch ⭐ 8,115
    Implementation of Imagen, Google's Text-to-Image Neural Network, in Pytorch

38. google/trax ⭐ 8,113
    Trax — Deep Learning with Clear Code and Speed

39. xpixelgroup/BasicSR ⭐ 6,933
    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 ⭐ 6,179
    Flax is a neural network library for JAX that is designed for flexibility.
    🔗 flax.readthedocs.io

41. skorch-dev/skorch ⭐ 5,900
    A scikit-learn compatible neural network library that wraps PyTorch

42. facebookresearch/mmf ⭐ 5,509
    A modular framework for vision & language multimodal research from Facebook AI Research (FAIR)
    🔗 mmf.sh

43. mosaicml/composer ⭐ 5,183
    Supercharge Your Model Training
    🔗 docs.mosaicml.com

44. deci-ai/super-gradients ⭐ 4,618
    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 ⭐ 4,570
    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 ⭐ 4,550
    High-level library to help with training and evaluating neural networks in PyTorch flexibly and transparently.
    🔗 pytorch-ignite.ai

47. nvidiagameworks/kaolin ⭐ 4,541
    A PyTorch Library for Accelerating 3D Deep Learning Research

48. williamyang1991/VToonify ⭐ 3,551
    [SIGGRAPH Asia 2022] VToonify: Controllable High-Resolution Portrait Video Style Transfer

49. cvg/LightGlue ⭐ 3,464
    LightGlue: Local Feature Matching at Light Speed (ICCV 2023)

50. facebookresearch/PyTorch-BigGraph ⭐ 3,391
    Generate embeddings from large-scale graph-structured data.
    🔗 torchbiggraph.readthedocs.io

51. google-research/scenic ⭐ 3,349
    Scenic: A Jax Library for Computer Vision Research and Beyond

52. pytorch/botorch ⭐ 3,118
    Bayesian optimization in PyTorch
    🔗 botorch.org

53. alpa-projects/alpa ⭐ 3,083
    Training and serving large-scale neural networks with auto parallelization.
    🔗 alpa.ai

54. deepmind/dm-haiku ⭐ 2,914
    JAX-based neural network library
    🔗 dm-haiku.readthedocs.io

55. explosion/thinc ⭐ 2,824
    🔮 A refreshing functional take on deep learning, compatible with your favorite libraries
    🔗 thinc.ai

56. nerdyrodent/VQGAN-CLIP ⭐ 2,619
    Just playing with getting VQGAN+CLIP running locally, rather than having to use colab.

57. danielegrattarola/spektral ⭐ 2,372
    Graph Neural Networks with Keras and Tensorflow 2.
    🔗 graphneural.network

58. google-research/electra ⭐ 2,340
    ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators

59. fepegar/torchio ⭐ 2,081
    Medical imaging toolkit for deep learning
    🔗 torchio.org

60. neuralmagic/sparseml ⭐ 2,079
    Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models

61. pytorch/torchrec ⭐ 1,963
    Pytorch domain library for recommendation systems
    🔗 pytorch.org/torchrec

62. tensorflow/mesh ⭐ 1,596
    Mesh TensorFlow: Model Parallelism Made Easier

63. tensorly/tensorly ⭐ 1,575
    TensorLy: Tensor Learning in Python.
    🔗 tensorly.org

64. vt-vl-lab/FGVC ⭐ 1,553
    [ECCV 2020] Flow-edge Guided Video Completion

65. calculatedcontent/WeightWatcher ⭐ 1,481
    The WeightWatcher tool for predicting the accuracy of Deep Neural Networks

66. jeshraghian/snntorch ⭐ 1,374
    Deep and online learning with spiking neural networks in Python
    🔗 snntorch.readthedocs.io/en/latest

67. hysts/pytorch_image_classification ⭐ 1,369
    PyTorch implementation of image classification models for CIFAR-10/CIFAR-100/MNIST/FashionMNIST/Kuzushiji-MNIST/ImageNet

68. xl0/lovely-tensors ⭐ 1,119
    Tensors, for human consumption
    🔗 xl0.github.io/lovely-tensors

69. deepmind/android_env ⭐ 1,024
    RL research on Android devices.

70. tensorflow/similarity ⭐ 1,013
    TensorFlow Similarity is a python package focused on making similarity learning quick and easy.

71. keras-team/keras-cv ⭐ 1,010
    Industry-strength Computer Vision workflows with Keras

72. kakaobrain/rq-vae-transformer ⭐ 800
    The official implementation of Autoregressive Image Generation using Residual Quantization (CVPR '22)

73. deepmind/chex ⭐ 795
    Chex is a library of utilities for helping to write reliable JAX code
    🔗 chex.readthedocs.io

74. mlfoundations/datacomp ⭐ 663
    DataComp: In search of the next generation of multimodal datasets
    🔗 datacomp.ai

75. whitead/dmol-book ⭐ 622
    Deep learning for molecules and materials book
    🔗 dmol.pub

76. allenai/reward-bench ⭐ 454
    RewardBench is a benchmark designed to evaluate the capabilities and safety of reward models (including those trained with Direct Preference Optimization, DPO)
    🔗 huggingface.co/spaces/allenai/reward-bench

Machine Learning - Interpretability

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

1. slundberg/shap ⭐ 23,026
   A game theoretic approach to explain the output of any machine learning model.
   🔗 shap.readthedocs.io

2. marcotcr/lime ⭐ 11,650
   Lime: Explaining the predictions of any machine learning classifier

3. interpretml/interpret ⭐ 6,314
   Fit interpretable models. Explain blackbox machine learning.
   🔗 interpret.ml/docs

4. pytorch/captum ⭐ 4,964
   Model interpretability and understanding for PyTorch
   🔗 captum.ai

5. tensorflow/lucid ⭐ 4,678
   A collection of infrastructure and tools for research in neural network interpretability.

6. arize-ai/phoenix ⭐ 4,160
   AI Observability & Evaluation
   🔗 docs.arize.com/phoenix

7. pair-code/lit ⭐ 3,499
   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 ⭐ 2,761
   A library for debugging/inspecting machine learning classifiers and explaining their predictions
   🔗 eli5.readthedocs.io

9. maif/shapash ⭐ 2,747
   🔅 Shapash: User-friendly Explainability and Interpretability to Develop Reliable and Transparent Machine Learning Models
   🔗 maif.github.io/shapash

10. seldonio/alibi ⭐ 2,419
    Algorithms for explaining machine learning models
    🔗 docs.seldon.io/projects/alibi/en/stable

11. oegedijk/explainerdashboard ⭐ 2,319
    Quickly build Explainable AI dashboards that show the inner workings of so-called "blackbox" machine learning models.
    🔗 explainerdashboard.readthedocs.io

12. eleutherai/pythia ⭐ 2,304
    Interpretability analysis and scaling laws to understand how knowledge develops and evolves during training in autoregressive transformers

13. jalammar/ecco ⭐ 1,986
    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 ⭐ 1,691
    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 ⭐ 1,639
    Interpretability and explainability of data and machine learning models
    🔗 aix360.res.ibm.com

16. transformerlensorg/TransformerLens ⭐ 1,634
    A library for mechanistic interpretability of GPT-style language models
    🔗 transformerlensorg.github.io/transformerlens

17. cdpierse/transformers-interpret ⭐ 1,301
    Model explainability that works seamlessly with 🤗 transformers. Explain your transformers model in just 2 lines of code.

18. selfexplainml/PiML-Toolbox ⭐ 1,217
    PiML (Python Interpretable Machine Learning) toolbox for model development & diagnostics
    🔗 selfexplainml.github.io/piml-toolbox

19. ethicalml/xai ⭐ 1,131
    XAI is a Machine Learning library that is designed with AI explainability in its core. XAI contains various tools that enable for analysis and evaluation of data and models
    🔗 ethical.institute/principles.html#commitment-3

20. salesforce/OmniXAI ⭐ 882
    OmniXAI: A Library for eXplainable AI

21. andyzoujm/representation-engineering ⭐ 736
    Representation Engineering: A Top-Down Approach to AI Transparency
    🔗 www.ai-transparency.org

22. jbloomaus/SAELens ⭐ 511
    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 ⭐ 37,505
   Apache Airflow - A platform to programmatically author, schedule, and monitor workflows
   🔗 airflow.apache.org

2. ray-project/ray ⭐ 34,323
   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 ⭐ 18,962
   Open source platform for the machine learning lifecycle
   🔗 mlflow.org

4. spotify/luigi ⭐ 17,935
   Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution, workflow management, visualization etc. It also comes with Hadoop support built in.

5. prefecthq/prefect ⭐ 17,704
   Prefect is a workflow orchestration framework for building resilient data pipelines in Python.
   🔗 prefect.io

6. kestra-io/kestra ⭐ 14,493
   ⚡ Workflow Automation Platform. Orchestrate & Schedule code in any language, run anywhere, 500+ plugins. Alternative to Zapier, Rundeck, Camunda, Airflow...
   🔗 kestra.io

7. horovod/horovod ⭐ 14,287
   Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.
   🔗 horovod.ai

8. iterative/dvc ⭐ 13,993
   🦉 Data Versioning and ML Experiments
   🔗 dvc.org

9. dagster-io/dagster ⭐ 12,021
   An orchestration platform for the development, production, and observation of data assets.
   🔗 dagster.io

10. ludwig-ai/ludwig ⭐ 11,224
    Low-code framework for building custom LLMs, neural networks, and other AI models
    🔗 ludwig.ai

11. bentoml/OpenLLM ⭐ 10,175
    Run any open-source LLMs, such as Llama, Mistral, as OpenAI compatible API endpoint in the cloud.
    🔗 bentoml.com

12. great-expectations/great_expectations ⭐ 10,042
    Always know what to expect from your data.
    🔗 docs.greatexpectations.io

13. dbt-labs/dbt-core ⭐ 10,042
    dbt enables data analysts and engineers to transform their data using the same practices that software engineers use to build applications.
    🔗 getdbt.com

14. kedro-org/kedro ⭐ 10,040
    Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and data science pipelines that are reproducible, maintainable, and modular.
    🔗 kedro.org

15. huggingface/text-generation-inference ⭐ 9,198
    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 ⭐ 8,321
    Open Source Platform for developing, scaling and deploying serious ML, AI, and data science systems
    🔗 metaflow.org

17. activeloopai/deeplake ⭐ 8,220
    Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, & visualize any AI data. Stream data in real-time to PyTorch/TensorFlow. https://activeloop.ai
    🔗 activeloop.ai

18. mage-ai/mage-ai ⭐ 8,011
    🧙 Build, run, and manage data pipelines for integrating and transforming data.
    🔗 www.mage.ai

19. bentoml/BentoML ⭐ 7,202
    The easiest way to serve AI apps and models - Build Model Inference APIs, Job queues, LLM apps, Multi-model pipelines, and more!
    🔗 bentoml.com

20. langfuse/langfuse ⭐ 6,972
    🪢 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 ⭐ 5,833
    Scalable and flexible workflow orchestration platform that seamlessly unifies data, ML and analytics stacks.
    🔗 flyte.org

22. allegroai/clearml ⭐ 5,727
    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 ⭐ 5,638
    The Open Source Feature Store for Machine Learning
    🔗 feast.dev

24. evidentlyai/evidently ⭐ 5,489
    Evidently is ​​an open-source ML and LLM observability framework. Evaluate, test, and monitor any AI-powered system or data pipeline. From tabular data to Gen AI. 100+ metrics.
    🔗 discord.gg/xzjkranp8b

25. aimhubio/aim ⭐ 5,250
    Aim 💫 — An easy-to-use & supercharged open-source experiment tracker.
    🔗 aimstack.io

26. adap/flower ⭐ 5,200
    Flower: A Friendly Federated AI Framework
    🔗 flower.ai

27. internlm/lmdeploy ⭐ 4,778
    LMDeploy is a toolkit for compressing, deploying, and serving LLMs.
    🔗 lmdeploy.readthedocs.io/en/latest

28. zenml-io/zenml ⭐ 4,198
    ZenML 🙏: The bridge between ML and Ops. https://zenml.io.
    🔗 zenml.io

29. orchest/orchest ⭐ 4,088
    Build data pipelines, the easy way 🛠️
    🔗 orchest.readthedocs.io/en/stable

30. internlm/xtuner ⭐ 4,030
    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 ⭐ 3,634
    Machine Learning Pipelines for Kubeflow
    🔗 www.kubeflow.org/docs/components/pipelines

32. polyaxon/polyaxon ⭐ 3,577
    MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle
    🔗 polyaxon.com

33. ploomber/ploomber ⭐ 3,518
    The fastest ⚡️ way to build data pipelines. Develop iteratively, deploy anywhere. ☁️
    🔗 docs.ploomber.io

34. towhee-io/towhee ⭐ 3,249
    Towhee is a framework that is dedicated to making neural data processing pipelines simple and fast.
    🔗 towhee.io

35. determined-ai/determined ⭐ 3,050
    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 ⭐ 2,664
    A Pythonic framework to simplify AI service building
    🔗 lepton.ai

37. azure/PyRIT ⭐ 1,960
    The Python Risk Identification Tool for generative AI (PyRIT) is an open access automation framework to empower security professionals and ML engineers to red team foundation models and their applications.
    🔗 azure.github.io/pyrit

