Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
https://github.com/dylanhogg/awesome-python
๐ Hand-picked awesome Python libraries and frameworks, organised by category
https://github.com/dylanhogg/awesome-python
List: awesome-python
awesome awesome-list awesome-python chatgpt data data-science deep-learning jupyter machine-learning natural-language-processing nlp open-source pandas python python-library
Last synced: 15 days ago
JSON representation
๐ Hand-picked awesome Python libraries and frameworks, organised by category
- Host: GitHub
- URL: https://github.com/dylanhogg/awesome-python
- Owner: dylanhogg
- License: mit
- Created: 2020-06-20T09:36:39.000Z (over 4 years ago)
- Default Branch: main
- Last Pushed: 2024-05-05T09:48:36.000Z (8 months ago)
- Last Synced: 2024-05-23T02:00:38.890Z (7 months ago)
- Topics: awesome, awesome-list, awesome-python, chatgpt, data, data-science, deep-learning, jupyter, machine-learning, natural-language-processing, nlp, open-source, pandas, python, python-library
- Homepage: https://www.awesomepython.org
- Size: 63.2 MB
- Stars: 258
- Watchers: 11
- Forks: 20
- Open Issues: 3
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
- awesome-ChatGPT-repositories - awesome-python - ๐ Hand-picked awesome Python libraries and frameworks, organised by category (Awesome-lists)
- ultimate-awesome - awesome-python - ๐ Hand-picked awesome Python libraries and frameworks, organised by category. (Other Lists / Monkey C Lists)
README
# Awesome Python
[](https://awesome.re)  [](https://opensource.org/licenses/MIT)
Hand-picked awesome Python libraries and frameworks, organised by category ๐
Interactive version: [www.awesomepython.org](https://www.awesomepython.org/)
Updated 02 Nov 2024
## Categories
- [Newly Created Repositories](#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) - Code quality tooling: linters, formatters, pre-commit hooks, unused code removal (17 repos)
- [Crypto and Blockchain](#crypto-and-blockchain) - Cryptocurrency and blockchain libraries: trading bots, API integration, Ethereum virtual machine, solidity (13 repos)
- [Data](#data) - General data libraries: data processing, serialisation, formats, databases, SQL, connectors, web crawlers, data generation/augmentation/checks (106 repos)
- [Debugging](#debugging) - Debugging and tracing tools (10 repos)
- [Diffusion Text to Image](#diffusion-text-to-image) - Text-to-image diffusion model libraries, tools and apps for generating images from natural language (41 repos)
- [Finance](#finance) - Financial and quantitative libraries: investment research tools, market data, algorithmic trading, backtesting, financial derivatives (33 repos)
- [Game Development](#game-development) - Game development tools, engines and libraries (6 repos)
- [GIS](#gis) - Geospatial libraries: raster and vector data formats, interactive mapping and visualisation, computing frameworks for processing images, projections (28 repos)
- [Graph](#graph) - Graphs and network libraries: network analysis, graph machine learning, visualisation (6 repos)
- [GUI](#gui) - Graphical user interface libraries and toolkits (8 repos)
- [Jupyter](#jupyter) - Jupyter and JupyterLab and Notebook tools, libraries and plugins (25 repos)
- [LLMs and ChatGPT](#llms-and-chatgpt) - Large language model and GPT libraries and frameworks: auto-gpt, agents, QnA, chain-of-thought workflows, API integations. Also see the Natural Language Processing category for crossover (293 repos)
- [Math and Science](#math-and-science) - Mathematical, numerical and scientific libraries (26 repos)
- [Machine Learning - General](#machine-learning---general) - General and classical machine learning libraries. See below for other sections covering specialised ML areas (157 repos)
- [Machine Learning - Deep Learning](#machine-learning---deep-learning) - Machine learning libraries that cross over with deep learning in some way (76 repos)
- [Machine Learning - Interpretability](#machine-learning---interpretability) - Machine learning interpretability libraries. Covers explainability, prediction explainations, dashboards, understanding knowledge development in training (22 repos)
- [Machine Learning - Ops](#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---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---time-series) - Machine learning and classical timeseries libraries: forecasting, seasonality, anomaly detection, econometrics (20 repos)
- [Natural Language Processing](#natural-language-processing) - Natural language processing libraries and toolkits: text processing, topic modelling, tokenisers, chatbots. Also see the LLMs and ChatGPT category for crossover (81 repos)
- [Packaging](#packaging) - Python packaging, dependency management and bundling (28 repos)
- [Pandas](#pandas) - Pandas and dataframe libraries: data analysis, statistical reporting, pandas GUIs, pandas performance optimisations (24 repos)
- [Performance](#performance) - Performance, parallelisation and low level libraries (28 repos)
- [Profiling](#profiling) - Memory and CPU/GPU profiling tools and libraries (11 repos)
- [Security](#security) - Security related libraries: vulnerability discovery, SQL injection, environment auditing (14 repos)
- [Simulation](#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](#study) - Miscellaneous study resources: algorithms, general resources, system design, code repos for textbooks, best practices, tutorials (57 repos)
- [Template](#template) - Template tools and libraries: cookiecutter repos, generators, quick-starts (9 repos)
- [Terminal](#terminal) - Terminal and console tools and libraries: CLI tools, terminal based formatters, progress bars (15 repos)
- [Testing](#testing) - Testing libraries: unit testing, load testing, acceptance testing, code coverage, browser automation, plugins (24 repos)
- [Typing](#typing) - Typing libraries: static and run-time type checking, annotations (12 repos)
- [Utility](#utility) - General utility libraries: miscellaneous tools, linters, code formatters, version management, package tools, documentation tools (199 repos)
- [Vizualisation](#vizualisation) - Vizualisation tools and libraries. Application frameworks, 2D/3D plotting, dashboards, WebGL (34 repos)
- [Web](#web) - Web related frameworks and libraries: webapp servers, WSGI, ASGI, asyncio, HTTP, REST, user management (58 repos)
## Newly Created Repositories
Awesome Python is regularly updated, and this category lists the most recently created GitHub repositories from all the other repositories here.
1. microsoft/BitNet โญ 10,645
Official inference framework for 1-bit LLMs (e.g., BitNet b1.58). It offers a suite of optimized kernels, that support fast and lossless inference of 1.58-bit models
2. swivid/F5-TTS โญ 6,288
Official code for "F5-TTS: A Fairytaler that Fakes Fluent and Faithful Speech with Flow Matching"
๐ [arxiv.org/abs/2410.06885](https://arxiv.org/abs/2410.06885)
3. huggingface/speech-to-speech โญ 3,447
Speech To Speech: an effort for an open-sourced and modular GPT4-o
4. linkedin/Liger-Kernel โญ 3,241
Efficient Triton Kernels for LLM Training
5. karpathy/nano-llama31 โญ 1,227
This repo is to Llama 3.1 what nanoGPT is to GPT-2. i.e. it is a minimal, dependency-free implementation of the Llama 3.1 architecture
6. shengranhu/ADAS โญ 1,001
Automated Design of Agentic Systems using Meta Agent Search to show agents can invent novel and powerful agent designs
7. huggingface/evaluation-guidebook โญ 730
Sharing both practical insights and theoretical knowledge about LLM evaluation that we gathered while managing the Open LLM Leaderboard and designing lighteval!
8. tag-research/TAG-Bench โญ 576
Table-Augmented Generation (TAG) is a unified and general-purpose paradigm for answering natural language questions over databases
๐ [arxiv.org/pdf/2408.14717](https://arxiv.org/pdf/2408.14717)
9. deedy/mac_computer_use โญ 427
A fork of Anthropic Computer Use that you can run on Mac computers to give Claude and other AI models autonomous access to your computer.
๐ [x.com/deedydas/status/1849481225041559910](https://x.com/deedydas/status/1849481225041559910)
10. dottxt-ai/outlines-core โญ 105
Core functionality for structured generation, formerly implemented in Outlines, with a focus on performance and portability.
## Code Quality
Code quality tooling: linters, formatters, pre-commit hooks, unused code removal.
1. psf/black โญ 38,804
The uncompromising Python code formatter
๐ [black.readthedocs.io/en/stable](https://black.readthedocs.io/en/stable/)
2. astral-sh/ruff โญ 32,003
An extremely fast Python linter and code formatter, written in Rust.
๐ [docs.astral.sh/ruff](https://docs.astral.sh/ruff)
3. google/yapf โญ 13,757
A formatter for Python files
4. pre-commit/pre-commit โญ 12,848
A framework for managing and maintaining multi-language pre-commit hooks.
๐ [pre-commit.com](https://pre-commit.com)
5. sqlfluff/sqlfluff โญ 7,829
A modular SQL linter and auto-formatter with support for multiple dialects and templated code.
๐ [www.sqlfluff.com](https://www.sqlfluff.com)
6. pycqa/isort โญ 6,483
A Python utility / library to sort imports.
๐ [pycqa.github.io/isort](https://pycqa.github.io/isort/)
7. davidhalter/jedi โญ 5,781
Awesome autocompletion, static analysis and refactoring library for python
๐ [jedi.readthedocs.io](http://jedi.readthedocs.io)
8. pycqa/pylint โญ 5,288
It's not just a linter that annoys you!
๐ [pylint.readthedocs.io/en/latest](https://pylint.readthedocs.io/en/latest/)
9. asottile/pyupgrade โญ 3,572
A tool (and pre-commit hook) to automatically upgrade syntax for newer versions of the language.
10. jendrikseipp/vulture โญ 3,472
Find dead Python code
11. pycqa/flake8 โญ 3,432
flake8 is a python tool that glues together pycodestyle, pyflakes, mccabe, and third-party plugins to check the style and quality of some python code.
๐ [flake8.pycqa.org](https://flake8.pycqa.org)
12. wemake-services/wemake-python-styleguide โญ 2,513
The strictest and most opinionated python linter ever!
๐ [wemake-python-styleguide.rtfd.io](https://wemake-python-styleguide.rtfd.io)
13. python-lsp/python-lsp-server โญ 1,916
Fork of the python-language-server project, maintained by the Spyder IDE team and the community
14. codespell-project/codespell โญ 1,892
check code for common misspellings
15. sourcery-ai/sourcery โญ 1,553
Instant AI code reviews
๐ [sourcery.ai](https://sourcery.ai)
16. akaihola/darker โญ 631
Apply black reformatting to Python files only in regions changed since a given commit. For a practical usage example, see the blog post at https://dev.to/akaihola/improving-python-code-incrementally-3f7a
๐ [pypi.org/project/darker](https://pypi.org/project/darker/)
17. tconbeer/sqlfmt โญ 402
sqlfmt formats your dbt SQL files so you don't have to
๐ [sqlfmt.com](https://sqlfmt.com)
## Crypto and Blockchain
Cryptocurrency and blockchain libraries: trading bots, API integration, Ethereum virtual machine, solidity.
1. ccxt/ccxt โญ 32,809
A JavaScript / TypeScript / Python / C# / PHP cryptocurrency trading API with support for more than 100 bitcoin/altcoin exchanges
๐ [docs.ccxt.com](https://docs.ccxt.com)
2. freqtrade/freqtrade โญ 28,483
Free, open source crypto trading bot
๐ [www.freqtrade.io](https://www.freqtrade.io)
3. crytic/slither โญ 5,304
Static Analyzer for Solidity and Vyper
๐ [blog.trailofbits.com/2018/10/19/slither-a-solidity-static-analysis-framework](https://blog.trailofbits.com/2018/10/19/slither-a-solidity-static-analysis-framework/)
4. ethereum/web3.py โญ 4,999
A python interface for interacting with the Ethereum blockchain and ecosystem.
๐ [web3py.readthedocs.io](http://web3py.readthedocs.io)
5. ethereum/consensus-specs โญ 3,557
Ethereum Proof-of-Stake Consensus Specifications
6. cyberpunkmetalhead/Binance-volatility-trading-bot โญ 3,405
This is a fully functioning Binance trading bot that measures the volatility of every coin on Binance and places trades with the highest gaining coins If you like this project consider donating though the Brave browser to allow me to continuously improve the script.
7. ethereum/py-evm โญ 2,262
A Python implementation of the Ethereum Virtual Machine
๐ [py-evm.readthedocs.io/en/latest](https://py-evm.readthedocs.io/en/latest/)
8. bmoscon/cryptofeed โญ 2,219
Cryptocurrency Exchange Websocket Data Feed Handler
9. binance/binance-public-data โญ 1,490
Details on how to get Binance public data
10. ofek/bit โญ 1,242
Bitcoin made easy.
๐ [ofek.dev/bit](https://ofek.dev/bit/)
11. man-c/pycoingecko โญ 1,043
Python wrapper for the CoinGecko API
12. palkeo/panoramix โญ 816
Ethereum decompiler
13. dylanhogg/awesome-crypto โญ 68
A list of awesome crypto and blockchain projects
๐ [www.awesomecrypto.xyz](https://www.awesomecrypto.xyz/)
## Data
General data libraries: data processing, serialisation, formats, databases, SQL, connectors, web crawlers, data generation/augmentation/checks.
1. scrapy/scrapy โญ 52,810
Scrapy, a fast high-level web crawling & scraping framework for Python.
๐ [scrapy.org](https://scrapy.org)
2. apache/spark โญ 39,513
Apache Spark - A unified analytics engine for large-scale data processing
๐ [spark.apache.org](https://spark.apache.org/)
3. mindsdb/mindsdb โญ 26,609
The platform for building AI from enterprise data
๐ [mindsdb.com](https://mindsdb.com)
4. getredash/redash โญ 26,204
Make Your Company Data Driven. Connect to any data source, easily visualize, dashboard and share your data.
๐ [redash.io](http://redash.io/)
5. jaidedai/EasyOCR โญ 24,150
Ready-to-use OCR with 80+ supported languages and all popular writing scripts including Latin, Chinese, Arabic, Devanagari, Cyrillic and etc.
๐ [www.jaided.ai](https://www.jaided.ai)
6. qdrant/qdrant โญ 20,190
Qdrant - High-performance, massive-scale Vector Database for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
๐ [qdrant.tech](https://qdrant.tech)
7. humansignal/label-studio โญ 18,893
Label Studio is an open source data labeling tool. It lets you label data types like audio, text, images, videos, and time series with a simple and straightforward UI and export to various model formats.
๐ [labelstud.io](https://labelstud.io)
8. joke2k/faker โญ 17,684
Faker is a Python package that generates fake data for you.
๐ [faker.readthedocs.io](https://faker.readthedocs.io)
9. binux/pyspider โญ 16,488
A Powerful Spider(Web Crawler) System in Python.
๐ [docs.pyspider.org](http://docs.pyspider.org/)
10. airbytehq/airbyte โญ 15,913
The leading data integration platform for ETL / ELT data pipelines from APIs, databases & files to data warehouses, data lakes & data lakehouses. Both self-hosted and Cloud-hosted.
๐ [airbyte.com](https://airbyte.com)
11. twintproject/twint โญ 15,775
An advanced Twitter scraping & OSINT tool written in Python that doesn't use Twitter's API, allowing you to scrape a user's followers, following, Tweets and more while evading most API limitations.
12. chroma-core/chroma โญ 15,000
the AI-native open-source embedding database
๐ [www.trychroma.com](https://www.trychroma.com/)
13. apache/arrow โญ 14,437
Apache Arrow is a multi-language toolbox for accelerated data interchange and in-memory processing
๐ [arrow.apache.org](https://arrow.apache.org/)
14. tiangolo/sqlmodel โญ 14,341
SQL databases in Python, designed for simplicity, compatibility, and robustness.
๐ [sqlmodel.tiangolo.com](https://sqlmodel.tiangolo.com/)
15. avaiga/taipy โญ 14,321
Turns Data and AI algorithms into production-ready web applications in no time.
๐ [www.taipy.io](https://www.taipy.io)
16. redis/redis-py โญ 12,605
Redis Python client
17. coleifer/peewee โญ 11,147
a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb
๐ [docs.peewee-orm.com](http://docs.peewee-orm.com/)
18. s0md3v/Photon โญ 10,993
Incredibly fast crawler designed for OSINT.
19. sqlalchemy/sqlalchemy โญ 9,566
The Database Toolkit for Python
๐ [www.sqlalchemy.org](https://www.sqlalchemy.org)
20. simonw/datasette โญ 9,468
An open source multi-tool for exploring and publishing data
๐ [datasette.io](https://datasette.io)
21. bigscience-workshop/petals โญ 9,159
๐ธ Run LLMs at home, BitTorrent-style. Fine-tuning and inference up to 10x faster than offloading
๐ [petals.dev](https://petals.dev)
22. voxel51/fiftyone โญ 8,787
Refine high-quality datasets and visual AI models
๐ [fiftyone.ai](https://fiftyone.ai)
23. yzhao062/pyod โญ 8,519
A Python Library for Outlier and Anomaly Detection, Integrating Classical and Deep Learning Techniques
๐ [pyod.readthedocs.io](http://pyod.readthedocs.io)
24. gristlabs/grist-core โญ 7,116
Grist is the evolution of spreadsheets.
๐ [www.getgrist.com](https://www.getgrist.com/)
25. tobymao/sqlglot โญ 6,595
Python SQL Parser and Transpiler
๐ [sqlglot.com](https://sqlglot.com/)
26. alirezamika/autoscraper โญ 6,235
A Smart, Automatic, Fast and Lightweight Web Scraper for Python
27. kaggle/kaggle-api โญ 6,195
Official Kaggle API
28. madmaze/pytesseract โญ 5,810
A Python wrapper for Google Tesseract
29. vi3k6i5/flashtext โญ 5,588
Extract Keywords from sentence or Replace keywords in sentences.
30. airbnb/knowledge-repo โญ 5,478
A next-generation curated knowledge sharing platform for data scientists and other technical professions.
31. ibis-project/ibis โญ 5,203
Ibis is a Python library that provides a lightweight, universal interface for data wrangling. It helps Python users explore and transform data of any size, stored anywhere.
๐ [ibis-project.org](https://ibis-project.org)
32. facebookresearch/AugLy โญ 4,955
A data augmentations library for audio, image, text, and video.
๐ [ai.facebook.com/blog/augly-a-new-data-augmentation-library-to-help-build-more-robust-ai-models](https://ai.facebook.com/blog/augly-a-new-data-augmentation-library-to-help-build-more-robust-ai-models/)
33. superduperdb/superduper โญ 4,692
Superduper: Integrate AI models and machine learning workflows with your database to implement custom AI applications, without moving your data. Including streaming inference, scalable model hosting, training and vector search.
๐ [superduper.io](https://superduper.io)
34. jazzband/tablib โญ 4,607
Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.
๐ [tablib.readthedocs.io](https://tablib.readthedocs.io/)
35. lk-geimfari/mimesis โญ 4,426
Mimesis is a robust data generator for Python that can produce a wide range of fake data in multiple languages.
๐ [mimesis.name](https://mimesis.name)
36. amundsen-io/amundsen โญ 4,415
Amundsen is a metadata driven application for improving the productivity of data analysts, data scientists and engineers when interacting with data.
๐ [www.amundsen.io/amundsen](https://www.amundsen.io/amundsen/)
37. lancedb/lancedb โญ 4,393
Developer-friendly, serverless vector database for AI applications. Easily add long-term memory to your LLM apps!
๐ [lancedb.github.io/lancedb](https://lancedb.github.io/lancedb/)
38. mongodb/mongo-python-driver โญ 4,137
PyMongo - the Official MongoDB Python driver
๐ [www.mongodb.com/docs/languages/python/pymongo-driver/current](https://www.mongodb.com/docs/languages/python/pymongo-driver/current/)
39. pathwaycom/pathway โญ 4,026
Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG.
๐ [pathway.com](https://pathway.com)
40. giskard-ai/giskard โญ 4,012
๐ข Open-Source Evaluation & Testing for ML models & LLMs
๐ [docs.giskard.ai](https://docs.giskard.ai)
41. andialbrecht/sqlparse โญ 3,732
A non-validating SQL parser module for Python
42. rom1504/img2dataset โญ 3,666
Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one machine.
43. jmcnamara/XlsxWriter โญ 3,635
A Python module for creating Excel XLSX files.
๐ [xlsxwriter.readthedocs.io](https://xlsxwriter.readthedocs.io)
44. deepchecks/deepchecks โญ 3,595
Deepchecks: Tests for Continuous Validation of ML Models & Data. Deepchecks is a holistic open-source solution for all of your AI & ML validation needs, enabling to thoroughly test your data and models from research to production.
๐ [docs.deepchecks.com/stable](https://docs.deepchecks.com/stable)
45. praw-dev/praw โญ 3,485
PRAW, an acronym for "Python Reddit API Wrapper", is a python package that allows for simple access to Reddit's API.
๐ [praw.readthedocs.io](http://praw.readthedocs.io/)
46. run-llama/llama-hub โญ 3,443
A library of data loaders for LLMs made by the community -- to be used with LlamaIndex and/or LangChain
๐ [llamahub.ai](https://llamahub.ai/)
47. pyeve/cerberus โญ 3,160
Lightweight, extensible data validation library for Python
๐ [python-cerberus.org](http://python-cerberus.org)
48. zoomeranalytics/xlwings โญ 2,969
xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on Windows and macOS as well as with Google Sheets and Excel on the web.
๐ [www.xlwings.org](https://www.xlwings.org)
49. docarray/docarray โญ 2,967
Represent, send, store and search multimodal data
๐ [docs.docarray.org](https://docs.docarray.org/)
50. datafold/data-diff โญ 2,945
Compare tables within or across databases
๐ [docs.datafold.com](https://docs.datafold.com)
51. rapidai/RapidOCR โญ 2,911
Awesome OCR multiple programing languages toolkits based on ONNXRuntime, OpenVION and PaddlePaddle.
๐ [rapidai.github.io/rapidocrdocs](https://rapidai.github.io/RapidOCRDocs)
52. pallets/itsdangerous โญ 2,910
Safely pass trusted data to untrusted environments and back.
๐ [itsdangerous.palletsprojects.com](https://itsdangerous.palletsprojects.com)
53. goldsmith/Wikipedia โญ 2,881
A Pythonic wrapper for the Wikipedia API
๐ [wikipedia.readthedocs.org](https://wikipedia.readthedocs.org/)
54. sqlalchemy/alembic โญ 2,792
A database migrations tool for SQLAlchemy.
55. awslabs/amazon-redshift-utils โญ 2,761
Amazon Redshift Utils contains utilities, scripts and view which are useful in a Redshift environment
56. kayak/pypika โญ 2,507
PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects the resulting query. PyPika excels at all sorts of SQL queries but is especially useful for data analysis.
๐ [pypika.readthedocs.io/en/latest](http://pypika.readthedocs.io/en/latest/)
57. dlt-hub/dlt โญ 2,480
data load tool (dlt) is an open source Python library that makes data loading easy ๐ ๏ธ
๐ [dlthub.com/docs](https://dlthub.com/docs)
58. pynamodb/PynamoDB โญ 2,443
A pythonic interface to Amazon's DynamoDB
๐ [pynamodb.readthedocs.io](http://pynamodb.readthedocs.io)
59. sdv-dev/SDV โญ 2,337
Synthetic data generation for tabular data
๐ [docs.sdv.dev/sdv](https://docs.sdv.dev/sdv)
60. emirozer/fake2db โญ 2,274
Generate fake but valid data filled databases for test purposes using most popular patterns(AFAIK). Current support is sqlite, mysql, postgresql, mongodb, redis, couchdb.
61. uqfoundation/dill โญ 2,266
serialize all of Python
๐ [dill.rtfd.io](http://dill.rtfd.io)
62. accenture/AmpliGraph โญ 2,145
Python library for Representation Learning on Knowledge Graphs https://docs.ampligraph.org
63. graphistry/pygraphistry โญ 2,143
PyGraphistry is a Python library to quickly load, shape, embed, and explore big graphs with the GPU-accelerated Graphistry visual graph analyzer
64. samuelcolvin/arq โญ 2,134
Fast job queuing and RPC in python with asyncio and redis.
๐ [arq-docs.helpmanual.io](https://arq-docs.helpmanual.io/)
65. huggingface/datatrove โญ 1,996
Freeing data processing from scripting madness by providing a set of platform-agnostic customizable pipeline processing blocks.
66. sfu-db/connector-x โญ 1,966
Fastest library to load data from DB to DataFrames in Rust and Python
๐ [sfu-db.github.io/connector-x](https://sfu-db.github.io/connector-x)
67. mlabonne/llm-datasets โญ 1,945
High-quality datasets, tools, and concepts for LLM fine-tuning.
68. agronholm/sqlacodegen โญ 1,884
Automatic model code generator for SQLAlchemy
69. aminalaee/sqladmin โญ 1,875
SQLAlchemy Admin for FastAPI and Starlette
๐ [aminalaee.dev/sqladmin](https://aminalaee.dev/sqladmin/)
70. milvus-io/bootcamp โญ 1,849
Dealing with all unstructured data, such as reverse image search, audio search, molecular search, video analysis, question and answer systems, NLP, etc.
๐ [milvus.io](https://milvus.io)
71. uber/petastorm โญ 1,791
Petastorm library enables single machine or distributed training and evaluation of deep learning models from datasets in Apache Parquet format. It supports ML frameworks such as Tensorflow, Pytorch, and PySpark and can be used from pure Python code.
72. aio-libs/aiomysql โญ 1,753
aiomysql is a library for accessing a MySQL database from the asyncio
๐ [aiomysql.rtfd.io](https://aiomysql.rtfd.io)
73. simple-salesforce/simple-salesforce โญ 1,673
A very simple Salesforce.com REST API client for Python
74. collerek/ormar โญ 1,664
python async orm with fastapi in mind and pydantic validation
๐ [collerek.github.io/ormar](https://collerek.github.io/ormar/)
75. simonw/sqlite-utils โญ 1,651
Python CLI utility and library for manipulating SQLite databases
๐ [sqlite-utils.datasette.io](https://sqlite-utils.datasette.io)
76. zarr-developers/zarr-python โญ 1,499
An implementation of chunked, compressed, N-dimensional arrays for Python.
๐ [zarr.readthedocs.io](https://zarr.readthedocs.io)
77. eleutherai/the-pile โญ 1,491
The Pile is a large, diverse, open source language modelling data set that consists of many smaller datasets combined together.
78. sdispater/orator โญ 1,429
The Orator ORM provides a simple yet beautiful ActiveRecord implementation.
๐ [orator-orm.com](https://orator-orm.com)
79. ydataai/ydata-synthetic โญ 1,427
Synthetic data generators for tabular and time-series data
๐ [docs.synthetic.ydata.ai](https://docs.synthetic.ydata.ai)
80. mchong6/JoJoGAN โญ 1,416
Official PyTorch repo for JoJoGAN: One Shot Face Stylization
81. aio-libs/aiopg โญ 1,399
aiopg is a library for accessing a PostgreSQL database from the asyncio
๐ [aiopg.readthedocs.io](http://aiopg.readthedocs.io)
82. scholarly-python-package/scholarly โญ 1,378
Retrieve author and publication information from Google Scholar in a friendly, Pythonic way without having to worry about CAPTCHAs!
๐ [scholarly.readthedocs.io](https://scholarly.readthedocs.io/)
83. google/tensorstore โญ 1,343
Library for reading and writing large multi-dimensional arrays.
๐ [google.github.io/tensorstore](https://google.github.io/tensorstore/)
84. quixio/quix-streams โญ 1,179
Python stream processing for Kafka
๐ [docs.quix.io](https://docs.quix.io)
85. eliasdabbas/advertools โญ 1,146
advertools - online marketing productivity and analysis tools
๐ [advertools.readthedocs.io](https://advertools.readthedocs.io)
86. pytorch/data โญ 1,129
A PyTorch repo for data loading and utilities to be shared by the PyTorch domain libraries.
87. aio-libs/aiocache โญ 1,127
Asyncio cache manager for redis, memcached and memory
๐ [aiocache.readthedocs.io](http://aiocache.readthedocs.io)
88. brettkromkamp/contextualise โญ 1,052
Contextualise is an effective tool particularly suited for organising information-heavy projects and activities consisting of unstructured and widely diverse data and information resources
๐ [contextualise.dev](https://contextualise.dev/)
89. uber/fiber โญ 1,042
Distributed Computing for AI Made Simple
๐ [uber.github.io/fiber](https://uber.github.io/fiber/)
90. intake/intake โญ 1,007
Intake is a lightweight package for finding, investigating, loading and disseminating data.
๐ [intake.readthedocs.io](https://intake.readthedocs.io/)
91. duckdb/dbt-duckdb โญ 895
dbt (http://getdbt.com) adapter for DuckDB (http://duckdb.org)
92. scikit-hep/awkward โญ 830
Manipulate JSON-like data with NumPy-like idioms.
๐ [awkward-array.org](https://awkward-array.org)
93. goccy/bigquery-emulator โญ 817
BigQuery emulator provides a way to launch a BigQuery server on your local machine for testing and development.
94. macbre/sql-metadata โญ 804
Uses tokenized query returned by python-sqlparse and generates query metadata
๐ [pypi.python.org/pypi/sql-metadata](https://pypi.python.org/pypi/sql-metadata)
95. koaning/human-learn โญ 793
Natural Intelligence is still a pretty good idea.
๐ [koaning.github.io/human-learn](https://koaning.github.io/human-learn/)
96. googleapis/python-bigquery โญ 739
Python Client for Google BigQuery
97. hyperqueryhq/whale โญ 724
๐ณ The stupidly simple CLI workspace for your data warehouse.
๐ [rsyi.gitbook.io/whale](https://rsyi.gitbook.io/whale)
98. dgarnitz/vectorflow โญ 670
VectorFlow is a high volume vector embedding pipeline that ingests raw data, transforms it into vectors and writes it to a vector DB of your choice.
๐ [www.getvectorflow.com](https://www.getvectorflow.com/)
99. igorbenav/fastcrud โญ 665
FastCRUD is a Python package for FastAPI, offering robust async CRUD operations and flexible endpoint creation utilities.
100. kagisearch/vectordb โญ 638
A minimal Python package for storing and retrieving text using chunking, embeddings, and vector search.
๐ [vectordb.com](https://vectordb.com)
101. jina-ai/vectordb โญ 547
A Python vector database you just need - no more, no less.
102. koaning/bulk โญ 544
Bulk is a quick UI developer tool to apply some bulk labels.
103. unstructured-io/unstructured-api โญ 529
API for Open-Source Pre-Processing Tools for Unstructured Data
104. koaning/doubtlab โญ 502
Doubt your data, find bad labels.
๐ [koaning.github.io/doubtlab](https://koaning.github.io/doubtlab/)
105. apache/iceberg-python โญ 423
PyIceberg is a Python library for programmatic access to Iceberg table metadata as well as to table data in Iceberg format.
๐ [py.iceberg.apache.org](https://py.iceberg.apache.org/)
106. titan-systems/titan โญ 413
Snowflake infrastructure-as-code. Provision environments, automate deploys, CI/CD. Manage RBAC, users, roles, and data access. Declarative Python Resource API.
## Debugging
Debugging and tracing tools.
1. cool-rr/PySnooper โญ 16,381
Never use print for debugging again
2. gruns/icecream โญ 9,019
๐ฆ Never use print() to debug again.
3. shobrook/rebound โญ 4,101
Command-line tool that instantly fetches Stack Overflow results when an exception is thrown
4. inducer/pudb โญ 2,969
Full-screen console debugger for Python
๐ [documen.tician.de/pudb](https://documen.tician.de/pudb/)
5. gotcha/ipdb โญ 1,858
Integration of IPython pdb
6. alexmojaki/heartrate โญ 1,758
Simple real time visualisation of the execution of a Python program.
7. alexmojaki/birdseye โญ 1,653
Graphical Python debugger which lets you easily view the values of all evaluated expressions
๐ [birdseye.readthedocs.io](https://birdseye.readthedocs.io)
8. pdbpp/pdbpp โญ 1,304
pdb++, a drop-in replacement for pdb (the Python debugger)
9. alexmojaki/snoop โญ 1,256
A powerful set of Python debugging tools, based on PySnooper
10. samuelcolvin/python-devtools โญ 983
Dev tools for python
๐ [python-devtools.helpmanual.io](https://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 โญ 141,406
Stable Diffusion web UI
2. compvis/stable-diffusion โญ 67,982
A latent text-to-image diffusion model
๐ [ommer-lab.com/research/latent-diffusion-models](https://ommer-lab.com/research/latent-diffusion-models/)
3. comfyanonymous/ComfyUI โญ 53,586
The most powerful and modular diffusion model GUI, api and backend with a graph/nodes interface.
๐ [www.comfy.org](https://www.comfy.org/)
4. stability-ai/stablediffusion โญ 38,829
High-Resolution Image Synthesis with Latent Diffusion Models
5. lllyasviel/ControlNet โญ 30,127
Let us control diffusion models!
6. huggingface/diffusers โญ 25,614
๐ค Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch and FLAX.
๐ [huggingface.co/docs/diffusers](https://huggingface.co/docs/diffusers)
7. invoke-ai/InvokeAI โญ 23,428
Invoke is a leading creative engine for Stable Diffusion models, empowering professionals, artists, and enthusiasts to generate and create visual media using the latest AI-driven technologies. The solution offers an industry leading WebUI, and serves as the foundation for multiple commercial products.
๐ [invoke-ai.github.io/invokeai](https://invoke-ai.github.io/InvokeAI/)
8. apple/ml-stable-diffusion โญ 16,815
Stable Diffusion with Core ML on Apple Silicon
9. borisdayma/dalle-mini โญ 14,745
DALLยทE Mini - Generate images from a text prompt
๐ [www.craiyon.com](https://www.craiyon.com)
10. divamgupta/diffusionbee-stable-diffusion-ui โญ 12,518
Diffusion Bee is the easiest way to run Stable Diffusion locally on your M1 Mac. Comes with a one-click installer. No dependencies or technical knowledge needed.