38. dagworks-inc/hamilton ⭐ 1,894
    Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.
    🔗 hamilton.dagworks.io/en/latest

39. meltano/meltano ⭐ 1,862
    Meltano: the declarative code-first data integration engine that powers your wildest data and ML-powered product ideas. Say goodbye to writing, maintaining, and scaling your own API integrations.
    🔗 meltano.com

40. dstackai/dstack ⭐ 1,623
    dstack is a lightweight, open-source alternative to Kubernetes & Slurm, simplifying AI container orchestration with multi-cloud & on-prem support. It natively supports NVIDIA, AMD, & TPU.
    🔗 dstack.ai/docs

41. hi-primus/optimus ⭐ 1,486
    🚚 Agile Data Preparation Workflows made easy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark
    🔗 hi-optimus.com

42. kubeflow/examples ⭐ 1,415
    A repository to host extended examples and tutorials

43. dagworks-inc/burr ⭐ 1,348
    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 ⭐ 649
    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 ⭐ 34,933
   A toolkit for developing and comparing reinforcement learning algorithms.
   🔗 www.gymlibrary.dev

2. unity-technologies/ml-agents ⭐ 17,305
   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 ⭐ 15,863
   OpenAI Baselines: high-quality implementations of reinforcement learning algorithms

4. google/dopamine ⭐ 10,583
   Dopamine is a research framework for fast prototyping of reinforcement learning algorithms.
   🔗 github.com/google/dopamine

5. deepmind/pysc2 ⭐ 8,040
   StarCraft II Learning Environment

6. thu-ml/tianshou ⭐ 8,039
   An elegant PyTorch deep reinforcement learning library.
   🔗 tianshou.org

7. lucidrains/PaLM-rlhf-pytorch ⭐ 7,722
   Implementation of RLHF (Reinforcement Learning with Human Feedback) on top of the PaLM architecture. Basically ChatGPT but with PaLM

8. farama-foundation/Gymnasium ⭐ 7,543
   An API standard for single-agent reinforcement learning environments, with popular reference environments and related utilities (formerly Gym)
   🔗 gymnasium.farama.org

9. tensorlayer/TensorLayer ⭐ 7,336
   Deep Learning and Reinforcement Learning Library for Scientists and Engineers
   🔗 tensorlayerx.com

10. keras-rl/keras-rl ⭐ 5,528
    Deep Reinforcement Learning for Keras.
    🔗 keras-rl.readthedocs.io

11. deepmind/dm_control ⭐ 3,841
    Google DeepMind's software stack for physics-based simulation and Reinforcement Learning environments, using MuJoCo.

12. ai4finance-foundation/ElegantRL ⭐ 3,770
    Massively Parallel Deep Reinforcement Learning. 🔥
    🔗 ai4finance.org

13. facebookresearch/ReAgent ⭐ 3,574
    A platform for Reasoning systems (Reinforcement Learning, Contextual Bandits, etc.)
    🔗 reagent.ai

14. deepmind/acme ⭐ 3,531
    A library of reinforcement learning components and agents

15. opendilab/DI-engine ⭐ 3,127
    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 ⭐ 2,848
    Official Repository for "Eureka: Human-Level Reward Design via Coding Large Language Models" (ICLR 2024)
    🔗 eureka-research.github.io

17. pettingzoo-team/PettingZoo ⭐ 2,669
    An API standard for multi-agent reinforcement learning environments, with popular reference environments and related utilities
    🔗 pettingzoo.farama.org

18. kzl/decision-transformer ⭐ 2,419
    Official codebase for Decision Transformer: Reinforcement Learning via Sequence Modeling.

19. pytorch/rl ⭐ 2,395
    A modular, primitive-first, python-first PyTorch library for Reinforcement Learning.
    🔗 pytorch.org/rl

20. anthropics/hh-rlhf ⭐ 1,638
    Human preference data for "Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback"
    🔗 arxiv.org/abs/2204.05862

21. arise-initiative/robosuite ⭐ 1,380
    robosuite: A Modular Simulation Framework and Benchmark for Robot Learning
    🔗 robosuite.ai

22. humancompatibleai/imitation ⭐ 1,341
    Clean PyTorch implementations of imitation and reward learning algorithms
    🔗 imitation.readthedocs.io

23. denys88/rl_games ⭐ 950
    RL Games: High performance RL library

24. google-deepmind/meltingpot ⭐ 631
    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 ⭐ 135,973
   🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
   🔗 huggingface.co/transformers

2. pytorch/fairseq ⭐ 30,643
   Facebook AI Research Sequence-to-Sequence Toolkit written in Python.

3. explosion/spaCy ⭐ 30,407
   💫 Industrial-strength Natural Language Processing (NLP) in Python
   🔗 spacy.io

4. myshell-ai/OpenVoice ⭐ 29,996
   Instant voice cloning by MIT and MyShell.
   🔗 research.myshell.ai/open-voice

5. microsoft/unilm ⭐ 20,325
   Large-scale Self-supervised Pre-training Across Tasks, Languages, and Modalities
   🔗 aka.ms/generalai

6. huggingface/datasets ⭐ 19,334
   🤗 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 ⭐ 18,342
   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 ⭐ 15,716
   Topic Modelling for Humans
   🔗 radimrehurek.com/gensim

9. ukplab/sentence-transformers ⭐ 15,507
   State-of-the-Art Text Embeddings
   🔗 www.sbert.net

10. vikparuchuri/surya ⭐ 14,475
    OCR, layout analysis, reading order, table recognition in 90+ languages
    🔗 www.datalab.to

11. gunthercox/ChatterBot ⭐ 14,119
    ChatterBot is a machine learning, conversational dialog engine for creating chat bots
    🔗 chatterbot.readthedocs.io

12. flairnlp/flair ⭐ 13,981
    A very simple framework for state-of-the-art Natural Language Processing (NLP)
    🔗 flairnlp.github.io/flair

13. nltk/nltk ⭐ 13,679
    NLTK Source
    🔗 www.nltk.org

14. m-bain/whisperX ⭐ 12,765
    WhisperX: Automatic Speech Recognition with Word-level Timestamps (& Diarization)

15. openai/tiktoken ⭐ 12,600
    tiktoken is a fast BPE tokeniser for use with OpenAI's models.

16. jina-ai/clip-as-service ⭐ 12,485
    🏄 Scalable embedding, reasoning, ranking for images and sentences with CLIP
    🔗 clip-as-service.jina.ai

17. nvidia/NeMo ⭐ 12,358
    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 ⭐ 11,770
    An open-source NLP research library, built on PyTorch.
    🔗 www.allennlp.org

19. facebookresearch/seamless_communication ⭐ 10,996
    Foundational Models for State-of-the-Art Speech and Text Translation

20. facebookresearch/ParlAI ⭐ 10,497
    A framework for training and evaluating AI models on a variety of openly available dialogue datasets.
    🔗 parl.ai

21. google/sentencepiece ⭐ 10,348
    Unsupervised text tokenizer for Neural Network-based text generation.

22. doccano/doccano ⭐ 9,623
    Open source annotation tool for machine learning practitioners.

23. neuml/txtai ⭐ 9,599
    💡 All-in-one open-source embeddings database for semantic search, LLM orchestration and language model workflows
    🔗 neuml.github.io/txtai

24. sloria/TextBlob ⭐ 9,178
    Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more.
    🔗 textblob.readthedocs.io

25. facebookresearch/nougat ⭐ 9,039
    Implementation of Nougat Neural Optical Understanding for Academic Documents
    🔗 facebookresearch.github.io/nougat

26. speechbrain/speechbrain ⭐ 9,025
    A PyTorch-based Speech Toolkit
    🔗 speechbrain.github.io

27. togethercomputer/OpenChatKit ⭐ 9,009
    OpenChatKit provides a powerful, open-source base to create both specialized and general purpose chatbots

28. clips/pattern ⭐ 8,754
    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 ⭐ 8,570
    End-to-End Speech Processing Toolkit
    🔗 espnet.github.io/espnet

30. deeppavlov/DeepPavlov ⭐ 6,742
    An open source library for deep learning end-to-end dialog systems and chatbots.
    🔗 deeppavlov.ai

31. facebookresearch/metaseq ⭐ 6,518
    A codebase for working with Open Pre-trained Transformers, originally forked from fairseq.

32. kingoflolz/mesh-transformer-jax ⭐ 6,308
    Model parallel transformers in JAX and Haiku

33. maartengr/BERTopic ⭐ 6,226
    Leveraging BERT and c-TF-IDF to create easily interpretable topics.
    🔗 maartengr.github.io/bertopic

34. prefecthq/marvin ⭐ 5,348
    ✨ Build AI interfaces that spark joy
    🔗 askmarvin.ai

35. aiwaves-cn/agents ⭐ 5,338
    An Open-source Framework for Data-centric, Self-evolving Autonomous Language Agents

36. salesforce/CodeGen ⭐ 4,947
    CodeGen is a family of open-source model for program synthesis. Trained on TPU-v4. Competitive with OpenAI Codex.

37. minimaxir/textgenrnn ⭐ 4,944
    Easily train your own text-generating neural network of any size and complexity on any text dataset with a few lines of code.

38. layout-parser/layout-parser ⭐ 4,941
    A Unified Toolkit for Deep Learning Based Document Image Analysis
    🔗 layout-parser.github.io

39. facebookresearch/DrQA ⭐ 4,481
    Reading Wikipedia to Answer Open-Domain Questions

40. makcedward/nlpaug ⭐ 4,467
    Data augmentation for NLP
    🔗 makcedward.github.io

41. thilinarajapakse/simpletransformers ⭐ 4,121
    Transformers for Information Retrieval, Text Classification, NER, QA, Language Modelling, Language Generation, T5, Multi-Modal, and Conversational AI
    🔗 simpletransformers.ai

42. argilla-io/argilla ⭐ 4,089
    Argilla is a collaboration tool for AI engineers and domain experts to build high-quality datasets
    🔗 docs.argilla.io

43. maartengr/KeyBERT ⭐ 3,598
    Minimal keyword extraction with BERT
    🔗 maartengr.github.io/keybert

44. life4/textdistance ⭐ 3,402
    📐 Compute distance between sequences. 30+ algorithms, pure python implementation, common interface, optional external libs usage.

45. promptslab/Promptify ⭐ 3,316
    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

46. jsvine/markovify ⭐ 3,308
    A simple, extensible Markov chain generator.

47. bytedance/lightseq ⭐ 3,218
    LightSeq: A High Performance Library for Sequence Processing and Generation

48. errbotio/errbot ⭐ 3,136
    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. neuralmagic/deepsparse ⭐ 3,042
    Sparsity-aware deep learning inference runtime for CPUs
    🔗 neuralmagic.com/deepsparse

50. huawei-noah/Pretrained-Language-Model ⭐ 3,034
    Pretrained language model and its related optimization techniques developed by Huawei Noah's Ark Lab.

51. quivrhq/MegaParse ⭐ 2,998
    File Parser optimised for LLM Ingestion with no loss 🧠 Parse PDFs, Docx, PPTx in a format that is ideal for LLMs.
    🔗 pypi.org/project/megaparse

52. ddangelov/Top2Vec ⭐ 2,956
    Top2Vec learns jointly embedded topic, document and word vectors.

53. jbesomi/texthero ⭐ 2,894
    Text preprocessing, representation and visualization from zero to hero.
    🔗 texthero.org

54. huggingface/neuralcoref ⭐ 2,860
    ✨Fast Coreference Resolution in spaCy with Neural Networks
    🔗 huggingface.co/coref

55. salesforce/CodeT5 ⭐ 2,822
    Home of CodeT5: Open Code LLMs for Code Understanding and Generation
    🔗 arxiv.org/abs/2305.07922

56. bigscience-workshop/promptsource ⭐ 2,714
    Toolkit for creating, sharing and using natural language prompts.

57. huggingface/setfit ⭐ 2,255
    SetFit is an efficient and prompt-free framework for few-shot fine-tuning of Sentence Transformers.
    🔗 hf.co/docs/setfit

58. jamesturk/jellyfish ⭐ 2,073
    🪼 a python library for doing approximate and phonetic matching of strings.
    🔗 jamesturk.github.io/jellyfish

59. alibaba/EasyNLP ⭐ 2,071
    EasyNLP: A Comprehensive and Easy-to-use NLP Toolkit

60. thudm/P-tuning-v2 ⭐ 1,989
    An optimized deep prompt tuning strategy comparable to fine-tuning across scales and tasks

61. featureform/featureform ⭐ 1,822
    The Virtual Feature Store. Turn your existing data infrastructure into a feature store.
    🔗 www.featureform.com

62. marella/ctransformers ⭐ 1,822
    Python bindings for the Transformer models implemented in C/C++ using GGML library.