๐ [diffusionbee.com](https://diffusionbee.com)
11. openbmb/MiniCPM-V โญ 12,300
MiniCPM-V 2.6: A GPT-4V Level MLLM for Single Image, Multi Image and Video on Your Phone
12. compvis/latent-diffusion โญ 11,704
High-Resolution Image Synthesis with Latent Diffusion Models
13. lucidrains/DALLE2-pytorch โญ 11,109
Implementation of DALL-E 2, OpenAI's updated text-to-image synthesis neural network, in Pytorch
14. instantid/InstantID โญ 10,999
InstantID: Zero-shot Identity-Preserving Generation in Seconds ๐ฅ
๐ [instantid.github.io](https://instantid.github.io/)
15. facebookresearch/dinov2 โญ 9,004
PyTorch code and models for the DINOv2 self-supervised learning method.
16. ashawkey/stable-dreamfusion โญ 8,230
Text-to-3D & Image-to-3D & Mesh Exportation with NeRF + Diffusion.
17. carson-katri/dream-textures โญ 7,802
Stable Diffusion built-in to Blender
18. xavierxiao/Dreambooth-Stable-Diffusion โญ 7,585
Implementation of Dreambooth (https://arxiv.org/abs/2208.12242) with Stable Diffusion
19. idea-research/GroundingDINO โญ 6,550
[ECCV 2024] Official implementation of the paper "Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection"
๐ [arxiv.org/abs/2303.05499](https://arxiv.org/abs/2303.05499)
20. timothybrooks/instruct-pix2pix โญ 6,311
PyTorch implementation of InstructPix2Pix, an instruction-based image editing model, based on the original CompVis/stable_diffusion repo.
21. openai/consistency_models โญ 6,093
Official repo for consistency models.
22. opengvlab/InternVL โญ 5,765
[CVPR 2024 Oral] InternVL Family: A Pioneering Open-Source Alternative to GPT-4o. ๆฅ่ฟGPT-4o่กจ็ฐ็ๅผๆบๅคๆจกๆๅฏน่ฏๆจกๅ
๐ [internvl.readthedocs.io/en/latest](https://internvl.readthedocs.io/en/latest/)
23. salesforce/BLIP โญ 4,745
PyTorch code for BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation
24. nateraw/stable-diffusion-videos โญ 4,429
Create ๐ฅ videos with Stable Diffusion by exploring the latent space and morphing between text prompts
25. lkwq007/stablediffusion-infinity โญ 3,847
Outpainting with Stable Diffusion on an infinite canvas
26. jina-ai/discoart โญ 3,835
๐ชฉ Create Disco Diffusion artworks in one line
27. mlc-ai/web-stable-diffusion โญ 3,568
Bringing stable diffusion models to web browsers. Everything runs inside the browser with no server support.
๐ [mlc.ai/web-stable-diffusion](https://mlc.ai/web-stable-diffusion)
28. openai/glide-text2im โญ 3,533
GLIDE: a diffusion-based text-conditional image synthesis model
29. openai/improved-diffusion โญ 3,210
Release for Improved Denoising Diffusion Probabilistic Models
30. saharmor/dalle-playground โญ 2,766
A playground to generate images from any text prompt using Stable Diffusion (past: using DALL-E Mini)
31. stability-ai/stability-sdk โญ 2,424
SDK for interacting with stability.ai APIs (e.g. stable diffusion inference)
๐ [platform.stability.ai](https://platform.stability.ai/)
32. google-research/big_vision โญ 2,280
Official codebase used to develop Vision Transformer, SigLIP, MLP-Mixer, LiT and more.
33. thudm/CogVLM2 โญ 2,060
GPT4V-level open-source multi-modal model based on Llama3-8B
34. coyote-a/ultimate-upscale-for-automatic1111 โญ 1,638
Ultimate SD Upscale extension for AUTOMATIC1111 Stable Diffusion web UI
35. divamgupta/stable-diffusion-tensorflow โญ 1,579
Stable Diffusion in TensorFlow / Keras
36. nvlabs/prismer โญ 1,297
The implementation of "Prismer: A Vision-Language Model with Multi-Task Experts".
๐ [shikun.io/projects/prismer](https://shikun.io/projects/prismer)
37. open-compass/VLMEvalKit โญ 1,196
Open-source evaluation toolkit of large vision-language models (LVLMs), support ~100 VLMs, 40+ benchmarks
๐ [huggingface.co/spaces/opencompass/open_vlm_leaderboard](https://huggingface.co/spaces/opencompass/open_vlm_leaderboard)
38. chenyangqiqi/FateZero โญ 1,102
[ICCV 2023 Oral] "FateZero: Fusing Attentions for Zero-shot Text-based Video Editing"
๐ [fate-zero-edit.github.io](http://fate-zero-edit.github.io/)
39. thereforegames/unprompted โญ 776
Templating language written for Stable Diffusion workflows. Available as an extension for the Automatic1111 WebUI.
40. sharonzhou/long_stable_diffusion โญ 682
Long-form text-to-images generation, using a pipeline of deep generative models (GPT-3 and Stable Diffusion)
41. tanelp/tiny-diffusion โญ 649
A minimal PyTorch implementation of probabilistic diffusion models for 2D datasets.
## Finance
Financial and quantitative libraries: investment research tools, market data, algorithmic trading, backtesting, financial derivatives.
1. openbb-finance/OpenBB โญ 32,893
Investment Research for Everyone, Everywhere.
๐ [openbb.co](https://openbb.co)
2. quantopian/zipline โญ 17,617
Zipline, a Pythonic Algorithmic Trading Library
๐ [www.zipline.io](https://www.zipline.io)
3. microsoft/qlib โญ 15,373
Qlib is an AI-oriented quantitative investment platform that aims to realize the potential, empower research, and create value using AI technologies in quantitative investment, from exploring ideas to implementing productions. Qlib supports diverse machine learning modeling paradigms. including supervised learning, ...
๐ [qlib.readthedocs.io/en/latest](https://qlib.readthedocs.io/en/latest/)
4. mementum/backtrader โญ 14,269
Python Backtesting library for trading strategies
๐ [www.backtrader.com](https://www.backtrader.com)
5. ai4finance-foundation/FinGPT โญ 13,849
FinGPT: Open-Source Financial Large Language Models! Revolutionize ๐ฅ We release the trained model on HuggingFace.
๐ [ai4finance.org](https://ai4finance.org)
6. ranaroussi/yfinance โญ 13,272
Download market data from Yahoo! Finance's API
๐ [aroussi.com/post/python-yahoo-finance](https://aroussi.com/post/python-yahoo-finance)
7. ai4finance-foundation/FinRL โญ 9,914
FinRL: Financial Reinforcement Learning. ๐ฅ
๐ [ai4finance.org](https://ai4finance.org)
8. quantconnect/Lean โญ 9,737
Lean Algorithmic Trading Engine by QuantConnect (Python, C#)
๐ [lean.io](https://lean.io)
9. ta-lib/ta-lib-python โญ 9,621
Python wrapper for TA-Lib (http://ta-lib.org/).
๐ [ta-lib.github.io/ta-lib-python](http://ta-lib.github.io/ta-lib-python)
10. goldmansachs/gs-quant โญ 7,694
Python toolkit for quantitative finance
๐ [developer.gs.com/discover/products/gs-quant](https://developer.gs.com/discover/products/gs-quant/)
11. quantopian/pyfolio โญ 5,668
Portfolio and risk analytics in Python
๐ [quantopian.github.io/pyfolio](https://quantopian.github.io/pyfolio)
12. kernc/backtesting.py โญ 5,440
:mag_right: :chart_with_upwards_trend: ๐ :moneybag: Backtest trading strategies in Python.
๐ [kernc.github.io/backtesting.py](https://kernc.github.io/backtesting.py/)
13. twopirllc/pandas-ta โญ 5,314
Technical Analysis Indicators - Pandas TA is an easy to use Python 3 Pandas Extension with 150+ Indicators
๐ [twopirllc.github.io/pandas-ta](https://twopirllc.github.io/pandas-ta/)
14. ranaroussi/quantstats โญ 4,858
Portfolio analytics for quants, written in Python
15. google/tf-quant-finance โญ 4,516
High-performance TensorFlow library for quantitative finance.
16. gbeced/pyalgotrade โญ 4,420
Python Algorithmic Trading Library
๐ [gbeced.github.io/pyalgotrade](http://gbeced.github.io/pyalgotrade/)
17. polakowo/vectorbt โญ 4,321
Find your trading edge, using the fastest engine for backtesting, algorithmic trading, and research.
๐ [vectorbt.dev](https://vectorbt.dev)
18. borisbanushev/stockpredictionai โญ 4,232
In this noteboook I will create a complete process for predicting stock price movements. Follow along and we will achieve some pretty good results. For that purpose we will use a Generative Adversarial Network (GAN) with LSTM, a type of Recurrent Neural Network, as generator, and a Convolutional Neural Networ...
19. matplotlib/mplfinance โญ 3,645
Financial Markets Data Visualization using Matplotlib
๐ [pypi.org/project/mplfinance](https://pypi.org/project/mplfinance/)
20. cuemacro/finmarketpy โญ 3,437
Python library for backtesting trading strategies & analyzing financial markets (formerly pythalesians)
๐ [www.cuemacro.com](http://www.cuemacro.com)
21. quantopian/alphalens โญ 3,327
Performance analysis of predictive (alpha) stock factors
๐ [quantopian.github.io/alphalens](http://quantopian.github.io/alphalens)
22. zvtvz/zvt โญ 3,190
modular quant framework.
๐ [zvt.readthedocs.io/en/latest](https://zvt.readthedocs.io/en/latest/)
23. robcarver17/pysystemtrade โญ 2,614
Systematic Trading in python
24. quantopian/research_public โญ 2,418
Quantitative research and educational materials
๐ [www.quantopian.com/lectures](https://www.quantopian.com/lectures)
25. pmorissette/bt โญ 2,247
bt - flexible backtesting for Python
๐ [pmorissette.github.io/bt](http://pmorissette.github.io/bt)
26. domokane/FinancePy โญ 2,114
A Python Finance Library that focuses on the pricing and risk-management of Financial Derivatives, including fixed-income, equity, FX and credit derivatives.
27. blankly-finance/blankly โญ 2,113
๐ ๐ธ Easily build, backtest and deploy your algo in just a few lines of code. Trade stocks, cryptos, and forex across exchanges w/ one package.
๐ [package.blankly.finance](https://package.blankly.finance)
28. pmorissette/ffn โญ 2,021
ffn - a financial function library for Python
๐ [pmorissette.github.io/ffn](pmorissette.github.io/ffn)
29. cuemacro/findatapy โญ 1,676
Python library to download market data via Bloomberg, Eikon, Quandl, Yahoo etc.
30. quantopian/empyrical โญ 1,294
Common financial risk and performance metrics. Used by zipline and pyfolio.
๐ [quantopian.github.io/empyrical](https://quantopian.github.io/empyrical)
31. idanya/algo-trader โญ 784
Trading bot with support for realtime trading, backtesting, custom strategies and much more.
32. gbeced/basana โญ 556
A Python async and event driven framework for algorithmic trading, with a focus on crypto currencies.
33. chancefocus/PIXIU โญ 533
This repository introduces PIXIU, an open-source resource featuring the first financial large language models (LLMs), instruction tuning data, and evaluation benchmarks to holistically assess financial LLMs. Our goal is to continually push forward the open-source development of financial artificial intelligence (AI).
## Game Development
Game development tools, engines and libraries.
1. kitao/pyxel โญ 14,740
A retro game engine for Python
2. pygame/pygame โญ 7,423
๐๐ฎ 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.
๐ [www.pygame.org](https://www.pygame.org)
3. panda3d/panda3d โญ 4,499
Powerful, mature open-source cross-platform game engine for Python and C++, developed by Disney and CMU
๐ [www.panda3d.org](https://www.panda3d.org/)
4. pokepetter/ursina โญ 2,199
A game engine powered by python and panda3d.
๐ [pokepetter.github.io/ursina](https://pokepetter.github.io/ursina/)
5. pyglet/pyglet โญ 1,871
pyglet is a cross-platform windowing and multimedia library for Python, for developing games and other visually rich applications.
๐ [pyglet.org](http://pyglet.org)
6. pythonarcade/arcade โญ 1,695
Easy to use Python library for creating 2D arcade games.
๐ [arcade.academy](http://arcade.academy)
## GIS
Geospatial libraries: raster and vector data formats, interactive mapping and visualisation, computing frameworks for processing images, projections.
1. domlysz/BlenderGIS โญ 7,698
Blender addons to make the bridge between Blender and geographic data
2. python-visualization/folium โญ 6,894
Python Data. Leaflet.js Maps.
๐ [python-visualization.github.io/folium](https://python-visualization.github.io/folium/)
3. gboeing/osmnx โญ 4,858
OSMnx is a Python package to easily download, model, analyze, and visualize street networks and other geospatial features from OpenStreetMap.
๐ [osmnx.readthedocs.io](https://osmnx.readthedocs.io)
4. osgeo/gdal โญ 4,841
GDAL is an open source MIT licensed translator library for raster and vector geospatial data formats.
๐ [gdal.org](https://gdal.org)
5. geopandas/geopandas โญ 4,488
Python tools for geographic data
๐ [geopandas.org](http://geopandas.org/)
6. shapely/shapely โญ 3,867
Manipulation and analysis of geometric objects
๐ [shapely.readthedocs.io/en/stable](https://shapely.readthedocs.io/en/stable/)
7. giswqs/geemap โญ 3,451
A Python package for interactive geospatial analysis and visualization with Google Earth Engine.
๐ [geemap.org](https://geemap.org)
8. holoviz/datashader โญ 3,310
Quickly and accurately render even the largest data.
๐ [datashader.org](http://datashader.org)
9. opengeos/leafmap โญ 3,201
A Python package for interactive mapping and geospatial analysis with minimal coding in a Jupyter environment
๐ [leafmap.org](https://leafmap.org)
10. opengeos/segment-geospatial โญ 2,981
A Python package for segmenting geospatial data with the Segment Anything Model (SAM)
๐ [samgeo.gishub.org](https://samgeo.gishub.org)
11. microsoft/torchgeo โญ 2,689
TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data
๐ [www.osgeo.org/projects/torchgeo](https://www.osgeo.org/projects/torchgeo/)
12. google/earthengine-api โญ 2,663
Python and JavaScript bindings for calling the Earth Engine API.
13. rasterio/rasterio โญ 2,245
Rasterio reads and writes geospatial raster datasets
๐ [rasterio.readthedocs.io](https://rasterio.readthedocs.io/)
14. mcordts/cityscapesScripts โญ 2,167
README and scripts for the Cityscapes Dataset
15. azavea/raster-vision โญ 2,072
An open source library and framework for deep learning on satellite and aerial imagery.
๐ [docs.rastervision.io](https://docs.rastervision.io)
16. apache/sedona โญ 1,949
A cluster computing framework for processing large-scale geospatial data
๐ [sedona.apache.org](https://sedona.apache.org/)
17. plant99/felicette โญ 1,820
Satellite imagery for dummies.
18. gboeing/osmnx-examples โญ 1,551
Gallery of OSMnx tutorials, usage examples, and feature demonstations.
๐ [osmnx.readthedocs.io](https://osmnx.readthedocs.io)
19. jupyter-widgets/ipyleaflet โญ 1,486
A Jupyter - Leaflet.js bridge
๐ [ipyleaflet.readthedocs.io](https://ipyleaflet.readthedocs.io)
20. microsoft/GlobalMLBuildingFootprints โญ 1,393
Worldwide building footprints derived from satellite imagery
21. pysal/pysal โญ 1,323
PySAL: Python Spatial Analysis Library Meta-Package
๐ [pysal.org/pysal](http://pysal.org/pysal)
22. anitagraser/movingpandas โญ 1,223
Movement trajectory classes and functions built on top of GeoPandas
๐ [movingpandas.org](http://movingpandas.org)
23. residentmario/geoplot โญ 1,147
High-level geospatial data visualization library for Python.
๐ [residentmario.github.io/geoplot/index.html](https://residentmario.github.io/geoplot/index.html)
24. sentinel-hub/eo-learn โญ 1,122
Earth observation processing framework for machine learning in Python
๐ [eo-learn.readthedocs.io/en/latest](https://eo-learn.readthedocs.io/en/latest/)
25. opengeos/streamlit-geospatial โญ 875
A multi-page streamlit app for geospatial
๐ [huggingface.co/spaces/giswqs/streamlit](https://huggingface.co/spaces/giswqs/Streamlit)
26. osgeo/grass โญ 838
GRASS GIS - free and open-source geospatial processing engine
๐ [grass.osgeo.org](https://grass.osgeo.org)
27. makepath/xarray-spatial โญ 832
Raster-based Spatial Analytics for Python
๐ [xarray-spatial.readthedocs.io](https://xarray-spatial.readthedocs.io/)
28. developmentseed/titiler โญ 778
Build your own Raster dynamic map tile services
๐ [developmentseed.org/titiler](https://developmentseed.org/titiler/)
## Graph
Graphs and network libraries: network analysis, graph machine learning, visualisation.
1. networkx/networkx โญ 14,852
Network Analysis in Python
๐ [networkx.org](https://networkx.org)
2. stellargraph/stellargraph โญ 2,945
StellarGraph - Machine Learning on Graphs
๐ [stellargraph.readthedocs.io](https://stellargraph.readthedocs.io/)
3. westhealth/pyvis โญ 993
Python package for creating and visualizing interactive network graphs.
๐ [pyvis.readthedocs.io/en/latest](http://pyvis.readthedocs.io/en/latest/)
4. microsoft/graspologic โญ 802
graspologic is a package for graph statistical algorithms
๐ [graspologic-org.github.io/graspologic](https://graspologic-org.github.io/graspologic/)
5. rampasek/GraphGPS โญ 656
Recipe for a General, Powerful, Scalable Graph Transformer
6. dylanhogg/llmgraph โญ 308
Create knowledge graphs with LLMs
## GUI
Graphical user interface libraries and toolkits.
1. pysimplegui/PySimpleGUI โญ 13,399
Python GUIs for Humans! PySimpleGUI is the top-rated Python application development environment. Launched in 2018 and actively developed, maintained, and supported in 2024. Transforms tkinter, Qt, WxPython, and Remi into a simple, intuitive, and fun experience for both hobbyists and expert users.
๐ [www.pysimplegui.com](https://www.PySimpleGUI.com)
2. hoffstadt/DearPyGui โญ 13,097
Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies
๐ [dearpygui.readthedocs.io/en/latest](https://dearpygui.readthedocs.io/en/latest/)
3. parthjadhav/Tkinter-Designer โญ 9,095
An easy and fast way to create a Python GUI ๐
4. samuelcolvin/FastUI โญ 8,189
FastUI is a new way to build web application user interfaces defined by declarative Python code.
๐ [fastui-demo.onrender.com](https://fastui-demo.onrender.com)
5. r0x0r/pywebview โญ 4,696
Build GUI for your Python program with JavaScript, HTML, and CSS
๐ [pywebview.flowrl.com](https://pywebview.flowrl.com)
6. beeware/toga โญ 4,326
A Python native, OS native GUI toolkit.
๐ [toga.readthedocs.io/en/latest](https://toga.readthedocs.io/en/latest/)
7. dddomodossola/remi โญ 3,512
Python REMote Interface library. Platform independent. In about 100 Kbytes, perfect for your diet.
8. wxwidgets/Phoenix โญ 2,313
wxPython's Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.
๐ [wxpython.org](http://wxpython.org/)
## Jupyter
Jupyter and JupyterLab and Notebook tools, libraries and plugins.
1. jupyterlab/jupyterlab โญ 14,144
JupyterLab computational environment.
๐ [jupyterlab.readthedocs.io](https://jupyterlab.readthedocs.io/)
2. jupyter/notebook โญ 11,676
Jupyter Interactive Notebook
๐ [jupyter-notebook.readthedocs.io](https://jupyter-notebook.readthedocs.io/)
3. mwouts/jupytext โญ 6,627
Jupyter Notebooks as Markdown Documents, Julia, Python or R scripts
๐ [jupytext.readthedocs.io](https://jupytext.readthedocs.io)
4. nteract/papermill โญ 5,940
๐ Parameterize, execute, and analyze notebooks
๐ [papermill.readthedocs.io/en/latest](http://papermill.readthedocs.io/en/latest/)
5. connorferster/handcalcs โญ 5,649
Python library for converting Python calculations into rendered latex.
6. voila-dashboards/voila โญ 5,435
Voilร turns Jupyter notebooks into standalone web applications
๐ [voila.readthedocs.io](https://voila.readthedocs.io)
7. jupyterlite/jupyterlite โญ 3,872
Wasm powered Jupyter running in the browser ๐ก
๐ [jupyterlite.rtfd.io/en/stable/try/lab](https://jupyterlite.rtfd.io/en/stable/try/lab)
8. executablebooks/jupyter-book โญ 3,844
Create beautiful, publication-quality books and documents from computational content.
๐ [jupyterbook.org](http://jupyterbook.org)
9. jupyterlab/jupyterlab-desktop โญ 3,703
JupyterLab desktop application, based on Electron.
10. jupyterlab/jupyter-ai โญ 3,180
A generative AI extension for JupyterLab
๐ [jupyter-ai.readthedocs.io](https://jupyter-ai.readthedocs.io/)
11. jupyter-widgets/ipywidgets โญ 3,150
Interactive Widgets for the Jupyter Notebook
๐ [ipywidgets.readthedocs.io](https://ipywidgets.readthedocs.io)
12. quantopian/qgrid โญ 3,038
An interactive grid for sorting, filtering, and editing DataFrames in Jupyter notebooks
13. jupyter/nbdime โญ 2,672
Tools for diffing and merging of Jupyter notebooks.
๐ [nbdime.readthedocs.io](http://nbdime.readthedocs.io)
14. mito-ds/mito โญ 2,288
The mitosheet package, trymito.io, and other public Mito code.
๐ [trymito.io](https://trymito.io)
15. jupyter/nbviewer โญ 2,212
nbconvert as a web service: Render Jupyter Notebooks as static web pages
๐ [nbviewer.jupyter.org](https://nbviewer.jupyter.org)
16. maartenbreddels/ipyvolume โญ 1,943
3d plotting for Python in the Jupyter notebook based on IPython widgets using WebGL
17. jupyter-lsp/jupyterlab-lsp โญ 1,801
Coding assistance for JupyterLab (code navigation + hover suggestions + linters + autocompletion + rename) using Language Server Protocol
๐ [jupyterlab-lsp.readthedocs.io](https://jupyterlab-lsp.readthedocs.io)
18. jupyter/nbconvert โญ 1,732
Jupyter Notebook Conversion
๐ [nbconvert.readthedocs.io](https://nbconvert.readthedocs.io/)
19. 8080labs/pyforest โญ 1,097
With pyforest you can use all your favorite Python libraries without importing them before. If you use a package that is not imported yet, pyforest imports the package for you and adds the code to the first Jupyter cell.
๐ [8080labs.com](https://8080labs.com)
20. nbqa-dev/nbQA โญ 1,038
Run ruff, isort, pyupgrade, mypy, pylint, flake8, and more on Jupyter Notebooks
๐ [nbqa.readthedocs.io/en/latest/index.html](https://nbqa.readthedocs.io/en/latest/index.html)
21. vizzuhq/ipyvizzu โญ 948
Build animated charts in Jupyter Notebook and similar environments with a simple Python syntax.
๐ [ipyvizzu.vizzuhq.com](https://ipyvizzu.vizzuhq.com)
22. koaning/drawdata โญ 771
Draw datasets from within Jupyter.
๐ [calmcode.io/labs/drawdata.html](https://calmcode.io/labs/drawdata.html)
23. aws/graph-notebook โญ 730
Library extending Jupyter notebooks to integrate with Apache TinkerPop, openCypher, and RDF SPARQL.
๐ [github.com/aws/graph-notebook](https://github.com/aws/graph-notebook)
24. linealabs/lineapy โญ 661
Move fast from data science prototype to pipeline. Capture, analyze, and transform messy notebooks into data pipelines with just two lines of code.
๐ [lineapy.org](https://lineapy.org)
25. xiaohk/stickyland โญ 515
Break the linear presentation of Jupyter Notebooks with sticky cells!
๐ [xiaohk.github.io/stickyland](https://xiaohk.github.io/stickyland/)
## LLMs and ChatGPT
Large language model and GPT libraries and frameworks: auto-gpt, agents, QnA, chain-of-thought workflows, API integations. Also see the Natural Language Processing category for crossover.
1. significant-gravitas/AutoGPT โญ 167,627
AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.
๐ [agpt.co](https://agpt.co)
2. hwchase17/langchain โญ 93,695
๐ฆ๐ Build context-aware reasoning applications
๐ [python.langchain.com](https://python.langchain.com)
3. nomic-ai/gpt4all โญ 70,115
GPT4All: Run Local LLMs on Any Device. Open-source and available for commercial use.
๐ [nomic.ai/gpt4all](https://nomic.ai/gpt4all)
4. ggerganov/llama.cpp โญ 66,493
LLM inference in C/C++
5. xtekky/gpt4free โญ 60,385
The official gpt4free repository | various collection of powerful language models
๐ [g4f.ai](https://g4f.ai)
6. facebookresearch/llama โญ 56,070
Inference code for Llama models
7. imartinez/private-gpt โญ 53,934
Interact with your documents using the power of GPT, 100% privately, no data leaks
๐ [privategpt.dev](https://privategpt.dev)
8. killianlucas/open-interpreter โญ 52,637
A natural language interface for computers
๐ [openinterpreter.com](http://openinterpreter.com/)
9. gpt-engineer-org/gpt-engineer โญ 52,195
Platform to experiment with the AI Software Engineer. Terminal based. NOTE: Very different from https://gptengineer.app
10. xai-org/grok-1 โญ 49,489
This repository contains JAX example code for loading and running the Grok-1 open-weights model.
11. geekan/MetaGPT โญ 44,389
๐ The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming
๐ [deepwisdom.ai](https://deepwisdom.ai/)
12. thudm/ChatGLM-6B โญ 40,521
ChatGLM-6B: An Open Bilingual Dialogue Language Model | ๅผๆบๅ่ฏญๅฏน่ฏ่ฏญ่จๆจกๅ
13. oobabooga/text-generation-webui โญ 40,180
A Gradio web UI for Large Language Models.
14. hpcaitech/ColossalAI โญ 38,741
Making large AI models cheaper, faster and more accessible
๐ [www.colossalai.org](https://www.colossalai.org)
15. laion-ai/Open-Assistant โญ 37,011
OpenAssistant is a chat-based assistant that understands tasks, can interact with third-party systems, and retrieve information dynamically to do so.
๐ [open-assistant.io](https://open-assistant.io)
16. karpathy/nanoGPT โญ 36,791
The simplest, fastest repository for training/finetuning medium-sized GPTs.
17. lm-sys/FastChat โญ 36,696
An open platform for training, serving, and evaluating large language models. Release repo for Vicuna and Chatbot Arena.
18. quivrhq/quivr โญ 36,358
Open-source RAG Framework for building GenAI Second Brains ๐ง Build productivity assistant (RAG) โก๏ธ๐ค Chat with your docs (PDF, CSV, ...) & apps using Langchain, GPT 3.5 / 4 turbo, Private, Anthropic, VertexAI, Ollama, LLMs, Groq that you can share with users ! Efficient retrieval augmented generation framework
๐ [quivr.com](https://quivr.com)
19. jerryjliu/llama_index โญ 36,168
LlamaIndex is a data framework for your LLM applications
๐ [docs.llamaindex.ai](https://docs.llamaindex.ai)
20. moymix/TaskMatrix โญ 34,528
Connects ChatGPT and a series of Visual Foundation Models to enable sending and receiving images during chatting.
21. hiyouga/LLaMA-Factory โญ 32,681
Unified Efficient Fine-Tuning of 100+ LLMs (ACL 2024)
๐ [arxiv.org/abs/2403.13372](https://arxiv.org/abs/2403.13372)
22. microsoft/autogen โญ 32,090
A programming framework for agentic AI ๐ค
๐ [microsoft.github.io/autogen](https://microsoft.github.io/autogen/)
23. logspace-ai/langflow โญ 31,889
Langflow is a low-code app builder for RAG and multi-agent AI applications. Itโs Python-based and agnostic to any model, API, or database.
๐ [www.langflow.org](http://www.langflow.org)
24. pythagora-io/gpt-pilot โญ 31,416
The first real AI developer
25. tatsu-lab/stanford_alpaca โญ 29,429
Code and documentation to train Stanford's Alpaca models, and generate the data.
๐ [crfm.stanford.edu/2023/03/13/alpaca.html](https://crfm.stanford.edu/2023/03/13/alpaca.html)
26. vllm-project/vllm โญ 28,770
A high-throughput and memory-efficient inference and serving engine for LLMs
๐ [docs.vllm.ai](https://docs.vllm.ai)
27. meta-llama/llama3 โญ 26,724
The official Meta Llama 3 GitHub site
28. vision-cair/MiniGPT-4 โญ 25,368
Open-sourced codes for MiniGPT-4 and MiniGPT-v2 (https://minigpt-4.github.io, https://minigpt-v2.github.io/)
๐ [minigpt-4.github.io](https://minigpt-4.github.io)
29. karpathy/llm.c โญ 24,110
LLM training in simple, pure C/CUDA. There is no need for 245MB of PyTorch or 107MB of cPython
30. danielmiessler/fabric โญ 23,877
fabric is an open-source framework for augmenting humans using AI. It provides a modular framework for solving specific problems using a crowdsourced set of AI prompts that can be used anywhere.
๐ [danielmiessler.com/p/fabric-origin-story](https://danielmiessler.com/p/fabric-origin-story)
31. microsoft/JARVIS โญ 23,616
JARVIS, a system to connect LLMs with ML community. Paper: https://arxiv.org/pdf/2303.17580.pdf
32. openai/gpt-2 โญ 22,409
Code for the paper "Language Models are Unsupervised Multitask Learners"
๐ [openai.com/blog/better-language-models](https://openai.com/blog/better-language-models/)
33. embedchain/mem0 โญ 22,388
The Memory layer for your AI apps
๐ [mem0.ai](https://mem0.ai)
34. microsoft/semantic-kernel โญ 21,722
Integrate cutting-edge LLM technology quickly and easily into your apps
๐ [aka.ms/semantic-kernel](https://aka.ms/semantic-kernel)
35. openai/chatgpt-retrieval-plugin โญ 21,050
The ChatGPT Retrieval Plugin lets you easily find personal or work documents by asking questions in natural language.
36. yoheinakajima/babyagi โญ 20,220
GPT-4 powered task-driven autonomous agent
๐ [babyagi.org](https://babyagi.org/)
37. joaomdmoura/crewAI โญ 20,193
Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.
๐ [crewai.com](https://crewai.com)
38. karpathy/minGPT โญ 20,019
A minimal PyTorch re-implementation of the OpenAI GPT (Generative Pretrained Transformer) training
39. infiniflow/ragflow โญ 19,870
RAGFlow is an open-source RAG (Retrieval-Augmented Generation) engine based on deep document understanding.
๐ [ragflow.io](https://ragflow.io)
40. haotian-liu/LLaVA โญ 19,798
[NeurIPS'23 Oral] Visual Instruction Tuning (LLaVA) built towards GPT-4V level capabilities and beyond.
๐ [llava.hliu.cc](https://llava.hliu.cc)
41. mlc-ai/mlc-llm โญ 18,985
Universal LLM Deployment Engine with ML Compilation
๐ [llm.mlc.ai](https://llm.mlc.ai/)
42. guidance-ai/guidance โญ 18,910
A guidance language for controlling large language models.
43. rasahq/rasa โญ 18,816
๐ฌ 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
๐ [rasa.com/docs/rasa](https://rasa.com/docs/rasa/)
44. tloen/alpaca-lora โญ 18,588
Instruct-tune LLaMA on consumer hardware
45. stitionai/devika โญ 18,391
Devika is an advanced AI software engineer that can understand high-level human instructions, break them down into steps, research relevant information, and write code to achieve the given objective.
46. microsoft/graphrag โญ 18,204
A modular graph-based Retrieval-Augmented Generation (RAG) system
๐ [microsoft.github.io/graphrag](https://microsoft.github.io/graphrag/)
47. stanfordnlp/dspy โญ 17,937
DSPy: The framework for programmingโnot promptingโfoundation models
๐ [dspy-docs.vercel.app](https://dspy-docs.vercel.app/)
48. karpathy/llama2.c โญ 17,330
Inference Llama 2 in one file of pure C
49. deepset-ai/haystack โญ 17,196
:mag: AI orchestration framework to build customizable, production-ready LLM applications. Connect components (models, vector DBs, file converters) to pipelines or agents that can interact with your data. With advanced retrieval methods, it's best suited for building RAG, question answering, semantic search or conve...
๐ [haystack.deepset.ai](https://haystack.deepset.ai)
50. unslothai/unsloth โญ 17,062
Finetune Llama 3.2, Mistral, Phi & Gemma LLMs 2-5x faster with 80% less memory
๐ [unsloth.ai](https://unsloth.ai)
51. huggingface/peft โญ 16,158
๐ค PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.
๐ [huggingface.co/docs/peft](https://huggingface.co/docs/peft)
52. facebookresearch/codellama โญ 15,959
Inference code for CodeLlama models
53. thudm/ChatGLM2-6B โญ 15,705
ChatGLM2-6B: An Open Bilingual Chat LLM | ๅผๆบๅ่ฏญๅฏน่ฏ่ฏญ่จๆจกๅ
54. transformeroptimus/SuperAGI โญ 15,390
<โก๏ธ> SuperAGI - A dev-first open source autonomous AI agent framework. Enabling developers to build, manage & run useful autonomous agents quickly and reliably.
๐ [superagi.com](https://superagi.com/)
55. openai/swarm โญ 15,318
A framework exploring ergonomic, lightweight multi-agent orchestration.