63. bhavnicksm/chonkie ⭐ 1,806
    🦛 CHONK your texts with Chonkie ✨ - The no-nonsense RAG chunking library
    🔗 docs.chonkie.ai

64. deepset-ai/FARM ⭐ 1,742
    🏡 Fast & easy transfer learning for NLP. Harvesting language models for the industry. Focus on Question Answering.
    🔗 farm.deepset.ai

65. franck-dernoncourt/NeuroNER ⭐ 1,700
    Named-entity recognition using neural networks. Easy-to-use and state-of-the-art results.
    🔗 neuroner.com

66. explosion/spacy-models ⭐ 1,653
    💫 Models for the spaCy Natural Language Processing (NLP) library
    🔗 spacy.io

67. google-research/language ⭐ 1,631
    Shared repository for open-sourced projects from the Google AI Language team.
    🔗 ai.google/research/teams/language

68. plasticityai/magnitude ⭐ 1,629
    A fast, efficient universal vector embedding utility package.

69. arxiv-vanity/arxiv-vanity ⭐ 1,612
    Renders papers from arXiv as responsive web pages so you don't have to squint at a PDF.
    🔗 www.arxiv-vanity.com

70. chrismattmann/tika-python ⭐ 1,516
    Tika-Python is a Python binding to the Apache Tika™ REST services allowing Tika to be called natively in the Python community.

71. urchade/GLiNER ⭐ 1,503
    Generalist and Lightweight Model for Named Entity Recognition (Extract any entity types from texts) @ NAACL 2024
    🔗 arxiv.org/abs/2311.08526

72. dmmiller612/bert-extractive-summarizer ⭐ 1,406
    Easy to use extractive text summarization with BERT

73. intellabs/fastRAG ⭐ 1,380
    Efficient Retrieval Augmentation and Generation Framework

74. gunthercox/chatterbot-corpus ⭐ 1,375
    A multilingual dialog corpus
    🔗 chatterbot-corpus.readthedocs.io

75. nomic-ai/nomic ⭐ 1,369
    Interact, analyze and structure massive text, image, embedding, audio and video datasets
    🔗 atlas.nomic.ai

76. jonasgeiping/cramming ⭐ 1,299
    Cramming the training of a (BERT-type) language model into limited compute.

77. pemistahl/lingua-py ⭐ 1,180
    The most accurate natural language detection library for Python, suitable for short text and mixed-language text

78. openai/grade-school-math ⭐ 1,105
    GSM8K, a dataset of 8.5K high quality linguistically diverse grade school math word problems

79. abertsch72/unlimiformer ⭐ 1,057
    Public repo for the NeurIPS 2023 paper "Unlimiformer: Long-Range Transformers with Unlimited Length Input"

80. unitaryai/detoxify ⭐ 971
    Toxic Comment Classification with Pytorch Lightning and Transformers
    🔗 www.unitary.ai

81. norskregnesentral/skweak ⭐ 921
    skweak: A software toolkit for weak supervision applied to NLP tasks

82. explosion/spacy-streamlit ⭐ 811
    👑 spaCy building blocks and visualizers for Streamlit apps
    🔗 share.streamlit.io/ines/spacy-streamlit-demo/master/app.py

83. keras-team/keras-hub ⭐ 810
    Pretrained model hub for Keras 3

84. paddlepaddle/RocketQA ⭐ 769
    🚀 RocketQA, dense retrieval for information retrieval and question answering, including both Chinese and English state-of-the-art models.

85. webis-de/small-text ⭐ 598
    Small-Text provides state-of-the-art Active Learning for Text Classification. Several pre-implemented Query Strategies, Initialization Strategies, and Stopping Critera are provided, which can be easily mixed and matched to build active learning experiments or applications.
    🔗 small-text.readthedocs.io

86. babelscape/rebel ⭐ 505
    REBEL is a seq2seq model that simplifies Relation Extraction (EMNLP 2021).

Packaging

Python packaging, dependency management and bundling.

1. pyenv/pyenv ⭐ 39,741
   pyenv lets you easily switch between multiple versions of Python.

2. python-poetry/poetry ⭐ 31,916
   Python packaging and dependency management made easy
   🔗 python-poetry.org

3. astral-sh/uv ⭐ 28,727
   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

4. pypa/pipenv ⭐ 24,921
   A virtualenv management tool that supports a multitude of systems and nicely bridges the gaps between pip, python and virtualenv.
   🔗 pipenv.pypa.io

5. mitsuhiko/rye ⭐ 13,883
   a Hassle-Free Python Experience
   🔗 rye.astral.sh

6. pyinstaller/pyinstaller ⭐ 11,970
   Freeze (package) Python programs into stand-alone executables
   🔗 www.pyinstaller.org

7. pypa/pipx ⭐ 10,714
   Install and Run Python Applications in Isolated Environments
   🔗 pipx.pypa.io

8. pdm-project/pdm ⭐ 7,994
   A modern Python package and dependency manager supporting the latest PEP standards
   🔗 pdm-project.org

9. jazzband/pip-tools ⭐ 7,779
   A set of tools to keep your pinned Python dependencies fresh (pip-compile + pip-sync)
   🔗 pip-tools.rtfd.io

10. mamba-org/mamba ⭐ 6,994
    The Fast Cross-Platform Package Manager: mamba is a reimplementation of the conda package manager in C++
    🔗 mamba.readthedocs.io

11. conda-forge/miniforge ⭐ 6,652
    A conda-forge distribution.
    🔗 conda-forge.org/download

12. conda/conda ⭐ 6,495
    A system-level, binary package and environment manager running on all major operating systems and platforms.
    🔗 docs.conda.io/projects/conda

13. pypa/hatch ⭐ 6,129
    Modern, extensible Python project management
    🔗 hatch.pypa.io/latest

14. indygreg/PyOxidizer ⭐ 5,537
    A modern Python application packaging and distribution tool

15. pypa/virtualenv ⭐ 4,839
    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 ⭐ 4,458
    A flexible package manager that supports multiple versions, configurations, platforms, and compilers.
    🔗 spack.io

17. prefix-dev/pixi ⭐ 3,470
    pixi is a cross-platform, multi-language package manager and workflow tool built on the foundation of the conda ecosystem.
    🔗 pixi.sh

18. pantsbuild/pex ⭐ 2,881
    A tool for generating .pex (Python EXecutable) files, lock files and venvs.
    🔗 docs.pex-tool.org

19. beeware/briefcase ⭐ 2,691
    Tools to support converting a Python project into a standalone native application.
    🔗 briefcase.readthedocs.io

20. pypa/flit ⭐ 2,173
    Simplified packaging of Python modules
    🔗 flit.pypa.io

21. linkedin/shiv ⭐ 1,773
    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 ⭐ 1,372
    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 ⭐ 1,259
    Runtime installer for Python applications
    🔗 ofek.dev/pyapp

24. pypa/gh-action-pypi-publish ⭐ 957
    The blessed GitHub Action, for publishing your 📦 distribution files to PyPI, the tokenless way: https://github.com/marketplace/actions/pypi-publish
    🔗 packaging.python.org/guides/publishing-package-distribution-releases-using-github-actions-ci-cd-workflows

25. py2exe/py2exe ⭐ 881
    Create standalone Windows programs from Python code
    🔗 www.py2exe.org

26. prefix-dev/rip ⭐ 655
    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 ⭐ 593
    Github action for installing and configuring Poetry

28. python-poetry/install.python-poetry.org ⭐ 214
    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 ⭐ 43,976
   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 ⭐ 30,772
   Dataframes powered by a multithreaded, vectorized query engine, written in Rust
   🔗 docs.pola.rs

3. duckdb/duckdb ⭐ 24,824
   DuckDB is an analytical in-process SQL database management system
   🔗 www.duckdb.org

4. gventuri/pandas-ai ⭐ 13,642
   Chat with your database (SQL, CSV, pandas, polars, mongodb, noSQL, etc). PandasAI makes data analysis conversational using LLMs (GPT 3.5 / 4, Anthropic, VertexAI) and RAG.
   🔗 pandas-ai.com

5. kanaries/pygwalker ⭐ 13,476
   PyGWalker: Turn your pandas dataframe into an interactive UI for visual analysis
   🔗 kanaries.net/pygwalker

6. ydataai/ydata-profiling ⭐ 12,592
   1 Line of code data quality profiling & exploratory data analysis for Pandas and Spark DataFrames.
   🔗 docs.profiling.ydata.ai

7. rapidsai/cudf ⭐ 8,507
   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 ⭐ 3,942
   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 ⭐ 3,695
   A simple and efficient tool to parallelize Pandas operations on all available CPUs
   🔗 nalepae.github.io/pandarallel

10. unionai-oss/pandera ⭐ 3,432
    A light-weight, flexible, and expressive statistical data testing library
    🔗 www.union.ai/pandera

11. adamerose/PandasGUI ⭐ 3,200
    A GUI for Pandas DataFrames

12. blaze/blaze ⭐ 3,184
    NumPy and Pandas interface to Big Data
    🔗 blaze.pydata.org

13. pydata/pandas-datareader ⭐ 2,963
    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 ⭐ 2,816
    Pandas integration with sklearn

15. jmcarpenter2/swifter ⭐ 2,549
    A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner

16. eventual-inc/Daft ⭐ 2,411
    Distributed data engine for Python/SQL designed for the cloud, powered by Rust
    🔗 getdaft.io

17. delta-io/delta-rs ⭐ 2,377
    A native Rust library for Delta Lake, with bindings into Python
    🔗 delta-io.github.io/delta-rs

18. fugue-project/fugue ⭐ 2,016
    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 ⭐ 1,369
    Clean APIs for data cleaning. Python implementation of R package Janitor
    🔗 pyjanitor-devs.github.io/pyjanitor

20. machow/siuba ⭐ 1,161
    Python library for using dplyr like syntax with pandas and SQL
    🔗 siuba.org

21. holoviz/hvplot ⭐ 1,147
    A high-level plotting API for pandas, dask, xarray, and networkx built on HoloViews
    🔗 hvplot.holoviz.org

22. renumics/spotlight ⭐ 1,133
    Interactively explore unstructured datasets from your dataframe.
    🔗 renumics.com

23. tkrabel/bamboolib ⭐ 939
    bamboolib - a GUI for pandas DataFrames
    🔗 bamboolib.com

24. mwouts/itables ⭐ 807
    This packages changes how Pandas and Polars DataFrames are rendered in Jupyter Notebooks. With itables you can display your tables as interactive DataTables that you can sort, paginate, scroll or filter.
    🔗 mwouts.github.io/itables

Performance

Performance, parallelisation and low level libraries.

1. celery/celery ⭐ 25,007
   Distributed Task Queue (development branch)
   🔗 docs.celeryq.dev

2. google/flatbuffers ⭐ 23,443
   FlatBuffers: Memory Efficient Serialization Library
   🔗 flatbuffers.dev

3. pybind/pybind11 ⭐ 15,889
   Seamless operability between C++11 and Python
   🔗 pybind11.readthedocs.io

4. exaloop/codon ⭐ 15,191
   A high-performance, zero-overhead, extensible Python compiler using LLVM
   🔗 docs.exaloop.io/codon

5. dask/dask ⭐ 12,661
   Parallel computing with task scheduling
   🔗 dask.org

6. numba/numba ⭐ 10,029
   NumPy aware dynamic Python compiler using LLVM
   🔗 numba.pydata.org

7. modin-project/modin ⭐ 9,920
   Modin: Scale your Pandas workflows by changing a single line of code
   🔗 modin.readthedocs.io

8. nebuly-ai/optimate ⭐ 8,377
   A collection of libraries to optimise AI model performances
   🔗 www.nebuly.com

9. vaexio/vaex ⭐ 8,309
   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 ⭐ 6,509
    Real-time monitor and web admin for Celery distributed task queue
    🔗 flower.readthedocs.io

11. python-trio/trio ⭐ 6,250
    Trio – a friendly Python library for async concurrency and I/O
    🔗 trio.readthedocs.io

12. ultrajson/ultrajson ⭐ 4,343
    Ultra fast JSON decoder and encoder written in C with Python bindings
    🔗 pypi.org/project/ujson

13. tlkh/asitop ⭐ 3,579
    Perf monitoring CLI tool for Apple Silicon
    🔗 tlkh.github.io/asitop

14. facebookincubator/cinder ⭐ 3,541
    Cinder is Meta's internal performance-oriented production version of CPython.
    🔗 trycinder.com

15. airtai/faststream ⭐ 3,214
    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 ⭐ 2,594
    IPython Parallel: Interactive Parallel Computing in Python
    🔗 ipyparallel.readthedocs.io

17. intel/intel-extension-for-transformers ⭐ 2,144
    ⚡ Build your chatbot within minutes on your favorite device; offer SOTA compression techniques for LLMs; run LLMs efficiently on Intel Platforms⚡

18. h5py/h5py ⭐ 2,092
    HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.
    🔗 www.h5py.org

19. agronholm/anyio ⭐ 1,840
    High level asynchronous concurrency and networking framework that works on top of either trio or asyncio

20. tiangolo/asyncer ⭐ 1,718
    Asyncer, async and await, focused on developer experience.
    🔗 asyncer.tiangolo.com

21. faster-cpython/ideas ⭐ 1,698
    Discussion and work tracker for Faster CPython project.

22. intel/intel-extension-for-pytorch ⭐ 1,639
    A Python package for extending the official PyTorch that can easily obtain performance on Intel platform

23. dask/distributed ⭐ 1,581
    A distributed task scheduler for Dask
    🔗 distributed.dask.org

24. nschloe/perfplot ⭐ 1,347
    📈 Performance analysis for Python snippets

25. intel/scikit-learn-intelex ⭐ 1,231
    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 ⭐ 942
    How to make CPython faster.

27. zerointensity/pointers.py ⭐ 917
    Bringing the hell of pointers to Python.
    🔗 pointers.zintensity.dev

28. brandtbucher/specialist ⭐ 641
    Visualize CPython's specializing, adaptive interpreter. 🔥

Profiling

Memory and CPU/GPU profiling tools and libraries.

1. bloomberg/memray ⭐ 13,410
   Memray is a memory profiler for Python
   🔗 bloomberg.github.io/memray

2. benfred/py-spy ⭐ 12,941
   Sampling profiler for Python programs

3. plasma-umass/scalene ⭐ 12,251
   Scalene: a high-performance, high-precision CPU, GPU, and memory profiler for Python with AI-powered optimization proposals

4. joerick/pyinstrument ⭐ 6,700
   🚴 Call stack profiler for Python. Shows you why your code is slow!
   🔗 pyinstrument.readthedocs.io

5. gaogaotiantian/viztracer ⭐ 5,359
   A debugging and profiling tool that can trace and visualize python code execution
   🔗 viztracer.readthedocs.io

6. pythonprofilers/memory_profiler ⭐ 4,396
   Monitor Memory usage of Python code
   🔗 pypi.python.org/pypi/memory_profiler

7. reloadware/reloadium ⭐ 2,826
   Hot Reloading and Profiling for Python

8. pyutils/line_profiler ⭐ 2,777
   Line-by-line profiling for Python

9. jiffyclub/snakeviz ⭐ 2,363
   An in-browser Python profile viewer
   🔗 jiffyclub.github.io/snakeviz

10. p403n1x87/austin ⭐ 1,936
    Python frame stack sampler for CPython
    🔗 pypi.org/project/austin-dist

11. pythonspeed/filprofiler ⭐ 844
    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 ⭐ 61,786
   A list of useful payloads and bypass for Web Application Security and Pentest/CTF
   🔗 swisskyrepo.github.io/payloadsallthethings

2. sqlmapproject/sqlmap ⭐ 32,780
   Automatic SQL injection and database takeover tool
   🔗 sqlmap.org

3. certbot/certbot ⭐ 31,685
   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 ⭐ 23,937
   Find vulnerabilities, misconfigurations, secrets, SBOM in containers, Kubernetes, code repositories, clouds and more
   🔗 trivy.dev

5. bridgecrewio/checkov ⭐ 7,193
   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 ⭐ 6,781
   Multi-Cloud Security Auditing Tool

7. stamparm/maltrail ⭐ 6,624
   Malicious traffic detection system

8. pycqa/bandit ⭐ 6,530
   Bandit is a tool designed to find common security issues in Python code.
   🔗 bandit.readthedocs.io

9. rhinosecuritylabs/pacu ⭐ 4,414
   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 ⭐ 3,663
    A tool used to obfuscate python scripts, bind obfuscated scripts to fixed machine or expire obfuscated scripts.
    🔗 pyarmor.dashingsoft.com

11. luijait/DarkGPT ⭐ 2,143
    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 ⭐ 1,752
    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 ⭐ 986
    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 ⭐ 865
    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 ⭐ 23,574
   Python sample codes for robotics algorithms.
   🔗 atsushisakai.github.io/pythonrobotics

2. bulletphysics/bullet3 ⭐ 12,749
   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 ⭐ 11,576
   Open3D: A Modern Library for 3D Data Processing
   🔗 www.open3d.org

4. qiskit/qiskit ⭐ 5,330
   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 ⭐ 4,477
   Astronomy and astrophysics core library
   🔗 www.astropy.org

6. nvidia/warp ⭐ 4,320
   A Python framework for high performance GPU simulation and graphics
   🔗 nvidia.github.io/warp

7. quantumlib/Cirq ⭐ 4,298
   A Python framework for creating, editing, and invoking Noisy Intermediate Scale Quantum (NISQ) circuits.

8. chakazul/Lenia ⭐ 3,556
   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 ⭐ 2,891
   MuJoCo is a physics engine for detailed, efficient rigid body simulations with contacts. mujoco-py allows using MuJoCo from Python 3.

10. rdkit/rdkit ⭐ 2,699
    The official sources for the RDKit library

11. projectmesa/mesa ⭐ 2,590
    Mesa is an open-source Python library for agent-based modeling, ideal for simulating complex systems and exploring emergent behaviors.
    🔗 mesa.readthedocs.io

12. taichi-dev/difftaichi ⭐ 2,498
    10 differentiable physical simulators built with Taichi differentiable programming (DiffTaichi, ICLR 2020)

13. google/brax ⭐ 2,388
    Massively parallel rigidbody physics simulation on accelerator hardware.

14. nvidia-omniverse/IsaacLab ⭐ 2,362
    Unified framework for robot learning built on NVIDIA Isaac Sim
    🔗 isaac-sim.github.io/isaaclab

15. nvidia-omniverse/IsaacGymEnvs ⭐ 2,083
    Example RL environments for the NVIDIA Isaac Gym high performance environments

16. facebookresearch/habitat-lab ⭐ 2,025
    A modular high-level library to train embodied AI agents across a variety of tasks and environments.
    🔗 aihabitat.org

17. quantecon/QuantEcon.py ⭐ 2,001
    A community based Python library for quantitative economics
    🔗 quantecon.org/quantecon-py

18. microsoft/PromptCraft-Robotics ⭐ 1,910
    Community for applying LLMs to robotics and a robot simulator with ChatGPT integration
    🔗 aka.ms/chatgpt-robotics

19. eloialonso/diamond ⭐ 1,607
    DIAMOND (DIffusion As a Model Of eNvironment Dreams) is a reinforcement learning agent trained in a diffusion world model
    🔗 diamond-wm.github.io

20. deepmodeling/deepmd-kit ⭐ 1,524
    A deep learning package for many-body potential energy representation and molecular dynamics
    🔗 docs.deepmodeling.com/projects/deepmd

21. sail-sg/envpool ⭐ 1,104
    C++-based high-performance parallel environment execution engine (vectorized env) for general RL environments.
    🔗 envpool.readthedocs.io

22. bowang-lab/scGPT ⭐ 1,057
    scGPT: Towards Building a Foundation Model for Single-Cell Multi-omics Using Generative AI
    🔗 scgpt.readthedocs.io/en/latest

23. a-r-j/graphein ⭐ 1,048
    Protein Graph Library
    🔗 graphein.ai

24. hardmaru/estool ⭐ 937
    Evolution Strategies Tool

25. viblo/pymunk ⭐ 935
    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 ⭐ 905
    Graph Networks for Materials Science (GNoME) is a project centered around scaling machine learning methods to tackle materials science.

27. nvidia-omniverse/OmniIsaacGymEnvs ⭐ 874
    Reinforcement Learning Environments for Omniverse Isaac Gym

28. google/evojax ⭐ 854
    EvoJAX is a scalable, general purpose, hardware-accelerated neuroevolution toolkit built on the JAX library

29. facebookresearch/fairo ⭐ 854
    A modular embodied agent architecture and platform for building embodied agents

30. eureka-research/DrEureka ⭐ 822
    Official Repository for "DrEureka: Language Model Guided Sim-To-Real Transfer" (RSS 2024)
    🔗 eureka-research.github.io/dr-eureka

31. google-deepmind/concordia ⭐ 715
    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 ⭐ 643
    Chemcrow

33. ur-whitelab/chemcrow-runs ⭐ 72
    ur-whitelab/chemcrow-runs

Study

Miscellaneous study resources: algorithms, general resources, system design, code repos for textbooks, best practices, tutorials.

1. thealgorithms/Python ⭐ 195,147
   All Algorithms implemented in Python
   🔗 thealgorithms.github.io/python

2. microsoft/generative-ai-for-beginners ⭐ 65,567
   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 ⭐ 43,382
   Python Data Science Handbook: full text in Jupyter Notebooks
   🔗 jakevdp.github.io/pythondatasciencehandbook

4. mlabonne/llm-course ⭐ 39,801
   Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.
   🔗 mlabonne.github.io/blog

5. rasbt/LLMs-from-scratch ⭐ 34,673
   Implement a ChatGPT-like LLM in PyTorch from scratch, step by step
   🔗 www.amazon.com/build-large-language-model-scratch/dp/1633437167

6. realpython/python-guide ⭐ 28,447
   Python best practices guidebook, written for humans.
   🔗 docs.python-guide.org

7. christoschristofidis/awesome-deep-learning ⭐ 24,379
   A curated list of awesome Deep Learning tutorials, projects and communities.

8. d2l-ai/d2l-en ⭐ 24,146
   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 ⭐ 22,337
   Materials and IPython notebooks for "Python for Data Analysis" by Wes McKinney, published by O'Reilly Media

10. microsoft/recommenders ⭐ 19,382
    Best Practices on Recommendation Systems
    🔗 recommenders-team.github.io/recommenders/intro.html

11. hannibal046/Awesome-LLM ⭐ 19,217
    Awesome-LLM: a curated list of Large Language Model

12. fchollet/deep-learning-with-python-notebooks ⭐ 18,802
    Jupyter notebooks for the code samples of the book "Deep Learning with Python"

13. graykode/nlp-tutorial ⭐ 14,330
    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 ⭐ 13,842
    llama3 implementation one matrix multiplication at a time

15. shangtongzhang/reinforcement-learning-an-introduction ⭐ 13,673
    Python Implementation of Reinforcement Learning: An Introduction

16. karpathy/nn-zero-to-hero ⭐ 12,008
    Neural Networks: Zero to Hero

17. eugeneyan/open-llms ⭐ 11,281
    📋 A list of open LLMs available for commercial use.

18. mrdbourke/pytorch-deep-learning ⭐ 11,251
    Materials for the Learn PyTorch for Deep Learning: Zero to Mastery course.
    🔗 learnpytorch.io

19. karpathy/micrograd ⭐ 10,639
    A tiny scalar-valued autograd engine and a neural net library on top of it with PyTorch-like API

20. rucaibox/LLMSurvey ⭐ 10,567
    The official GitHub page for the survey paper "A Survey of Large Language Models".
    🔗 arxiv.org/abs/2303.18223

21. openai/spinningup ⭐ 10,228
    An educational resource to help anyone learn deep reinforcement learning.
    🔗 spinningup.openai.com

22. srush/GPU-Puzzles ⭐ 10,023
    Teaching beginner GPU programming in a completely interactive fashion

23. nielsrogge/Transformers-Tutorials ⭐ 9,595
    This repository contains demos I made with the Transformers library by HuggingFace.

24. zhanymkanov/fastapi-best-practices ⭐ 9,557
    FastAPI Best Practices and Conventions we used at our startup

25. mooler0410/LLMsPracticalGuide ⭐ 9,533
    A curated list of practical guide resources of LLMs (LLMs Tree, Examples, Papers)
    🔗 arxiv.org/abs/2304.13712v2

26. firmai/industry-machine-learning ⭐ 7,273
    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 ⭐ 6,782
    Overview and tutorial of the LangChain Library

28. udlbook/udlbook ⭐ 6,661
    Understanding Deep Learning - Simon J.D. Prince

29. neetcode-gh/leetcode ⭐ 5,684
    Leetcode solutions for NeetCode.io

30. roboflow/notebooks ⭐ 5,648
    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 ⭐ 5,323
    Projects and exercises for the latest Deep Learning ND program https://www.udacity.com/course/deep-learning-nanodegree--nd101

32. mrdbourke/tensorflow-deep-learning ⭐ 5,303
    All course materials for the Zero to Mastery Deep Learning with TensorFlow course.
    🔗 dbourke.link/ztmtfcourse

33. alirezadir/Machine-Learning-Interviews ⭐ 4,977
    This repo is meant to serve as a guide for Machine Learning/AI technical interviews.

34. timofurrer/awesome-asyncio ⭐ 4,648
    A curated list of awesome Python asyncio frameworks, libraries, software and resources

35. zotroneneis/machine_learning_basics ⭐ 4,320
    Plain python implementations of basic machine learning algorithms

36. promptslab/Awesome-Prompt-Engineering ⭐ 3,964
    This repository contains a hand-curated resources for Prompt Engineering with a focus on Generative Pre-trained Transformer (GPT), ChatGPT, PaLM etc
    🔗 discord.gg/m88xfymbk6

37. huggingface/deep-rl-class ⭐ 3,923
    This repo contains the syllabus of the Hugging Face Deep Reinforcement Learning Course.