56. cinnamon/kotaemon โญ 15,117
An open-source RAG UI for chatting with your documents. Built with both end users and developers in mind
๐ [cinnamon.github.io/kotaemon](https://cinnamon.github.io/kotaemon/)
57. idea-research/Grounded-Segment-Anything โญ 14,968
Grounded SAM: Marrying Grounding DINO with Segment Anything & Stable Diffusion & Recognize Anything - Automatically Detect , Segment and Generate Anything
๐ [arxiv.org/abs/2401.14159](https://arxiv.org/abs/2401.14159)
58. mayooear/gpt4-pdf-chatbot-langchain โญ 14,893
GPT4 & LangChain Chatbot for large PDF docs
๐ [www.youtube.com/watch?v=ih9pbgvvoo4](https://www.youtube.com/watch?v=ih9PBGVVOO4)
59. openai/evals โญ 14,878
Evals is a framework for evaluating LLMs and LLM systems, and an open-source registry of benchmarks.
60. fauxpilot/fauxpilot โญ 14,575
FauxPilot - an open-source alternative to GitHub Copilot server
61. assafelovic/gpt-researcher โญ 14,535
LLM based autonomous agent that conducts in-depth web research on any given topic
๐ [gptr.dev](https://gptr.dev)
62. dao-ailab/flash-attention โญ 13,809
Fast and memory-efficient exact attention
63. qwenlm/Qwen โญ 13,750
The official repo of Qwen (้ไนๅ้ฎ) chat & pretrained large language model proposed by Alibaba Cloud.
64. mlc-ai/web-llm โญ 13,361
High-performance In-browser LLM Inference Engine
๐ [webllm.mlc.ai](https://webllm.mlc.ai)
65. berriai/litellm โญ 13,006
Python SDK, Proxy Server (LLM Gateway) to call 100+ LLM APIs in OpenAI format - [Bedrock, Azure, OpenAI, VertexAI, Cohere, Anthropic, Sagemaker, HuggingFace, Replicate, Groq]
๐ [docs.litellm.ai/docs](https://docs.litellm.ai/docs/)
66. blinkdl/RWKV-LM โญ 12,554
RWKV is an RNN with transformer-level LLM performance. It can be directly trained like a GPT (parallelizable). So it's combining the best of RNN and transformer - great performance, fast inference, saves VRAM, fast training, "infinite" ctx_len, and free sentence embedding.
67. facebookresearch/llama-recipes โญ 12,150
Scripts for fine-tuning Meta Llama with composable FSDP & PEFT methods to cover single/multi-node GPUs. Supports default & custom datasets for applications such as summarization and Q&A. Supporting a number of candid inference solutions such as HF TGI, VLLM for local or cloud deployment. Demo apps to showcase Meta L...
68. paddlepaddle/PaddleNLP โญ 12,047
๐ Easy-to-use and powerful NLP and LLM library with ๐ค Awesome model zoo, supporting wide-range of NLP tasks from research to industrial applications, including ๐Text Classification, ๐ Neural Search, โ Question Answering, โน๏ธ Information Extraction, ๐ Document Intelligence, ๐ Sentiment Analysis etc.
๐ [paddlenlp.readthedocs.io](https://paddlenlp.readthedocs.io)
69. openlmlab/MOSS โญ 11,932
An open-source tool-augmented conversational language model from Fudan University
๐ [txsun1997.github.io/blogs/moss.html](https://txsun1997.github.io/blogs/moss.html)
70. smol-ai/developer โญ 11,808
the first library to let you embed a developer agent in your own app!
๐ [twitter.com/smolmodels](https://twitter.com/SmolModels)
71. phidatahq/phidata โญ 11,795
Phidata is a toolkit for building AI Assistants using function calling.
๐ [docs.phidata.com](https://docs.phidata.com)
72. shishirpatil/gorilla โญ 11,367
Enables LLMs to use tools by invoking APIs. Given a query, Gorilla comes up with the semantically and syntactically correct API.
๐ [gorilla.cs.berkeley.edu](https://gorilla.cs.berkeley.edu/)
73. h2oai/h2ogpt โญ 11,339
Private chat with local GPT with document, images, video, etc. 100% private, Apache 2.0. Supports oLLaMa, Mixtral, llama.cpp, and more. Demo: https://gpt.h2o.ai/ https://gpt-docs.h2o.ai/
๐ [h2o.ai](http://h2o.ai)
74. vanna-ai/vanna โญ 11,270
๐ค Chat with your SQL database ๐. Accurate Text-to-SQL Generation via LLMs using RAG ๐.
๐ [vanna.ai/docs](https://vanna.ai/docs/)
75. databrickslabs/dolly โญ 10,813
Databricksโ Dolly, a large language model trained on the Databricks Machine Learning Platform
๐ [www.databricks.com/blog/2023/03/24/hello-dolly-democratizing-magic-chatgpt-open-models.html](https://www.databricks.com/blog/2023/03/24/hello-dolly-democratizing-magic-chatgpt-open-models.html)
76. microsoft/BitNet โญ 10,645
Official inference framework for 1-bit LLMs (e.g., BitNet b1.58). It offers a suite of optimized kernels, that support fast and lossless inference of 1.58-bit models
77. microsoft/LoRA โญ 10,531
Code for loralib, an implementation of "LoRA: Low-Rank Adaptation of Large Language Models"
๐ [arxiv.org/abs/2106.09685](https://arxiv.org/abs/2106.09685)
78. lightning-ai/litgpt โญ 10,409
20+ high-performance LLMs with recipes to pretrain, finetune and deploy at scale.
๐ [lightning.ai](https://lightning.ai)
79. lightning-ai/litgpt โญ 10,409
20+ high-performance LLMs with recipes to pretrain, finetune and deploy at scale.
๐ [lightning.ai](https://lightning.ai)
80. nvidia/Megatron-LM โญ 10,330
Ongoing research training transformer models at scale
๐ [docs.nvidia.com/megatron-core/developer-guide/latest/user-guide/index.html#quick-start](https://docs.nvidia.com/megatron-core/developer-guide/latest/user-guide/index.html#quick-start)
81. google-research/vision_transformer โญ 10,261
Vision Transformer and MLP-Mixer Architectures
82. artidoro/qlora โญ 9,987
QLoRA: Efficient Finetuning of Quantized LLMs
๐ [arxiv.org/abs/2305.14314](https://arxiv.org/abs/2305.14314)
83. lvwerra/trl โญ 9,782
Train transformer language models with reinforcement learning.
๐ [hf.co/docs/trl](http://hf.co/docs/trl)
84. mistralai/mistral-inference โญ 9,639
Official inference library for Mistral models
๐ [mistral.ai](https://mistral.ai/)
85. blinkdl/ChatRWKV โญ 9,408
ChatRWKV is like ChatGPT but powered by RWKV (100% RNN) language model, and open source.
86. microsoft/promptflow โญ 9,377
Build high-quality LLM apps - from prototyping, testing to production deployment and monitoring.
๐ [microsoft.github.io/promptflow](https://microsoft.github.io/promptflow/)
87. mshumer/gpt-prompt-engineer โญ 9,337
Simply input a description of your task and some test cases, and the system will generate, test, and rank a multitude of prompts to find the ones that perform the best.
88. karpathy/minbpe โญ 9,125
Minimal, clean code for the Byte Pair Encoding (BPE) algorithm commonly used in LLM tokenization.
89. outlines-dev/outlines โญ 8,815
Structured Text Generation from LLMs
๐ [dottxt-ai.github.io/outlines](https://dottxt-ai.github.io/outlines/)
90. apple/ml-ferret โญ 8,393
Ferret: Refer and Ground Anything Anywhere at Any Granularity
91. optimalscale/LMFlow โญ 8,247
An Extensible Toolkit for Finetuning and Inference of Large Foundation Models. Large Models for All.
๐ [optimalscale.github.io/lmflow](https://optimalscale.github.io/LMFlow/)
92. eleutherai/gpt-neo โญ 8,224
An implementation of model parallel GPT-2 and GPT-3-style models using the mesh-tensorflow library.
๐ [www.eleuther.ai](https://www.eleuther.ai)
93. thudm/CodeGeeX โญ 8,190
CodeGeeX: An Open Multilingual Code Generation Model (KDD 2023)
๐ [codegeex.cn](https://codegeex.cn)
94. abetlen/llama-cpp-python โญ 7,962
Simple Python bindings for @ggerganov's llama.cpp library.
๐ [llama-cpp-python.readthedocs.io](https://llama-cpp-python.readthedocs.io)
95. sjtu-ipads/PowerInfer โญ 7,928
High-speed Large Language Model Serving on PCs with Consumer-grade GPUs
96. lianjiatech/BELLE โญ 7,872
BELLE: Be Everyone's Large Language model Engine๏ผๅผๆบไธญๆๅฏน่ฏๅคงๆจกๅ๏ผ
97. jxnl/instructor โญ 7,815
Instructor is a Python library that makes it a breeze to work with structured outputs from large language models (LLMs). Built on top of Pydantic, it provides a simple, transparent, and user-friendly API to manage validation, retries, and streaming responses.
๐ [python.useinstructor.com](https://python.useinstructor.com/)
98. jzhang38/TinyLlama โญ 7,771
The TinyLlama project is an open endeavor to pretrain a 1.1B Llama model on 3 trillion tokens.
99. axolotl-ai-cloud/axolotl โญ 7,753
Go ahead and axolotl questions
๐ [axolotl-ai-cloud.github.io/axolotl](https://axolotl-ai-cloud.github.io/axolotl/)
100. thudm/GLM-130B โญ 7,657
GLM-130B: An Open Bilingual Pre-Trained Model (ICLR 2023)
101. plachtaa/VALL-E-X โญ 7,619
An open source implementation of Microsoft's VALL-E X zero-shot TTS model. Demo is available in https://plachtaa.github.io/vallex/
102. vaibhavs10/insanely-fast-whisper โญ 7,601
An opinionated CLI to transcribe Audio files w/ Whisper on-device! Powered by ๐ค Transformers, Optimum & flash-attn
103. sweepai/sweep โญ 7,426
Sweep: open-source AI-powered Software Developer for small features and bug fixes.
๐ [sweep.dev](https://sweep.dev)
104. openlm-research/open_llama โญ 7,366
OpenLLaMA: An Open Reproduction of LLaMA
105. bigcode-project/starcoder โญ 7,293
Home of StarCoder: fine-tuning & inference!
106. zilliztech/GPTCache โญ 7,183
Semantic cache for LLMs. Fully integrated with LangChain and llama_index.
๐ [gptcache.readthedocs.io](https://gptcache.readthedocs.io)
107. chainlit/chainlit โญ 6,999
Build Conversational AI in minutes โก๏ธ
๐ [docs.chainlit.io](https://docs.chainlit.io)
108. apple/corenet โญ 6,963
CoreNet is a deep neural network toolkit that allows researchers and engineers to train standard and novel small and large-scale models for variety of tasks, including foundation models (e.g., CLIP and LLM), object classification, object detection, and semantic segmentation.
109. bhaskatripathi/pdfGPT โญ 6,944
PDF GPT allows you to chat with the contents of your PDF file by using GPT capabilities. The most effective open source solution to turn your pdf files in a chatbot!
๐ [huggingface.co/spaces/bhaskartripathi/pdfgpt_turbo](https://huggingface.co/spaces/bhaskartripathi/pdfGPT_Turbo)
110. explodinggradients/ragas โญ 6,934
Supercharge Your LLM Application Evaluations ๐
๐ [docs.ragas.io](https://docs.ragas.io)
111. eleutherai/gpt-neox โญ 6,896
An implementation of model parallel autoregressive transformers on GPUs, based on the Megatron and DeepSpeed libraries
๐ [www.eleuther.ai](https://www.eleuther.ai/)
112. eleutherai/lm-evaluation-harness โญ 6,729
A framework for few-shot evaluation of language models.
๐ [www.eleuther.ai](https://www.eleuther.ai)
113. skypilot-org/skypilot โญ 6,689
SkyPilot: Run AI and batch jobs on any infra (Kubernetes or 12+ clouds). Get unified execution, cost savings, and high GPU availability via a simple interface.
๐ [skypilot.readthedocs.io](https://skypilot.readthedocs.io)
114. mit-han-lab/streaming-llm โญ 6,610
[ICLR 2024] Efficient Streaming Language Models with Attention Sinks
๐ [arxiv.org/abs/2309.17453](https://arxiv.org/abs/2309.17453)
115. langchain-ai/opengpts โญ 6,453
An open source effort to create a similar experience to OpenAI's GPTs and Assistants API.
116. internlm/InternLM โญ 6,322
Official release of InternLM2.5 base and chat models. 1M context support
๐ [internlm.intern-ai.org.cn](https://internlm.intern-ai.org.cn/)
117. future-house/paper-qa โญ 6,316
High-accuracy retrieval augmented generation (RAG) on PDFs or text files, with a focus on the scientific literature
118. swivid/F5-TTS โญ 6,288
Official code for "F5-TTS: A Fairytaler that Fakes Fluent and Faithful Speech with Flow Matching"
๐ [arxiv.org/abs/2410.06885](https://arxiv.org/abs/2410.06885)
119. run-llama/rags โญ 6,262
Build ChatGPT over your data, all with natural language
120. nat/openplayground โญ 6,232
An LLM playground you can run on your laptop
121. langchain-ai/langgraph โญ 6,223
LangGraph is a library for building stateful, multi-actor applications with LLMs, built on top of (and intended to be used with) LangChain.
๐ [langchain-ai.github.io/langgraph](https://langchain-ai.github.io/langgraph/)
122. whitead/paper-qa โญ 6,219
High accuracy RAG for answering questions from scientific documents with citations
123. weaviate/Verba โญ 6,171
Retrieval Augmented Generation (RAG) chatbot powered by Weaviate
124. lightning-ai/lit-llama โญ 5,973
Implementation of the LLaMA language model based on nanoGPT. Supports flash attention, Int8 and GPTQ 4bit quantization, LoRA and LLaMA-Adapter fine-tuning, pre-training. Apache 2.0-licensed.
125. skyvern-ai/skyvern โญ 5,959
Skyvern automates browser-based workflows using LLMs and computer vision. It provides a simple API endpoint to fully automate manual workflows, replacing brittle or unreliable automation solutions.
๐ [www.skyvern.com](https://www.skyvern.com)
126. sgl-project/sglang โญ 5,654
SGLang is a fast serving framework for large language models and vision language models.
๐ [sglang.readthedocs.io/en/latest](https://sglang.readthedocs.io/en/latest/)
127. pytorch-labs/gpt-fast โญ 5,612
Simple and efficient pytorch-native transformer text generation in <1000 LOC of python.
128. minedojo/Voyager โญ 5,575
An Open-Ended Embodied Agent with Large Language Models
๐ [voyager.minedojo.org](https://voyager.minedojo.org/)
129. llmware-ai/llmware โญ 5,524
Unified framework for building enterprise RAG pipelines with small, specialized models
๐ [llmware-ai.github.io/llmware](https://llmware-ai.github.io/llmware/)
130. microsoft/promptbase โญ 5,384
promptbase is an evolving collection of resources, best practices, and example scripts for eliciting the best performance from foundation models.
131. langchain-ai/chat-langchain โญ 5,331
Locally hosted chatbot specifically focused on question answering over the LangChain documentation
๐ [chat.langchain.com](https://chat.langchain.com)
132. dsdanielpark/Bard-API โญ 5,324
The unofficial python package that returns response of Google Bard through cookie value.
๐ [pypi.org/project/bardapi](https://pypi.org/project/bardapi/)
133. lyogavin/airllm โญ 5,042
AirLLM optimizes inference memory usage, allowing 70B large language models to run inference on a single 4GB GPU card without quantization, distillation and pruning. And you can run 405B Llama3.1 on 8GB vram now.
134. vikhyat/moondream โญ 5,016
A tiny open-source computer-vision language model designed to run efficiently on edge devices
๐ [moondream.ai](https://moondream.ai)
135. qwenlm/Qwen-VL โญ 4,987
The official repo of Qwen-VL (้ไนๅ้ฎ-VL) chat & pretrained large vision language model proposed by Alibaba Cloud.
136. mnotgod96/AppAgent โญ 4,973
AppAgent: Multimodal Agents as Smartphone Users, an LLM-based multimodal agent framework designed to operate smartphone apps.
๐ [appagent-official.github.io](https://appagent-official.github.io/)
137. openbmb/ToolBench โญ 4,790
[ICLR'24 spotlight] An open platform for training, serving, and evaluating large language model for tool learning.
๐ [openbmb.github.io/toolbench](https://openbmb.github.io/ToolBench/)
138. cg123/mergekit โญ 4,688
Tools for merging pretrained large language models.
139. arcee-ai/mergekit โญ 4,688
Tools for merging pretrained large language models.
140. togethercomputer/RedPajama-Data โญ 4,546
The RedPajama-Data repository contains code for preparing large datasets for training large language models.
141. allenai/OLMo โญ 4,534
OLMo is a repository for training and using AI2's state-of-the-art open language models. It is built by scientists, for scientists.
๐ [allenai.org/olmo](https://allenai.org/olmo)
142. microsoft/LLMLingua โญ 4,533
[EMNLP'23, ACL'24] To speed up LLMs' inference and enhance LLM's perceive of key information, compress the prompt and KV-Cache, which achieves up to 20x compression with minimal performance loss.
๐ [llmlingua.com](https://llmlingua.com/)
143. promptfoo/promptfoo โญ 4,469
Test your prompts, agents, and RAGs. Red teaming, pentesting, and vulnerability scanning for LLMs. Compare performance of GPT, Claude, Gemini, Llama, and more. Simple declarative configs with command line and CI/CD integration.
๐ [promptfoo.dev](https://promptfoo.dev)
144. simonw/llm โญ 4,447
Access large language models from the command-line
๐ [llm.datasette.io](https://llm.datasette.io)
145. 1rgs/jsonformer โญ 4,424
A Bulletproof Way to Generate Structured JSON from Language Models
146. pathwaycom/llm-app โญ 4,316
Dynamic RAG for enterprise. Ready to run with Docker,โกin sync with Sharepoint, Google Drive, S3, Kafka, PostgreSQL, real-time data APIs, and more.
๐ [pathway.com/developers/templates](https://pathway.com/developers/templates/)
147. kyegomez/tree-of-thoughts โญ 4,299
Plug in and Play Implementation of Tree of Thoughts: Deliberate Problem Solving with Large Language Models that Elevates Model Reasoning by atleast 70%
๐ [discord.gg/qutxnk2nmf](https://discord.gg/qUtxnK2NMf)
148. microsoft/BioGPT โญ 4,296
Implementation of BioGPT: Generative Pre-trained Transformer for Biomedical Text Generation and Mining
149. instruction-tuning-with-gpt-4/GPT-4-LLM โญ 4,186
Instruction Tuning with GPT-4
๐ [instruction-tuning-with-gpt-4.github.io](https://instruction-tuning-with-gpt-4.github.io/)
150. yizhongw/self-instruct โญ 4,118
Aligning pretrained language models with instruction data generated by themselves.
151. nvidia/NeMo-Guardrails โญ 4,077
NeMo Guardrails is an open-source toolkit for easily adding programmable guardrails to LLM-based conversational systems.
152. meta-llama/llama-stack โญ 4,020
Llama Stack standardizes the building blocks needed to bring genai applications to market. These blocks cover model training and fine-tuning, evaluation, and running AI agents in production
153. guardrails-ai/guardrails โญ 3,983
Open-source Python package for specifying structure and type, validating and correcting the outputs of large language models (LLMs)
๐ [www.guardrailsai.com/docs](https://www.guardrailsai.com/docs)
154. h2oai/h2o-llmstudio โญ 3,977
H2O LLM Studio - a framework and no-code GUI for fine-tuning LLMs. Documentation: https://docs.h2o.ai/h2o-llmstudio/
๐ [h2o.ai](https://h2o.ai)
155. open-compass/opencompass โญ 3,931
OpenCompass is an LLM evaluation platform, supporting a wide range of models (Llama3, Mistral, InternLM2,GPT-4,LLaMa2, Qwen,GLM, Claude, etc) over 100+ datasets.
๐ [opencompass.org.cn](https://opencompass.org.cn/)
156. mshumer/gpt-llm-trainer โญ 3,929
Input a description of your task, and the system will generate a dataset, parse it, and fine-tune a LLaMA 2 model for you
157. modelscope/ms-swift โญ 3,896
Use PEFT or Full-parameter to finetune 350+ LLMs or 100+ MLLMs. (LLM: Qwen2.5, Llama3.2, GLM4, Internlm2.5, Yi1.5, Mistral, Baichuan2, DeepSeek, Gemma2, ...; MLLM: Qwen2-VL, Qwen2-Audio, Llama3.2-Vision, Llava, InternVL2, MiniCPM-V-2.6, GLM4v, Xcomposer2.5, Yi-VL, DeepSeek-VL, Phi3.5-Vision, ...)
๐ [swift.readthedocs.io/zh-cn/latest/instruction/index.html](https://swift.readthedocs.io/zh-cn/latest/Instruction/index.html)
158. ravenscroftj/turbopilot โญ 3,827
Turbopilot is an open source large-language-model based code completion engine that runs locally on CPU
159. meta-llama/llama-stack-apps โญ 3,748
Agentic components of the Llama Stack APIs
160. eth-sri/lmql โญ 3,659
A language for constraint-guided and efficient LLM programming.
๐ [lmql.ai](https://lmql.ai)
161. mmabrouk/llm-workflow-engine โญ 3,647
Power CLI and Workflow manager for LLMs (core package)
162. microsoft/LMOps โญ 3,643
General technology for enabling AI capabilities w/ LLMs and MLLMs
๐ [aka.ms/generalai](https://aka.ms/GeneralAI)
163. katanaml/sparrow โญ 3,595
Sparrow is a solution for efficient data extraction and processing from various documents and images like invoices and receipts
๐ [katanaml.io](https://katanaml.io)
164. turboderp/exllamav2 โญ 3,586
A fast inference library for running LLMs locally on modern consumer-class GPUs
165. luodian/Otter โญ 3,560
๐ฆฆ 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.
๐ [otter-ntu.github.io](https://otter-ntu.github.io/)
166. minimaxir/simpleaichat โญ 3,481
Python package for easily interfacing with chat apps, with robust features and minimal code complexity.
167. minimaxir/gpt-2-simple โญ 3,393
Python package to easily retrain OpenAI's GPT-2 text-generating model on new texts
168. defog-ai/sqlcoder โญ 3,352
SoTA LLM for converting natural language questions to SQL queries
169. agiresearch/AIOS โญ 3,339
AIOS, a Large Language Model (LLM) Agent operating system, embeds large language model into Operating Systems (OS) as the brain of the OS, enabling an operating system "with soul" -- an important step towards AGI.
๐ [aios.foundation](https://aios.foundation)
170. iryna-kondr/scikit-llm โญ 3,328
Seamlessly integrate LLMs into scikit-learn.
๐ [beastbyte.ai](https://beastbyte.ai/)
171. deep-diver/LLM-As-Chatbot โญ 3,285
LLM as a Chatbot Service
172. next-gpt/NExT-GPT โญ 3,254
Code and models for NExT-GPT: Any-to-Any Multimodal Large Language Model
๐ [next-gpt.github.io](https://next-gpt.github.io/)
173. pipecat-ai/pipecat โญ 3,253
Open Source framework for voice and multimodal conversational AI
174. truefoundry/cognita โญ 3,243
RAG (Retrieval Augmented Generation) Framework for building modular, open source applications for production by TrueFoundry
๐ [cognita.truefoundry.com](https://cognita.truefoundry.com)
175. linkedin/Liger-Kernel โญ 3,241
Efficient Triton Kernels for LLM Training
176. jaymody/picoGPT โญ 3,215
An unnecessarily tiny implementation of GPT-2 in NumPy.
177. lm-sys/RouteLLM โญ 3,126
A framework for serving and evaluating LLM routers - save LLM costs without compromising quality!
178. microsoft/torchscale โญ 3,012
Foundation Architecture for (M)LLMs
๐ [aka.ms/generalai](https://aka.ms/GeneralAI)
179. bclavie/RAGatouille โญ 2,985
Bridging the gap between state-of-the-art research and alchemical RAG pipeline practices.
180. baichuan-inc/Baichuan-13B โญ 2,983
A 13B large language model developed by Baichuan Intelligent Technology
๐ [huggingface.co/baichuan-inc/baichuan-13b-chat](https://huggingface.co/baichuan-inc/Baichuan-13B-Chat)
181. li-plus/chatglm.cpp โญ 2,930
C++ implementation of ChatGLM-6B & ChatGLM2-6B & ChatGLM3 & GLM4(V)
182. freedomintelligence/LLMZoo โญ 2,930
โกLLM Zoo is a project that provides data, models, and evaluation benchmark for large language models.โก
183. juncongmoo/pyllama โญ 2,807
LLaMA: Open and Efficient Foundation Language Models
184. cohere-ai/cohere-toolkit โญ 2,796
Cohere Toolkit is a collection of prebuilt components enabling users to quickly build and deploy RAG applications.
185. huggingface/text-embeddings-inference โญ 2,732
A blazing fast inference solution for text embeddings models
๐ [huggingface.co/docs/text-embeddings-inference/quick_tour](https://huggingface.co/docs/text-embeddings-inference/quick_tour)
186. alpha-vllm/LLaMA2-Accessory โญ 2,702
An Open-source Toolkit for LLM Development
๐ [llama2-accessory.readthedocs.io](https://llama2-accessory.readthedocs.io/)
187. mistralai/mistral-finetune โญ 2,700
A light-weight codebase that enables memory-efficient and performant finetuning of Mistral's models. It is based on LoRA.
188. paperswithcode/galai โญ 2,677
Model API for GALACTICA
189. meta-llama/PurpleLlama โญ 2,671
Set of tools to assess and improve LLM security.
190. hegelai/prompttools โญ 2,671
Open-source tools for prompt testing and experimentation, with support for both LLMs (e.g. OpenAI, LLaMA) and vector databases (e.g. Chroma, Weaviate, LanceDB).
๐ [prompttools.readthedocs.io](http://prompttools.readthedocs.io)
191. verazuo/jailbreak_llms โญ 2,662
Official repo for the ACM CCS 2024 paper "Do Anything Now'': Characterizing and Evaluating In-The-Wild Jailbreak Prompts
๐ [jailbreak-llms.xinyueshen.me](https://jailbreak-llms.xinyueshen.me/)
192. langroid/langroid โญ 2,513
Harness LLMs with Multi-Agent Programming
๐ [langroid.github.io/langroid](https://langroid.github.io/langroid/)
193. databricks/dbrx โญ 2,504
Code examples and resources for DBRX, a large language model developed by Databricks
๐ [www.databricks.com](https://www.databricks.com/)
194. mit-han-lab/llm-awq โญ 2,486
AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration
195. ofa-sys/OFA โญ 2,409
Official repository of OFA (ICML 2022). Paper: OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework
196. young-geng/EasyLM โญ 2,395
Large language models (LLMs) made easy, EasyLM is a one stop solution for pre-training, finetuning, evaluating and serving LLMs in JAX/Flax.
197. noahshinn/reflexion โญ 2,362
[NeurIPS 2023] Reflexion: Language Agents with Verbal Reinforcement Learning
198. civitai/sd_civitai_extension โญ 2,333
All of the Civitai models inside Automatic 1111 Stable Diffusion Web UI
199. lightning-ai/LitServe โญ 2,328
Lightning-fast serving engine for any AI model of any size. Flexible. Easy. Enterprise-scale.
๐ [lightning.ai/docs/litserve](https://lightning.ai/docs/litserve)
200. cheshire-cat-ai/core โญ 2,306
Production ready AI agent framework
๐ [cheshirecat.ai](https://cheshirecat.ai)
201. intel/neural-compressor โญ 2,196
SOTA low-bit LLM quantization (INT8/FP8/INT4/FP4/NF4) & sparsity; leading model compression techniques on TensorFlow, PyTorch, and ONNX Runtime
๐ [intel.github.io/neural-compressor](https://intel.github.io/neural-compressor/)
202. predibase/lorax โญ 2,149
Multi-LoRA inference server that scales to 1000s of fine-tuned LLMs
๐ [loraexchange.ai](https://loraexchange.ai)
203. openai/finetune-transformer-lm โญ 2,148
Code and model for the paper "Improving Language Understanding by Generative Pre-Training"
๐ [s3-us-west-2.amazonaws.com/openai-assets/research-covers/language-unsupervised/language_understanding_paper.pdf](https://s3-us-west-2.amazonaws.com/openai-assets/research-covers/language-unsupervised/language_understanding_paper.pdf)
204. spcl/graph-of-thoughts โญ 2,132
Official Implementation of "Graph of Thoughts: Solving Elaborate Problems with Large Language Models"
๐ [arxiv.org/pdf/2308.09687.pdf](https://arxiv.org/pdf/2308.09687.pdf)
205. truera/trulens โญ 2,110
Evaluation and Tracking for LLM Experiments
๐ [www.trulens.org](https://www.trulens.org/)
206. tairov/llama2.mojo โญ 2,097
Inference Llama 2 in one file of pure ๐ฅ
๐ [www.modular.com/blog/community-spotlight-how-i-built-llama2-by-aydyn-tairov](https://www.modular.com/blog/community-spotlight-how-i-built-llama2-by-aydyn-tairov)
207. pytorch/executorch โญ 2,089
An end-to-end solution for enabling on-device inference capabilities across mobile and edge devices including wearables, embedded devices and microcontrollers. It is part of the PyTorch Edge ecosystem and enables efficient deployment of PyTorch models to edge devices.
๐ [pytorch.org/executorch](https://pytorch.org/executorch/)
208. openai/image-gpt โญ 2,044
Archived. Code and models from the paper "Generative Pretraining from Pixels"
209. lucidrains/toolformer-pytorch โญ 1,953
Implementation of Toolformer, Language Models That Can Use Tools, by MetaAI
210. neulab/prompt2model โญ 1,952
prompt2model - Generate Deployable Models from Natural Language Instructions
211. openai/gpt-2-output-dataset โญ 1,938
Dataset of GPT-2 outputs for research in detection, biases, and more
212. ist-daslab/gptq โญ 1,906
Code for the ICLR 2023 paper "GPTQ: Accurate Post-training Quantization of Generative Pretrained Transformers".
๐ [arxiv.org/abs/2210.17323](https://arxiv.org/abs/2210.17323)
213. microsoft/Megatron-DeepSpeed โญ 1,867
Ongoing research training transformer language models at scale, including: BERT & GPT-2
214. epfllm/meditron โญ 1,864
Meditron is a suite of open-source medical Large Language Models (LLMs).
๐ [huggingface.co/epfl-llm](https://huggingface.co/epfl-llm)
215. sylphai-inc/AdalFlow โญ 1,839
Unified auto-differentiative framework for both zero-shot prompt optimization and few-shot optimization. It advances existing auto-optimization research, including Text-Grad and DsPy
๐ [adalflow.sylph.ai](http://adalflow.sylph.ai/)
216. minimaxir/aitextgen โญ 1,837
A robust Python tool for text-based AI training and generation using GPT-2.
๐ [docs.aitextgen.io](https://docs.aitextgen.io)
217. facebookresearch/chameleon โญ 1,805
Repository for Meta Chameleon, a mixed-modal early-fusion foundation model from FAIR.
๐ [arxiv.org/abs/2405.09818](https://arxiv.org/abs/2405.09818)
218. akariasai/self-rag โญ 1,789
This includes the original implementation of SELF-RAG: Learning to Retrieve, Generate and Critique through self-reflection by Akari Asai, Zeqiu Wu, Yizhong Wang, Avirup Sil, and Hannaneh Hajishirzi.
๐ [selfrag.github.io](https://selfrag.github.io/)
219. azure-samples/graphrag-accelerator โญ 1,777
One-click deploy of a Knowledge Graph powered RAG (GraphRAG) in Azure
๐ [github.com/microsoft/graphrag](https://github.com/microsoft/graphrag)
220. openai/gpt-discord-bot โญ 1,775
Example Discord bot written in Python that uses the completions API to have conversations with the `text-davinci-003` model, and the moderations API to filter the messages.
221. casper-hansen/AutoAWQ โญ 1,711
AutoAWQ implements the AWQ algorithm for 4-bit quantization with a 2x speedup during inference. Documentation:
๐ [casper-hansen.github.io/autoawq](https://casper-hansen.github.io/AutoAWQ/)
222. ray-project/llm-applications โญ 1,692
A comprehensive guide to building RAG-based LLM applications for production.
223. openai/simple-evals โญ 1,619
Lightweight library for evaluating language models
224. argilla-io/distilabel โญ 1,599
Distilabel is the framework for synthetic data and AI feedback for engineers who need fast, reliable and scalable pipelines based on verified research papers.
๐ [distilabel.argilla.io](https://distilabel.argilla.io)
225. evolvinglmms-lab/lmms-eval โญ 1,547
Accelerating the development of large multimodal models (LMMs) with lmms-eval
๐ [lmms-lab.github.io](https://lmms-lab.github.io/)
226. jina-ai/thinkgpt โญ 1,538
Agent techniques to augment your LLM and push it beyong its limits
227. noamgat/lm-format-enforcer โญ 1,504
Enforce the output format (JSON Schema, Regex etc) of a language model
228. qwenlm/Qwen-Audio โญ 1,463
The official repo of Qwen-Audio (้ไนๅ้ฎ-Audio) chat & pretrained large audio language model proposed by Alibaba Cloud.
229. cstankonrad/long_llama โญ 1,448
LongLLaMA is a large language model capable of handling long contexts. It is based on OpenLLaMA and fine-tuned with the Focused Transformer (FoT) method.
230. agentops-ai/tokencost โญ 1,441
Easy token price estimates for 400+ LLMs. TokenOps.
๐ [agentops.ai](https://agentops.ai)
231. farizrahman4u/loopgpt โญ 1,426
Re-implementation of Auto-GPT as a python package, written with modularity and extensibility in mind.
232. run-llama/llama-lab โญ 1,402
Llama Lab is a repo dedicated to building cutting-edge projects using LlamaIndex
233. meetkai/functionary โญ 1,389
Chat language model that can use tools and interpret the results
234. roboflow/maestro โญ 1,377
streamline the fine-tuning process for multimodal models: PaliGemma, Florence-2, and Qwen2-VL
๐ [maestro.roboflow.com](https://maestro.roboflow.com)
235. explosion/spacy-transformers โญ 1,345
๐ธ Use pretrained transformers like BERT, XLNet and GPT-2 in spaCy
๐ [spacy.io/usage/embeddings-transformers](https://spacy.io/usage/embeddings-transformers)
236. chatarena/chatarena โญ 1,342
ChatArena (or Chat Arena) is a Multi-Agent Language Game Environments for LLMs. The goal is to develop communication and collaboration capabilities of AIs.