38. huggingface/diffusion-models-class ⭐ 3,696
    Materials for the Hugging Face Diffusion Models Course

39. rasbt/machine-learning-book ⭐ 3,671
    Code Repository for Machine Learning with PyTorch and Scikit-Learn
    🔗 sebastianraschka.com/books/#machine-learning-with-pytorch-and-scikit-learn

40. cosmicpython/book ⭐ 3,406
    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 ⭐ 3,319
    Example code for Fluent Python, 2nd edition (O'Reilly 2022)
    🔗 amzn.to/3j48u2j

42. amanchadha/coursera-deep-learning-specialization ⭐ 3,205
    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 ⭐ 2,995
    All course materials for the Zero to Mastery Machine Learning and Data Science course.
    🔗 dbourke.link/ztmmlcourse

44. krzjoa/awesome-python-data-science ⭐ 2,619
    Probably the best curated list of data science software in Python.
    🔗 krzjoa.github.io/awesome-python-data-science

45. gerdm/prml ⭐ 2,161
    Repository of notes, code and notebooks in Python for the book Pattern Recognition and Machine Learning by Christopher Bishop

46. cgpotts/cs224u ⭐ 2,119
    Code for CS224u: Natural Language Understanding

47. cerlymarco/MEDIUM_NoteBook ⭐ 2,084
    Repository containing notebooks of my posts on Medium

48. trananhkma/fucking-awesome-python ⭐ 1,987
    awesome-python with ⭐ and 🍴

49. huggingface/cookbook ⭐ 1,705
    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. chandlerbang/awesome-self-supervised-gnn ⭐ 1,606
    Papers about pretraining and self-supervised learning on Graph Neural Networks (GNN).

51. atcold/NYU-DLSP21 ⭐ 1,582
    NYU Deep Learning Spring 2021
    🔗 atcold.github.io/nyu-dlsp21

52. patrickloeber/MLfromscratch ⭐ 1,335
    Machine Learning algorithm implementations from scratch.

53. davidadsp/Generative_Deep_Learning_2nd_Edition ⭐ 1,139
    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 ⭐ 807
    Companion site for the textbook Quantum Computing: An Applied Approach

55. rasbt/LLM-workshop-2024 ⭐ 776
    A 4-hour coding workshop to understand how LLMs are implemented and used

56. bayesianmodelingandcomputationinpython/BookCode_Edition1 ⭐ 506
    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 ⭐ 325
    🐍 Hand-picked awesome Python libraries and frameworks, organised by category
    🔗 www.awesomepython.org

Template

Template tools and libraries: cookiecutter repos, generators, quick-starts.

1. tiangolo/full-stack-fastapi-template ⭐ 28,190
   Full stack, modern web application template. Using FastAPI, React, SQLModel, PostgreSQL, Docker, GitHub Actions, automatic HTTPS and more.

2. cookiecutter/cookiecutter ⭐ 22,734
   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 ⭐ 8,396
   A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.
   🔗 cookiecutter-data-science.drivendata.org

4. buuntu/fastapi-react ⭐ 2,250
   🚀 Cookiecutter Template for FastAPI + React Projects. Using PostgreSQL, SQLAlchemy, and Docker

5. pyscaffold/pyscaffold ⭐ 2,127
   🛠 Python project template generator with batteries included
   🔗 pyscaffold.org

6. cjolowicz/cookiecutter-hypermodern-python ⭐ 1,824
   Cookiecutter template for a Python package based on the Hypermodern Python article series.
   🔗 cookiecutter-hypermodern-python.readthedocs.io

7. tezromach/python-package-template ⭐ 1,091
   🚀 Your next Python package needs a bleeding-edge project structure.

8. martinheinz/python-project-blueprint ⭐ 960
   Blueprint/Boilerplate For Python Projects

9. fmind/mlops-python-package ⭐ 818
   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 ⭐ 49,819
   Rich is a Python library for rich text and beautiful formatting in the terminal.
   🔗 rich.readthedocs.io/en/latest

2. tqdm/tqdm ⭐ 28,854
   ⚡ A Fast, Extensible Progress Bar for Python and CLI
   🔗 tqdm.github.io

3. google/python-fire ⭐ 27,213
   Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.

4. willmcgugan/textual ⭐ 25,884
   The lean application framework for Python. Build sophisticated user interfaces with a simple Python API. Run your apps in the terminal and a web browser.
   🔗 textual.textualize.io

5. tiangolo/typer ⭐ 15,973
   Typer, build great CLIs. Easy to code. Based on Python type hints.
   🔗 typer.tiangolo.com

6. pallets/click ⭐ 15,842
   Python composable command line interface toolkit
   🔗 click.palletsprojects.com

7. saulpw/visidata ⭐ 7,953
   A terminal spreadsheet multitool for discovering and arranging data
   🔗 visidata.org

8. tconbeer/harlequin ⭐ 3,863
   The SQL IDE for Your Terminal.
   🔗 harlequin.sh

9. manrajgrover/halo ⭐ 2,901
   💫 Beautiful spinners for terminal, IPython and Jupyter

10. urwid/urwid ⭐ 2,829
    Console user interface library for Python (official repo)
    🔗 urwid.org

11. textualize/trogon ⭐ 2,503
    Easily turn your Click CLI into a powerful terminal application

12. darrenburns/elia ⭐ 1,885
    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 ⭐ 1,590
    Python library to build pretty command line user prompts ✨Easy to use multi-select lists, confirmations, free text prompts ...

14. jazzband/prettytable ⭐ 1,392
    Display tabular data in a visually appealing ASCII table format
    🔗 pypi.org/project/prettytable

15. 1j01/textual-paint ⭐ 954
    🎨 MS Paint in your terminal.
    🔗 pypi.org/project/textual-paint

Testing

Testing libraries: unit testing, load testing, acceptance testing, code coverage, browser automation, plugins.

1. mitmproxy/mitmproxy ⭐ 37,073
   An interactive TLS-capable intercepting HTTP proxy for penetration testers and software developers.
   🔗 mitmproxy.org

2. locustio/locust ⭐ 25,189
   Write scalable load tests in plain Python 🚗💨
   🔗 locust.cloud

3. pytest-dev/pytest ⭐ 12,202
   The pytest framework makes it easy to write small tests, yet scales to support complex functional testing
   🔗 pytest.org

4. microsoft/playwright-python ⭐ 12,000
   Python version of the Playwright testing and automation library.
   🔗 playwright.dev/python

5. robotframework/robotframework ⭐ 9,986
   Generic automation framework for acceptance testing and RPA
   🔗 robotframework.org

6. getmoto/moto ⭐ 7,689
   A library that allows you to easily mock out tests based on AWS infrastructure.
   🔗 docs.getmoto.org/en/latest

7. hypothesisworks/hypothesis ⭐ 7,610
   Hypothesis is a powerful, flexible, and easy to use library for property-based testing.
   🔗 hypothesis.works

8. newsapps/beeswithmachineguns ⭐ 6,449
   A utility for arming (creating) many bees (micro EC2 instances) to attack (load test) targets (web applications).
   🔗 apps.chicagotribune.com

9. seleniumbase/SeleniumBase ⭐ 5,515
   📊 Blazing fast Python framework for web crawling, scraping, testing, and reporting. Supports pytest. Stealth abilities: UC Mode and CDP Mode.
   🔗 seleniumbase.io

10. codium-ai/qodo-cover ⭐ 4,564
    Qodo-Cover: An AI-Powered Tool for Automated Test Generation and Code Coverage Enhancement! 💻🤖🧪🐞
    🔗 qodo.ai

11. spulec/freezegun ⭐ 4,209
    Let your Python tests travel through time

12. getsentry/responses ⭐ 4,173
    A utility for mocking out the Python Requests library.

13. confident-ai/deepeval ⭐ 3,905
    The LLM Evaluation Framework
    🔗 docs.confident-ai.com

14. tox-dev/tox ⭐ 3,707
    Command line driven CI frontend and development task automation tool.
    🔗 tox.wiki

15. behave/behave ⭐ 3,203
    BDD, Python style.
    🔗 behave.readthedocs.io/en/latest

16. nedbat/coveragepy ⭐ 3,031
    The code coverage tool for Python
    🔗 coverage.readthedocs.io

17. cobrateam/splinter ⭐ 2,723
    splinter - python test framework for web applications
    🔗 splinter.readthedocs.org/en/stable/index.html

18. kevin1024/vcrpy ⭐ 2,722
    Automatically mock your HTTP interactions to simplify and speed up testing

19. pytest-dev/pytest-testinfra ⭐ 2,385
    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 ⭐ 1,864
    Thin-wrapper around the mock package for easier use with pytest
    🔗 pytest-mock.readthedocs.io/en/latest

21. pytest-dev/pytest-cov ⭐ 1,776
    Coverage plugin for pytest.

22. pytest-dev/pytest-xdist ⭐ 1,497
    pytest plugin for distributed testing and loop-on-failures testing modes.
    🔗 pytest-xdist.readthedocs.io

23. pytest-dev/pytest-asyncio ⭐ 1,439
    Asyncio support for pytest
    🔗 pytest-asyncio.readthedocs.io

24. taverntesting/tavern ⭐ 1,033
    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 ⭐ 18,590
   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 ⭐ 8,477
   Automatic extraction of relevant features from time series:
   🔗 tsfresh.readthedocs.io

3. unit8co/darts ⭐ 8,145
   A python library for user-friendly forecasting and anomaly detection on time series.
   🔗 unit8co.github.io/darts

4. sktime/sktime ⭐ 8,007
   A unified framework for machine learning with time series
   🔗 www.sktime.net

5. facebookresearch/Kats ⭐ 5,167
   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 ⭐ 4,662
   Probabilistic time series modeling in Python
   🔗 ts.gluon.ai

7. nixtla/statsforecast ⭐ 4,028
   Lightning ⚡️ fast forecasting with statistical and econometric models.
   🔗 nixtlaverse.nixtla.io/statsforecast

8. google-research/timesfm ⭐ 3,852
   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 ⭐ 3,679
   STUMPY is a powerful and scalable Python library for modern time series analysis
   🔗 stumpy.readthedocs.io/en/latest

10. salesforce/Merlion ⭐ 3,434
    Merlion: A Machine Learning Framework for Time Series Intelligence

11. amazon-science/chronos-forecasting ⭐ 2,663
    Chronos: Pretrained Models for Probabilistic Time Series Forecasting
    🔗 arxiv.org/abs/2403.07815

12. rjt1990/pyflux ⭐ 2,113
    Open source time series library for Python

13. aistream-peelout/flow-forecast ⭐ 2,072
    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 ⭐ 1,895
    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 ⭐ 1,602
    A statistical library designed to fill the void in Python's time series analysis capabilities, including the equivalent of R's auto.arima function.
    🔗 www.alkaline-ml.com/pmdarima

16. time-series-foundation-models/lag-llama ⭐ 1,278
    Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting

17. winedarksea/AutoTS ⭐ 1,134
    Automated Time Series Forecasting

18. autoviml/Auto_TS ⭐ 737
    Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost Models on Time Series data sets with a Single Line of Code. Created by Ram Seshadri. Collaborators welcome.

19. google/temporian ⭐ 680
    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 ⭐ 18,622
   Optional static typing for Python
   🔗 www.mypy-lang.org

2. microsoft/pyright ⭐ 13,532
   Static Type Checker for Python

3. facebook/pyre-check ⭐ 6,878
   Performant type-checking for python.
   🔗 pyre-check.org

4. python-attrs/attrs ⭐ 5,319
   Python Classes Without Boilerplate
   🔗 www.attrs.org

5. google/pytype ⭐ 4,785
   A static type analyzer for Python code
   🔗 google.github.io/pytype

6. instagram/MonkeyType ⭐ 4,785
   A Python library that generates static type annotations by collecting runtime types

7. python/typeshed ⭐ 4,407
   Collection of library stubs for Python, with static types

8. mtshiba/pylyzer ⭐ 2,529
   A fast, feature-rich static code analyzer & language server for Python
   🔗 mtshiba.github.io/pylyzer

9. microsoft/pylance-release ⭐ 1,724
   Fast, feature-rich language support for Python. Documentation and issues for Pylance.

10. agronholm/typeguard ⭐ 1,565
    Run-time type checker for Python

11. patrick-kidger/torchtyping ⭐ 1,406
    Type annotations and dynamic checking for a tensor's shape, dtype, names, etc.

12. robertcraigie/pyright-python ⭐ 185
    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 ⭐ 92,077
   A feature-rich command-line audio/video downloader
   🔗 discord.gg/h5mncfw63r

2. home-assistant/core ⭐ 74,262
   🏡 Open source home automation that puts local control and privacy first.
   🔗 www.home-assistant.io

3. abi/screenshot-to-code ⭐ 64,962
   Drop in a screenshot and convert it to clean code (HTML/Tailwind/React/Vue)
   🔗 screenshottocode.com

4. python/cpython ⭐ 63,945
   The Python programming language
   🔗 www.python.org

5. localstack/localstack ⭐ 56,687
   💻 A fully functional local AWS cloud stack. Develop and test your cloud & Serverless apps offline
   🔗 localstack.cloud

6. faif/python-patterns ⭐ 40,600
   A collection of design patterns/idioms in Python

7. mingrammer/diagrams ⭐ 39,901
   🎨 Diagram as Code for prototyping cloud system architectures
   🔗 diagrams.mingrammer.com

8. ggerganov/whisper.cpp ⭐ 36,072
   Port of OpenAI's Whisper model in C/C++

9. keon/algorithms ⭐ 24,133
   Minimal examples of data structures and algorithms in Python

10. modularml/mojo ⭐ 23,396
    The Mojo Programming Language
    🔗 docs.modular.com/mojo/manual

11. openai/openai-python ⭐ 23,333
    The official Python library for the OpenAI API
    🔗 pypi.org/project/openai

12. norvig/pytudes ⭐ 23,194
    Python programs, usually short, of considerable difficulty, to perfect particular skills.