237. bigscience-workshop/Megatron-DeepSpeed โญ 1,327
Ongoing research training transformer language models at scale, including: BERT & GPT-2
238. ray-project/ray-llm โญ 1,229
RayLLM - LLMs on Ray
๐ [aviary.anyscale.com](https://aviary.anyscale.com)
239. karpathy/nano-llama31 โญ 1,227
This repo is to Llama 3.1 what nanoGPT is to GPT-2. i.e. it is a minimal, dependency-free implementation of the Llama 3.1 architecture
240. agenta-ai/agenta โญ 1,223
The all-in-one LLM developer platform: prompt management, evaluation, human feedback, and deployment all in one place.
๐ [www.agenta.ai](http://www.agenta.ai)
241. srush/MiniChain โญ 1,210
A tiny library for coding with large language models.
๐ [srush-minichain.hf.space](https://srush-minichain.hf.space/)
242. linksoul-ai/AutoAgents โญ 1,177
[IJCAI 2024] Generate different roles for GPTs to form a collaborative entity for complex tasks.
๐ [huggingface.co/spaces/linksoul/autoagents](https://huggingface.co/spaces/LinkSoul/AutoAgents)
243. huggingface/nanotron โญ 1,176
Minimalistic large language model 3D-parallelism training
244. keirp/automatic_prompt_engineer โญ 1,144
Large Language Models Are Human-Level Prompt Engineers
245. mlfoundations/dclm โญ 1,136
DataComp for Language Models
246. hao-ai-lab/LookaheadDecoding โญ 1,130
Break the Sequential Dependency of LLM Inference Using Lookahead Decoding
๐ [arxiv.org/abs/2402.02057](https://arxiv.org/abs/2402.02057)
247. ibm/Dromedary โญ 1,118
Dromedary: towards helpful, ethical and reliable LLMs.
248. explosion/spacy-llm โญ 1,101
๐ฆ Integrating LLMs into structured NLP pipelines
๐ [spacy.io/usage/large-language-models](https://spacy.io/usage/large-language-models)
249. lupantech/chameleon-llm โญ 1,082
Codes for "Chameleon: Plug-and-Play Compositional Reasoning with Large Language Models".
๐ [chameleon-llm.github.io](https://chameleon-llm.github.io)
250. rlancemartin/auto-evaluator โญ 1,060
Evaluation tool for LLM QA chains
๐ [autoevaluator.langchain.com](https://autoevaluator.langchain.com/)
251. facebookresearch/MobileLLM โญ 1,056
Training code of MobileLLM introduced in our work: "MobileLLM: Optimizing Sub-billion Parameter Language Models for On-Device Use Cases"
252. nomic-ai/pygpt4all โญ 1,025
Official supported Python bindings for llama.cpp + gpt4all
๐ [nomic-ai.github.io/pygpt4all](https://nomic-ai.github.io/pygpt4all/)
253. microsoft/Llama-2-Onnx โญ 1,021
A Microsoft optimized version of the Llama 2 model, available from Meta
254. ctlllll/LLM-ToolMaker โญ 1,017
Large Language Models as Tool Makers
255. answerdotai/rerankers โญ 1,003
Welcome to rerankers! Our goal is to provide users with a simple API to use any reranking models.
256. shengranhu/ADAS โญ 1,001
Automated Design of Agentic Systems using Meta Agent Search to show agents can invent novel and powerful agent designs
257. ajndkr/lanarky โญ 974
The web framework for building LLM microservices
๐ [lanarky.ajndkr.com](https://lanarky.ajndkr.com/)
258. likejazz/llama3.np โญ 964
llama3.np is a pure NumPy implementation for Llama 3 model.
259. pinecone-io/canopy โญ 961
Retrieval Augmented Generation (RAG) framework and context engine powered by Pinecone
๐ [www.pinecone.io](https://www.pinecone.io/)
260. cerebras/modelzoo โญ 937
Examples of common deep learning models that can be trained on Cerebras hardware
261. huggingface/optimum-nvidia โญ 889
Optimum-NVIDIA delivers the best inference performance on the NVIDIA platform through Hugging Face. Run LLaMA 2 at 1,200 tokens/second (up to 28x faster than the framework)
262. topoteretes/cognee โญ 857
Reliable LLM Memory for AI Applications and AI Agents
๐ [www.cognee.ai](https://www.cognee.ai)
263. muennighoff/sgpt โญ 845
SGPT: GPT Sentence Embeddings for Semantic Search
๐ [arxiv.org/abs/2202.08904](https://arxiv.org/abs/2202.08904)
264. datadreamer-dev/DataDreamer โญ 819
DataDreamer is a powerful open-source Python library for prompting, synthetic data generation, and training workflows. It is designed to be simple, extremely efficient, and research-grade.
๐ [datadreamer.dev](https://datadreamer.dev)
265. oliveirabruno01/babyagi-asi โญ 780
BabyAGI: an Autonomous and Self-Improving agent, or BASI
266. prometheus-eval/prometheus-eval โญ 779
Evaluate your LLM's response with Prometheus and GPT4 ๐ฏ
267. junruxiong/IncarnaMind โญ 778
Connect and chat with your multiple documents (pdf and txt) through GPT 3.5, GPT-4 Turbo, Claude and Local Open-Source LLMs
๐ [www.incarnamind.com](https://www.incarnamind.com)
268. langchain-ai/langsmith-cookbook โญ 763
LangSmith is a platform for building production-grade LLM applications.
๐ [langsmith-cookbook.vercel.app](https://langsmith-cookbook.vercel.app)
269. opengenerativeai/GenossGPT โญ 751
One API for all LLMs either Private or Public (Anthropic, Llama V2, GPT 3.5/4, Vertex, GPT4ALL, HuggingFace ...) ๐๐ Replace OpenAI GPT with any LLMs in your app with one line.
๐ [genoss.ai](https://genoss.ai/)
270. huggingface/lighteval โญ 739
LightEval is a lightweight LLM evaluation suite that Hugging Face has been using internally with the recently released LLM data processing library datatrove and LLM training library nanotron.
271. huggingface/evaluation-guidebook โญ 730
Sharing both practical insights and theoretical knowledge about LLM evaluation that we gathered while managing the Open LLM Leaderboard and designing lighteval!
272. salesforce/xgen โญ 717
Salesforce open-source LLMs with 8k sequence length.
273. opengvlab/OmniQuant โญ 702
[ICLR2024 spotlight] OmniQuant is a simple and powerful quantization technique for LLMs.
274. wandb/weave โญ 688
Weave is a toolkit for developing AI-powered applications, built by Weights & Biases.
๐ [wandb.me/weave](https://wandb.me/weave)
275. nousresearch/Hermes-Function-Calling โญ 684
Code for the Hermes Pro Large Language Model to perform function calling based on the provided schema. It allows users to query the model and retrieve information related to stock prices, company fundamentals, financial statements
276. squeezeailab/SqueezeLLM โญ 637
[ICML 2024] SqueezeLLM: Dense-and-Sparse Quantization
๐ [arxiv.org/abs/2306.07629](https://arxiv.org/abs/2306.07629)
277. lupantech/ScienceQA โญ 600
Data and code for NeurIPS 2022 Paper "Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering".
278. tag-research/TAG-Bench โญ 576
Table-Augmented Generation (TAG) is a unified and general-purpose paradigm for answering natural language questions over databases
๐ [arxiv.org/pdf/2408.14717](https://arxiv.org/pdf/2408.14717)
279. zhudotexe/kani โญ 556
kani (ใซใ) is a highly hackable microframework for chat-based language models with tool use/function calling. (NLP-OSS @ EMNLP 2023)
๐ [kani.readthedocs.io](https://kani.readthedocs.io)
280. tsinghuadatabasegroup/DB-GPT โญ 549
LLM As Database Administrator
๐ [dbgpt.dbmind.cn](http://dbgpt.dbmind.cn/)
281. hazyresearch/ama_prompting โญ 538
Ask Me Anything language model prompting
282. modal-labs/llm-finetuning โญ 525
Guide for fine-tuning Llama/Mistral/CodeLlama models and more
283. vahe1994/SpQR โญ 525
Quantization algorithm and the model evaluation code for SpQR method for LLM compression
284. declare-lab/instruct-eval โญ 525
This repository contains code to quantitatively evaluate instruction-tuned models such as Alpaca and Flan-T5 on held-out tasks.
๐ [declare-lab.github.io/instruct-eval](https://declare-lab.github.io/instruct-eval/)
285. continuum-llms/chatgpt-memory โญ 516
Allows to scale the ChatGPT API to multiple simultaneous sessions with infinite contextual and adaptive memory powered by GPT and Redis datastore.
286. hazyresearch/H3 โญ 512
Language Modeling with the H3 State Space Model
287. magnivorg/prompt-layer-library โญ 509
๐ฐ PromptLayer - Maintain a log of your prompts and OpenAI API requests. Track, debug, and replay old completions.
๐ [www.promptlayer.com](https://www.promptlayer.com)
288. huggingface/text-clustering โญ 453
Easily embed, cluster and semantically label text datasets
289. judahpaul16/gpt-home โญ 437
ChatGPT at home! Basically a better Google Nest Hub or Amazon Alexa home assistant. Built on the Raspberry Pi using the OpenAI API.
๐ [hub.docker.com/r/judahpaul/gpt-home](https://hub.docker.com/r/judahpaul/gpt-home)
290. deedy/mac_computer_use โญ 427
A fork of Anthropic Computer Use that you can run on Mac computers to give Claude and other AI models autonomous access to your computer.
๐ [x.com/deedydas/status/1849481225041559910](https://x.com/deedydas/status/1849481225041559910)
291. minishlab/model2vec โญ 375
Model2Vec is a technique to turn any sentence transformer into a really small static model, reducing model size by 15x and making the models up to 500x faster, with a small drop in performance
๐ [minishlab.github.io](https://minishlab.github.io/)
292. stanford-oval/suql โญ 201
SUQL: Conversational Search over Structured and Unstructured Data with LLMs
๐ [arxiv.org/abs/2311.09818](https://arxiv.org/abs/2311.09818)
293. dottxt-ai/outlines-core โญ 105
Core functionality for structured generation, formerly implemented in Outlines, with a focus on performance and portability.
## Math and Science
Mathematical, numerical and scientific libraries.
1. numpy/numpy โญ 27,825
The fundamental package for scientific computing with Python.
๐ [numpy.org](https://numpy.org)
2. taichi-dev/taichi โญ 25,466
Productive, portable, and performant GPU programming in Python: Taichi Lang is an open-source, imperative, parallel programming language for high-performance numerical computation.
๐ [taichi-lang.org](https://taichi-lang.org)
3. scipy/scipy โญ 12,998
SciPy library main repository
๐ [scipy.org](https://scipy.org)
4. sympy/sympy โญ 12,902
A computer algebra system written in pure Python
๐ [sympy.org](https://sympy.org/)
5. google/or-tools โญ 11,164
Google Optimization Tools (a.k.a., OR-Tools) is an open-source, fast and portable software suite for solving combinatorial optimization problems.
๐ [developers.google.com/optimization](https://developers.google.com/optimization/)
6. z3prover/z3 โญ 10,280
Z3 is a theorem prover from Microsoft Research with a Python language binding.
7. cupy/cupy โญ 9,386
NumPy & SciPy for GPU
๐ [cupy.dev](https://cupy.dev)
8. google-deepmind/alphageometry โญ 4,126
Solving Olympiad Geometry without Human Demonstrations
9. mikedh/trimesh โญ 2,986
Python library for loading and using triangular meshes.
๐ [trimesh.org](https://trimesh.org)
10. mckinsey/causalnex โญ 2,231
A Python library that helps data scientists to infer causation rather than observing correlation.
๐ [causalnex.readthedocs.io](http://causalnex.readthedocs.io/)
11. pyro-ppl/numpyro โญ 2,164
Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.
๐ [num.pyro.ai](https://num.pyro.ai)
12. pyomo/pyomo โญ 2,005
An object-oriented algebraic modeling language in Python for structured optimization problems.
๐ [www.pyomo.org](https://www.pyomo.org)
13. facebookresearch/theseus โญ 1,752
A library for differentiable nonlinear optimization
14. arviz-devs/arviz โญ 1,603
Exploratory analysis of Bayesian models with Python
๐ [python.arviz.org](https://python.arviz.org)
15. google-research/torchsde โญ 1,568
Differentiable SDE solvers with GPU support and efficient sensitivity analysis.
16. dynamicslab/pysindy โญ 1,423
A package for the sparse identification of nonlinear dynamical systems from data
๐ [pysindy.readthedocs.io/en/latest](https://pysindy.readthedocs.io/en/latest/)
17. geomstats/geomstats โญ 1,253
Computations and statistics on manifolds with geometric structures.
๐ [geomstats.ai](http://geomstats.ai)
18. cma-es/pycma โญ 1,097
pycma is a Python implementation of CMA-ES and a few related numerical optimization tools.
19. pymc-labs/CausalPy โญ 898
A Python package for causal inference in quasi-experimental settings
๐ [causalpy.readthedocs.io](https://causalpy.readthedocs.io)
20. sj001/AI-Feynman โญ 643
Implementation of AI Feynman: a Physics-Inspired Method for Symbolic Regression
21. willianfuks/tfcausalimpact โญ 613
Python Causal Impact Implementation Based on Google's R Package. Built using TensorFlow Probability.
22. lean-dojo/LeanDojo โญ 556
Tool for data extraction and interacting with Lean programmatically.
๐ [leandojo.org](https://leandojo.org)
23. brandondube/prysm โญ 262
Prysm is an open-source library for physical and first-order modeling of optical systems and analysis of related data: numerical and physical optics, integrated modeling, phase retrieval, segmented systems, polynomials and fitting, sequential raytracing.
๐ [prysm.readthedocs.io/en/stable](https://prysm.readthedocs.io/en/stable/)
24. lean-dojo/ReProver โญ 218
Retrieval-Augmented Theorem Provers for Lean
๐ [leandojo.org](https://leandojo.org)
25. albahnsen/pycircular โญ 92
pycircular is a Python module for circular data analysis
26. gbillotey/Fractalshades โญ 28
Arbitrary-precision fractal explorer - Python package
## Machine Learning - General
General and classical machine learning libraries. See below for other sections covering specialised ML areas.
1. scikit-learn/scikit-learn โญ 59,808
scikit-learn: machine learning in Python
๐ [scikit-learn.org](https://scikit-learn.org)
2. openai/openai-cookbook โญ 59,318
Examples and guides for using the OpenAI API
๐ [cookbook.openai.com](https://cookbook.openai.com)
3. suno-ai/bark โญ 35,748
๐ Text-Prompted Generative Audio Model
4. tencentarc/GFPGAN โญ 35,734
GFPGAN aims at developing Practical Algorithms for Real-world Face Restoration.
5. google-research/google-research โญ 34,088
This repository contains code released by Google Research
๐ [research.google](https://research.google)
6. facebookresearch/faiss โญ 30,988
A library for efficient similarity search and clustering of dense vectors.
๐ [faiss.ai](https://faiss.ai)
7. google/jax โญ 30,256
Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more
๐ [jax.readthedocs.io](http://jax.readthedocs.io/)
8. open-mmlab/mmdetection โญ 29,362
OpenMMLab Detection Toolbox and Benchmark
๐ [mmdetection.readthedocs.io](https://mmdetection.readthedocs.io)
9. lutzroeder/netron โญ 27,895
Visualizer for neural network, deep learning and machine learning models
๐ [netron.app](https://netron.app)
10. ageron/handson-ml2 โญ 27,894
A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.
11. google/mediapipe โญ 27,243
Cross-platform, customizable ML solutions for live and streaming media.
๐ [ai.google.dev/edge/mediapipe](https://ai.google.dev/edge/mediapipe)
12. dmlc/xgboost โญ 26,192
Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow
๐ [xgboost.readthedocs.io/en/stable](https://xgboost.readthedocs.io/en/stable/)
13. roboflow/supervision โญ 23,751
We write your reusable computer vision tools. ๐
๐ [supervision.roboflow.com](https://supervision.roboflow.com)
14. harisiqbal88/PlotNeuralNet โญ 21,998
Latex code for making neural networks diagrams
15. jina-ai/jina โญ 21,065
โ๏ธ Build multimodal AI applications with cloud-native stack
๐ [docs.jina.ai](https://docs.jina.ai)
16. onnx/onnx โญ 17,787
Open standard for machine learning interoperability
๐ [onnx.ai](https://onnx.ai/)
17. ml-explore/mlx โญ 16,820
MLX is an array framework for machine learning on Apple silicon, brought to you by Apple machine learning research.
๐ [ml-explore.github.io/mlx](https://ml-explore.github.io/mlx/)
18. microsoft/LightGBM โญ 16,609
A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks.
๐ [lightgbm.readthedocs.io/en/latest](https://lightgbm.readthedocs.io/en/latest/)
19. tensorflow/tensor2tensor โญ 15,433
Library of deep learning models and datasets designed to make deep learning more accessible and accelerate ML research.
20. ddbourgin/numpy-ml โญ 15,351
Machine learning, in numpy
๐ [numpy-ml.readthedocs.io](https://numpy-ml.readthedocs.io/)
21. microsoft/onnxruntime โญ 14,461
ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator
๐ [onnxruntime.ai](https://onnxruntime.ai)
22. aleju/imgaug โญ 14,378
Image augmentation for machine learning experiments.
๐ [imgaug.readthedocs.io](http://imgaug.readthedocs.io)
23. microsoft/nni โญ 14,021
An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
๐ [nni.readthedocs.io](https://nni.readthedocs.io)
24. jindongwang/transferlearning โญ 13,359
Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-่ฟ็งปๅญฆไน
๐ [transferlearning.xyz](http://transferlearning.xyz/)
25. spotify/annoy โญ 13,183
Approximate Nearest Neighbors in C++/Python optimized for memory usage and loading/saving to disk
26. deepmind/deepmind-research โญ 13,151
This repository contains implementations and illustrative code to accompany DeepMind publications
27. neonbjb/tortoise-tts โญ 13,085
A multi-voice TTS system trained with an emphasis on quality
28. deepmind/alphafold โญ 12,620
Implementation of the inference pipeline of AlphaFold v2
29. ggerganov/ggml โญ 11,037
Tensor library for machine learning
30. optuna/optuna โญ 10,731
A hyperparameter optimization framework
๐ [optuna.org](https://optuna.org)
31. facebookresearch/AnimatedDrawings โญ 10,551
Code to accompany "A Method for Animating Children's Drawings of the Human Figure"
32. twitter/the-algorithm-ml โญ 10,078
Source code for Twitter's Recommendation Algorithm
๐ [blog.twitter.com/engineering/en_us/topics/open-source/2023/twitter-recommendation-algorithm](https://blog.twitter.com/engineering/en_us/topics/open-source/2023/twitter-recommendation-algorithm)
33. statsmodels/statsmodels โญ 10,069
Statsmodels: statistical modeling and econometrics in Python
๐ [www.statsmodels.org/devel](http://www.statsmodels.org/devel/)
34. epistasislab/tpot โญ 9,712
A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.
๐ [epistasislab.github.io/tpot](http://epistasislab.github.io/tpot/)
35. cleanlab/cleanlab โญ 9,605
The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.
๐ [cleanlab.ai](https://cleanlab.ai)
36. megvii-basedetection/YOLOX โญ 9,382
YOLOX is a high-performance anchor-free YOLO, exceeding yolov3~v5 with MegEngine, ONNX, TensorRT, ncnn, and OpenVINO supported. Documentation: https://yolox.readthedocs.io/
37. wandb/wandb โญ 9,022
The AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from experimentation to production.
๐ [wandb.ai](https://wandb.ai)
38. pycaret/pycaret โญ 8,888
An open-source, low-code machine learning library in Python
๐ [www.pycaret.org](https://www.pycaret.org)
39. pymc-devs/pymc โญ 8,684
Bayesian Modeling and Probabilistic Programming in Python
๐ [docs.pymc.io](https://docs.pymc.io/)
40. facebookresearch/xformers โญ 8,491
Hackable and optimized Transformers building blocks, supporting a composable construction.
๐ [facebookresearch.github.io/xformers](https://facebookresearch.github.io/xformers/)
41. uberi/speech_recognition โญ 8,383
Speech recognition module for Python, supporting several engines and APIs, online and offline.
๐ [pypi.python.org/pypi/speechrecognition](https://pypi.python.org/pypi/SpeechRecognition/)
42. open-mmlab/mmsegmentation โญ 8,176
OpenMMLab Semantic Segmentation Toolbox and Benchmark.
๐ [mmsegmentation.readthedocs.io/en/main](https://mmsegmentation.readthedocs.io/en/main/)
43. thudm/CogVideo โญ 8,130
text and image to video generation: CogVideoX (2024) and CogVideo (ICLR 2023)
44. catboost/catboost โญ 8,052
A fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, regression and other machine learning tasks for Python, R, Java, C++. Supports computation on CPU and GPU.
๐ [catboost.ai](https://catboost.ai)
45. huggingface/accelerate โญ 7,842
๐ 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
๐ [huggingface.co/docs/accelerate](https://huggingface.co/docs/accelerate)
46. awslabs/autogluon โญ 7,822
Fast and Accurate ML in 3 Lines of Code
๐ [auto.gluon.ai](https://auto.gluon.ai/)
47. automl/auto-sklearn โญ 7,597
Automated Machine Learning with scikit-learn
๐ [automl.github.io/auto-sklearn](https://automl.github.io/auto-sklearn)
48. lmcinnes/umap โญ 7,407
Uniform Manifold Approximation and Projection
49. featurelabs/featuretools โญ 7,242
An open source python library for automated feature engineering
๐ [www.featuretools.com](https://www.featuretools.com)
50. hyperopt/hyperopt โญ 7,234
Distributed Asynchronous Hyperparameter Optimization in Python
๐ [hyperopt.github.io/hyperopt](http://hyperopt.github.io/hyperopt)
51. py-why/dowhy โญ 7,073
DoWhy is a Python library for causal inference that supports explicit modeling and testing of causal assumptions. DoWhy is based on a unified language for causal inference, combining causal graphical models and potential outcomes frameworks.
๐ [www.pywhy.org/dowhy](https://www.pywhy.org/dowhy)
52. hips/autograd โญ 6,981
Efficiently computes derivatives of NumPy code.
53. open-mmlab/mmagic โญ 6,911
OpenMMLab Multimodal Advanced, Generative, and Intelligent Creation Toolbox. Unlock the magic ๐ช: Generative-AI (AIGC), easy-to-use APIs, awsome model zoo, diffusion models, for text-to-image generation, image/video restoration/enhancement, etc.
๐ [mmagic.readthedocs.io/en/latest](https://mmagic.readthedocs.io/en/latest/)
54. scikit-learn-contrib/imbalanced-learn โญ 6,822
A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning
๐ [imbalanced-learn.org](https://imbalanced-learn.org)
55. probml/pyprobml โญ 6,503
Python code for "Probabilistic Machine learning" book by Kevin Murphy
56. nicolashug/Surprise โญ 6,378
A Python scikit for building and analyzing recommender systems
๐ [surpriselib.com](http://surpriselib.com)
57. google/automl โญ 6,232
Google Brain AutoML
58. cleverhans-lab/cleverhans โญ 6,185
An adversarial example library for constructing attacks, building defenses, and benchmarking both
59. ml-explore/mlx-examples โญ 6,053
Examples in the MLX framework
60. kevinmusgrave/pytorch-metric-learning โญ 5,983
The easiest way to use deep metric learning in your application. Modular, flexible, and extensible. Written in PyTorch.
๐ [kevinmusgrave.github.io/pytorch-metric-learning](https://kevinmusgrave.github.io/pytorch-metric-learning/)
61. open-mmlab/mmcv โญ 5,864
OpenMMLab Computer Vision Foundation
๐ [mmcv.readthedocs.io/en/latest](https://mmcv.readthedocs.io/en/latest/)
62. project-monai/MONAI โญ 5,766
AI Toolkit for Healthcare Imaging
๐ [monai.io](https://monai.io/)
63. mdbloice/Augmentor โญ 5,061
Image augmentation library in Python for machine learning.
๐ [augmentor.readthedocs.io/en/stable](https://augmentor.readthedocs.io/en/stable)
64. online-ml/river โญ 5,047
๐ Online machine learning in Python
๐ [riverml.xyz](https://riverml.xyz)
65. uber/causalml โญ 5,043
Uplift modeling and causal inference with machine learning algorithms
66. google-gemini/cookbook โญ 4,980
A collection of guides and examples for the Gemini API, including quickstart tutorials for writing prompts.
๐ [ai.google.dev/gemini-api/docs](https://ai.google.dev/gemini-api/docs)
67. rasbt/mlxtend โญ 4,882
A library of extension and helper modules for Python's data analysis and machine learning libraries.
๐ [rasbt.github.io/mlxtend](https://rasbt.github.io/mlxtend/)
68. google-deepmind/graphcast โญ 4,574
GraphCast: Learning skillful medium-range global weather forecasting
69. marqo-ai/marqo โญ 4,561
Unified embedding generation and search engine. Also available on cloud - cloud.marqo.ai
๐ [www.marqo.ai](https://www.marqo.ai/)
70. skvark/opencv-python โญ 4,497
Automated CI toolchain to produce precompiled opencv-python, opencv-python-headless, opencv-contrib-python and opencv-contrib-python-headless packages.
๐ [pypi.org/project/opencv-python](https://pypi.org/project/opencv-python/)
71. sanchit-gandhi/whisper-jax โญ 4,399
JAX implementation of OpenAI's Whisper model for up to 70x speed-up on TPU.
72. apple/coremltools โญ 4,397
Core ML tools contain supporting tools for Core ML model conversion, editing, and validation.
๐ [coremltools.readme.io](https://coremltools.readme.io)
73. lucidrains/deep-daze โญ 4,374
Simple command line tool for text to image generation using OpenAI's CLIP and Siren (Implicit neural representation network). Technique was originally created by https://twitter.com/advadnoun
74. nmslib/hnswlib โญ 4,331
Header-only C++/python library for fast approximate nearest neighbors
๐ [github.com/nmslib/hnswlib](https://github.com/nmslib/hnswlib)
75. districtdatalabs/yellowbrick โญ 4,281
Visual analysis and diagnostic tools to facilitate machine learning model selection.
๐ [www.scikit-yb.org](http://www.scikit-yb.org/)
76. nv-tlabs/GET3D โญ 4,206
Generative Model of High Quality 3D Textured Shapes Learned from Images
77. cmusphinx/pocketsphinx โญ 3,928
A small speech recognizer
78. microsoft/FLAML โญ 3,883
A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.
๐ [microsoft.github.io/flaml](https://microsoft.github.io/FLAML/)
79. huggingface/autotrain-advanced โญ 3,874
AutoTrain Advanced: faster and easier training and deployments of state-of-the-art machine learning models
๐ [huggingface.co/autotrain](https://huggingface.co/autotrain)
80. ourownstory/neural_prophet โญ 3,850
NeuralProphet: A simple forecasting package
๐ [neuralprophet.com](https://neuralprophet.com)
81. py-why/EconML โญ 3,795
ALICE (Automated Learning and Intelligence for Causation and Economics) is a Microsoft Research project aimed at applying Artificial Intelligence concepts to economic decision making. One of its goals is to build a toolkit that combines state-of-the-art machine learning techniques with econometrics in order to brin...
๐ [www.microsoft.com/en-us/research/project/alice](https://www.microsoft.com/en-us/research/project/alice/)
82. huggingface/notebooks โญ 3,606
Notebooks using the Hugging Face libraries ๐ค
83. zjunlp/DeepKE โญ 3,490
[EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and Construction
๐ [deepke.zjukg.cn](http://deepke.zjukg.cn/)
84. yoheinakajima/instagraph โญ 3,465
Converts text input or URL into knowledge graph and displays
85. huggingface/speech-to-speech โญ 3,447
Speech To Speech: an effort for an open-sourced and modular GPT4-o
86. rucaibox/RecBole โญ 3,399
A unified, comprehensive and efficient recommendation library
๐ [recbole.io](https://recbole.io/)
87. facebookresearch/vissl โญ 3,254
VISSL is FAIR's library of extensible, modular and scalable components for SOTA Self-Supervised Learning with images.
๐ [vissl.ai](https://vissl.ai)
88. pytorch/glow โญ 3,220
Compiler for Neural Network hardware accelerators
89. lucidrains/musiclm-pytorch โญ 3,142
Implementation of MusicLM, Google's new SOTA model for music generation using attention networks, in Pytorch
90. hrnet/HRNet-Semantic-Segmentation โญ 3,141
The OCR approach is rephrased as Segmentation Transformer: https://arxiv.org/abs/1909.11065. This is an official implementation of semantic segmentation for HRNet. https://arxiv.org/abs/1908.07919
91. lightly-ai/lightly โญ 3,137
A python library for self-supervised learning on images.
๐ [docs.lightly.ai/self-supervised-learning](https://docs.lightly.ai/self-supervised-learning/)
92. mljar/mljar-supervised โญ 3,033
Python package for AutoML on Tabular Data with Feature Engineering, Hyper-Parameters Tuning, Explanations and Automatic Documentation
๐ [mljar.com](https://mljar.com)
93. shankarpandala/lazypredict โญ 2,992
Lazy Predict help build a lot of basic models without much code and helps understand which models works better without any parameter tuning
94. huggingface/safetensors โญ 2,837
Implements a new simple format for storing tensors safely (as opposed to pickle) and that is still fast (zero-copy).
๐ [huggingface.co/docs/safetensors](https://huggingface.co/docs/safetensors)
95. scikit-learn-contrib/hdbscan โญ 2,790
A high performance implementation of HDBSCAN clustering.
๐ [hdbscan.readthedocs.io/en/latest](http://hdbscan.readthedocs.io/en/latest/)
96. scikit-optimize/scikit-optimize โญ 2,740
Sequential model-based optimization with a `scipy.optimize` interface
๐ [scikit-optimize.github.io](https://scikit-optimize.github.io)
97. google-research/t5x โญ 2,659
T5X is a modular, composable, research-friendly framework for high-performance, configurable, self-service training, evaluation, and inference of sequence models (starting with language) at many scales.
98. apple/ml-ane-transformers โญ 2,545
Reference implementation of the Transformer architecture optimized for Apple Neural Engine (ANE)
99. huggingface/optimum โญ 2,527
๐ Accelerate training and inference of ๐ค Transformers and ๐ค Diffusers with easy to use hardware optimization tools
๐ [huggingface.co/docs/optimum/main](https://huggingface.co/docs/optimum/main/)
100. freedmand/semantra โญ 2,506
Semantra is a multipurpose tool for semantically searching documents. Query by meaning rather than just by matching text.
101. scikit-learn-contrib/category_encoders โญ 2,408
A library of sklearn compatible categorical variable encoders
๐ [contrib.scikit-learn.org/category_encoders](http://contrib.scikit-learn.org/category_encoders/)
102. rom1504/clip-retrieval โญ 2,383
Easily compute clip embeddings and build a clip retrieval system with them
๐ [rom1504.github.io/clip-retrieval](https://rom1504.github.io/clip-retrieval/)
103. eric-mitchell/direct-preference-optimization โญ 2,102
Reference implementation for DPO (Direct Preference Optimization)
104. aws/sagemaker-python-sdk โญ 2,099
A library for training and deploying machine learning models on Amazon SageMaker
๐ [sagemaker.readthedocs.io](https://sagemaker.readthedocs.io/)
105. huggingface/huggingface_hub โญ 2,052
The official Python client for the Huggingface Hub.
๐ [huggingface.co/docs/huggingface_hub](https://huggingface.co/docs/huggingface_hub)
106. huggingface/evaluate โญ 2,000
๐ค Evaluate: A library for easily evaluating machine learning models and datasets.
๐ [huggingface.co/docs/evaluate](https://huggingface.co/docs/evaluate)
107. contextlab/hypertools โญ 1,823
A Python toolbox for gaining geometric insights into high-dimensional data
๐ [hypertools.readthedocs.io/en/latest](http://hypertools.readthedocs.io/en/latest/)
108. rentruewang/koila โญ 1,820
Prevent PyTorch's `CUDA error: out of memory` in just 1 line of code.
๐ [koila.rentruewang.com](https://koila.rentruewang.com)
109. linkedin/greykite โญ 1,814
A flexible, intuitive and fast forecasting library
110. bmabey/pyLDAvis โญ 1,802
Python library for interactive topic model visualization. Port of the R LDAvis package.
111. scikit-learn-contrib/lightning โญ 1,725
Large-scale linear classification, regression and ranking in Python
๐ [contrib.scikit-learn.org/lightning](https://contrib.scikit-learn.org/lightning/)
112. tensorflow/addons โญ 1,693
Useful extra functionality for TensorFlow 2.x maintained by SIG-addons
113. googlecloudplatform/vertex-ai-samples โญ 1,674
Notebooks, code samples, sample apps, and other resources that demonstrate how to use, develop and manage machine learning and generative AI workflows using Google Cloud Vertex AI.
๐ [cloud.google.com/vertex-ai](https://cloud.google.com/vertex-ai)
114. microsoft/i-Code โญ 1,670
The ambition of the i-Code project is to build integrative and composable multimodal AI. The "i" stands for integrative multimodal learning.
115. castorini/pyserini โญ 1,665
Pyserini is a Python toolkit for reproducible information retrieval research with sparse and dense representations.
๐ [pyserini.io](http://pyserini.io/)
116. visual-layer/fastdup โญ 1,593
fastdup is a powerful, free tool designed to rapidly generate valuable insights from image and video datasets. It helps enhance the quality of both images and labels, while significantly reducing data operation costs, all with unmatched scalability.
117. microsoft/Olive โญ 1,561
Olive: Simplify ML Model Finetuning, Conversion, Quantization, and Optimization for CPUs, GPUs and NPUs.
๐ [microsoft.github.io/olive](https://microsoft.github.io/Olive/)
118. laekov/fastmoe โญ 1,547
A fast MoE impl for PyTorch
๐ [fastmoe.ai](https://fastmoe.ai)
119. kubeflow/katib โญ 1,504
Automated Machine Learning on Kubernetes
๐ [www.kubeflow.org/docs/components/katib](https://www.kubeflow.org/docs/components/katib)
120. jina-ai/finetuner โญ 1,468
:dart: Task-oriented embedding tuning for BERT, CLIP, etc.
๐ [finetuner.jina.ai](https://finetuner.jina.ai)
121. google/vizier โญ 1,462
Python-based research interface for blackbox and hyperparameter optimization, based on the internal Google Vizier Service.
๐ [oss-vizier.readthedocs.io](https://oss-vizier.readthedocs.io)
122. qdrant/fastembed โญ 1,430
Fast, Accurate, Lightweight Python library to make State of the Art Embedding
๐ [qdrant.github.io/fastembed](https://qdrant.github.io/fastembed/)
123. csinva/imodels โญ 1,379
Interpretable ML package ๐ for concise, transparent, and accurate predictive modeling (sklearn-compatible).
๐ [csinva.io/imodels](https://csinva.io/imodels)
124. patchy631/machine-learning โญ 1,360
Machine Learning Tutorials Repository
125. microsoft/Semi-supervised-learning โญ 1,336
A Unified Semi-Supervised Learning Codebase (NeurIPS'22)
๐ [usb.readthedocs.io](https://usb.readthedocs.io)
126. borealisai/advertorch โญ 1,301
A Toolbox for Adversarial Robustness Research
127. spotify/voyager โญ 1,297
๐ฐ๏ธ An approximate nearest-neighbor search library for Python and Java with a focus on ease of use, simplicity, and deployability.
๐ [spotify.github.io/voyager](https://spotify.github.io/voyager/)
128. awslabs/dgl-ke โญ 1,265
High performance, easy-to-use, and scalable package for learning large-scale knowledge graph embeddings.
๐ [dglke.dgl.ai/doc](https://dglke.dgl.ai/doc/)
129. koaning/scikit-lego โญ 1,264
Extra blocks for scikit-learn pipelines.
๐ [koaning.github.io/scikit-lego](https://koaning.github.io/scikit-lego/)
130. automl/TabPFN โญ 1,198
Official implementation of the TabPFN paper (https://arxiv.org/abs/2207.01848) and the tabpfn package.
๐ [priorlabs.ai](http://priorlabs.ai)
131. pytorch/FBGEMM โญ 1,187
FB (Facebook) + GEMM (General Matrix-Matrix Multiplication) - https://code.fb.com/ml-applications/fbgemm/
132. lightning-ai/lightning-thunder โญ 1,166
Thunder is a source-to-source compiler for PyTorch. It makes PyTorch programs faster by combining and using different hardware executors at once
133. google-research/deeplab2 โญ 1,003
DeepLab2 is a TensorFlow library for deep labeling, aiming to provide a unified and state-of-the-art TensorFlow codebase for dense pixel labeling tasks.
134. davidmrau/mixture-of-experts โญ 964
PyTorch Re-Implementation of "The Sparsely-Gated Mixture-of-Experts Layer" by Noam Shazeer et al. https://arxiv.org/abs/1701.06538
135. opentensor/bittensor โญ 897
Internet-scale Neural Networks
๐ [www.bittensor.com](https://www.bittensor.com/)
136. lmcinnes/pynndescent โญ 882
A Python nearest neighbor descent for approximate nearest neighbors
137. oml-team/open-metric-learning โญ 871
OML is a PyTorch-based framework to train and validate the models producing high-quality embeddings.
๐ [open-metric-learning.readthedocs.io/en/latest/index.html](https://open-metric-learning.readthedocs.io/en/latest/index.html)
138. nvidia/cuda-python โญ 870
CUDA Python Low-level Bindings
๐ [nvidia.github.io/cuda-python](https://nvidia.github.io/cuda-python/)
139. hazyresearch/safari โญ 867
Convolutions for Sequence Modeling
140. criteo/autofaiss โญ 810
Automatically create Faiss knn indices with the most optimal similarity search parameters.
๐ [criteo.github.io/autofaiss](https://criteo.github.io/autofaiss/)
141. huggingface/optimum-quanto โญ 797
A pytorch quantization backend for optimum
142. replicate/replicate-python โญ 754
Python client for Replicate
๐ [replicate.com](https://replicate.com)
143. awslabs/python-deequ โญ 717
Python API for Deequ, a library built on Spark for defining "unit tests for data", which measure data quality in large datasets
144. facebookresearch/balance โญ 686
The balance python package offers a simple workflow and methods for dealing with biased data samples when looking to infer from them to some target population of interest.
๐ [import-balance.org](https://import-balance.org)
145. pymc-labs/pymc-marketing โญ 683
Bayesian marketing toolbox in PyMC. Media Mix (MMM), customer lifetime value (CLV), buy-till-you-die (BTYD) models and more.
๐ [www.pymc-marketing.io](https://www.pymc-marketing.io/)
146. nicolas-hbt/pygraft โญ 667
Configurable Generation of Synthetic Schemas and Knowledge Graphs at Your Fingertips
๐ [pygraft.readthedocs.io/en/latest](https://pygraft.readthedocs.io/en/latest/)
147. qdrant/quaterion โญ 636
Blazing fast framework for fine-tuning similarity learning models
๐ [quaterion.qdrant.tech](https://quaterion.qdrant.tech/)
148. hpcaitech/EnergonAI โญ 630
Large-scale model inference.
149. googleapis/python-aiplatform โญ 629
A Python SDK for Vertex AI, a fully managed, end-to-end platform for data science and machine learning.
150. huggingface/exporters โญ 616
Export Hugging Face models to Core ML and TensorFlow Lite
151. microsoft/Focal-Transformer โญ 545
[NeurIPS 2021 Spotlight] Official code for "Focal Self-attention for Local-Global Interactions in Vision Transformers"
152. cvxgrp/pymde โญ 537
Minimum-distortion embedding with PyTorch
๐ [pymde.org](https://pymde.org)
153. nevronai/MetisFL โญ 529
The first open Federated Learning framework implemented in C++ and Python.
๐ [metisfl.org](https://metisfl.org)
154. intellabs/bayesian-torch โญ 526
A library for Bayesian neural network layers and uncertainty estimation in Deep Learning extending the core of PyTorch
155. mrdbourke/m1-machine-learning-test โญ 525
Code for testing various M1 Chip benchmarks with TensorFlow.
156. linkedin/FastTreeSHAP โญ 517
Fast SHAP value computation for interpreting tree-based models
157. dylanhogg/gptauthor โญ 58
GPTAuthor is an AI tool for writing long form, multi-chapter stories given a story prompt.
## Machine Learning - Deep Learning
Machine learning libraries that cross over with deep learning in some way.
1. tensorflow/tensorflow โญ 186,112
An Open Source Machine Learning Framework for Everyone
๐ [tensorflow.org](https://tensorflow.org)
2. pytorch/pytorch โญ 83,084
Tensors and Dynamic neural networks in Python with strong GPU acceleration
๐ [pytorch.org](https://pytorch.org)
3. openai/whisper โญ 69,914
Robust Speech Recognition via Large-Scale Weak Supervision
4. keras-team/keras โญ 61,893
Deep Learning for humans
๐ [keras.io](http://keras.io/)
5. deepfakes/faceswap โญ 52,153
Deepfakes Software For All
๐ [www.faceswap.dev](https://www.faceswap.dev)
6. facebookresearch/segment-anything โญ 47,181
The repository provides code for running inference with the SegmentAnything Model (SAM), links for downloading the trained model checkpoints, and example notebooks that show how to use the model.
7. microsoft/DeepSpeed โญ 35,144
DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.
๐ [www.deepspeed.ai](https://www.deepspeed.ai/)
8. rwightman/pytorch-image-models โญ 31,905
The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNetV4, MobileNet-V3 & V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more
๐ [huggingface.co/docs/timm](https://huggingface.co/docs/timm)
9. facebookresearch/detectron2 โญ 30,283
Detectron2 is a platform for object detection, segmentation and other visual recognition tasks.
๐ [detectron2.readthedocs.io/en/latest](https://detectron2.readthedocs.io/en/latest/)
10. lightning-ai/pytorch-lightning โญ 28,208
The deep learning framework to pretrain, finetune and deploy AI models. PyTorch Lightning is just organized PyTorch - Lightning disentangles PyTorch code to decouple the science from the engineering.
๐ [lightning.ai](https://lightning.ai)
11. xinntao/Real-ESRGAN โญ 28,098
Real-ESRGAN aims at developing Practical Algorithms for General Image/Video Restoration.
12. google-research/tuning_playbook โญ 26,899
A playbook for systematically maximizing the performance of deep learning models.
13. facebookresearch/Detectron โญ 26,252
FAIR's research platform for object detection research, implementing popular algorithms like Mask R-CNN and RetinaNet.
14. openai/CLIP โญ 25,442
CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image
15. matterport/Mask_RCNN โญ 24,621
Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow
16. paddlepaddle/Paddle โญ 22,165
PArallel Distributed Deep LEarning: Machine Learning Framework from Industrial Practice ๏ผใ้ฃๆกจใๆ ธๅฟๆกๆถ๏ผๆทฑๅบฆๅญฆไน &ๆบๅจๅญฆไน ้ซๆง่ฝๅๆบใๅๅธๅผ่ฎญ็ปๅ่ทจๅนณๅฐ้จ็ฝฒ๏ผ
๐ [www.paddlepaddle.org](http://www.paddlepaddle.org/)
17. pyg-team/pytorch_geometric โญ 21,174
Graph Neural Network Library for PyTorch
๐ [pyg.org](https://pyg.org)
18. apache/mxnet โญ 20,777
Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler; for Python, R, Julia, Scala, Go, Javascript and more
๐ [mxnet.apache.org](https://mxnet.apache.org)
19. lucidrains/vit-pytorch โญ 20,149
Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch
20. sanster/IOPaint โญ 19,185
Image inpainting tool powered by SOTA AI Model. Remove any unwanted object, defect, people from your pictures or erase and replace(powered by stable diffusion) any thing on your pictures.
๐ [www.iopaint.com](https://www.iopaint.com/)
21. rasbt/deeplearning-models โญ 16,681
A collection of various deep learning architectures, models, and tips
22. danielgatis/rembg โญ 16,649
Rembg is a tool to remove images background
23. albumentations-team/albumentations โญ 14,139
Fast and flexible image augmentation library. Paper about the library: https://www.mdpi.com/2078-2489/11/2/125
๐ [albumentations.ai](https://albumentations.ai)
24. microsoft/Swin-Transformer โญ 13,761
This is an official implementation for "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows".
๐ [arxiv.org/abs/2103.14030](https://arxiv.org/abs/2103.14030)
25. facebookresearch/detr โญ 13,483
End-to-End Object Detection with Transformers
26. dmlc/dgl โญ 13,467
Python package built to ease deep learning on graph, on top of existing DL frameworks.
๐ [dgl.ai](http://dgl.ai)
27. nvidia/DeepLearningExamples โญ 13,394
State-of-the-Art Deep Learning scripts organized by models - easy to train and deploy with reproducible accuracy and performance on enterprise-grade infrastructure.
28. mlfoundations/open_clip โญ 10,074
Open source implementation of OpenAI's CLIP (Contrastive Language-Image Pre-training).
29. kornia/kornia โญ 9,893
Geometric Computer Vision Library for Spatial AI
๐ [kornia.readthedocs.io](https://kornia.readthedocs.io)
30. keras-team/autokeras โญ 9,132
AutoML library for deep learning
๐ [autokeras.com](http://autokeras.com/)
31. modelscope/facechain โญ 8,964
FaceChain is a deep-learning toolchain for generating your Digital-Twin.
32. facebookresearch/pytorch3d โญ 8,740
PyTorch3D is FAIR's library of reusable components for deep learning with 3D data
๐ [pytorch3d.org](https://pytorch3d.org/)
33. pyro-ppl/pyro โญ 8,527
Deep universal probabilistic programming with Python and PyTorch
๐ [pyro.ai](http://pyro.ai)
34. arogozhnikov/einops โญ 8,443
Flexible and powerful tensor operations for readable and reliable code (for pytorch, jax, TF and others)
๐ [einops.rocks](https://einops.rocks)
35. nvidia/apex โญ 8,365
A PyTorch Extension: Tools for easy mixed precision and distributed training in Pytorch
36. facebookresearch/ImageBind โญ 8,296
ImageBind One Embedding Space to Bind Them All
37. google/trax โญ 8,076
Trax โ Deep Learning with Clear Code and Speed
38. lucidrains/imagen-pytorch โญ 8,046
Implementation of Imagen, Google's Text-to-Image Neural Network, in Pytorch
39. xpixelgroup/BasicSR โญ 6,762
Open Source Image and Video Restoration Toolbox for Super-resolution, Denoise, Deblurring, etc. Currently, it includes EDSR, RCAN, SRResNet, SRGAN, ESRGAN, EDVR, BasicVSR, SwinIR, ECBSR, etc. Also support StyleGAN2, DFDNet.
๐ [basicsr.readthedocs.io/en/latest](https://basicsr.readthedocs.io/en/latest/)
40. google/flax โญ 6,055
Flax is a neural network library for JAX that is designed for flexibility.
๐ [flax.readthedocs.io](https://flax.readthedocs.io)
41. skorch-dev/skorch โญ 5,850
A scikit-learn compatible neural network library that wraps PyTorch
42. facebookresearch/mmf โญ 5,489
A modular framework for vision & language multimodal research from Facebook AI Research (FAIR)
๐ [mmf.sh](https://mmf.sh/)
43. mosaicml/composer โญ 5,138
Supercharge Your Model Training
๐ [docs.mosaicml.com](http://docs.mosaicml.com)
44. deci-ai/super-gradients โญ 4,559
Easily train or fine-tune SOTA computer vision models with one open source training library. The home of Yolo-NAS.
๐ [www.supergradients.com](https://www.supergradients.com)
45. facebookincubator/AITemplate โญ 4,545
AITemplate is a Python framework which renders neural network into high performance CUDA/HIP C++ code. Specialized for FP16 TensorCore (NVIDIA GPU) and MatrixCore (AMD GPU) inference.
46. pytorch/ignite โญ 4,517
High-level library to help with training and evaluating neural networks in PyTorch flexibly and transparently.
๐ [pytorch-ignite.ai](https://pytorch-ignite.ai)
47. nvidiagameworks/kaolin โญ 4,466
A PyTorch Library for Accelerating 3D Deep Learning Research
48. williamyang1991/VToonify โญ 3,533
[SIGGRAPH Asia 2022] VToonify: Controllable High-Resolution Portrait Video Style Transfer
49. facebookresearch/PyTorch-BigGraph โญ 3,371
Generate embeddings from large-scale graph-structured data.
๐ [torchbiggraph.readthedocs.io](https://torchbiggraph.readthedocs.io/)
50. cvg/LightGlue โญ 3,354
LightGlue: Local Feature Matching at Light Speed (ICCV 2023)
51. google-research/scenic โญ 3,298
Scenic: A Jax Library for Computer Vision Research and Beyond
52. pytorch/botorch โญ 3,082
Bayesian optimization in PyTorch
๐ [botorch.org](https://botorch.org/)
53. alpa-projects/alpa โญ 3,067
Training and serving large-scale neural networks with auto parallelization.
๐ [alpa.ai](https://alpa.ai)
54. deepmind/dm-haiku โญ 2,885
JAX-based neural network library
๐ [dm-haiku.readthedocs.io](https://dm-haiku.readthedocs.io)
55. explosion/thinc โญ 2,817
๐ฎ A refreshing functional take on deep learning, compatible with your favorite libraries
๐ [thinc.ai](https://thinc.ai)
56. nerdyrodent/VQGAN-CLIP โญ 2,610
Just playing with getting VQGAN+CLIP running locally, rather than having to use colab.
57. danielegrattarola/spektral โญ 2,366
Graph Neural Networks with Keras and Tensorflow 2.
๐ [graphneural.network](https://graphneural.network)
58. google-research/electra โญ 2,328
ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators
59. fepegar/torchio โญ 2,064
Medical imaging toolkit for deep learning
๐ [torchio.org](https://torchio.org)
60. neuralmagic/sparseml โญ 2,052
Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models
61. pytorch/torchrec โญ 1,909
Pytorch domain library for recommendation systems
๐ [pytorch.org/torchrec](https://pytorch.org/torchrec/)
62. tensorflow/mesh โญ 1,587
Mesh TensorFlow: Model Parallelism Made Easier
63. tensorly/tensorly โญ 1,549
TensorLy: Tensor Learning in Python.
๐ [tensorly.org](http://tensorly.org)
64. vt-vl-lab/FGVC โญ 1,548
[ECCV 2020] Flow-edge Guided Video Completion
65. calculatedcontent/WeightWatcher โญ 1,463
The WeightWatcher tool for predicting the accuracy of Deep Neural Networks
66. hysts/pytorch_image_classification โญ 1,350
PyTorch implementation of image classification models for CIFAR-10/CIFAR-100/MNIST/FashionMNIST/Kuzushiji-MNIST/ImageNet
67. jeshraghian/snntorch โญ 1,301
Deep and online learning with spiking neural networks in Python
๐ [snntorch.readthedocs.io/en/latest](https://snntorch.readthedocs.io/en/latest/)
68. xl0/lovely-tensors โญ 1,105
Tensors, for human consumption
๐ [xl0.github.io/lovely-tensors](https://xl0.github.io/lovely-tensors)
69. tensorflow/similarity โญ 1,011
TensorFlow Similarity is a python package focused on making similarity learning quick and easy.
70. deepmind/android_env โญ 1,007
RL research on Android devices.
71. keras-team/keras-cv โญ 1,005
Industry-strength Computer Vision workflows with Keras
72. deepmind/chex โญ 777
Chex is a library of utilities for helping to write reliable JAX code
๐ [chex.readthedocs.io](https://chex.readthedocs.io)
73. kakaobrain/rq-vae-transformer โญ 772
The official implementation of Autoregressive Image Generation using Residual Quantization (CVPR '22)
74. mlfoundations/datacomp โญ 650
DataComp: In search of the next generation of multimodal datasets
๐ [datacomp.ai](http://datacomp.ai/)
75. whitead/dmol-book โญ 611
Deep learning for molecules and materials book
๐ [dmol.pub](https://dmol.pub)
76. allenai/reward-bench โญ 418
RewardBench is a benchmark designed to evaluate the capabilities and safety of reward models (including those trained with Direct Preference Optimization, DPO)
๐ [huggingface.co/spaces/allenai/reward-bench](https://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 โญ 22,692
A game theoretic approach to explain the output of any machine learning model.
๐ [shap.readthedocs.io](https://shap.readthedocs.io)
2. marcotcr/lime โญ 11,569
Lime: Explaining the predictions of any machine learning classifier
3. interpretml/interpret โญ 6,262
Fit interpretable models. Explain blackbox machine learning.
๐ [interpret.ml/docs](https://interpret.ml/docs)
4. pytorch/captum โญ 4,881
Model interpretability and understanding for PyTorch
๐ [captum.ai](https://captum.ai)
5. tensorflow/lucid โญ 4,664
A collection of infrastructure and tools for research in neural network interpretability.
6. arize-ai/phoenix โญ 3,722
AI Observability & Evaluation
๐ [docs.arize.com/phoenix](https://docs.arize.com/phoenix)
7. pair-code/lit โญ 3,479
The Learning Interpretability Tool: Interactively analyze ML models to understand their behavior in an extensible and framework agnostic interface.
๐ [pair-code.github.io/lit](https://pair-code.github.io/lit)
8. teamhg-memex/eli5 โญ 2,758
A library for debugging/inspecting machine learning classifiers and explaining their predictions
๐ [eli5.readthedocs.io](http://eli5.readthedocs.io)
9. maif/shapash โญ 2,726
๐
Shapash: User-friendly Explainability and Interpretability to Develop Reliable and Transparent Machine Learning Models
๐ [maif.github.io/shapash](https://maif.github.io/shapash/)
10. seldonio/alibi โญ 2,395
Algorithms for explaining machine learning models
๐ [docs.seldon.io/projects/alibi/en/stable](https://docs.seldon.io/projects/alibi/en/stable/)
11. oegedijk/explainerdashboard โญ 2,304
Quickly build Explainable AI dashboards that show the inner workings of so-called "blackbox" machine learning models.
๐ [explainerdashboard.readthedocs.io](http://explainerdashboard.readthedocs.io)
12. eleutherai/pythia โญ 2,245
Interpretability analysis and scaling laws to understand how knowledge develops and evolves during training in autoregressive transformers
13. jalammar/ecco โญ 1,977
Explain, analyze, and visualize NLP language models. Ecco creates interactive visualizations directly in Jupyter notebooks explaining the behavior of Transformer-based language models (like GPT2, BERT, RoBERTA, T5, and T0).
๐ [ecco.readthedocs.io](https://ecco.readthedocs.io)
14. google-deepmind/penzai โญ 1,659
A JAX library for writing models as legible, functional pytree data structures, along with tools for visualizing, modifying, and analyzing them. Penzai focuses on making it easy to do stuff with models after they have been trained
๐ [penzai.readthedocs.io](https://penzai.readthedocs.io/)
15. trusted-ai/AIX360 โญ 1,622
Interpretability and explainability of data and machine learning models
๐ [aix360.res.ibm.com](https://aix360.res.ibm.com/)
16. transformerlensorg/TransformerLens โญ 1,533
A library for mechanistic interpretability of GPT-style language models
๐ [transformerlensorg.github.io/transformerlens](https://transformerlensorg.github.io/TransformerLens/)
17. cdpierse/transformers-interpret โญ 1,283
Model explainability that works seamlessly with ๐ค transformers. Explain your transformers model in just 2 lines of code.
18. ethicalml/xai โญ 1,111
XAI is a Machine Learning library that is designed with AI explainability in its core. XAI contains various tools that enable for analysis and evaluation of data and models
๐ [ethical.institute/principles.html#commitment-3](https://ethical.institute/principles.html#commitment-3)
19. selfexplainml/PiML-Toolbox โญ 930
PiML (Python Interpretable Machine Learning) toolbox for model development & diagnostics
๐ [selfexplainml.github.io/piml-toolbox](https://selfexplainml.github.io/PiML-Toolbox)
20. salesforce/OmniXAI โญ 870
OmniXAI: A Library for eXplainable AI
21. andyzoujm/representation-engineering โญ 704
Representation Engineering: A Top-Down Approach to AI Transparency
๐ [www.ai-transparency.org](https://www.ai-transparency.org/)
22. jbloomaus/SAELens โญ 439
Training Sparse Autoencoders on LLms. Analyse sparse autoencoders and neural network internals.
๐ [jbloomaus.github.io/saelens](https://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 โญ 36,735
Apache Airflow - A platform to programmatically author, schedule, and monitor workflows
๐ [airflow.apache.org](https://airflow.apache.org/)
2. ray-project/ray โญ 33,482
Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.
๐ [ray.io](https://ray.io)
3. mlflow/mlflow โญ 18,534
Open source platform for the machine learning lifecycle
๐ [mlflow.org](https://mlflow.org)
4. spotify/luigi โญ 17,789
Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution, workflow management, visualization etc. It also comes with Hadoop support built in.
5. prefecthq/prefect โญ 16,145
Prefect is a workflow orchestration framework for building resilient data pipelines in Python.
๐ [prefect.io](https://prefect.io)
6. horovod/horovod โญ 14,224
Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.
๐ [horovod.ai](http://horovod.ai)
7. iterative/dvc โญ 13,743
๐ฆ Data Versioning and ML Experiments
๐ [dvc.org](https://dvc.org)
8. dagster-io/dagster โญ 11,501
An orchestration platform for the development, production, and observation of data assets.
๐ [dagster.io](https://dagster.io)
9. ludwig-ai/ludwig โญ 11,138
Low-code framework for building custom LLMs, neural networks, and other AI models
๐ [ludwig.ai](http://ludwig.ai)
10. kestra-io/kestra โญ 10,593
:zap: Workflow Automation Platform. Orchestrate & Schedule code in any language, run anywhere, 500+ plugins. Alternative to Zapier, Rundeck, Camunda, Airflow...
๐ [kestra.io](https://kestra.io)
11. great-expectations/great_expectations โญ 9,915
Always know what to expect from your data.
๐ [docs.greatexpectations.io](https://docs.greatexpectations.io/)
12. kedro-org/kedro โญ 9,907
Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and data science pipelines that are reproducible, maintainable, and modular.
๐ [kedro.org](https://kedro.org)
13. bentoml/OpenLLM โญ 9,897
Run any open-source LLMs, such as Llama 3.1, Gemma, as OpenAI compatible API endpoint in the cloud.
๐ [bentoml.com](https://bentoml.com)
14. dbt-labs/dbt-core โญ 9,794
dbt enables data analysts and engineers to transform their data using the same practices that software engineers use to build applications.
๐ [getdbt.com](https://getdbt.com)
15. huggingface/text-generation-inference โญ 8,925
A Rust, Python and gRPC server for text generation inference. Used in production at HuggingFace to power Hugging Chat, the Inference API and Inference Endpoint.
๐ [hf.co/docs/text-generation-inference](http://hf.co/docs/text-generation-inference)
16. netflix/metaflow โญ 8,121
Open Source Platform for developing, scaling and deploying serious ML, AI, and data science systems
๐ [metaflow.org](https://metaflow.org)
17. activeloopai/deeplake โญ 8,099
Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, & visualize any AI data. Stream data in real-time to PyTorch/TensorFlow. https://activeloop.ai
๐ [activeloop.ai](https://activeloop.ai)
18. mage-ai/mage-ai โญ 7,840
๐ง Build, run, and manage data pipelines for integrating and transforming data.
๐ [www.mage.ai](https://www.mage.ai/)
19. bentoml/BentoML โญ 7,079
The easiest way to serve AI apps and models - Build reliable Inference APIs, LLM apps, Multi-model chains, RAG service, and much more!
๐ [bentoml.com](https://bentoml.com)
20. langfuse/langfuse โญ 6,022
๐ชข Open source LLM engineering platform: LLM Observability, metrics, evals, prompt management, playground, datasets. Integrates with LlamaIndex, Langchain, OpenAI SDK, LiteLLM, and more. ๐YC W23
๐ [langfuse.com/docs](https://langfuse.com/docs)
21. flyteorg/flyte โญ 5,660
Scalable and flexible workflow orchestration platform that seamlessly unifies data, ML and analytics stacks.
๐ [flyte.org](https://flyte.org)
22. allegroai/clearml โญ 5,634
ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment Management, Data Management, Pipeline, Orchestration, Scheduling & Serving in one MLOps/LLMOps solution
๐ [clear.ml/docs](https://clear.ml/docs)
23. feast-dev/feast โญ 5,557
The Open Source Feature Store for Machine Learning
๐ [feast.dev](https://feast.dev)
24. evidentlyai/evidently โญ 5,263
Evidently is โโan 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.
๐ [www.evidentlyai.com/evidently-oss ](https://www.evidentlyai.com/evidently-oss )
25. aimhubio/aim โญ 5,188
Aim ๐ซ โ An easy-to-use & supercharged open-source experiment tracker.
๐ [aimstack.io](https://aimstack.io)
26. adap/flower โญ 5,000
Flower: A Friendly Federated AI Framework
๐ [flower.ai](https://flower.ai)
27. internlm/lmdeploy โญ 4,457
LMDeploy is a toolkit for compressing, deploying, and serving LLMs.
๐ [lmdeploy.readthedocs.io/en/latest](https://lmdeploy.readthedocs.io/en/latest/)
28. orchest/orchest โญ 4,057
Build data pipelines, the easy way ๐ ๏ธ
๐ [orchest.readthedocs.io/en/stable](https://orchest.readthedocs.io/en/stable/)
29. zenml-io/zenml โญ 4,006
ZenML ๐: The bridge between ML and Ops. https://zenml.io.
๐ [zenml.io](https://zenml.io)
30. internlm/xtuner โญ 3,856
An efficient, flexible and full-featured toolkit for fine-tuning LLM (InternLM2, Llama3, Phi3, Qwen, Mistral, ...)
๐ [xtuner.readthedocs.io/zh-cn/latest](https://xtuner.readthedocs.io/zh-cn/latest/)
31. kubeflow/pipelines โญ 3,596
Machine Learning Pipelines for Kubeflow
๐ [www.kubeflow.org/docs/components/pipelines](https://www.kubeflow.org/docs/components/pipelines/)
32. polyaxon/polyaxon โญ 3,563
MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle
๐ [polyaxon.com](https://polyaxon.com)
33. ploomber/ploomber โญ 3,503
The fastest โก๏ธ way to build data pipelines. Develop iteratively, deploy anywhere. โ๏ธ
๐ [docs.ploomber.io](https://docs.ploomber.io)
34. towhee-io/towhee โญ 3,198
Towhee is a framework that is dedicated to making neural data processing pipelines simple and fast.
๐ [towhee.io](https://towhee.io)
35. determined-ai/determined โญ 3,021
Determined is an open-source machine learning platform that simplifies distributed training, hyperparameter tuning, experiment tracking, and resource management. Works with PyTorch and TensorFlow.
๐ [determined.ai](https://determined.ai)
36. leptonai/leptonai โญ 2,640
A Pythonic framework to simplify AI service building
๐ [lepton.ai](https://lepton.ai/)
37. azure/PyRIT โญ 1,822
The Python Risk Identification Tool for generative AI (PyRIT) is an open access automation framework to empower security professionals and ML engineers to red team foundation models and their applications.
38. meltano/meltano โญ 1,818
Meltano: the declarative code-first data integration engine that powers your wildest data and ML-powered product ideas. Say goodbye to writing, maintaining, and scaling your own API integrations.
๐ [meltano.com](https://meltano.com/)
39. dagworks-inc/hamilton โญ 1,804
Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.
๐ [hamilton.dagworks.io/en/latest](https://hamilton.dagworks.io/en/latest/)
40. hi-primus/optimus โญ 1,478
:truck: Agile Data Preparation Workflows madeย easy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark
๐ [hi-optimus.com](https://hi-optimus.com)
41. dstackai/dstack โญ 1,405
dstack is an open-source alternative to Kubernetes, designed to simplify development, training, and deployment of AI across any cloud or on-prem. It supports NVIDIA, AMD, and TPU.
๐ [dstack.ai/docs](https://dstack.ai/docs)
42. kubeflow/examples โญ 1,404
A repository to host extended examples and tutorials
43. dagworks-inc/burr โญ 1,195
Build applications that make decisions (chatbots, agents, simulations, etc...). Monitor, trace, persist, and execute on your own infrastructure.
๐ [burr.dagworks.io](https://burr.dagworks.io)
44. nccr-itmo/FEDOT โญ 636
Automated modeling and machine learning framework FEDOT
๐ [fedot.readthedocs.io](https://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 โญ 34,657
A toolkit for developing and comparing reinforcement learning algorithms.
๐ [www.gymlibrary.dev](https://www.gymlibrary.dev)
2. unity-technologies/ml-agents โญ 17,076
The Unity Machine Learning Agents Toolkit (ML-Agents) is an open-source project that enables games and simulations to serve as environments for training intelligent agents using deep reinforcement learning and imitation learning.
๐ [unity.com/products/machine-learning-agents](https://unity.com/products/machine-learning-agents)
3. openai/baselines โญ 15,736
OpenAI Baselines: high-quality implementations of reinforcement learning algorithms
4. google/dopamine โญ 10,539
Dopamine is a research framework for fast prototyping of reinforcement learning algorithms.
๐ [github.com/google/dopamine](https://github.com/google/dopamine)
5. deepmind/pysc2 โญ 8,017
StarCraft II Learning Environment
6. thu-ml/tianshou โญ 7,888
An elegant PyTorch deep reinforcement learning library.
๐ [tianshou.org](https://tianshou.org)
7. lucidrains/PaLM-rlhf-pytorch โญ 7,686
Implementation of RLHF (Reinforcement Learning with Human Feedback) on top of the PaLM architecture. Basically ChatGPT but with PaLM
8. tensorlayer/TensorLayer โญ 7,330
Deep Learning and Reinforcement Learning Library for Scientists and Engineers
๐ [tensorlayerx.com](http://tensorlayerx.com)
9. farama-foundation/Gymnasium โญ 7,105
An API standard for single-agent reinforcement learning environments, with popular reference environments and related utilities (formerly Gym)
๐ [gymnasium.farama.org](https://gymnasium.farama.org)
10. keras-rl/keras-rl โญ 5,522
Deep Reinforcement Learning for Keras.
๐ [keras-rl.readthedocs.io](http://keras-rl.readthedocs.io/)
11. deepmind/dm_control โญ 3,780
Google DeepMind's software stack for physics-based simulation and Reinforcement Learning environments, using MuJoCo.
12. ai4finance-foundation/ElegantRL โญ 3,694
Massively Parallel Deep Reinforcement Learning. ๐ฅ
๐ [ai4finance.org](https://ai4finance.org)
13. facebookresearch/ReAgent โญ 3,562
A platform for Reasoning systems (Reinforcement Learning, Contextual Bandits, etc.)
๐ [reagent.ai](https://reagent.ai)
14. deepmind/acme โญ 3,487
A library of reinforcement learning components and agents
15. opendilab/DI-engine โญ 3,063
DI-engine is a generalized decision intelligence engine for PyTorch and JAX. It provides python-first and asynchronous-native task and middleware abstractions
๐ [di-engine-docs.readthedocs.io](https://di-engine-docs.readthedocs.io)
16. eureka-research/Eureka โญ 2,814
Official Repository for "Eureka: Human-Level Reward Design via Coding Large Language Models" (ICLR 2024)
๐ [eureka-research.github.io](https://eureka-research.github.io/)
17. pettingzoo-team/PettingZoo โญ 2,596
An API standard for multi-agent reinforcement learning environments, with popular reference environments and related utilities
๐ [pettingzoo.farama.org](https://pettingzoo.farama.org)
18. kzl/decision-transformer โญ 2,366
Official codebase for Decision Transformer: Reinforcement Learning via Sequence Modeling.