13. paul-gauthier/aider ⭐ 22,871
    Aider is a command line tool that lets you pair program with LLMs, to edit code stored in your local git repository
    🔗 aider.chat

14. pydantic/pydantic ⭐ 21,532
    Data validation using Python type hints
    🔗 docs.pydantic.dev

15. squidfunk/mkdocs-material ⭐ 21,298
    Documentation that simply works
    🔗 squidfunk.github.io/mkdocs-material

16. facebookresearch/audiocraft ⭐ 21,106
    Audiocraft is a library for audio processing and generation with deep learning. It features the state-of-the-art EnCodec audio compressor / tokenizer, along with MusicGen, a simple and controllable music generation LM with textual and melodic conditioning.

17. chriskiehl/Gooey ⭐ 20,695
    Turn (almost) any Python command line program into a full GUI application with one line

18. delgan/loguru ⭐ 20,160
    Python logging made (stupidly) simple

19. blakeblackshear/frigate ⭐ 19,670
    NVR with realtime local object detection for IP cameras
    🔗 frigate.video

20. micropython/micropython ⭐ 19,527
    MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems
    🔗 micropython.org

21. mkdocs/mkdocs ⭐ 19,516
    Project documentation with Markdown.
    🔗 www.mkdocs.org

22. rustpython/RustPython ⭐ 19,276
    A Python Interpreter written in Rust
    🔗 rustpython.github.io

23. kivy/kivy ⭐ 17,803
    Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS
    🔗 kivy.org

24. higherorderco/Bend ⭐ 17,742
    A massively parallel, high-level programming language
    🔗 higherorderco.com

25. ipython/ipython ⭐ 16,321
    Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.
    🔗 ipython.readthedocs.org

26. alievk/avatarify-python ⭐ 16,305
    Avatars for Zoom, Skype and other video-conferencing apps.

27. openai/triton ⭐ 13,614
    Development repository for the Triton language and compiler
    🔗 triton-lang.org

28. zulko/moviepy ⭐ 12,685
    Video editing with Python
    🔗 zulko.github.io/moviepy

29. pyo3/pyo3 ⭐ 12,526
    Rust bindings for the Python interpreter
    🔗 pyo3.rs

30. python-pillow/Pillow ⭐ 12,370
    The Python Imaging Library adds image processing capabilities to Python (Pillow is the friendly PIL fork)
    🔗 python-pillow.org

31. pyodide/pyodide ⭐ 12,365
    Pyodide is a Python distribution for the browser and Node.js based on WebAssembly
    🔗 pyodide.org/en/stable

32. pytube/pytube ⭐ 12,363
    A lightweight, dependency-free Python library (and command-line utility) for downloading YouTube Videos.
    🔗 pytube.io

33. nuitka/Nuitka ⭐ 12,164
    Nuitka is a Python compiler written in Python. It's fully compatible with Python 2.6, 2.7, 3.4-3.13. You feed it your Python app, it does a lot of clever things, and spits out an executable or extension module.
    🔗 nuitka.net

34. caronc/apprise ⭐ 12,134
    Apprise - Push Notifications that work with just about every platform!
    🔗 hub.docker.com/r/caronc/apprise

35. dbader/schedule ⭐ 11,868
    Python job scheduling for humans.
    🔗 schedule.readthedocs.io

36. ninja-build/ninja ⭐ 11,341
    Ninja is a small build system with a focus on speed.
    🔗 ninja-build.org

37. secdev/scapy ⭐ 10,836
    Scapy: the Python-based interactive packet manipulation program & library.
    🔗 scapy.net

38. asweigart/pyautogui ⭐ 10,536
    A cross-platform GUI automation Python module for human beings. Used to programmatically control the mouse & keyboard.

39. magicstack/uvloop ⭐ 10,473
    Ultra fast asyncio event loop.

40. pallets/jinja ⭐ 10,420
    A very fast and expressive template engine.
    🔗 jinja.palletsprojects.com

41. aristocratos/bpytop ⭐ 10,212
    Linux/OSX/FreeBSD resource monitor

42. cython/cython ⭐ 9,584
    The most widely used Python to C compiler
    🔗 cython.org

43. aws/serverless-application-model ⭐ 9,367
    The AWS Serverless Application Model (AWS SAM) transform is a AWS CloudFormation macro that transforms SAM templates into CloudFormation templates.
    🔗 aws.amazon.com/serverless/sam

44. paramiko/paramiko ⭐ 9,176
    The leading native Python SSHv2 protocol library.
    🔗 paramiko.org

45. boto/boto3 ⭐ 9,093
    AWS SDK for Python
    🔗 aws.amazon.com/sdk-for-python

46. facebookresearch/hydra ⭐ 8,861
    Hydra is a framework for elegantly configuring complex applications
    🔗 hydra.cc

47. arrow-py/arrow ⭐ 8,742
    🏹 Better dates & times for Python
    🔗 arrow.readthedocs.io

48. py-pdf/pypdf ⭐ 8,482
    A pure-python PDF library capable of splitting, merging, cropping, and transforming the pages of PDF files
    🔗 pypdf.readthedocs.io/en/latest

49. xonsh/xonsh ⭐ 8,467
    🐚 Python-powered shell. Full-featured and cross-platform.
    🔗 xon.sh

50. eternnoir/pyTelegramBotAPI ⭐ 8,159
    Python Telegram bot api.

51. kellyjonbrazil/jc ⭐ 7,948
    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.

52. googleapis/google-api-python-client ⭐ 7,836
    🐍 The official Python client library for Google's discovery based APIs.
    🔗 googleapis.github.io/google-api-python-client/docs

53. theskumar/python-dotenv ⭐ 7,710
    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

54. jasonppy/VoiceCraft ⭐ 7,685
    Zero-Shot Speech Editing and Text-to-Speech in the Wild

55. googlecloudplatform/python-docs-samples ⭐ 7,485
    Code samples used on cloud.google.com

56. google/latexify_py ⭐ 7,282
    A library to generate LaTeX expression from Python code.

57. icloud-photos-downloader/icloud_photos_downloader ⭐ 7,160
    A command-line tool to download photos from iCloud

58. marshmallow-code/marshmallow ⭐ 7,068
    A lightweight library for converting complex objects to and from simple Python datatypes.
    🔗 marshmallow.readthedocs.io

59. pygithub/PyGithub ⭐ 7,064
    Typed interactions with the GitHub API v3
    🔗 pygithub.readthedocs.io

60. bndr/pipreqs ⭐ 6,867
    pipreqs - Generate pip requirements.txt file based on imports of any project. Looking for maintainers to move this project forward.

61. hugapi/hug ⭐ 6,863
    Embrace the APIs of the future. Hug aims to make developing APIs as simple as possible, but no simpler.

62. jd/tenacity ⭐ 6,832
    Retrying library for Python
    🔗 tenacity.readthedocs.io

63. pyca/cryptography ⭐ 6,712
    cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.
    🔗 cryptography.io

64. gorakhargosh/watchdog ⭐ 6,657
    Python library and shell utilities to monitor filesystem events.
    🔗 packages.python.org/watchdog

65. sphinx-doc/sphinx ⭐ 6,646
    The Sphinx documentation generator
    🔗 www.sphinx-doc.org

66. openai/point-e ⭐ 6,563
    Point cloud diffusion for 3D model synthesis

67. timdettmers/bitsandbytes ⭐ 6,385
    Accessible large language models via k-bit quantization for PyTorch.
    🔗 huggingface.co/docs/bitsandbytes/main/en/index

68. ijl/orjson ⭐ 6,336
    Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy

69. agronholm/apscheduler ⭐ 6,335
    Task scheduling library for Python

70. sdispater/pendulum ⭐ 6,286
    Python datetimes made easy
    🔗 pendulum.eustace.io

71. scikit-image/scikit-image ⭐ 6,112
    Image processing in Python
    🔗 scikit-image.org

72. wireservice/csvkit ⭐ 6,031
    A suite of utilities for converting to and working with CSV, the king of tabular file formats.
    🔗 csvkit.readthedocs.io

73. pdfminer/pdfminer.six ⭐ 5,993
    Community maintained fork of pdfminer - we fathom PDF
    🔗 pdfminersix.readthedocs.io

74. pytransitions/transitions ⭐ 5,810
    A lightweight, object-oriented finite state machine implementation in Python with many extensions

75. rsalmei/alive-progress ⭐ 5,556
    A new kind of Progress Bar, with real-time throughput, ETA, and very cool animations!

76. buildbot/buildbot ⭐ 5,282
    Python-based continuous integration testing framework; your pull requests are more than welcome!
    🔗 www.buildbot.net

77. spotify/pedalboard ⭐ 5,269
    🎛 🔊 A Python library for audio.
    🔗 spotify.github.io/pedalboard

78. prompt-toolkit/ptpython ⭐ 5,238
    A better Python REPL

79. traceloop/openllmetry ⭐ 5,137
    Open-source observability for your LLM application, based on OpenTelemetry
    🔗 www.traceloop.com/openllmetry

80. pycqa/pycodestyle ⭐ 5,047
    Simple Python style checker in one Python file
    🔗 pycodestyle.pycqa.org

81. pywinauto/pywinauto ⭐ 5,031
    Windows GUI Automation with Python (based on text properties)
    🔗 pywinauto.github.io

82. tebelorg/RPA-Python ⭐ 4,980
    Python package for doing RPA

83. jorgebastida/awslogs ⭐ 4,862
    AWS CloudWatch logs for Humans™

84. pythonnet/pythonnet ⭐ 4,811
    Python for .NET is a package that gives Python programmers nearly seamless integration with the .NET Common Language Runtime (CLR) and provides a powerful application scripting tool for .NET developers.
    🔗 pythonnet.github.io

85. pytoolz/toolz ⭐ 4,719
    A functional standard library for Python.
    🔗 toolz.readthedocs.org

86. hhatto/autopep8 ⭐ 4,583
    A tool that automatically formats Python code to conform to the PEP 8 style guide.
    🔗 pypi.org/project/autopep8

87. pyinvoke/invoke ⭐ 4,422
    Pythonic task management & command execution.
    🔗 pyinvoke.org

88. bogdanp/dramatiq ⭐ 4,378
    A fast and reliable background task processing library for Python 3.
    🔗 dramatiq.io

89. ashleve/lightning-hydra-template ⭐ 4,323
    PyTorch Lightning + Hydra. A very user-friendly template for ML experimentation. ⚡🔥⚡

90. adafruit/circuitpython ⭐ 4,140
    CircuitPython - a Python implementation for teaching coding with microcontrollers
    🔗 circuitpython.org

91. blealtan/efficient-kan ⭐ 4,123
    An efficient pure-PyTorch implementation of Kolmogorov-Arnold Network (KAN).

92. evhub/coconut ⭐ 4,106
    Coconut (coconut-lang.org) is a variant of Python that adds on top of Python syntax new features for simple, elegant, Pythonic functional programming.
    🔗 coconut-lang.org

93. miguelgrinberg/python-socketio ⭐ 4,027
    Python Socket.IO server and client

94. ets-labs/python-dependency-injector ⭐ 4,022
    Dependency injection framework for Python
    🔗 python-dependency-injector.ets-labs.org

95. pyo3/maturin ⭐ 4,013
    Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
    🔗 maturin.rs

96. pyinfra-dev/pyinfra ⭐ 3,950
    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

97. joblib/joblib ⭐ 3,895
    Computing with Python functions.
    🔗 joblib.readthedocs.org

98. rspeer/python-ftfy ⭐ 3,826
    Fixes mojibake and other glitches in Unicode text, after the fact.
    🔗 ftfy.readthedocs.org

99. python-markdown/markdown ⭐ 3,814
    A Python implementation of John Gruber’s Markdown with Extension support.
    🔗 python-markdown.github.io

100. more-itertools/more-itertools ⭐ 3,748
     More routines for operating on iterables, beyond itertools
     🔗 more-itertools.rtfd.io

101. zeromq/pyzmq ⭐ 3,739
     PyZMQ: Python bindings for zeromq
     🔗 zguide.zeromq.org/py:all

102. pydata/xarray ⭐ 3,655
     N-D labeled arrays and datasets in Python
     🔗 xarray.dev

103. pypi/warehouse ⭐ 3,613
     The Python Package Index
     🔗 pypi.org

104. hynek/structlog ⭐ 3,604
     Simple, powerful, and fast logging for Python.
     🔗 www.structlog.org

105. tartley/colorama ⭐ 3,576
     Simple cross-platform colored terminal text in Python

106. spotify/basic-pitch ⭐ 3,520
     A lightweight yet powerful audio-to-MIDI converter with pitch bend detection
     🔗 basicpitch.io

107. osohq/oso ⭐ 3,475
     Deprecated: See README

108. jorisschellekens/borb ⭐ 3,408
     borb is a library for reading, creating and manipulating PDF files in python.
     🔗 borbpdf.com

109. suor/funcy ⭐ 3,390
     A fancy and practical functional tools

110. pyserial/pyserial ⭐ 3,267
     Python serial port access library

111. camelot-dev/camelot ⭐ 3,049
     A Python library to extract tabular data from PDFs
     🔗 camelot-py.readthedocs.io

112. libaudioflux/audioFlux ⭐ 2,929
     A library for audio and music analysis, feature extraction.
     🔗 audioflux.top

113. legrandin/pycryptodome ⭐ 2,865
     A self-contained cryptographic library for Python
     🔗 www.pycryptodome.org

114. tox-dev/pipdeptree ⭐ 2,830
     A command line utility to display dependency tree of the installed Python packages
     🔗 pypi.python.org/pypi/pipdeptree

115. lxml/lxml ⭐ 2,719
     The lxml XML toolkit for Python
     🔗 lxml.de

116. liiight/notifiers ⭐ 2,685
     The easy way to send notifications
     🔗 notifiers.readthedocs.io

117. whylabs/whylogs ⭐ 2,658
     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

118. cdgriffith/Box ⭐ 2,643
     Python dictionaries with advanced dot notation access
     🔗 github.com/cdgriffith/box/wiki

119. pexpect/pexpect ⭐ 2,629
     A Python module for controlling interactive programs in a pseudo-terminal
     🔗 pexpect.readthedocs.io

120. litl/backoff ⭐ 2,614
     Python library providing function decorators for configurable backoff and retry

121. yaml/pyyaml ⭐ 2,587
     Canonical source repository for PyYAML

122. scrapinghub/dateparser ⭐ 2,572
     python parser for human readable dates

123. pypa/setuptools ⭐ 2,547
     Official project repository for the Setuptools build system
     🔗 pypi.org/project/setuptools

124. comet-ml/opik ⭐ 2,502
     Opik is an open-source platform for evaluating, testing and monitoring LLM applications.

125. pyston/pyston ⭐ 2,501
     (No longer maintained) A faster and highly-compatible implementation of the Python programming language.
     🔗 www.pyston.org

126. dosisod/refurb ⭐ 2,489
     A tool for refurbishing and modernizing Python codebases

127. jcrist/msgspec ⭐ 2,475
     A fast serialization and validation library, with builtin support for JSON, MessagePack, YAML, and TOML
     🔗 jcristharif.com/msgspec

128. nschloe/tikzplotlib ⭐ 2,430
     📊 Save matplotlib figures as TikZ/PGFplots for smooth integration into LaTeX.

129. hgrecco/pint ⭐ 2,418
     Operate and manipulate physical quantities in Python
     🔗 pint.readthedocs.org

130. grantjenks/python-diskcache ⭐ 2,404
     Python disk-backed cache (Django-compatible). Faster than Redis and Memcached. Pure-Python.
     🔗 www.grantjenks.com/docs/diskcache

131. dateutil/dateutil ⭐ 2,379
     Useful extensions to the standard Python datetime features

132. tkem/cachetools ⭐ 2,362
     Various memoizing collections and decorators, including variants of the Python Standard Library's @lru_cache function decorator

133. pndurette/gTTS ⭐ 2,328
     Python library and CLI tool to interface with Google Translate's text-to-speech API
     🔗 gtts.readthedocs.org

134. pydantic/logfire ⭐ 2,311
     Uncomplicated Observability for Python and beyond! 🪵🔥
     🔗 logfire.pydantic.dev/docs

135. kiminewt/pyshark ⭐ 2,265
     Python wrapper for tshark, allowing python packet parsing using wireshark dissectors

136. pyparsing/pyparsing ⭐ 2,245
     Python library for creating PEG parsers

137. astanin/python-tabulate ⭐ 2,195
     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

138. rhettbull/osxphotos ⭐ 2,193
     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.

139. nateshmbhat/pyttsx3 ⭐ 2,154
     Offline Text To Speech synthesis for python

140. ianmiell/shutit ⭐ 2,152
     Automation framework for programmers
     🔗 ianmiell.github.io/shutit

141. grahamdumpleton/wrapt ⭐ 2,071
     A Python module for decorators, wrappers and monkey patching.

142. google/gin-config ⭐ 2,069
     Gin provides a lightweight configuration framework for Python

143. seperman/deepdiff ⭐ 2,044
     DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents. Delta: Use deltas to reconstruct objects by adding deltas together.
     🔗 zepworks.com

144. pyfilesystem/pyfilesystem2 ⭐ 1,997
     Python's Filesystem abstraction layer
     🔗 www.pyfilesystem.org

145. omry/omegaconf ⭐ 1,995
     Flexible Python configuration system. The last one you will ever need.

146. mitmproxy/pdoc ⭐ 1,976
     API Documentation for Python Projects
     🔗 pdoc.dev

147. python-rope/rope ⭐ 1,975
     a python refactoring library

148. julienpalard/Pipe ⭐ 1,964
     A Python library to use infix notation in Python

149. landscapeio/prospector ⭐ 1,960
     Inspects Python source files and provides information about type and location of classes, methods etc

150. numba/llvmlite ⭐ 1,943
     A lightweight LLVM python binding for writing JIT compilers
     🔗 llvmlite.pydata.org

151. carpedm20/emoji ⭐ 1,910
     emoji terminal output for Python

152. chaostoolkit/chaostoolkit ⭐ 1,895
     Chaos Engineering Toolkit & Orchestration for Developers
     🔗 chaostoolkit.org

153. pydoit/doit ⭐ 1,876
     CLI task management & automation tool
     🔗 pydoit.org

154. hbldh/bleak ⭐ 1,849
     A cross platform Bluetooth Low Energy Client for Python using asyncio

155. pygments/pygments ⭐ 1,843
     Pygments is a generic syntax highlighter written in Python
     🔗 pygments.org

156. open-telemetry/opentelemetry-python ⭐ 1,823
     OpenTelemetry Python API and SDK
     🔗 opentelemetry.io

157. p0dalirius/Coercer ⭐ 1,815
     A python script to automatically coerce a Windows server to authenticate on an arbitrary machine through 12 methods.
     🔗 podalirius.net

158. joowani/binarytree ⭐ 1,808
     Python Library for Studying Binary Trees
     🔗 binarytree.readthedocs.io

159. samuelcolvin/watchfiles ⭐ 1,801
     Simple, modern and fast file watching and code reload in Python.
     🔗 watchfiles.helpmanual.io

160. home-assistant/supervisor ⭐ 1,800
     🏡 Home Assistant Supervisor
     🔗 home-assistant.io/hassio

161. konradhalas/dacite ⭐ 1,778
     Simple creation of data classes from dictionaries.

162. rubik/radon ⭐ 1,750
     Various code metrics for Python code
     🔗 radon.readthedocs.org

163. mkdocstrings/mkdocstrings ⭐ 1,747
     📘 Automatic documentation from sources, for MkDocs.
     🔗 mkdocstrings.github.io

164. kalliope-project/kalliope ⭐ 1,720
     Kalliope is a framework that will help you to create your own personal assistant.
     🔗 kalliope-project.github.io

165. quodlibet/mutagen ⭐ 1,582
     Python module for handling audio metadata
     🔗 mutagen.readthedocs.io

166. facebookincubator/Bowler ⭐ 1,572
     Safe code refactoring for modern Python.
     🔗 pybowler.io

167. instagram/LibCST ⭐ 1,570
     A concrete syntax tree parser and serializer library for Python that preserves many aspects of Python's abstract syntax tree
     🔗 libcst.readthedocs.io

168. anthropics/anthropic-sdk-python ⭐ 1,554
     SDK providing access to Anthropic's safety-first language model APIs

169. imageio/imageio ⭐ 1,518
     Python library for reading and writing image data
     🔗 imageio.readthedocs.io

170. fabiocaccamo/python-benedict ⭐ 1,515
     📘 dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist, query-string, toml, xls, xml, yaml), s3 support and many utilities.

171. lcompilers/lpython ⭐ 1,506
     Python compiler
     🔗 lpython.org

172. nficano/python-lambda ⭐ 1,501
     A toolkit for developing and deploying serverless Python code in AWS Lambda.

173. aws-samples/aws-glue-samples ⭐ 1,445
     AWS Glue code samples

174. lidatong/dataclasses-json ⭐ 1,389
     Easily serialize Data Classes to and from JSON

175. brandon-rhodes/python-patterns ⭐ 1,341
     Source code behind the python-patterns.guide site by Brandon Rhodes

176. aio-libs/yarl ⭐ 1,339
     Yet another URL library
     🔗 yarl.aio-libs.org

177. ossf/criticality_score ⭐ 1,338
     Gives criticality score for an open source project

178. oracle/graalpython ⭐ 1,263
     GraalPy – A high-performance embeddable Python 3 runtime for Java
     🔗 www.graalvm.org/python

179. pypy/pypy ⭐ 1,156
     PyPy is a very fast and compliant implementation of the Python language.
     🔗 pypy.org

180. pyo3/rust-numpy ⭐ 1,146
     PyO3-based Rust bindings of the NumPy C-API

181. pdoc3/pdoc ⭐ 1,139
     🐍 ➡️ 📜 Auto-generate API documentation for Python projects
     🔗 pdoc3.github.io/pdoc

182. pyfpdf/fpdf2 ⭐ 1,138
     Simple PDF generation for Python
     🔗 py-pdf.github.io/fpdf2

183. c4urself/bump2version ⭐ 1,064
     Version-bump your software with a single command
     🔗 pypi.python.org/pypi/bump2version

184. fsspec/filesystem_spec ⭐ 1,048
     A specification that python filesystems should adhere to.

185. milvus-io/pymilvus ⭐ 1,041
     Python SDK for Milvus.

186. metachris/logzero ⭐ 1,027
     Robust and effective logging for Python 2 and 3.
     🔗 logzero.readthedocs.io

187. extensityai/symbolicai ⭐ 989
     Compositional Differentiable Programming Library - divide-and-conquer approach to break down a complex problem into smaller, more manageable problems.

188. fastai/fastcore ⭐ 980
     Python supercharged for the fastai library
     🔗 fastcore.fast.ai

189. lastmile-ai/aiconfig ⭐ 965
     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

190. ariebovenberg/whenever ⭐ 906
     ⏰ Modern datetime library for Python
     🔗 whenever.rtfd.io

191. barracuda-fsh/pyobd ⭐ 878
     An OBD-II compliant car diagnostic tool

192. samuelcolvin/dirty-equals ⭐ 805
     Doing dirty (but extremely useful) things with equals.
     🔗 dirty-equals.helpmanual.io

193. qdrant/qdrant-client ⭐ 803
     Python client for Qdrant vector search engine
     🔗 qdrant.tech

194. juanbindez/pytubefix ⭐ 756
     Python3 library for downloading YouTube Videos.
     🔗 pytubefix.readthedocs.io

195. pypa/build ⭐ 748
     A simple, correct Python build frontend
     🔗 build.pypa.io

196. open-telemetry/opentelemetry-python-contrib ⭐ 743
     OpenTelemetry instrumentation for Python modules
     🔗 opentelemetry.io

197. modal-labs/modal-examples ⭐ 741
     Examples of programs built using Modal
     🔗 modal.com/docs

198. gefyrahq/gefyra ⭐ 699
     Blazingly-fast 🚀, rock-solid, local application development ➡️ with Kubernetes.
     🔗 gefyra.dev

199. instagram/Fixit ⭐ 673
     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

200. fastai/ghapi ⭐ 627
     A delightful and complete interface to GitHub's amazing API
     🔗 ghapi.fast.ai

201. argoproj-labs/hera ⭐ 620
     Hera makes Python code easy to orchestrate on Argo Workflows through native Python integrations. It lets you construct and submit your Workflows entirely in Python. ⭐️ Remember to star!
     🔗 hera.rtfd.io

202. google/pyglove ⭐ 611
     Manipulating Python Programs

203. platformdirs/platformdirs ⭐ 604
     A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
     🔗 platformdirs.readthedocs.io

204. methexis-inc/terminal-copilot ⭐ 573
     A smart terminal assistant that helps you find the right command.

205. steamship-core/steamship-langchain ⭐ 511
     steamship-langchain

206. cfahlgren1/observers ⭐ 215
     A Lightweight Library for AI Observability

Vizualisation

Vizualisation tools and libraries. Application frameworks, 2D/3D plotting, dashboards, WebGL.

1. apache/superset ⭐ 63,205
   Apache Superset is a Data Visualization and Data Exploration Platform
   🔗 superset.apache.org

2. streamlit/streamlit ⭐ 36,055
   Streamlit — A faster way to build and share data apps.
   🔗 streamlit.io

3. gradio-app/gradio ⭐ 34,428
   Build and share delightful machine learning apps, all in Python. 🌟 Star to support our work!
   🔗 www.gradio.app

4. plotly/dash ⭐ 21,618
   Data Apps & Dashboards for Python. No JavaScript Required.
   🔗 plotly.com/dash

5. matplotlib/matplotlib ⭐ 20,417
   matplotlib: plotting with Python
   🔗 matplotlib.org/stable

6. danny-avila/LibreChat ⭐ 19,577
   LibreChat is a free, open source AI chat platform. This Web UI offers vast customization, supporting numerous AI providers, services, and integrations.
   🔗 librechat.ai

7. bokeh/bokeh ⭐ 19,426
   Interactive Data Visualization in the browser, from Python
   🔗 bokeh.org

8. plotly/plotly.py ⭐ 16,411
   The interactive graphing library for Python ✨ This project now includes Plotly Express!
   🔗 plotly.com/python

9. mwaskom/seaborn ⭐ 12,647
   Statistical data visualization in Python
   🔗 seaborn.pydata.org

10. visgl/deck.gl ⭐ 12,311
    WebGL2 powered visualization framework
    🔗 deck.gl

11. marceloprates/prettymaps ⭐ 11,187
    A small set of Python functions to draw pretty maps from OpenStreetMap data. Based on osmnx, matplotlib and shapely libraries.