19. pytorch/rl โญ 2,273
A modular, primitive-first, python-first PyTorch library for Reinforcement Learning.
๐ [pytorch.org/rl](https://pytorch.org/rl)
20. anthropics/hh-rlhf โญ 1,591
Human preference data for "Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback"
๐ [arxiv.org/abs/2204.05862](https://arxiv.org/abs/2204.05862)
21. humancompatibleai/imitation โญ 1,294
Clean PyTorch implementations of imitation and reward learning algorithms
๐ [imitation.readthedocs.io](https://imitation.readthedocs.io/)
22. arise-initiative/robosuite โญ 1,281
robosuite: A Modular Simulation Framework and Benchmark for Robot Learning
๐ [robosuite.ai](https://robosuite.ai)
23. denys88/rl_games โญ 879
RL Games: High performance RL library
24. google-deepmind/meltingpot โญ 609
A suite of test scenarios for multi-agent reinforcement learning.
## Natural Language Processing
Natural language processing libraries and toolkits: text processing, topic modelling, tokenisers, chatbots. Also see the LLMs and ChatGPT category for crossover.
1. huggingface/transformers โญ 133,633
๐ค Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
๐ [huggingface.co/transformers](https://huggingface.co/transformers)
2. pytorch/fairseq โญ 30,344
Facebook AI Research Sequence-to-Sequence Toolkit written in Python.
3. explosion/spaCy โญ 29,872
๐ซ Industrial-strength Natural Language Processing (NLP) in Python
๐ [spacy.io](https://spacy.io)
4. myshell-ai/OpenVoice โญ 29,264
Instant voice cloning by MIT and MyShell.
๐ [research.myshell.ai/open-voice](https://research.myshell.ai/open-voice)
5. microsoft/unilm โญ 19,908
Large-scale Self-supervised Pre-training Across Tasks, Languages, and Modalities
๐ [aka.ms/generalai](https://aka.ms/GeneralAI)
6. huggingface/datasets โญ 19,168
๐ค The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools
๐ [huggingface.co/docs/datasets](https://huggingface.co/docs/datasets)
7. vikparuchuri/marker โญ 17,135
Marker converts PDF, EPUB, and MOBI to markdown. It's 10x faster than nougat, more accurate on most documents, and has low hallucination risk.
๐ [www.datalab.to](https://www.datalab.to)
8. rare-technologies/gensim โญ 15,624
Topic Modelling for Humans
๐ [radimrehurek.com/gensim](https://radimrehurek.com/gensim)
9. ukplab/sentence-transformers โญ 15,086
State-of-the-Art Text Embeddings
๐ [www.sbert.net](https://www.sbert.net)
10. gunthercox/ChatterBot โญ 14,055
ChatterBot is a machine learning, conversational dialog engine for creating chat bots
๐ [chatterbot.readthedocs.io](https://chatterbot.readthedocs.io)
11. flairnlp/flair โญ 13,881
A very simple framework for state-of-the-art Natural Language Processing (NLP)
๐ [flairnlp.github.io/flair](https://flairnlp.github.io/flair/)
12. nltk/nltk โญ 13,530
NLTK Source
๐ [www.nltk.org](https://www.nltk.org)
13. jina-ai/clip-as-service โญ 12,415
๐ Scalable embedding, reasoning, ranking for images and sentences with CLIP
๐ [clip-as-service.jina.ai](https://clip-as-service.jina.ai)
14. vikparuchuri/surya โญ 12,406
OCR, layout analysis, reading order, table recognition in 90+ languages
๐ [www.datalab.to](https://www.datalab.to)
15. openai/tiktoken โญ 12,163
tiktoken is a fast BPE tokeniser for use with OpenAI's models.
16. m-bain/whisperX โญ 11,954
WhisperX: Automatic Speech Recognition with Word-level Timestamps (& Diarization)
17. nvidia/NeMo โญ 11,874
A scalable generative AI framework built for researchers and developers working on Large Language Models, Multimodal, and Speech AI (Automatic Speech Recognition and Text-to-Speech)
๐ [docs.nvidia.com/nemo-framework/user-guide/latest/overview.html](https://docs.nvidia.com/nemo-framework/user-guide/latest/overview.html)
18. allenai/allennlp โญ 11,751
An open-source NLP research library, built on PyTorch.
๐ [www.allennlp.org](http://www.allennlp.org)
19. facebookresearch/seamless_communication โญ 10,862
Foundational Models for State-of-the-Art Speech and Text Translation
20. facebookresearch/ParlAI โญ 10,484
A framework for training and evaluating AI models on a variety of openly available dialogue datasets.
๐ [parl.ai](https://parl.ai)
21. google/sentencepiece โญ 10,191
Unsupervised text tokenizer for Neural Network-based text generation.
22. doccano/doccano โญ 9,501
Open source annotation tool for machine learning practitioners.
23. sloria/TextBlob โญ 9,130
Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more.
๐ [textblob.readthedocs.io](https://textblob.readthedocs.io/)
24. togethercomputer/OpenChatKit โญ 9,002
OpenChatKit provides a powerful, open-source base to create both specialized and general purpose chatbots
25. neuml/txtai โญ 8,977
๐ก All-in-one open-source embeddings database for semantic search, LLM orchestration and language model workflows
๐ [neuml.github.io/txtai](https://neuml.github.io/txtai)
26. facebookresearch/nougat โญ 8,879
Implementation of Nougat Neural Optical Understanding for Academic Documents
๐ [facebookresearch.github.io/nougat](https://facebookresearch.github.io/nougat/)
27. speechbrain/speechbrain โญ 8,749
A PyTorch-based Speech Toolkit
๐ [speechbrain.github.io](http://speechbrain.github.io)
28. clips/pattern โญ 8,732
Web mining module for Python, with tools for scraping, natural language processing, machine learning, network analysis and visualization.
๐ [github.com/clips/pattern/wiki](https://github.com/clips/pattern/wiki)
29. espnet/espnet โญ 8,405
End-to-End Speech Processing Toolkit
๐ [espnet.github.io/espnet](https://espnet.github.io/espnet/)
30. deeppavlov/DeepPavlov โญ 6,703
An open source library for deep learning end-to-end dialog systems and chatbots.
๐ [deeppavlov.ai](https://deeppavlov.ai)
31. facebookresearch/metaseq โญ 6,504
A codebase for working with Open Pre-trained Transformers, originally forked from fairseq.
32. kingoflolz/mesh-transformer-jax โญ 6,285
Model parallel transformers in JAX and Haiku
33. maartengr/BERTopic โญ 6,079
Leveraging BERT and c-TF-IDF to create easily interpretable topics.
๐ [maartengr.github.io/bertopic](https://maartengr.github.io/BERTopic/)
34. prefecthq/marvin โญ 5,232
โจ Build AI interfaces that spark joy
๐ [askmarvin.ai](https://askmarvin.ai)
35. aiwaves-cn/agents โญ 5,225
An Open-source Framework for Data-centric, Self-evolving Autonomous Language Agents
36. minimaxir/textgenrnn โญ 4,940
Easily train your own text-generating neural network of any size and complexity on any text dataset with a few lines of code.
37. salesforce/CodeGen โญ 4,913
CodeGen is a family of open-source model for program synthesis. Trained on TPU-v4. Competitive with OpenAI Codex.
38. layout-parser/layout-parser โญ 4,857
A Unified Toolkit for Deep Learning Based Document Image Analysis
๐ [layout-parser.github.io](https://layout-parser.github.io/)
39. facebookresearch/DrQA โญ 4,476
Reading Wikipedia to Answer Open-Domain Questions
40. makcedward/nlpaug โญ 4,431
Data augmentation for NLP
๐ [makcedward.github.io](https://makcedward.github.io/)
41. thilinarajapakse/simpletransformers โญ 4,091
Transformers for Information Retrieval, Text Classification, NER, QA, Language Modelling, Language Generation, T5, Multi-Modal, and Conversational AI
๐ [simpletransformers.ai](https://simpletransformers.ai/)
42. argilla-io/argilla โญ 3,894
Argilla is a collaboration tool for AI engineers and domain experts to build high-quality datasets
๐ [docs.argilla.io](https://docs.argilla.io)
43. maartengr/KeyBERT โญ 3,503
Minimal keyword extraction with BERT
๐ [maartengr.github.io/keybert](https://MaartenGr.github.io/KeyBERT/)
44. life4/textdistance โญ 3,375
๐ Compute distance between sequences. 30+ algorithms, pure python implementation, common interface, optional external libs usage.
45. jsvine/markovify โญ 3,303
A simple, extensible Markov chain generator.
46. promptslab/Promptify โญ 3,225
Prompt Engineering | Prompt Versioning | Use GPT or other prompt based models to get structured output. Join our discord for Prompt-Engineering, LLMs and other latest research
๐ [discord.gg/m88xfymbk6](https://discord.gg/m88xfYMbK6)
47. bytedance/lightseq โญ 3,193
LightSeq: A High Performance Library for Sequence Processing and Generation
48. errbotio/errbot โญ 3,128
Errbot is a chatbot, a daemon that connects to your favorite chat service and bring your tools and some fun into the conversation.
๐ [errbot.io](http://errbot.io)
49. huawei-noah/Pretrained-Language-Model โญ 3,023
Pretrained language model and its related optimization techniques developed by Huawei Noah's Ark Lab.
50. neuralmagic/deepsparse โญ 2,999
Sparsity-aware deep learning inference runtime for CPUs
๐ [neuralmagic.com/deepsparse](https://neuralmagic.com/deepsparse/)
51. ddangelov/Top2Vec โญ 2,928
Top2Vec learns jointly embedded topic, document and word vectors.
52. jbesomi/texthero โญ 2,883
Text preprocessing, representation and visualization from zero to hero.
๐ [texthero.org](https://texthero.org)
53. huggingface/neuralcoref โญ 2,855
โจFast Coreference Resolution in spaCy with Neural Networks
๐ [huggingface.co/coref](https://huggingface.co/coref/)
54. salesforce/CodeT5 โญ 2,767
Home of CodeT5: Open Code LLMs for Code Understanding and Generation
๐ [arxiv.org/abs/2305.07922](https://arxiv.org/abs/2305.07922)
55. bigscience-workshop/promptsource โญ 2,672
Toolkit for creating, sharing and using natural language prompts.
56. huggingface/setfit โญ 2,196
SetFit is an efficient and prompt-free framework for few-shot fine-tuning of Sentence Transformers.
๐ [hf.co/docs/setfit](https://hf.co/docs/setfit)
57. jamesturk/jellyfish โญ 2,051
๐ชผ a python library for doing approximate and phonetic matching of strings.
๐ [jamesturk.github.io/jellyfish](https://jamesturk.github.io/jellyfish/)
58. alibaba/EasyNLP โญ 2,047
EasyNLP: A Comprehensive and Easy-to-use NLP Toolkit
59. thudm/P-tuning-v2 โญ 1,974
An optimized deep prompt tuning strategy comparable to fine-tuning across scales and tasks
60. featureform/featureform โญ 1,809
The Virtual Feature Store. Turn your existing data infrastructure into a feature store.
๐ [www.featureform.com](https://www.featureform.com)
61. marella/ctransformers โญ 1,805
Python bindings for the Transformer models implemented in C/C++ using GGML library.
62. deepset-ai/FARM โญ 1,736
๐ก Fast & easy transfer learning for NLP. Harvesting language models for the industry. Focus on Question Answering.
๐ [farm.deepset.ai](https://farm.deepset.ai)
63. franck-dernoncourt/NeuroNER โญ 1,694
Named-entity recognition using neural networks. Easy-to-use and state-of-the-art results.
๐ [neuroner.com](http://neuroner.com)
64. plasticityai/magnitude โญ 1,626
A fast, efficient universal vector embedding utility package.
65. explosion/spacy-models โญ 1,622
๐ซ Models for the spaCy Natural Language Processing (NLP) library
๐ [spacy.io](https://spacy.io)
66. google-research/language โญ 1,616
Shared repository for open-sourced projects from the Google AI Language team.
๐ [ai.google/research/teams/language](https://ai.google/research/teams/language/)
67. arxiv-vanity/arxiv-vanity โญ 1,608
Renders papers from arXiv as responsive web pages so you don't have to squint at a PDF.
๐ [www.arxiv-vanity.com](https://www.arxiv-vanity.com)
68. chrismattmann/tika-python โญ 1,501
Tika-Python is a Python binding to the Apache Tikaโข REST services allowing Tika to be called natively in the Python community.
69. dmmiller612/bert-extractive-summarizer โญ 1,393
Easy to use extractive text summarization with BERT
70. gunthercox/chatterbot-corpus โญ 1,371
A multilingual dialog corpus
๐ [chatterbot-corpus.readthedocs.io](http://chatterbot-corpus.readthedocs.io)
71. urchade/GLiNER โญ 1,342
Generalist and Lightweight Model for Named Entity Recognition (Extract any entity types from texts) @ NAACL 2024
๐ [arxiv.org/abs/2311.08526](https://arxiv.org/abs/2311.08526)
72. nomic-ai/nomic โญ 1,314
Interact, analyze and structure massive text, image, embedding, audio and video datasets
๐ [atlas.nomic.ai](https://atlas.nomic.ai)
73. intellabs/fastRAG โญ 1,305
Efficient Retrieval Augmentation and Generation Framework
74. jonasgeiping/cramming โญ 1,289
Cramming the training of a (BERT-type) language model into limited compute.
75. pemistahl/lingua-py โญ 1,129
The most accurate natural language detection library for Python, suitable for short text and mixed-language text
76. abertsch72/unlimiformer โญ 1,052
Public repo for the NeurIPS 2023 paper "Unlimiformer: Long-Range Transformers with Unlimited Length Input"
77. openai/grade-school-math โญ 1,034
GSM8K, a dataset of 8.5K high quality linguistically diverse grade school math word problems
78. norskregnesentral/skweak โญ 918
skweak: A software toolkit for weak supervision applied to NLP tasks
79. explosion/spacy-streamlit โญ 799
๐ spaCy building blocks and visualizers for Streamlit apps
๐ [share.streamlit.io/ines/spacy-streamlit-demo/master/app.py](https://share.streamlit.io/ines/spacy-streamlit-demo/master/app.py)
80. keras-team/keras-hub โญ 770
Pretrained model hub for Keras 3
81. paddlepaddle/RocketQA โญ 765
๐ RocketQA, dense retrieval for information retrieval and question answering, including both Chinese and English state-of-the-art models.
## Packaging
Python packaging, dependency management and bundling.
1. pyenv/pyenv โญ 39,057
pyenv lets you easily switch between multiple versions of Python.
2. python-poetry/poetry โญ 31,485
Python packaging and dependency management made easy
๐ [python-poetry.org](https://python-poetry.org)
3. pypa/pipenv โญ 24,846
A virtualenv management tool that supports a multitude of systems and nicely bridges the gaps between pip, python and virtualenv.
๐ [pipenv.pypa.io](https://pipenv.pypa.io)
4. astral-sh/uv โญ 23,333
An extremely fast Python package installer and resolver, written in Rust. Designed as a drop-in replacement for pip and pip-compile.
๐ [docs.astral.sh/uv](https://docs.astral.sh/uv)
5. mitsuhiko/rye โญ 13,759
a Hassle-Free Python Experience
๐ [rye.astral.sh](https://rye.astral.sh)
6. pyinstaller/pyinstaller โญ 11,822
Freeze (package) Python programs into stand-alone executables
๐ [www.pyinstaller.org](http://www.pyinstaller.org)
7. pypa/pipx โญ 10,356
Install and Run Python Applications in Isolated Environments
๐ [pipx.pypa.io](https://pipx.pypa.io)
8. pdm-project/pdm โญ 7,885
A modern Python package and dependency manager supporting the latest PEP standards
๐ [pdm-project.org](https://pdm-project.org)
9. jazzband/pip-tools โญ 7,730
A set of tools to keep your pinned Python dependencies fresh (pip-compile + pip-sync)
๐ [pip-tools.rtfd.io](https://pip-tools.rtfd.io)
10. mamba-org/mamba โญ 6,852
The Fast Cross-Platform Package Manager: mamba is a reimplementation of the conda package manager in C++
๐ [mamba.readthedocs.io](https://mamba.readthedocs.io)
11. conda/conda โญ 6,403
A system-level, binary package and environment manager running on all major operating systems and platforms.
๐ [docs.conda.io/projects/conda](https://docs.conda.io/projects/conda/)
12. conda-forge/miniforge โญ 6,333
A conda-forge distribution.
๐ [conda-forge.org/miniforge](https://conda-forge.org/miniforge)
13. pypa/hatch โญ 5,996
Modern, extensible Python project management
๐ [hatch.pypa.io/latest](https://hatch.pypa.io/latest/)
14. indygreg/PyOxidizer โญ 5,457
A modern Python application packaging and distribution tool
15. pypa/virtualenv โญ 4,815
A tool to create isolated Python environments. Since Python 3.3, a subset of it has been integrated into the standard lib venv module.
๐ [virtualenv.pypa.io](https://virtualenv.pypa.io)
16. spack/spack โญ 4,260
A flexible package manager that supports multiple versions, configurations, platforms, and compilers.
๐ [spack.io](https://spack.io)
17. prefix-dev/pixi โญ 3,148
pixi is a cross-platform, multi-language package manager and workflow tool built on the foundation of the conda ecosystem.
๐ [pixi.sh](https://pixi.sh)
18. beeware/briefcase โญ 2,625
Tools to support converting a Python project into a standalone native application.
๐ [briefcase.readthedocs.io](https://briefcase.readthedocs.io/)
19. pantsbuild/pex โญ 2,537
A tool for generating .pex (Python EXecutable) files, lock files and venvs.
๐ [docs.pex-tool.org](https://docs.pex-tool.org/)
20. pypa/flit โญ 2,158
Simplified packaging of Python modules
๐ [flit.pypa.io](https://flit.pypa.io/)
21. linkedin/shiv โญ 1,735
shiv is a command line utility for building fully self contained Python zipapps as outlined in PEP 441, but with all their dependencies included.
22. marcelotduarte/cx_Freeze โญ 1,349
cx_Freeze creates standalone executables from Python scripts, with the same performance, is cross-platform and should work on any platform that Python itself works on.
๐ [marcelotduarte.github.io/cx_freeze](https://marcelotduarte.github.io/cx_Freeze/)
23. ofek/pyapp โญ 1,194
Runtime installer for Python applications
๐ [ofek.dev/pyapp](https://ofek.dev/pyapp/)
24. pypa/gh-action-pypi-publish โญ 917
The blessed :octocat: GitHub Action, for publishing your ๐ฆ distribution files to PyPI: https://github.com/marketplace/actions/pypi-publish
๐ [packaging.python.org/guides/publishing-package-distribution-releases-using-github-actions-ci-cd-workflows](https://packaging.python.org/guides/publishing-package-distribution-releases-using-github-actions-ci-cd-workflows/)
25. py2exe/py2exe โญ 852
Create standalone Windows programs from Python code
๐ [www.py2exe.org](http://www.py2exe.org)
26. prefix-dev/rip โญ 648
RIP is a library that allows the resolving and installing of Python PyPI packages from Rust into a virtual environment. It's based on our experience with building Rattler and aims to provide the same experience but for PyPI instead of Conda.
๐ [prefix.dev](https://prefix.dev)
27. snok/install-poetry โญ 581
Github action for installing and configuring Poetry
28. python-poetry/install.python-poetry.org โญ 205
The official Poetry installation script
๐ [install.python-poetry.org](https://install.python-poetry.org)
## Pandas
Pandas and dataframe libraries: data analysis, statistical reporting, pandas GUIs, pandas performance optimisations.
1. pandas-dev/pandas โญ 43,557
Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more
๐ [pandas.pydata.org](https://pandas.pydata.org)
2. pola-rs/polars โญ 29,838
Dataframes powered by a multithreaded, vectorized query engine, written in Rust
๐ [docs.pola.rs](https://docs.pola.rs)
3. duckdb/duckdb โญ 23,556
DuckDB is an analytical in-process SQL database management system
๐ [www.duckdb.org](http://www.duckdb.org)
4. gventuri/pandas-ai โญ 13,000
Chat with your database (SQL, CSV, pandas, polars, mongodb, noSQL, etc). PandasAI makes data analysis conversational using LLMs (GPT 3.5 / 4, Anthropic, VertexAI) and RAG.
๐ [pandas-ai.com](https://pandas-ai.com)
5. kanaries/pygwalker โญ 12,995
PyGWalker: Turn your pandas dataframe into an interactive UI for visual analysis
๐ [kanaries.net/pygwalker](https://kanaries.net/pygwalker)
6. ydataai/ydata-profiling โญ 12,470
1 Line of code data quality profiling & exploratory data analysis for Pandas and Spark DataFrames.
๐ [docs.profiling.ydata.ai](https://docs.profiling.ydata.ai)
7. rapidsai/cudf โญ 8,360
cuDF is a GPU DataFrame library for loading joining, aggregating, filtering, and otherwise manipulating data
๐ [docs.rapids.ai/api/cudf/stable](https://docs.rapids.ai/api/cudf/stable/)
8. aws/aws-sdk-pandas โญ 3,910
pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime, CloudWatchLogs, DynamoDB, EMR, SecretManager, PostgreSQL, MySQL, SQLServer and S3 (Parquet, CSV, JSON and EXCEL).
๐ [aws-sdk-pandas.readthedocs.io](https://aws-sdk-pandas.readthedocs.io)
9. nalepae/pandarallel โญ 3,670
A simple and efficient tool to parallelize Pandas operations on all availableย CPUs
๐ [nalepae.github.io/pandarallel](https://nalepae.github.io/pandarallel)
10. unionai-oss/pandera โญ 3,333
A light-weight, flexible, and expressive statistical data testing library
๐ [www.union.ai/pandera](https://www.union.ai/pandera)
11. adamerose/PandasGUI โญ 3,188
A GUI for Pandas DataFrames
12. blaze/blaze โญ 3,186
NumPy and Pandas interface to Big Data
๐ [blaze.pydata.org](blaze.pydata.org)
13. pydata/pandas-datareader โญ 2,926
Extract data from a wide range of Internet sources into a pandas DataFrame.
๐ [pydata.github.io/pandas-datareader/stable/index.html](https://pydata.github.io/pandas-datareader/stable/index.html)
14. scikit-learn-contrib/sklearn-pandas โญ 2,809
Pandas integration with sklearn
15. jmcarpenter2/swifter โญ 2,527
A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner
16. delta-io/delta-rs โญ 2,255
A native Rust library for Delta Lake, with bindings into Python
๐ [delta-io.github.io/delta-rs](https://delta-io.github.io/delta-rs/)
17. eventual-inc/Daft โญ 2,226
Distributed data engine for Python/SQL designed for the cloud, powered by Rust
๐ [getdaft.io](https://getdaft.io)
18. fugue-project/fugue โญ 1,994
A unified interface for distributed computing. Fugue executes SQL, Python, Pandas, and Polars code on Spark, Dask and Ray without any rewrites.
๐ [fugue-tutorials.readthedocs.io](https://fugue-tutorials.readthedocs.io/)
19. pyjanitor-devs/pyjanitor โญ 1,352
Clean APIs for data cleaning. Python implementation of R package Janitor
๐ [pyjanitor-devs.github.io/pyjanitor](https://pyjanitor-devs.github.io/pyjanitor)
20. machow/siuba โญ 1,153
Python library for using dplyr like syntax with pandas and SQL
๐ [siuba.org](https://siuba.org)
21. holoviz/hvplot โญ 1,120
A high-level plotting API for pandas, dask, xarray, and networkx built on HoloViews
๐ [hvplot.holoviz.org](https://hvplot.holoviz.org)
22. renumics/spotlight โญ 1,113
Interactively explore unstructured datasets from your dataframe.
๐ [renumics.com](https://renumics.com)
23. tkrabel/bamboolib โญ 938
bamboolib - a GUI for pandas DataFrames
๐ [bamboolib.com](https://bamboolib.com)
24. mwouts/itables โญ 776
This packages changes how Pandas and Polars DataFrames are rendered in Jupyter Notebooks. With itables you can display your tables as interactive DataTables that you can sort, paginate, scroll or filter.
๐ [mwouts.github.io/itables](https://mwouts.github.io/itables/)
## Performance
Performance, parallelisation and low level libraries.
1. celery/celery โญ 24,711
Distributed Task Queue (development branch)
๐ [docs.celeryq.dev](https://docs.celeryq.dev)
2. google/flatbuffers โญ 23,242
FlatBuffers: Memory Efficient Serialization Library
๐ [flatbuffers.dev](https://flatbuffers.dev/)
3. pybind/pybind11 โญ 15,640
Seamless operability between C++11 and Python
๐ [pybind11.readthedocs.io](https://pybind11.readthedocs.io/)
4. exaloop/codon โญ 15,073
A high-performance, zero-overhead, extensible Python compiler using LLVM
๐ [docs.exaloop.io/codon](https://docs.exaloop.io/codon)
5. dask/dask โญ 12,500
Parallel computing with task scheduling
๐ [dask.org](https://dask.org)
6. numba/numba โญ 9,891
NumPy aware dynamic Python compiler using LLVM
๐ [numba.pydata.org](https://numba.pydata.org/)
7. modin-project/modin โญ 9,849
Modin: Scale your Pandas workflows by changing a single line of code
๐ [modin.readthedocs.io](http://modin.readthedocs.io)
8. nebuly-ai/optimate โญ 8,380
A collection of libraries to optimise AI model performances
๐ [www.nebuly.com](https://www.nebuly.com/)
9. vaexio/vaex โญ 8,281
Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a billion rows per second ๐
๐ [vaex.io](https://vaex.io)
10. mher/flower โญ 6,437
Real-time monitor and web admin for Celery distributed task queue
๐ [flower.readthedocs.io](https://flower.readthedocs.io)
11. python-trio/trio โญ 6,152
Trio โ a friendly Python library for async concurrency and I/O
๐ [trio.readthedocs.io](https://trio.readthedocs.io)
12. ultrajson/ultrajson โญ 4,321
Ultra fast JSON decoder and encoder written in C with Python bindings
๐ [pypi.org/project/ujson](https://pypi.org/project/ujson/)
13. facebookincubator/cinder โญ 3,502
Cinder is Meta's internal performance-oriented production version of CPython.
๐ [trycinder.com](https://trycinder.com)
14. tlkh/asitop โญ 3,387
Perf monitoring CLI tool for Apple Silicon
๐ [tlkh.github.io/asitop](https://tlkh.github.io/asitop/)
15. airtai/faststream โญ 2,607
FastStream is a powerful and easy-to-use Python framework for building asynchronous services interacting with event streams such as Apache Kafka, RabbitMQ, NATS and Redis.
๐ [faststream.airt.ai/latest](https://faststream.airt.ai/latest/)
16. ipython/ipyparallel โญ 2,588
IPython Parallel: Interactive Parallel Computing in Python
๐ [ipyparallel.readthedocs.io](https://ipyparallel.readthedocs.io/)
17. intel/intel-extension-for-transformers โญ 2,130
โก Build your chatbot within minutes on your favorite device; offer SOTA compression techniques for LLMs; run LLMs efficiently on Intel Platformsโก
18. h5py/h5py โญ 2,079
HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.
๐ [www.h5py.org](http://www.h5py.org)
19. agronholm/anyio โญ 1,791
High level asynchronous concurrency and networking framework that works on top of either trio or asyncio
20. faster-cpython/ideas โญ 1,688
Discussion and work tracker for Faster CPython project.
21. tiangolo/asyncer โญ 1,655
Asyncer, async and await, focused on developer experience.
๐ [asyncer.tiangolo.com](https://asyncer.tiangolo.com/)
22. intel/intel-extension-for-pytorch โญ 1,589
A Python package for extending the official PyTorch that can easily obtain performance on Intel platform
23. dask/distributed โญ 1,574
A distributed task scheduler for Dask
๐ [distributed.dask.org](https://distributed.dask.org)
24. nschloe/perfplot โญ 1,341
:chart_with_upwards_trend: Performance analysis for Python snippets
25. intel/scikit-learn-intelex โญ 1,214
Intel(R) Extension for Scikit-learn is a seamless way to speed up your Scikit-learn application
๐ [intel.github.io/scikit-learn-intelex](https://intel.github.io/scikit-learn-intelex/)
26. markshannon/faster-cpython โญ 939
How to make CPython faster.
27. zerointensity/pointers.py โญ 917
Bringing the hell of pointers to Python.
๐ [pointers.zintensity.dev](https://pointers.zintensity.dev/)
28. brandtbucher/specialist โญ 632
Visualize CPython's specializing, adaptive interpreter. ๐ฅ
## Profiling
Memory and CPU/GPU profiling tools and libraries.
1. bloomberg/memray โญ 13,240
Memray is a memory profiler for Python
๐ [bloomberg.github.io/memray](https://bloomberg.github.io/memray/)
2. benfred/py-spy โญ 12,618
Sampling profiler for Python programs
3. plasma-umass/scalene โญ 11,679
Scalene: a high-performance, high-precision CPU, GPU, and memory profiler for Python with AI-powered optimization proposals
4. joerick/pyinstrument โญ 6,576
๐ดย Call stack profiler for Python. Shows you why your code is slow!
๐ [pyinstrument.readthedocs.io](https://pyinstrument.readthedocs.io/)
5. gaogaotiantian/viztracer โญ 5,019
VizTracer is a low-overhead logging/debugging/profiling tool that can trace and visualize your python code execution.
๐ [viztracer.readthedocs.io](https://viztracer.readthedocs.io/)
6. pythonprofilers/memory_profiler โญ 4,359
Monitor Memory usage of Python code
๐ [pypi.python.org/pypi/memory_profiler](http://pypi.python.org/pypi/memory_profiler)
7. reloadware/reloadium โญ 2,805
Hot Reloading and Profiling for Python
๐ [reloadium.io](https://reloadium.io)
8. pyutils/line_profiler โญ 2,710
Line-by-line profiling for Python
9. jiffyclub/snakeviz โญ 2,338
An in-browser Python profile viewer
๐ [jiffyclub.github.io/snakeviz](https://jiffyclub.github.io/snakeviz/)
10. p403n1x87/austin โญ 1,850
Python frame stack sampler for CPython
๐ [pypi.org/project/austin-dist](https://pypi.org/project/austin-dist/)
11. pythonspeed/filprofiler โญ 836
A Python memory profiler for data processing and scientific computing applications
๐ [pythonspeed.com/products/filmemoryprofiler](https://pythonspeed.com/products/filmemoryprofiler/)
## Security
Security related libraries: vulnerability discovery, SQL injection, environment auditing.
1. swisskyrepo/PayloadsAllTheThings โญ 60,809
A list of useful payloads and bypass for Web Application Security and Pentest/CTF
๐ [swisskyrepo.github.io/payloadsallthethings](https://swisskyrepo.github.io/PayloadsAllTheThings/)
2. sqlmapproject/sqlmap โญ 32,300
Automatic SQL injection and database takeover tool
๐ [sqlmap.org](http://sqlmap.org)
3. certbot/certbot โญ 31,456
Certbot is EFF's tool to obtain certs from Let's Encrypt and (optionally) auto-enable HTTPS on your server. It can also act as a client for any other CA that uses the ACME protocol.
4. aquasecurity/trivy โญ 23,289
Find vulnerabilities, misconfigurations, secrets, SBOM in containers, Kubernetes, code repositories, clouds and more
๐ [aquasecurity.github.io/trivy](https://aquasecurity.github.io/trivy)
5. bridgecrewio/checkov โญ 7,068
Checkov is a static code analysis tool for infrastructure as code (IaC) and also a software composition analysis (SCA) tool for images and open source packages.
๐ [www.checkov.io](https://www.checkov.io/)
6. nccgroup/ScoutSuite โญ 6,674
Multi-Cloud Security Auditing Tool
7. stamparm/maltrail โญ 6,473
Malicious traffic detection system
8. pycqa/bandit โญ 6,411
Bandit is a tool designed to find common security issues in Python code.
๐ [bandit.readthedocs.io](https://bandit.readthedocs.io)
9. rhinosecuritylabs/pacu โญ 4,353
The AWS exploitation framework, designed for testing the security of Amazon Web Services environments.
๐ [rhinosecuritylabs.com/aws/pacu-open-source-aws-exploitation-framework](https://rhinosecuritylabs.com/aws/pacu-open-source-aws-exploitation-framework/)
10. dashingsoft/pyarmor โญ 3,350
A tool used to obfuscate python scripts, bind obfuscated scripts to fixed machine or expire obfuscated scripts.
๐ [pyarmor.dashingsoft.com](http://pyarmor.dashingsoft.com)
11. luijait/DarkGPT โญ 2,066
DarkGPT is an OSINT assistant based on GPT-4-200K (recommended use) designed to perform queries on leaked databases, thus providing an artificial intelligence assistant that can be useful in your traditional OSINT processes.
12. pyupio/safety โญ 1,712
Safety checks Python dependencies for known security vulnerabilities and suggests the proper remediations for vulnerabilities detected.
๐ [safetycli.com/product/safety-cli](https://safetycli.com/product/safety-cli)
13. trailofbits/pip-audit โญ 971
Audits Python environments, requirements files and dependency trees for known security vulnerabilities, and can automatically fix them
๐ [pypi.org/project/pip-audit](https://pypi.org/project/pip-audit/)
14. fadi002/de4py โญ 850
toolkit for python reverse engineering
๐ [de4py.000.pe](https://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 โญ 23,133
Python sample codes for robotics algorithms.
๐ [atsushisakai.github.io/pythonrobotics](https://atsushisakai.github.io/PythonRobotics/)
2. bulletphysics/bullet3 โญ 12,550
Bullet Physics SDK: real-time collision detection and multi-physics simulation for VR, games, visual effects, robotics, machine learning etc.