12. altair-viz/altair ⭐ 9,422
    Declarative visualization library for Python
    🔗 altair-viz.github.io

13. nvidia/TensorRT-LLM ⭐ 8,841
    TensorRT-LLM provides users with an easy-to-use Python API to define Large Language Models (LLMs) and build TensorRT engines that contain state-of-the-art optimizations to perform inference efficiently on NVIDIA GPUs. TensorRT-LLM also contains components to create Python and C++ runtimes that execute those TensorRT...
    🔗 nvidia.github.io/tensorrt-llm

14. lux-org/lux ⭐ 5,221
    Automatically visualize your pandas dataframe via a single print! 📊 💡

15. renpy/renpy ⭐ 5,100
    The Ren'Py Visual Novel Engine
    🔗 www.renpy.org

16. holoviz/panel ⭐ 4,839
    Panel: The powerful data exploration & web app framework for Python
    🔗 panel.holoviz.org

17. man-group/dtale ⭐ 4,788
    Visualizer for pandas data structures
    🔗 alphatechadmin.pythonanywhere.com

18. has2k1/plotnine ⭐ 4,072
    A Grammar of Graphics for Python
    🔗 plotnine.org

19. residentmario/missingno ⭐ 3,975
    missingno provides a small toolset of flexible and easy-to-use missing data visualizations and utilities that allows you to get a quick visual summary of the completeness (or lack thereof) of your dataset.

20. pyqtgraph/pyqtgraph ⭐ 3,915
    Fast data visualization and GUI tools for scientific / engineering applications
    🔗 www.pyqtgraph.org

21. vispy/vispy ⭐ 3,333
    Main repository for Vispy
    🔗 vispy.org

22. ml-tooling/opyrator ⭐ 3,109
    🪄 Turns your machine learning code into microservices with web API, interactive GUI, and more.
    🔗 opyrator-playground.mltooling.org

23. netflix/flamescope ⭐ 3,030
    FlameScope is a visualization tool for exploring different time ranges as Flame Graphs.

24. pyvista/pyvista ⭐ 2,771
    3D plotting and mesh analysis through a streamlined interface for the Visualization Toolkit (VTK)
    🔗 docs.pyvista.org

25. facebookresearch/hiplot ⭐ 2,768
    HiPlot makes understanding high dimensional data easy
    🔗 facebookresearch.github.io/hiplot

26. mckinsey/vizro ⭐ 2,730
    Vizro is a toolkit for creating modular data visualization applications.
    🔗 vizro.readthedocs.io/en/stable

27. holoviz/holoviews ⭐ 2,711
    With Holoviews, your data visualizes itself.
    🔗 holoviews.org

28. kozea/pygal ⭐ 2,672
    pygal is a dynamic SVG charting library written in python.
    🔗 www.pygal.org

29. napari/napari ⭐ 2,229
    A fast, interactive, multi-dimensional image viewer for Python. It's designed for browsing, annotating, and analyzing large multi-dimensional images.
    🔗 napari.org

30. marcomusy/vedo ⭐ 2,061
    A python module for scientific analysis of 3D data based on VTK and Numpy
    🔗 vedo.embl.es

31. datapane/datapane ⭐ 1,384
    Build and share data reports in 100% Python
    🔗 datapane.com

32. facultyai/dash-bootstrap-components ⭐ 1,123
    Bootstrap components for Plotly Dash
    🔗 dash-bootstrap-components.opensource.faculty.ai

33. nomic-ai/deepscatter ⭐ 1,062
    Zoomable, animated scatterplots in the browser that scales over a billion points

34. holoviz/holoviz ⭐ 849
    High-level tools to simplify visualization in Python.
    🔗 holoviz.org

35. hazyresearch/meerkat ⭐ 830
    Creative interactive views of any dataset.

Web

Web related frameworks and libraries: webapp servers, WSGI, ASGI, asyncio, HTTP, REST, user management.

1. django/django ⭐ 81,349
   The Web framework for perfectionists with deadlines.
   🔗 www.djangoproject.com

2. tiangolo/fastapi ⭐ 78,385
   FastAPI framework, high performance, easy to learn, fast to code, ready for production
   🔗 fastapi.tiangolo.com

3. pallets/flask ⭐ 68,258
   The Python micro framework for building web applications.
   🔗 flask.palletsprojects.com

4. sherlock-project/sherlock ⭐ 60,852
   Hunt down social media accounts by username across social networks
   🔗 sherlockproject.xyz

5. psf/requests ⭐ 52,262
   A simple, yet elegant, HTTP library.
   🔗 requests.readthedocs.io/en/latest

6. tornadoweb/tornado ⭐ 21,789
   Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
   🔗 www.tornadoweb.org

7. reflex-dev/reflex ⭐ 20,656
   🕸️ Web apps in pure Python 🐍
   🔗 reflex.dev

8. wagtail/wagtail ⭐ 18,482
   A Django content management system focused on flexibility and user experience
   🔗 wagtail.org

9. huge-success/sanic ⭐ 18,129
   Accelerate your web app development | Build fast. Run fast.
   🔗 sanic.dev

10. pyscript/pyscript ⭐ 18,053
    A framework that allows users to create rich Python applications in the browser using HTML's interface and the power of Pyodide, WASM, and modern web technologies.
    🔗 pyscript.net

11. vincigit00/Scrapegraph-ai ⭐ 16,098
    ScrapeGraphAI is a web scraping python library that uses LLM and direct graph logic to create scraping pipelines for websites and local documents
    🔗 scrapegraphai.com

12. aio-libs/aiohttp ⭐ 15,196
    Asynchronous HTTP client/server framework for asyncio and Python
    🔗 docs.aiohttp.org

13. encode/httpx ⭐ 13,389
    A next generation HTTP client for Python. 🦋
    🔗 www.python-httpx.org

14. getpelican/pelican ⭐ 12,625
    Static site generator that supports Markdown and reST syntax. Powered by Python.
    🔗 getpelican.com

15. flet-dev/flet ⭐ 11,650
    Flet enables developers to easily build realtime web, mobile and desktop apps in Python. No frontend experience required.
    🔗 flet.dev

16. aws/chalice ⭐ 10,681
    Python Serverless Microframework for AWS

17. encode/starlette ⭐ 10,337
    The little ASGI framework that shines. 🌟
    🔗 www.starlette.io

18. zauberzeug/nicegui ⭐ 10,281
    Create web-based user interfaces with Python. The nice way.
    🔗 nicegui.io

19. benoitc/gunicorn ⭐ 9,892
    gunicorn 'Green Unicorn' is a WSGI HTTP Server for UNIX, fast clients and sleepy applications.
    🔗 www.gunicorn.org

20. falconry/falcon ⭐ 9,542
    The no-magic web API and microservices framework for Python developers, with a focus on reliability, correctness, and performance at scale.
    🔗 falcon.readthedocs.io

21. encode/uvicorn ⭐ 8,666
    An ASGI web server, for Python. 🦄
    🔗 www.uvicorn.org

22. bottlepy/bottle ⭐ 8,468
    bottle.py is a fast and simple micro-framework for python web-applications.
    🔗 bottlepy.org

23. graphql-python/graphene ⭐ 8,109
    GraphQL framework for Python
    🔗 graphene-python.org

24. reactive-python/reactpy ⭐ 7,899
    ReactPy is a library for building user interfaces in Python without Javascript
    🔗 reactpy.dev

25. vitalik/django-ninja ⭐ 7,391
    💨 Fast, Async-ready, Openapi, type hints based framework for building APIs
    🔗 django-ninja.dev

26. pyeve/eve ⭐ 6,715
    REST API framework designed for human beings
    🔗 python-eve.org

27. pallets/werkzeug ⭐ 6,668
    The comprehensive WSGI web application library.
    🔗 werkzeug.palletsprojects.com

28. webpy/webpy ⭐ 5,889
    web.py is a web framework for python that is as simple as it is powerful.
    🔗 webpy.org

29. starlite-api/litestar ⭐ 5,673
    Production-ready, Light, Flexible and Extensible ASGI API framework | Effortlessly Build Performant APIs
    🔗 litestar.dev

30. stephenmcd/mezzanine ⭐ 4,765
    CMS framework for Django
    🔗 mezzanine.jupo.org

31. fastapi-users/fastapi-users ⭐ 4,724
    Ready-to-use and customizable users management for FastAPI
    🔗 fastapi-users.github.io/fastapi-users

32. nameko/nameko ⭐ 4,716
    A microservices framework for Python that lets service developers concentrate on application logic and encourages testability.
    🔗 www.nameko.io

33. pywebio/PyWebIO ⭐ 4,568
    Write interactive web app in script way.
    🔗 pywebio.readthedocs.io

34. strawberry-graphql/strawberry ⭐ 4,045
    A GraphQL library for Python that leverages type annotations 🍓
    🔗 strawberry.rocks

35. h2oai/wave ⭐ 4,019
    H2O Wave is a software stack for building beautiful, low-latency, realtime, browser-based applications and dashboards entirely in Python/R without using HTML, Javascript, or CSS.
    🔗 wave.h2o.ai

36. pylons/pyramid ⭐ 3,978
    Pyramid - A Python web framework
    🔗 trypyramid.com

37. websocket-client/websocket-client ⭐ 3,591
    WebSocket client for Python
    🔗 github.com/websocket-client/websocket-client

38. unbit/uwsgi ⭐ 3,466
    uWSGI application server container
    🔗 projects.unbit.it/uwsgi

39. pallets/quart ⭐ 3,059
    An async Python micro framework for building web applications.
    🔗 quart.palletsprojects.com

40. fastapi-admin/fastapi-admin ⭐ 2,947
    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 ⭐ 2,521
    Automated Security Testing For REST API's

42. dot-agent/nextpy ⭐ 2,232
    🤖Self-Modifying Framework from the Future 🔮 World's First AMS
    🔗 dotagent.ai

43. masoniteframework/masonite ⭐ 2,218
    The Modern And Developer Centric Python Web Framework. Be sure to read the documentation and join the Discord channel for questions: https://discord.gg/TwKeFahmPZ
    🔗 docs.masoniteproject.com

44. python-restx/flask-restx ⭐ 2,168
    Fork of Flask-RESTPlus: Fully featured framework for fast, easy and documented API development with Flask
    🔗 flask-restx.readthedocs.io/en/latest

45. s3rius/FastAPI-template ⭐ 2,033
    Feature rich robust FastAPI template.

46. dmontagu/fastapi-utils ⭐ 1,960
    Reusable utilities for FastAPI: a number of utilities to help reduce boilerplate and reuse common functionality across projects
    🔗 fastapiutils.github.io/fastapi-utils

47. neoteroi/BlackSheep ⭐ 1,897
    Fast ASGI web framework for Python
    🔗 www.neoteroi.dev/blacksheep

48. cherrypy/cherrypy ⭐ 1,859
    CherryPy is a pythonic, object-oriented HTTP framework. https://cherrypy.dev
    🔗 docs.cherrypy.dev

49. indico/indico ⭐ 1,794
    Indico - A feature-rich event management system, made @ CERN, the place where the Web was born.
    🔗 getindico.io

50. jordaneremieff/mangum ⭐ 1,736
    AWS Lambda support for ASGI applications
    🔗 mangum.fastapiexpert.com

51. wtforms/wtforms ⭐ 1,515
    A flexible forms validation and rendering library for Python.
    🔗 wtforms.readthedocs.io

52. awtkns/fastapi-crudrouter ⭐ 1,422
    A dynamic FastAPI router that automatically creates CRUD routes for your models
    🔗 fastapi-crudrouter.awtkns.com

53. long2ice/fastapi-cache ⭐ 1,386
    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 ⭐ 1,327
    Shiny for Python
    🔗 shiny.posit.co/py

55. whitphx/stlite ⭐ 1,255
    A port of Streamlit to WebAssembly, powered by Pyodide.
    🔗 edit.share.stlite.net

56. magicstack/httptools ⭐ 1,208
    Fast HTTP parser

57. koxudaxi/fastapi-code-generator ⭐ 1,080
    This code generator creates FastAPI app from an openapi file.

58. aeternalis-ingenium/FastAPI-Backend-Template ⭐ 656
    A backend project template with FastAPI, PostgreSQL with asynchronous SQLAlchemy 2.0, Alembic for asynchronous database migration, and Docker.

---

Interactive version: www.awesomepython.org, Hugging Face Dataset: awesome-python

Please raise a new issue to suggest a Python repo that you would like to see added.

1,622 hand-picked awesome Python libraries and frameworks, updated 08 Dec 2024