๐ [bulletphysics.org](http://bulletphysics.org)
3. isl-org/Open3D โญ 11,353
Open3D: A Modern Library for 3D Data Processing
๐ [www.open3d.org](http://www.open3d.org)
4. qiskit/qiskit โญ 5,184
Qiskit is an open-source SDK for working with quantum computers at the level of extended quantum circuits, operators, and primitives.
๐ [www.ibm.com/quantum/qiskit](https://www.ibm.com/quantum/qiskit)
5. astropy/astropy โญ 4,411
Astronomy and astrophysics core library
๐ [www.astropy.org](https://www.astropy.org)
6. quantumlib/Cirq โญ 4,262
A Python framework for creating, editing, and invoking Noisy Intermediate Scale Quantum (NISQ) circuits.
7. nvidia/warp โญ 4,190
A Python framework for high performance GPU simulation and graphics
๐ [nvidia.github.io/warp](https://nvidia.github.io/warp/)
8. chakazul/Lenia โญ 3,542
Lenia is a 2D cellular automata with continuous space, time and states. It produces a huge variety of interesting methematical life forms
๐ [chakazul.github.io/lenia/javascript/lenia.html](https://chakazul.github.io/Lenia/JavaScript/Lenia.html)
9. openai/mujoco-py โญ 2,859
MuJoCo is a physics engine for detailed, efficient rigid body simulations with contacts. mujoco-py allows using MuJoCo from Python 3.
10. rdkit/rdkit โญ 2,629
The official sources for the RDKit library
11. taichi-dev/difftaichi โญ 2,468
10 differentiable physical simulators built with Taichi differentiable programming (DiffTaichi, ICLR 2020)
12. projectmesa/mesa โญ 2,419
Mesa is an open-source Python library for agent-based modeling, ideal for simulating complex systems and exploring emergent behaviors.
๐ [mesa.readthedocs.io](https://mesa.readthedocs.io)
13. google/brax โญ 2,294
Massively parallel rigidbody physics simulation on accelerator hardware.
14. nvidia-omniverse/IsaacLab โญ 2,050
Unified framework for robot learning built on NVIDIA Isaac Sim
๐ [isaac-sim.github.io/isaaclab](https://isaac-sim.github.io/IsaacLab)
15. nvidia-omniverse/IsaacGymEnvs โญ 1,973
Example RL environments for the NVIDIA Isaac Gym high performance environments
16. quantecon/QuantEcon.py โญ 1,970
A community based Python library for quantitative economics
๐ [quantecon.org/quantecon-py](https://quantecon.org/quantecon-py/)
17. facebookresearch/habitat-lab โญ 1,944
A modular high-level library to train embodied AI agents across a variety of tasks and environments.
๐ [aihabitat.org](https://aihabitat.org/)
18. microsoft/PromptCraft-Robotics โญ 1,863
Community for applying LLMs to robotics and a robot simulator with ChatGPT integration
๐ [aka.ms/chatgpt-robotics](https://aka.ms/ChatGPT-Robotics)
19. deepmodeling/deepmd-kit โญ 1,470
A deep learning package for many-body potential energy representation and molecular dynamics
๐ [docs.deepmodeling.com/projects/deepmd](https://docs.deepmodeling.com/projects/deepmd/)
20. eloialonso/diamond โญ 1,440
DIAMOND (DIffusion As a Model Of eNvironment Dreams) is a reinforcement learning agent trained in a diffusion world model
๐ [diamond-wm.github.io](https://diamond-wm.github.io)
21. sail-sg/envpool โญ 1,086
C++-based high-performance parallel environment execution engine (vectorized env) for general RL environments.
๐ [envpool.readthedocs.io](https://envpool.readthedocs.io)
22. a-r-j/graphein โญ 1,029
Protein Graph Library
๐ [graphein.ai](https://graphein.ai/)
23. bowang-lab/scGPT โญ 1,010
scGPT: Towards Building a Foundation Model for Single-Cell Multi-omics Using Generative AI
๐ [scgpt.readthedocs.io/en/latest](https://scgpt.readthedocs.io/en/latest/)
24. hardmaru/estool โญ 933
Evolution Strategies Tool
25. viblo/pymunk โญ 925
Pymunk is a easy-to-use pythonic 2d physics library that can be used whenever you need 2d rigid body physics from Python
๐ [www.pymunk.org](http://www.pymunk.org)
26. google-deepmind/materials_discovery โญ 882
Graph Networks for Materials Science (GNoME) is a project centered around scaling machine learning methods to tackle materials science.
27. facebookresearch/fairo โญ 847
A modular embodied agent architecture and platform for building embodied agents
28. nvidia-omniverse/OmniIsaacGymEnvs โญ 843
Reinforcement Learning Environments for Omniverse Isaac Gym
29. google/evojax โญ 834
EvoJAX is a scalable, general purpose, hardware-accelerated neuroevolution toolkit built on the JAX library
30. eureka-research/DrEureka โญ 787
Official Repository for "DrEureka: Language Model Guided Sim-To-Real Transfer" (RSS 2024)
๐ [eureka-research.github.io/dr-eureka](https://eureka-research.github.io/dr-eureka/)
31. google-deepmind/concordia โญ 634
Concordia is a library to facilitate construction and use of generative agent-based models to simulate interactions of agents in grounded physical, social, or digital space.
32. ur-whitelab/chemcrow-public โญ 605
Chemcrow
33. ur-whitelab/chemcrow-runs โญ 65
ur-whitelab/chemcrow-runs
## Study
Miscellaneous study resources: algorithms, general resources, system design, code repos for textbooks, best practices, tutorials.
1. thealgorithms/Python โญ 192,531
All Algorithms implemented in Python
๐ [thealgorithms.github.io/python](https://thealgorithms.github.io/Python/)
2. microsoft/generative-ai-for-beginners โญ 64,338
21 Lessons, Get Started Building with Generative AI ๐ https://microsoft.github.io/generative-ai-for-beginners/
๐ [microsoft.github.io/generative-ai-for-beginners](https://microsoft.github.io/generative-ai-for-beginners/)
3. jakevdp/PythonDataScienceHandbook โญ 43,014
Python Data Science Handbook: full text in Jupyter Notebooks
๐ [jakevdp.github.io/pythondatasciencehandbook](http://jakevdp.github.io/PythonDataScienceHandbook)
4. mlabonne/llm-course โญ 38,190
Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.
๐ [mlabonne.github.io/blog](https://mlabonne.github.io/blog/)
5. rasbt/LLMs-from-scratch โญ 29,691
Implementing a ChatGPT-like LLM in PyTorch from scratch, step by step
๐ [mng.bz/oryv](https://mng.bz/orYv)
6. realpython/python-guide โญ 28,283
Python best practices guidebook, written for humans.
๐ [docs.python-guide.org](https://docs.python-guide.org)
7. christoschristofidis/awesome-deep-learning โญ 24,017
A curated list of awesome Deep Learning tutorials, projects and communities.
8. d2l-ai/d2l-en โญ 23,546
Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.
๐ [d2l.ai](https://D2L.ai)
9. wesm/pydata-book โญ 22,129
Materials and IPython notebooks for "Python for Data Analysis" by Wes McKinney, published by O'Reilly Media
10. microsoft/recommenders โญ 18,996
Best Practices on Recommendation Systems
๐ [recommenders-team.github.io/recommenders/intro.html](https://recommenders-team.github.io/recommenders/intro.html)
11. fchollet/deep-learning-with-python-notebooks โญ 18,653
Jupyter notebooks for the code samples of the book "Deep Learning with Python"
12. hannibal046/Awesome-LLM โญ 18,324
Awesome-LLM: a curated list of Large Language Model
13. graykode/nlp-tutorial โญ 14,133
Natural Language Processing Tutorial for Deep Learning Researchers
๐ [www.reddit.com/r/machinelearning/comments/amfinl/project_nlptutoral_repository_who_is_studying](https://www.reddit.com/r/MachineLearning/comments/amfinl/project_nlptutoral_repository_who_is_studying/)
14. naklecha/llama3-from-scratch โญ 13,575
llama3 implementation one matrix multiplication at a time
15. shangtongzhang/reinforcement-learning-an-introduction โญ 13,544
Python Implementation of Reinforcement Learning: An Introduction
16. karpathy/nn-zero-to-hero โญ 11,749
Neural Networks: Zero to Hero
17. eugeneyan/open-llms โญ 11,055
๐ A list of open LLMs available for commercial use.
18. mrdbourke/pytorch-deep-learning โญ 10,710
Materials for the Learn PyTorch for Deep Learning: Zero to Mastery course.
๐ [learnpytorch.io](https://learnpytorch.io)
19. rucaibox/LLMSurvey โญ 10,235
The official GitHub page for the survey paper "A Survey of Large Language Models".
๐ [arxiv.org/abs/2303.18223](https://arxiv.org/abs/2303.18223)
20. karpathy/micrograd โญ 10,232
A tiny scalar-valued autograd engine and a neural net library on top of it with PyTorch-like API
21. openai/spinningup โญ 10,081
An educational resource to help anyone learn deep reinforcement learning.
๐ [spinningup.openai.com](https://spinningup.openai.com/)
22. srush/GPU-Puzzles โญ 9,668
Teaching beginner GPU programming in a completely interactive fashion
23. mooler0410/LLMsPracticalGuide โญ 9,389
A curated list of practical guide resources of LLMs (LLMs Tree, Examples, Papers)
๐ [arxiv.org/abs/2304.13712v2](https://arxiv.org/abs/2304.13712v2)
24. nielsrogge/Transformers-Tutorials โญ 9,259
This repository contains demos I made with the Transformers library by HuggingFace.
25. zhanymkanov/fastapi-best-practices โญ 8,966
FastAPI Best Practices and Conventions we used at our startup
26. firmai/industry-machine-learning โญ 7,238
A curated list of applied machine learning and data science notebooks and libraries across different industries (by @firmai)
๐ [www.sov.ai](https://www.sov.ai/)
27. gkamradt/langchain-tutorials โญ 6,699
Overview and tutorial of the LangChain Library
28. udlbook/udlbook โญ 6,208
Understanding Deep Learning - Simon J.D. Prince
29. neetcode-gh/leetcode โญ 5,578
Leetcode solutions for NeetCode.io
30. roboflow/notebooks โญ 5,432
Examples and tutorials on using SOTA computer vision models and techniques. Learn everything from old-school ResNet, through YOLO and object-detection transformers like DETR, to the latest models like Grounding DINO and SAM.
๐ [roboflow.com/models](https://roboflow.com/models)
31. udacity/deep-learning-v2-pytorch โญ 5,288
Projects and exercises for the latest Deep Learning ND program https://www.udacity.com/course/deep-learning-nanodegree--nd101
32. mrdbourke/tensorflow-deep-learning โญ 5,204
All course materials for the Zero to Mastery Deep Learning with TensorFlow course.
๐ [dbourke.link/ztmtfcourse](https://dbourke.link/ZTMTFcourse)
33. alirezadir/Machine-Learning-Interviews โญ 4,646
This repo is meant to serve as a guide for Machine Learning/AI technical interviews.
34. timofurrer/awesome-asyncio โญ 4,590
A curated list of awesome Python asyncio frameworks, libraries, software and resources
35. zotroneneis/machine_learning_basics โญ 4,308
Plain python implementations of basic machine learning algorithms
36. huggingface/deep-rl-class โญ 3,864
This repo contains the syllabus of the Hugging Face Deep Reinforcement Learning Course.
37. promptslab/Awesome-Prompt-Engineering โญ 3,803
This repository contains a hand-curated resources for Prompt Engineering with a focus on Generative Pre-trained Transformer (GPT), ChatGPT, PaLM etc
๐ [discord.gg/m88xfymbk6](https://discord.gg/m88xfYMbK6)
38. huggingface/diffusion-models-class โญ 3,594
Materials for the Hugging Face Diffusion Models Course
39. rasbt/machine-learning-book โญ 3,471
Code Repository for Machine Learning with PyTorch and Scikit-Learn
๐ [sebastianraschka.com/books/#machine-learning-with-pytorch-and-scikit-learn](https://sebastianraschka.com/books/#machine-learning-with-pytorch-and-scikit-learn)
40. cosmicpython/book โญ 3,381
A Book about Pythonic Application Architecture Patterns for Managing Complexity. Cosmos is the Opposite of Chaos you see. O'R. wouldn't actually let us call it "Cosmic Python" tho.
๐ [www.cosmicpython.com](https://www.cosmicpython.com)
41. fluentpython/example-code-2e โญ 3,236
Example code for Fluent Python, 2nd edition (O'Reilly 2022)
๐ [amzn.to/3j48u2j](https://amzn.to/3J48u2J)
42. amanchadha/coursera-deep-learning-specialization โญ 3,107
Notes, programming assignments and quizzes from all courses within the Coursera Deep Learning specialization offered by deeplearning.ai: (i) Neural Networks and Deep Learning; (ii) Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization; (iii) Structuring Machine Learning Projects; (iv...
43. mrdbourke/zero-to-mastery-ml โญ 2,918
All course materials for the Zero to Mastery Machine Learning and Data Science course.
๐ [dbourke.link/ztmmlcourse](https://dbourke.link/ZTMmlcourse)
44. krzjoa/awesome-python-data-science โญ 2,563
Probably the best curated list of data science software in Python.
๐ [krzjoa.github.io/awesome-python-data-science](https://krzjoa.github.io/awesome-python-data-science)
45. gerdm/prml โญ 2,125
Repository of notes, code and notebooks in Python for the book Pattern Recognition and Machine Learning by Christopher Bishop
46. cgpotts/cs224u โญ 2,108
Code for CS224u: Natural Language Understanding
47. cerlymarco/MEDIUM_NoteBook โญ 2,079
Repository containing notebooks of my posts on Medium
48. trananhkma/fucking-awesome-python โญ 1,987
awesome-python with :octocat: โญ and ๐ด
49. huggingface/cookbook โญ 1,640
Community-driven practical examples of building AI applications and solving various tasks with AI using open-source tools and models.
๐ [huggingface.co/learn/cookbook](https://huggingface.co/learn/cookbook)
50. atcold/NYU-DLSP21 โญ 1,570
NYU Deep Learning Spring 2021
๐ [atcold.github.io/nyu-dlsp21](https://atcold.github.io/NYU-DLSP21/)
51. chandlerbang/awesome-self-supervised-gnn โญ 1,570
Papers about pretraining and self-supervised learning on Graph Neural Networks (GNN).
52. patrickloeber/MLfromscratch โญ 1,295
Machine Learning algorithm implementations from scratch.
53. davidadsp/Generative_Deep_Learning_2nd_Edition โญ 1,088
The official code repository for the second edition of the O'Reilly book Generative Deep Learning: Teaching Machines to Paint, Write, Compose and Play.
๐ [www.oreilly.com/library/view/generative-deep-learning/9781098134174](https://www.oreilly.com/library/view/generative-deep-learning/9781098134174/)
54. jackhidary/quantumcomputingbook โญ 797
Companion site for the textbook Quantum Computing: An Applied Approach
55. rasbt/LLM-workshop-2024 โญ 685
A 4-hour coding workshop to understand how LLMs are implemented and used
56. bayesianmodelingandcomputationinpython/BookCode_Edition1 โญ 500
Bayesian Modeling and Computation in Python: open-access version of the text and the code examples in the book
๐ [www.bayesiancomputationbook.com](https://www.bayesiancomputationbook.com)
57. dylanhogg/awesome-python โญ 313
๐ Hand-picked awesome Python libraries and frameworks, organised by category
๐ [www.awesomepython.org](https://www.awesomepython.org)
## Template
Template tools and libraries: cookiecutter repos, generators, quick-starts.
1. tiangolo/full-stack-fastapi-template โญ 26,917
Full stack, modern web application template. Using FastAPI, React, SQLModel, PostgreSQL, Docker, GitHub Actions, automatic HTTPS and more.
2. cookiecutter/cookiecutter โญ 22,489
A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python package projects, C projects.
๐ [pypi.org/project/cookiecutter](https://pypi.org/project/cookiecutter/)
3. drivendata/cookiecutter-data-science โญ 8,266
A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.
๐ [cookiecutter-data-science.drivendata.org](https://cookiecutter-data-science.drivendata.org/)
4. buuntu/fastapi-react โญ 2,214
๐ Cookiecutter Template for FastAPI + React Projects. Using PostgreSQL, SQLAlchemy, and Docker
5. pyscaffold/pyscaffold โญ 2,096
๐ Python project template generator with batteries included
๐ [pyscaffold.org](https://pyscaffold.org)
6. cjolowicz/cookiecutter-hypermodern-python โญ 1,811
Cookiecutter template for a Python package based on the Hypermodern Python article series.
๐ [cookiecutter-hypermodern-python.readthedocs.io](http://cookiecutter-hypermodern-python.readthedocs.io/)
7. tezromach/python-package-template โญ 1,087
๐ Your next Python package needs a bleeding-edge project structure.
8. martinheinz/python-project-blueprint โญ 957
Blueprint/Boilerplate For Python Projects
9. fmind/mlops-python-package โญ 647
Kickstart your MLOps initiative with a flexible, robust, and productive Python package.
๐ [fmind.github.io/mlops-python-package](https://fmind.github.io/mlops-python-package/)
## Terminal
Terminal and console tools and libraries: CLI tools, terminal based formatters, progress bars.
1. willmcgugan/rich โญ 49,244
Rich is a Python library for rich text and beautiful formatting in the terminal.
๐ [rich.readthedocs.io/en/latest](https://rich.readthedocs.io/en/latest/)
2. tqdm/tqdm โญ 28,539
:zap: A Fast, Extensible Progress Bar for Python and CLI
๐ [tqdm.github.io](https://tqdm.github.io)
3. google/python-fire โญ 26,979
Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.
4. willmcgugan/textual โญ 25,368
The lean application framework for Python. Build sophisticated user interfaces with a simple Python API. Run your apps in the terminal and a web browser.
๐ [textual.textualize.io](https://textual.textualize.io/)
5. pallets/click โญ 15,665
Python composable command line interface toolkit
๐ [click.palletsprojects.com](https://click.palletsprojects.com)
6. tiangolo/typer โญ 15,616
Typer, build great CLIs. Easy to code. Based on Python type hints.
๐ [typer.tiangolo.com](https://typer.tiangolo.com/)
7. saulpw/visidata โญ 7,862
A terminal spreadsheet multitool for discovering and arranging data
๐ [visidata.org](http://visidata.org)
8. tconbeer/harlequin โญ 3,679
The SQL IDE for Your Terminal.
๐ [harlequin.sh](https://harlequin.sh)
9. manrajgrover/halo โญ 2,891
๐ซ Beautiful spinners for terminal, IPython and Jupyter
10. urwid/urwid โญ 2,808
Console user interface library for Python (official repo)
๐ [urwid.org](urwid.org)
11. textualize/trogon โญ 2,473
Easily turn your Click CLI into a powerful terminal application
12. darrenburns/elia โญ 1,805
A snappy, keyboard-centric terminal user interface for interacting with large language models. Chat with ChatGPT, Claude, Llama 3, Phi 3, Mistral, Gemma and more.
13. tmbo/questionary โญ 1,544
Python library to build pretty command line user prompts โจEasy to use multi-select lists, confirmations, free text prompts ...
14. jazzband/prettytable โญ 1,372
Display tabular data in a visually appealing ASCII table format
๐ [pypi.org/project/prettytable](https://pypi.org/project/PrettyTable/)
15. 1j01/textual-paint โญ 943
:art: MS Paint in your terminal.
๐ [pypi.org/project/textual-paint](https://pypi.org/project/textual-paint/)
## Testing
Testing libraries: unit testing, load testing, acceptance testing, code coverage, browser automation, plugins.
1. mitmproxy/mitmproxy โญ 36,515
An interactive TLS-capable intercepting HTTP proxy for penetration testers and software developers.
๐ [mitmproxy.org](https://mitmproxy.org)
2. locustio/locust โญ 24,806
Write scalable load tests in plain Python ๐๐จ
๐ [locust.cloud](https://locust.cloud)
3. pytest-dev/pytest โญ 12,010
The pytest framework makes it easy to write small tests, yet scales to support complex functional testing
๐ [pytest.org](https://pytest.org)
4. microsoft/playwright-python โญ 11,701
Python version of the Playwright testing and automation library.
๐ [playwright.dev/python](https://playwright.dev/python/)
5. robotframework/robotframework โญ 9,775
Generic automation framework for acceptance testing and RPA
๐ [robotframework.org](http://robotframework.org)
6. getmoto/moto โญ 7,623
A library that allows you to easily mock out tests based on AWS infrastructure.
๐ [docs.getmoto.org/en/latest](http://docs.getmoto.org/en/latest/)
7. hypothesisworks/hypothesis โญ 7,554
Hypothesis is a powerful, flexible, and easy to use library for property-based testing.
๐ [hypothesis.works](https://hypothesis.works)
8. newsapps/beeswithmachineguns โญ 6,440
A utility for arming (creating) many bees (micro EC2 instances) to attack (load test) targets (web applications).
๐ [apps.chicagotribune.com](http://apps.chicagotribune.com/)
9. seleniumbase/SeleniumBase โญ 5,248
๐ Python's all-in-one framework for web crawling, scraping, testing, and reporting. Supports pytest. UC Mode provides stealth. Includes many tools.
๐ [seleniumbase.io](https://seleniumbase.io)
10. codium-ai/cover-agent โญ 4,281
CodiumAI Cover-Agent: An AI-Powered Tool for Automated Test Generation and Code Coverage Enhancement! ๐ป๐ค๐งช๐
๐ [www.codium.ai](https://www.codium.ai/)
11. spulec/freezegun โญ 4,169
Let your Python tests travel through time
12. getsentry/responses โญ 4,149
A utility for mocking out the Python Requests library.
13. tox-dev/tox โญ 3,665
Command line driven CI frontend and development task automation tool.
๐ [tox.wiki](https://tox.wiki)
14. confident-ai/deepeval โญ 3,296
The LLM Evaluation Framework
๐ [docs.confident-ai.com](https://docs.confident-ai.com/)
15. behave/behave โญ 3,176
BDD, Python style.
๐ [behave.readthedocs.io/en/latest](https://behave.readthedocs.io/en/latest/)
16. nedbat/coveragepy โญ 2,999
The code coverage tool for Python
๐ [coverage.readthedocs.io](https://coverage.readthedocs.io)
17. cobrateam/splinter โญ 2,718
splinter - python test framework for web applications
๐ [splinter.readthedocs.org/en/stable/index.html](http://splinter.readthedocs.org/en/stable/index.html)
18. kevin1024/vcrpy โญ 2,697
Automatically mock your HTTP interactions to simplify and speed up testing
19. pytest-dev/pytest-testinfra โญ 2,370
With Testinfra you can write unit tests in Python to test actual state of your servers configured by management tools like Salt, Ansible, Puppet, Chef and so on.
๐ [testinfra.readthedocs.io](https://testinfra.readthedocs.io)
20. pytest-dev/pytest-mock โญ 1,848
Thin-wrapper around the mock package for easier use with pytest
๐ [pytest-mock.readthedocs.io/en/latest](https://pytest-mock.readthedocs.io/en/latest/)
21. pytest-dev/pytest-cov โญ 1,753
Coverage plugin for pytest.
22. pytest-dev/pytest-xdist โญ 1,466
pytest plugin for distributed testing and loop-on-failures testing modes.
๐ [pytest-xdist.readthedocs.io](https://pytest-xdist.readthedocs.io)
23. pytest-dev/pytest-asyncio โญ 1,411
Asyncio support for pytest
๐ [pytest-asyncio.readthedocs.io](https://pytest-asyncio.readthedocs.io)
24. taverntesting/tavern โญ 1,025
A command-line tool and Python library and Pytest plugin for automated testing of RESTful APIs, with a simple, concise and flexible YAML-based syntax
๐ [taverntesting.github.io](https://taverntesting.github.io/)
## Machine Learning - Time Series
Machine learning and classical timeseries libraries: forecasting, seasonality, anomaly detection, econometrics.
1. facebook/prophet โญ 18,378
Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.
๐ [facebook.github.io/prophet](https://facebook.github.io/prophet)
2. blue-yonder/tsfresh โญ 8,402
Automatic extraction of relevant features from time series:
๐ [tsfresh.readthedocs.io](http://tsfresh.readthedocs.io)
3. unit8co/darts โญ 7,995
A python library for user-friendly forecasting and anomaly detection on time series.
๐ [unit8co.github.io/darts](https://unit8co.github.io/darts/)
4. sktime/sktime โญ 7,852
A unified framework for machine learning with time series
๐ [www.sktime.net](https://www.sktime.net)
5. facebookresearch/Kats โญ 4,914
Kats, a kit to analyze time series data, a lightweight, easy-to-use, generalizable, and extendable framework to perform time series analysis, from understanding the key statistics and characteristics, detecting change points and anomalies, to forecasting future trends.
6. awslabs/gluonts โญ 4,583
Probabilistic time series modeling in Python
๐ [ts.gluon.ai](https://ts.gluon.ai)
7. nixtla/statsforecast โญ 3,918
Lightning โก๏ธ fast forecasting with statistical and econometric models.
๐ [nixtlaverse.nixtla.io/statsforecast](https://nixtlaverse.nixtla.io/statsforecast)
8. google-research/timesfm โญ 3,693
TimesFM (Time Series Foundation Model) is a pretrained time-series foundation model developed by Google Research for time-series forecasting.
๐ [research.google/blog/a-decoder-only-foundation-model-for-time-series-forecasting](https://research.google/blog/a-decoder-only-foundation-model-for-time-series-forecasting/)
9. tdameritrade/stumpy โญ 3,651
STUMPY is a powerful and scalable Python library for modern time series analysis
๐ [stumpy.readthedocs.io/en/latest](https://stumpy.readthedocs.io/en/latest/)
10. salesforce/Merlion โญ 3,373
Merlion: A Machine Learning Framework for Time Series Intelligence
11. amazon-science/chronos-forecasting โญ 2,432
Chronos: Pretrained (Language) Models for Probabilistic Time Series Forecasting
๐ [arxiv.org/abs/2403.07815](https://arxiv.org/abs/2403.07815)
12. rjt1990/pyflux โญ 2,108
Open source time series library for Python
13. aistream-peelout/flow-forecast โญ 2,031
Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).
๐ [flow-forecast.atlassian.net/wiki/spaces/ff/overview](https://flow-forecast.atlassian.net/wiki/spaces/FF/overview)
14. uber/orbit โญ 1,867
A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.
๐ [orbit-ml.readthedocs.io/en/stable](https://orbit-ml.readthedocs.io/en/stable/)
15. alkaline-ml/pmdarima โญ 1,580
A statistical library designed to fill the void in Python's time series analysis capabilities, including the equivalent of R's auto.arima function.
๐ [www.alkaline-ml.com/pmdarima](https://www.alkaline-ml.com/pmdarima)
16. bashtage/arch โญ 1,334
ARCH models in Python
17. time-series-foundation-models/lag-llama โญ 1,226
Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting
18. winedarksea/AutoTS โญ 1,105
Automated Time Series Forecasting
19. autoviml/Auto_TS โญ 728
Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost Models on Time Series data sets with a Single Line of Code. Created by Ram Seshadri. Collaborators welcome.
20. google/temporian โญ 670
Temporian is an open-source Python library for preprocessing โก and feature engineering ๐ temporal data ๐ for machine learning applications ๐ค
๐ [temporian.readthedocs.io](https://temporian.readthedocs.io)
## Typing
Typing libraries: static and run-time type checking, annotations.
1. python/mypy โญ 18,336
Optional static typing for Python
๐ [www.mypy-lang.org](https://www.mypy-lang.org/)
2. microsoft/pyright โญ 13,267
Static Type Checker for Python
3. facebook/pyre-check โญ 6,841
Performant type-checking for python.
๐ [pyre-check.org](https://pyre-check.org/)
4. python-attrs/attrs โญ 5,268
Python Classes Without Boilerplate
๐ [www.attrs.org](https://www.attrs.org/)
5. instagram/MonkeyType โญ 4,760
A Python library that generates static type annotations by collecting runtime types
6. google/pytype โญ 4,754
A static type analyzer for Python code
๐ [google.github.io/pytype](https://google.github.io/pytype)
7. python/typeshed โญ 4,347
Collection of library stubs for Python, with static types
8. mtshiba/pylyzer โญ 2,427
A fast, feature-rich static code analyzer & language server for Python
๐ [mtshiba.github.io/pylyzer](http://mtshiba.github.io/pylyzer/)
9. microsoft/pylance-release โญ 1,706
Fast, feature-rich language support for Python. Documentation and issues for Pylance.
10. agronholm/typeguard โญ 1,518
Run-time type checker for Python
11. patrick-kidger/torchtyping โญ 1,396
Type annotations and dynamic checking for a tensor's shape, dtype, names, etc.
12. robertcraigie/pyright-python โญ 174
Python command line wrapper for pyright, a static type checker
๐ [pypi.org/project/pyright](https://pypi.org/project/pyright/)
## Utility
General utility libraries: miscellaneous tools, linters, code formatters, version management, package tools, documentation tools.
1. yt-dlp/yt-dlp โญ 85,193
A feature-rich command-line audio/video downloader
๐ [discord.gg/h5mncfw63r](https://discord.gg/H5MNcFW63r)
2. home-assistant/core โญ 72,650
๐ก Open source home automation that puts local control and privacy first.
๐ [www.home-assistant.io](https://www.home-assistant.io)
3. python/cpython โญ 63,076
The Python programming language
๐ [www.python.org](https://www.python.org)
4. localstack/localstack โญ 55,940
๐ป A fully functional local AWS cloud stack. Develop and test your cloud & Serverless apps offline
๐ [localstack.cloud](https://localstack.cloud)
5. faif/python-patterns โญ 40,358
A collection of design patterns/idioms in Python
6. mingrammer/diagrams โญ 37,501
:art: Diagram as Code for prototyping cloud system architectures
๐ [diagrams.mingrammer.com](https://diagrams.mingrammer.com)
7. ggerganov/whisper.cpp โญ 35,110
Port of OpenAI's Whisper model in C/C++
8. keon/algorithms โญ 23,998
Minimal examples of data structures and algorithms in Python
9. modularml/mojo โญ 23,085
The Mojo Programming Language
๐ [docs.modular.com/mojo/manual](https://docs.modular.com/mojo/manual/)
10. norvig/pytudes โญ 22,768
Python programs, usually short, of considerable difficulty, to perfect particular skills.
11. openai/openai-python โญ 22,559
The official Python library for the OpenAI API
๐ [pypi.org/project/openai](https://pypi.org/project/openai/)
12. pydantic/pydantic โญ 20,840
Data validation using Python type hints
๐ [docs.pydantic.dev](https://docs.pydantic.dev)
13. facebookresearch/audiocraft โญ 20,791
Audiocraft is a library for audio processing and generation with deep learning. It features the state-of-the-art EnCodec audio compressor / tokenizer, along with MusicGen, a simple and controllable music generation LM with textual and melodic conditioning.
14. squidfunk/mkdocs-material โญ 20,649
Documentation that simply works
๐ [squidfunk.github.io/mkdocs-material](https://squidfunk.github.io/mkdocs-material/)
15. chriskiehl/Gooey โญ 20,621
Turn (almost) any Python command line program into a full GUI application with one line
16. paul-gauthier/aider โญ 20,611
Aider is a command line tool that lets you pair program with LLMs, to edit code stored in your local git repository
๐ [aider.chat](https://aider.chat/)
17. delgan/loguru โญ 19,753
Python logging made (stupidly) simple
18. micropython/micropython โญ 19,271
MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems
๐ [micropython.org](https://micropython.org)
19. mkdocs/mkdocs โญ 19,264
Project documentation with Markdown.
๐ [www.mkdocs.org](https://www.mkdocs.org)
20. rustpython/RustPython โญ 19,071
A Python Interpreter written in Rust
๐ [rustpython.github.io](https://rustpython.github.io)
21. blakeblackshear/frigate โญ 18,748
NVR with realtime local object detection for IP cameras
๐ [frigate.video](https://frigate.video)
22. kivy/kivy โญ 17,629
Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS
๐ [kivy.org](https://kivy.org)
23. higherorderco/Bend โญ 17,320
A massively parallel, high-level programming language
๐ [higherorderco.com](https://higherorderco.com)
24. ipython/ipython โญ 16,286
Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.
๐ [ipython.readthedocs.org](https://ipython.readthedocs.org)
25. alievk/avatarify-python โญ 16,261
Avatars for Zoom, Skype and other video-conferencing apps.
26. openai/triton โญ 13,096
Development repository for the Triton language and compiler
๐ [triton-lang.org](https://triton-lang.org/)
27. zulko/moviepy โญ 12,485
Video editing with Python
๐ [zulko.github.io/moviepy](https://zulko.github.io/moviepy/)
28. pytube/pytube โญ 12,206
A lightweight, dependency-free Python library (and command-line utility) for downloading YouTube Videos.
๐ [pytube.io](https://pytube.io)
29. python-pillow/Pillow โญ 12,194
The Python Imaging Library adds image processing capabilities to Python (Pillow is the friendly PIL fork)
๐ [python-pillow.org](https://python-pillow.org)
30. pyo3/pyo3 โญ 12,165
Rust bindings for the Python interpreter
๐ [pyo3.rs](https://pyo3.rs)
31. pyodide/pyodide โญ 12,154
Pyodide is a Python distribution for the browser and Node.js based on WebAssembly
๐ [pyodide.org/en/stable](https://pyodide.org/en/stable/)
32. nuitka/Nuitka โญ 11,875
Nuitka is a Python compiler written in Python. It's fully compatible with Python 2.6, 2.7, 3.4-3.12. You feed it your Python app, it does a lot of clever things, and spits out an executable or extension module.
๐ [nuitka.net](http://nuitka.net)
33. caronc/apprise โญ 11,809
Apprise - Push Notifications that work with just about every platform!
๐ [hub.docker.com/r/caronc/apprise](https://hub.docker.com/r/caronc/apprise)
34. dbader/schedule โญ 11,798
Python job scheduling for humans.
๐ [schedule.readthedocs.io](https://schedule.readthedocs.io/)
35. ninja-build/ninja โญ 11,160
Ninja is a small build system with a focus on speed.
๐ [ninja-build.org](https://ninja-build.org/)
36. secdev/scapy โญ 10,685
Scapy: the Python-based interactive packet manipulation program & library.
๐ [scapy.net](https://scapy.net)
37. magicstack/uvloop โญ 10,367
Ultra fast asyncio event loop.
38. pallets/jinja โญ 10,299
A very fast and expressive template engine.
๐ [jinja.palletsprojects.com](https://jinja.palletsprojects.com)
39. asweigart/pyautogui โญ 10,288
A cross-platform GUI automation Python module for human beings. Used to programmatically control the mouse & keyboard.
40. aristocratos/bpytop โญ 10,138
Linux/OSX/FreeBSD resource monitor
41. cython/cython โญ 9,457
The most widely used Python to C compiler
๐ [cython.org](https://cython.org)
42. aws/serverless-application-model โญ 9,344
The AWS Serverless Application Model (AWS SAM) transform is a AWS CloudFormation macro that transforms SAM templates into CloudFormation templates.
๐ [aws.amazon.com/serverless/sam](https://aws.amazon.com/serverless/sam)
43. paramiko/paramiko โญ 9,091
The leading native Python SSHv2 protocol library.
๐ [paramiko.org](http://paramiko.org)
44. boto/boto3 โญ 9,029
AWS SDK for Python
๐ [aws.amazon.com/sdk-for-python](https://aws.amazon.com/sdk-for-python/)
45. facebookresearch/hydra โญ 8,727
Hydra is a framework for elegantly configuring complex applications
๐ [hydra.cc](https://hydra.cc)
46. arrow-py/arrow โญ 8,710
๐น Better dates & times for Python
๐ [arrow.readthedocs.io](https://arrow.readthedocs.io)
47. xonsh/xonsh โญ 8,376
:shell: Python-powered shell. Full-featured and cross-platform.
๐ [xon.sh](http://xon.sh)
48. py-pdf/pypdf โญ 8,213
A pure-python PDF library capable of splitting, merging, cropping, and transforming the pages of PDF files
๐ [pypdf.readthedocs.io/en/latest](https://pypdf.readthedocs.io/en/latest/)
49. eternnoir/pyTelegramBotAPI โญ 8,072
Python Telegram bot api.
50. kellyjonbrazil/jc โญ 7,861
CLI tool and python library that converts the output of popular command-line tools, file-types, and common strings to JSON, YAML, or Dictionaries. This allows piping of output to tools like jq and simplifying automation scripts.
51. googleapis/google-api-python-client โญ 7,710
๐ The official Python client library for Google's discovery based APIs.
๐ [googleapis.github.io/google-api-python-client/docs](https://googleapis.github.io/google-api-python-client/docs/)
52. theskumar/python-dotenv โญ 7,593
Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications following the 12-factor principles.
๐ [saurabh-kumar.com/python-dotenv](https://saurabh-kumar.com/python-dotenv/)
53. jasonppy/VoiceCraft โญ 7,584
Zero-Shot Speech Editing and Text-to-Speech in the Wild
54. googlecloudplatform/python-docs-samples โญ 7,431
Code samples used on cloud.google.com
55. google/latexify_py โญ 7,205
A library to generate LaTeX expression from Python code.
56. marshmallow-code/marshmallow โญ 7,022
A lightweight library for converting complex objects to and from simple Python datatypes.
๐ [marshmallow.readthedocs.io](https://marshmallow.readthedocs.io/)
57. pygithub/PyGithub โญ 6,961
Typed interactions with the GitHub API v3
๐ [pygithub.readthedocs.io](https://pygithub.readthedocs.io/)
58. hugapi/hug โญ 6,860
Embrace the APIs of the future. Hug aims to make developing APIs as simple as possible, but no simpler.
59. icloud-photos-downloader/icloud_photos_downloader โญ 6,755
A command-line tool to download photos from iCloud
60. jd/tenacity โญ 6,649
Retrying library for Python
๐ [tenacity.readthedocs.io](http://tenacity.readthedocs.io)
61. pyca/cryptography โญ 6,630
cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.
๐ [cryptography.io](https://cryptography.io)
62. gorakhargosh/watchdog โญ 6,559
Python library and shell utilities to monitor filesystem events.
๐ [packages.python.org/watchdog](http://packages.python.org/watchdog/)
63. openai/point-e โญ 6,503
Point cloud diffusion for 3D model synthesis
64. sphinx-doc/sphinx โญ 6,497
The Sphinx documentation generator
๐ [www.sphinx-doc.org](https://www.sphinx-doc.org/)
65. bndr/pipreqs โญ 6,404
pipreqs - Generate pip requirements.txt file based on imports of any project. Looking for maintainers to move this project forward.
66. sdispater/pendulum โญ 6,218
Python datetimes made easy
๐ [pendulum.eustace.io](https://pendulum.eustace.io)
67. agronholm/apscheduler โญ 6,214
Task scheduling library for Python
68. timdettmers/bitsandbytes โญ 6,176
Accessible large language models via k-bit quantization for PyTorch.
๐ [huggingface.co/docs/bitsandbytes/main/en/index](https://huggingface.co/docs/bitsandbytes/main/en/index)
69. ijl/orjson โญ 6,174
Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy
70. scikit-image/scikit-image โญ 6,069
Image processing in Python
๐ [scikit-image.org](https://scikit-image.org)
71. wireservice/csvkit โญ 5,995
A suite of utilities for converting to and working with CSV, the king of tabular file formats.
๐ [csvkit.readthedocs.io](https://csvkit.readthedocs.io)
72. pdfminer/pdfminer.six โญ 5,890
Community maintained fork of pdfminer - we fathom PDF
๐ [pdfminersix.readthedocs.io](https://pdfminersix.readthedocs.io)
73. pytransitions/transitions โญ 5,711
A lightweight, object-oriented finite state machine implementation in Python with many extensions
74. rsalmei/alive-progress โญ 5,484
A new kind of Progress Bar, with real-time throughput, ETA, and very cool animations!
75. buildbot/buildbot โญ 5,251
Python-based continuous integration testing framework; your pull requests are more than welcome!
๐ [www.buildbot.net](https://www.buildbot.net)
76. prompt-toolkit/ptpython โญ 5,218
A better Python REPL
77. spotify/pedalboard โญ 5,182
๐ ๐ A Python library for audio.
๐ [spotify.github.io/pedalboard](https://spotify.github.io/pedalboard)
78. pycqa/pycodestyle โญ 5,031
Simple Python style checker in one Python file
๐ [pycodestyle.pycqa.org](https://pycodestyle.pycqa.org)
79. pywinauto/pywinauto โญ 4,938
Windows GUI Automation with Python (based on text properties)
๐ [pywinauto.github.io](http://pywinauto.github.io/)
80. tebelorg/RPA-Python โญ 4,902
Python package for doing RPA
81. jorgebastida/awslogs โญ 4,845
AWS CloudWatch logs for Humansโข
82. pytoolz/toolz โญ 4,677
A functional standard library for Python.
๐ [toolz.readthedocs.org](http://toolz.readthedocs.org/)
83. hhatto/autopep8 โญ 4,573
A tool that automatically formats Python code to conform to the PEP 8 style guide.
๐ [pypi.org/project/autopep8](https://pypi.org/project/autopep8/)
84. pyinvoke/invoke โญ 4,391
Pythonic task management & command execution.
๐ [pyinvoke.org](http://pyinvoke.org)
85. bogdanp/dramatiq โญ 4,301
A fast and reliable background task processing library for Python 3.
๐ [dramatiq.io](https://dramatiq.io)
86. ashleve/lightning-hydra-template โญ 4,184
PyTorch Lightning + Hydra. A very user-friendly template for ML experimentation. โก๐ฅโก
87. adafruit/circuitpython โญ 4,089
CircuitPython - a Python implementation for teaching coding with microcontrollers
๐ [circuitpython.org](https://circuitpython.org)
88. evhub/coconut โญ 4,080
Coconut (coconut-lang.org) is a variant of Python that adds on top of Python syntax new features for simple, elegant, Pythonic functional programming.
๐ [coconut-lang.org](http://coconut-lang.org)
89. blealtan/efficient-kan โญ 3,990
An efficient pure-PyTorch implementation of Kolmogorov-Arnold Network (KAN).
90. miguelgrinberg/python-socketio โญ 3,979
Python Socket.IO server and client
91. ets-labs/python-dependency-injector โญ 3,901
Dependency injection framework for Python
๐ [python-dependency-injector.ets-labs.org](https://python-dependency-injector.ets-labs.org/)
92. pyinfra-dev/pyinfra โญ 3,884
pyinfra turns Python code into shell commands and runs them on your servers. Execute ad-hoc commands and write declarative operations. Target SSH servers, local machine and Docker containers. Fast and scales from one server to thousands.
๐ [pyinfra.com](https://pyinfra.com)
93. joblib/joblib โญ 3,846
Computing with Python functions.
๐ [joblib.readthedocs.org](http://joblib.readthedocs.org)
94. pyo3/maturin โญ 3,829
Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
๐ [maturin.rs](https://maturin.rs)
95. rspeer/python-ftfy โญ 3,795
Fixes mojibake and other glitches in Unicode text, after the fact.
๐ [ftfy.readthedocs.org](http://ftfy.readthedocs.org)
96. python-markdown/markdown โญ 3,775
A Python implementation of John Gruberโs Markdown with Extension support.
๐ [python-markdown.github.io](https://python-markdown.github.io/)
97. more-itertools/more-itertools โญ 3,719
More routines for operating on iterables, beyond itertools
๐ [more-itertools.rtfd.io](https://more-itertools.rtfd.io)
98. zeromq/pyzmq โญ 3,701
PyZMQ: Python bindings for zeromq
๐ [zguide.zeromq.org/py:all](http://zguide.zeromq.org/py:all)
99. pydata/xarray โญ 3,589
N-D labeled arrays and datasets in Python
๐ [xarray.dev](https://xarray.dev)
100. pypi/warehouse โญ 3,581
The Python Package Index
๐ [pypi.org](https://pypi.org)
101. tartley/colorama โญ 3,545
Simple cross-platform colored terminal text in Python
102. hynek/structlog โญ 3,514
Simple, powerful, and fast logging for Python.
๐ [www.structlog.org](https://www.structlog.org/)
103. osohq/oso โญ 3,473
Deprecated: See README
104. spotify/basic-pitch โญ 3,409
A lightweight yet powerful audio-to-MIDI converter with pitch bend detection
๐ [basicpitch.io](https://basicpitch.io)
105. jorisschellekens/borb โญ 3,385
borb is a library for reading, creating and manipulating PDF files in python.
๐ [borbpdf.com](https://borbpdf.com/)
106. suor/funcy โญ 3,364
A fancy and practical functional tools
107. pyserial/pyserial โญ 3,227
Python serial port access library
108. camelot-dev/camelot โญ 2,976
A Python library to extract tabular data from PDFs
๐ [camelot-py.readthedocs.io](https://camelot-py.readthedocs.io)
109. legrandin/pycryptodome โญ 2,821
A self-contained cryptographic library for Python
๐ [www.pycryptodome.org](https://www.pycryptodome.org)
110. tox-dev/pipdeptree โญ 2,795
A command line utility to display dependency tree of the installed Python packages
๐ [pypi.python.org/pypi/pipdeptree](https://pypi.python.org/pypi/pipdeptree)
111. libaudioflux/audioFlux โญ 2,784
A library for audio and music analysis, feature extraction.
๐ [audioflux.top](https://audioflux.top)
112. lxml/lxml โญ 2,686
The lxml XML toolkit for Python
๐ [lxml.de](https://lxml.de/)
113. liiight/notifiers โญ 2,669
The easy way to send notifications
๐ [notifiers.readthedocs.io](http://notifiers.readthedocs.io/)
114. whylabs/whylogs โญ 2,645
An open-source data logging library for machine learning models and data pipelines. ๐ Provides visibility into data quality & model performance over time. ๐ก๏ธ Supports privacy-preserving data collection, ensuring safety & robustness. ๐
๐ [whylogs.readthedocs.io](https://whylogs.readthedocs.io/)
115. pexpect/pexpect โญ 2,603
A Python module for controlling interactive programs in a pseudo-terminal
๐ [pexpect.readthedocs.io](http://pexpect.readthedocs.io/)
116. litl/backoff โญ 2,598
Python library providing function decorators for configurable backoff and retry
117. cdgriffith/Box โญ 2,575
Python dictionaries with advanced dot notation access
๐ [github.com/cdgriffith/box/wiki](https://github.com/cdgriffith/Box/wiki)
118. yaml/pyyaml โญ 2,548
Canonical source repository for PyYAML
119. scrapinghub/dateparser โญ 2,547
python parser for human readable dates
120. pyston/pyston โญ 2,504
(No longer maintained) A faster and highly-compatible implementation of the Python programming language.
๐ [www.pyston.org](https://www.pyston.org/)
121. pypa/setuptools โญ 2,499
Official project repository for the Setuptools build system
๐ [pypi.org/project/setuptools](https://pypi.org/project/setuptools/)
122. dosisod/refurb โญ 2,481
A tool for refurbishing and modernizing Python codebases
123. nschloe/tikzplotlib โญ 2,405
๐ Save matplotlib figures as TikZ/PGFplots for smooth integration into LaTeX.
124. hgrecco/pint โญ 2,396
Operate and manipulate physical quantities in Python
๐ [pint.readthedocs.org](http://pint.readthedocs.org/)
125. dateutil/dateutil โญ 2,355
Useful extensions to the standard Python datetime features
126. grantjenks/python-diskcache โญ 2,353
Python disk-backed cache (Django-compatible). Faster than Redis and Memcached. Pure-Python.
๐ [www.grantjenks.com/docs/diskcache](http://www.grantjenks.com/docs/diskcache/)
127. jcrist/msgspec โญ 2,332
A fast serialization and validation library, with builtin support for JSON, MessagePack, YAML, and TOML
๐ [jcristharif.com/msgspec](https://jcristharif.com/msgspec/)
128. tkem/cachetools โญ 2,330
Various memoizing collections and decorators, including variants of the Python Standard Library's @lru_cache function decorator
129. pndurette/gTTS โญ 2,296
Python library and CLI tool to interface with Google Translate's text-to-speech API
๐ [gtts.readthedocs.org](http://gtts.readthedocs.org/)
130. kiminewt/pyshark โญ 2,226
Python wrapper for tshark, allowing python packet parsing using wireshark dissectors
131. pyparsing/pyparsing โญ 2,208
Python library for creating PEG parsers
132. ianmiell/shutit โญ 2,151
Automation framework for programmers
๐ [ianmiell.github.io/shutit](http://ianmiell.github.io/shutit/)
133. astanin/python-tabulate โญ 2,148
Pretty-print tabular data in Python, a library and a command-line utility. Repository migrated from bitbucket.org/astanin/python-tabulate.
๐ [pypi.org/project/tabulate](https://pypi.org/project/tabulate/)
134. nateshmbhat/pyttsx3 โญ 2,112
Offline Text To Speech synthesis for python
135. rhettbull/osxphotos โญ 2,092
Python app to work with pictures and associated metadata from Apple Photos on macOS. Also includes a package to provide programmatic access to the Photos library, pictures, and metadata.
136. pydantic/logfire โญ 2,075
Uncomplicated Observability for Python and beyond! ๐ชต๐ฅ
๐ [logfire.pydantic.dev/docs](https://logfire.pydantic.dev/docs/)
137. google/gin-config โญ 2,054
Gin provides a lightweight configuration framework for Python
138. grahamdumpleton/wrapt โญ 2,050
A Python module for decorators, wrappers and monkey patching.
139. seperman/deepdiff โญ 2,018
DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents. Delta: Use deltas to reconstruct objects by adding deltas together.
๐ [zepworks.com](http://zepworks.com)
140. pyfilesystem/pyfilesystem2 โญ 1,990
Python's Filesystem abstraction layer
๐ [www.pyfilesystem.org](https://www.pyfilesystem.org)
141. omry/omegaconf โญ 1,956
Flexible Python configuration system. The last one you will ever need.
142. python-rope/rope โญ 1,945
a python refactoring library
143. landscapeio/prospector โญ 1,944
Inspects Python source files and provides information about type and location of classes, methods etc
144. mitmproxy/pdoc โญ 1,942
API Documentation for Python Projects
๐ [pdoc.dev](https://pdoc.dev)
145. julienpalard/Pipe โญ 1,939
A Python library to use infix notation in Python
146. numba/llvmlite โญ 1,914
A lightweight LLVM python binding for writing JIT compilers
๐ [llvmlite.pydata.org](https://llvmlite.pydata.org/)
147. carpedm20/emoji โญ 1,887
emoji terminal output for Python
148. chaostoolkit/chaostoolkit โญ 1,887
Chaos Engineering Toolkit & Orchestration for Developers
๐ [chaostoolkit.org](https://chaostoolkit.org)
149. pydoit/doit โญ 1,861
CLI task management & automation tool
๐ [pydoit.org](http://pydoit.org)
150. pygments/pygments โญ 1,810
Pygments is a generic syntax highlighter written in Python
๐ [pygments.org](http://pygments.org/)
151. joowani/binarytree โญ 1,808
Python Library for Studying Binary Trees
๐ [binarytree.readthedocs.io](http://binarytree.readthedocs.io)
152. hbldh/bleak โญ 1,781
A cross platform Bluetooth Low Energy Client for Python using asyncio
153. open-telemetry/opentelemetry-python โญ 1,774
OpenTelemetry Python API and SDK
๐ [opentelemetry.io](https://opentelemetry.io)
154. p0dalirius/Coercer โญ 1,774
A python script to automatically coerce a Windows server to authenticate on an arbitrary machine through 12 methods.
๐ [podalirius.net](https://podalirius.net/)
155. konradhalas/dacite โญ 1,747
Simple creation of data classes from dictionaries.
156. home-assistant/supervisor โญ 1,746
๐ก Home Assistant Supervisor
๐ [home-assistant.io/hassio](https://home-assistant.io/hassio/)
157. samuelcolvin/watchfiles โญ 1,742
Simple, modern and fast file watching and code reload in Python.
๐ [watchfiles.helpmanual.io](https://watchfiles.helpmanual.io)
158. rubik/radon โญ 1,724
Various code metrics for Python code
๐ [radon.readthedocs.org](http://radon.readthedocs.org/)
159. kalliope-project/kalliope โญ 1,718
Kalliope is a framework that will help you to create your own personal assistant.
๐ [kalliope-project.github.io](https://kalliope-project.github.io/)
160. mkdocstrings/mkdocstrings โญ 1,709
๐ Automatic documentation from sources, for MkDocs.
๐ [mkdocstrings.github.io](https://mkdocstrings.github.io/)
161. quodlibet/mutagen โญ 1,546
Python module for handling audio metadata
๐ [mutagen.readthedocs.io](https://mutagen.readthedocs.io)
162. instagram/LibCST โญ 1,538
A concrete syntax tree parser and serializer library for Python that preserves many aspects of Python's abstract syntax tree
๐ [libcst.readthedocs.io](https://libcst.readthedocs.io/)
163. facebookincubator/Bowler โญ 1,535
Safe code refactoring for modern Python.
๐ [pybowler.io](https://pybowler.io/)
164. nficano/python-lambda โญ 1,501
A toolkit for developing and deploying serverless Python code in AWS Lambda.
165. lcompilers/lpython โญ 1,500
Python compiler
๐ [lpython.org](https://lpython.org/)
166. fabiocaccamo/python-benedict โญ 1,495
๐ dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist, query-string, toml, xls, xml, yaml), s3 support and many utilities.
167. aws-samples/aws-glue-samples โญ 1,432
AWS Glue code samples
168. anthropics/anthropic-sdk-python โญ 1,395
SDK providing access to Anthropic's safety-first language model APIs
169. lidatong/dataclasses-json โญ 1,368
Easily serialize Data Classes to and from JSON
170. ossf/criticality_score โญ 1,320
Gives criticality score for an open source project
171. brandon-rhodes/python-patterns โญ 1,318
Source code behind the python-patterns.guide site by Brandon Rhodes
172. aio-libs/yarl โญ 1,317
Yet another URL library
๐ [yarl.aio-libs.org](https://yarl.aio-libs.org)
173. oracle/graalpython โญ 1,234
A high-performance embeddable Python 3 runtime for Java
๐ [www.graalvm.org/python](https://www.graalvm.org/python/)
174. pdoc3/pdoc โญ 1,128
๐ :arrow_right: ๐ Auto-generate API documentation for Python projects
๐ [pdoc3.github.io/pdoc](https://pdoc3.github.io/pdoc/)
175. pyo3/rust-numpy โญ 1,118
PyO3-based Rust bindings of the NumPy C-API
176. pyfpdf/fpdf2 โญ 1,094
Simple PDF generation for Python
๐ [py-pdf.github.io/fpdf2](https://py-pdf.github.io/fpdf2/)
177. c4urself/bump2version โญ 1,056
Version-bump your software with a single command
๐ [pypi.python.org/pypi/bump2version](https://pypi.python.org/pypi/bump2version)
178. metachris/logzero โญ 1,028
Robust and effective logging for Python 2 and 3.
๐ [logzero.readthedocs.io](https://logzero.readthedocs.io)
179. fsspec/filesystem_spec โญ 1,014
A specification that python filesystems should adhere to.
180. milvus-io/pymilvus โญ 1,003
Python SDK for Milvus.
181. pypy/pypy โญ 990
PyPy is a very fast and compliant implementation of the Python language.
๐ [pypy.org](https://pypy.org)
182. fastai/fastcore โญ 968
Python supercharged for the fastai library
๐ [fastcore.fast.ai](http://fastcore.fast.ai)
183. lastmile-ai/aiconfig โญ 946
AIConfig saves prompts, models and model parameters as source control friendly configs. This allows you to iterate on prompts and model parameters separately from your application code.
๐ [aiconfig.lastmileai.dev](https://aiconfig.lastmileai.dev)
184. ariebovenberg/whenever โญ 861
โฐ Modern datetime library for Python
๐ [whenever.rtfd.io](https://whenever.rtfd.io)
185. barracuda-fsh/pyobd โญ 842
An OBD-II compliant car diagnostic tool
186. samuelcolvin/dirty-equals โญ 797
Doing dirty (but extremely useful) things with equals.
๐ [dirty-equals.helpmanual.io](https://dirty-equals.helpmanual.io)
187. qdrant/qdrant-client โญ 760
Python client for Qdrant vector search engine
๐ [qdrant.tech](https://qdrant.tech)
188. pypa/build โญ 738
A simple, correct Python build frontend
๐ [build.pypa.io](https://build.pypa.io)
189. open-telemetry/opentelemetry-python-contrib โญ 722
OpenTelemetry instrumentation for Python modules
๐ [opentelemetry.io](https://opentelemetry.io)
190. modal-labs/modal-examples โญ 712
Examples of programs built using Modal
๐ [modal.com/docs](https://modal.com/docs)
191. gefyrahq/gefyra โญ 685
Blazingly-fast ๐, rock-solid, local application development :arrow_right: with Kubernetes.
๐ [gefyra.dev](https://gefyra.dev)
192. instagram/Fixit โญ 669
Advanced Python linting framework with auto-fixes and hierarchical configuration that makes it easy to write custom in-repo lint rules.
๐ [fixit.rtfd.io/en/latest](https://fixit.rtfd.io/en/latest/)
193. fastai/ghapi โญ 613
A delightful and complete interface to GitHub's amazing API
๐ [ghapi.fast.ai](https://ghapi.fast.ai/)
194. juanbindez/pytubefix โญ 595
Python3 library for downloading YouTube Videos.
๐ [pytubefix.rtfd.io](http://pytubefix.rtfd.io/)
195. argoproj-labs/hera โญ 588
Hera makes Python code easy to orchestrate on Argo Workflows through native Python integrations. It lets you construct and submit your Workflows entirely in Python. โญ๏ธ Remember to star!
๐ [hera.rtfd.io](https://hera.rtfd.io)
196. platformdirs/platformdirs โญ 584
A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
๐ [platformdirs.readthedocs.io](https://platformdirs.readthedocs.io)
197. methexis-inc/terminal-copilot โญ 572
A smart terminal assistant that helps you find the right command.
198. google/pyglove โญ 560
Manipulating Python Programs
199. steamship-core/steamship-langchain โญ 512
steamship-langchain
## Vizualisation
Vizualisation tools and libraries. Application frameworks, 2D/3D plotting, dashboards, WebGL.
1. apache/superset โญ 62,331
Apache Superset is a Data Visualization and Data Exploration Platform
๐ [superset.apache.org](https://superset.apache.org/)
2. streamlit/streamlit โญ 35,205
Streamlit โ A faster way to build and share data apps.
๐ [streamlit.io](https://streamlit.io)
3. gradio-app/gradio โญ 33,280
Build and share delightful machine learning apps, all in Python. ๐ Star to support our work!
๐ [www.gradio.app](http://www.gradio.app)
4. plotly/dash โญ 21,344
Data Apps & Dashboards for Python. No JavaScript Required.
๐ [plotly.com/dash](https://plotly.com/dash)
5. matplotlib/matplotlib โญ 20,159
matplotlib: plotting with Python
๐ [matplotlib.org/stable](https://matplotlib.org/stable/)
6. bokeh/bokeh โญ 19,295
Interactive Data Visualization in the browser, from Python
๐ [bokeh.org](https://bokeh.org)
7. plotly/plotly.py โญ 16,147
The interactive graphing library for Python โจ This project now includes Plotly Express!
๐ [plotly.com/python](https://plotly.com/python/)
8. mwaskom/seaborn โญ 12,488
Statistical data visualization in Python
๐ [seaborn.pydata.org](https://seaborn.pydata.org)
9. visgl/deck.gl โญ 12,194
WebGL2 powered visualization framework
๐ [deck.gl](https://deck.gl)
10. marceloprates/prettymaps โญ 11,136
A small set of Python functions to draw pretty maps from OpenStreetMap data. Based on osmnx, matplotlib and shapely libraries.
11. altair-viz/altair โญ 9,282
Declarative statistical visualization library for Python
๐ [altair-viz.github.io](https://altair-viz.github.io/)
12. nvidia/TensorRT-LLM โญ 8,444
TensorRT-LLM provides users with an easy-to-use Python API to define Large Language Models (LLMs) and build TensorRT engines that contain state-of-the-art optimizations to perform inference efficiently on NVIDIA GPUs. TensorRT-LLM also contains components to create Python and C++ runtimes that execute those TensorRT...
๐ [nvidia.github.io/tensorrt-llm](https://nvidia.github.io/TensorRT-LLM)
13. lux-org/lux โญ 5,164
Automatically visualize your pandas dataframe via a single print! ๐ ๐ก
14. renpy/renpy โญ 4,990
The Ren'Py Visual Novel Engine
๐ [www.renpy.org](http://www.renpy.org/)
15. man-group/dtale โญ 4,746
Visualizer for pandas data structures
๐ [alphatechadmin.pythonanywhere.com](http://alphatechadmin.pythonanywhere.com)
16. holoviz/panel โญ 4,727
Panel: The powerful data exploration & web app framework for Python
๐ [panel.holoviz.org](https://panel.holoviz.org)
17. has2k1/plotnine โญ 4,006
A Grammar of Graphics for Python
๐ [plotnine.org](https://plotnine.org)
18. residentmario/missingno โญ 3,933
missingno provides a small toolset of flexible and easy-to-use missing data visualizations and utilities that allows you to get a quick visual summary of the completeness (or lack thereof) of your dataset.
19. pyqtgraph/pyqtgraph โญ 3,882
Fast data visualization and GUI tools for scientific / engineering applications
๐ [www.pyqtgraph.org](https://www.pyqtgraph.org)
20. vispy/vispy โญ 3,309
Main repository for Vispy
๐ [vispy.org](http://vispy.org)
21. ml-tooling/opyrator โญ 3,076
๐ช Turns your machine learning code into microservices with web API, interactive GUI, and more.
๐ [opyrator-playground.mltooling.org](https://opyrator-playground.mltooling.org)
22. netflix/flamescope โญ 3,017
FlameScope is a visualization tool for exploring different time ranges as Flame Graphs.
23. facebookresearch/hiplot โญ 2,744
HiPlot makes understanding high dimensional data easy
๐ [facebookresearch.github.io/hiplot](https://facebookresearch.github.io/hiplot/)
24. holoviz/holoviews โญ 2,696
With Holoviews, your data visualizes itself.
๐ [holoviews.org](https://holoviews.org)
25. mckinsey/vizro โญ 2,662
Vizro is a toolkit for creating modular data visualization applications.
๐ [vizro.readthedocs.io/en/stable](https://vizro.readthedocs.io/en/stable/)
26. pyvista/pyvista โญ 2,662
3D plotting and mesh analysis through a streamlined interface for the Visualization Toolkit (VTK)
๐ [docs.pyvista.org](https://docs.pyvista.org)
27. kozea/pygal โญ 2,647
pygal is a dynamic SVG charting library written in python.
๐ [www.pygal.org](https://www.pygal.org)
28. napari/napari โญ 2,199
A fast, interactive, multi-dimensional image viewer for Python. It's designed for browsing, annotating, and analyzing large multi-dimensional images.
๐ [napari.org](https://napari.org)
29. marcomusy/vedo โญ 2,036
A python module for scientific analysis of 3D data based on VTK and Numpy
๐ [vedo.embl.es](https://vedo.embl.es)
30. datapane/datapane โญ 1,381
Build and share data reports in 100% Python
๐ [datapane.com](https://datapane.com)
31. facultyai/dash-bootstrap-components โญ 1,110
Bootstrap components for Plotly Dash
๐ [dash-bootstrap-components.opensource.faculty.ai](https://dash-bootstrap-components.opensource.faculty.ai/)
32. nomic-ai/deepscatter โญ 1,021
Zoomable, animated scatterplots in the browser that scales over a billion points
33. holoviz/holoviz โญ 844
High-level tools to simplify visualization in Python.
๐ [holoviz.org](https://holoviz.org/)
34. hazyresearch/meerkat โญ 824
Creative interactive views of any dataset.
## Web
Web related frameworks and libraries: webapp servers, WSGI, ASGI, asyncio, HTTP, REST, user management.
1. django/django โญ 79,711
The Web framework for perfectionists with deadlines.
๐ [www.djangoproject.com](https://www.djangoproject.com/)
2. tiangolo/fastapi โญ 76,691
FastAPI framework, high performance, easy to learn, fast to code, ready for production
๐ [fastapi.tiangolo.com](https://fastapi.tiangolo.com/)
3. pallets/flask โญ 67,878
The Python micro framework for building web applications.
๐ [flask.palletsprojects.com](https://flask.palletsprojects.com)
4. sherlock-project/sherlock โญ 59,670
Hunt down social media accounts by username across social networks
๐ [sherlockproject.xyz](https://sherlockproject.xyz)
5. psf/requests โญ 52,097
A simple, yet elegant, HTTP library.
๐ [requests.readthedocs.io/en/latest](https://requests.readthedocs.io/en/latest/)
6. tornadoweb/tornado โญ 21,709
Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
๐ [www.tornadoweb.org](http://www.tornadoweb.org/)
7. reflex-dev/reflex โญ 19,801
๐ธ๏ธ Web apps in pure Python ๐
๐ [reflex.dev](https://reflex.dev)
8. wagtail/wagtail โญ 18,166
A Django content management system focused on flexibility and user experience
๐ [wagtail.org](https://wagtail.org)
9. huge-success/sanic โญ 18,051
Accelerate your web app development | Build fast. Run fast.
๐ [sanic.dev](https://sanic.dev)
10. pyscript/pyscript โญ 17,916
A framework that allows users to create rich Python applications in the browser using HTML's interface and the power of Pyodide, WASM, and modern web technologies.
๐ [pyscript.net](https://pyscript.net/)
11. aio-libs/aiohttp โญ 15,074
Asynchronous HTTP client/server framework for asyncio and Python
๐ [docs.aiohttp.org](https://docs.aiohttp.org)
12. vincigit00/Scrapegraph-ai โญ 15,032
ScrapeGraphAI is a web scraping python library that uses LLM and direct graph logic to create scraping pipelines for websites and local documents
๐ [scrapegraphai.com](https://scrapegraphai.com)
13. encode/httpx โญ 13,167
A next generation HTTP client for Python. ๐ฆ
๐ [www.python-httpx.org](https://www.python-httpx.org/)
14. getpelican/pelican โญ 12,540
Static site generator that supports Markdown and reST syntax. Powered by Python.
๐ [getpelican.com](https://getpelican.com)
15. flet-dev/flet โญ 11,167
Flet enables developers to easily build realtime web, mobile and desktop apps in Python. No frontend experience required.
๐ [flet.dev](https://flet.dev)
16. aws/chalice โญ 10,643
Python Serverless Microframework for AWS
17. encode/starlette โญ 10,176
The little ASGI framework that shines. ๐
๐ [www.starlette.io](https://www.starlette.io/)
18. benoitc/gunicorn โญ 9,805
gunicorn 'Green Unicorn' is a WSGI HTTP Server for UNIX, fast clients and sleepy applications.
๐ [www.gunicorn.org](http://www.gunicorn.org)
19. zauberzeug/nicegui โญ 9,743
Create web-based user interfaces with Python. The nice way.
๐ [nicegui.io](https://nicegui.io)
20. falconry/falcon โญ 9,509
The no-magic web data plane API and microservices framework for Python developers, with a focus on reliability, correctness, and performance at scale.
๐ [falcon.readthedocs.io/en/stable](https://falcon.readthedocs.io/en/stable/)
21. encode/uvicorn โญ 8,469
An ASGI web server, for Python. ๐ฆ
๐ [www.uvicorn.org](https://www.uvicorn.org/)
22. bottlepy/bottle โญ 8,428
bottle.py is a fast and simple micro-framework for python web-applications.
๐ [bottlepy.org](http://bottlepy.org/)
23. graphql-python/graphene โญ 8,081
GraphQL framework for Python
๐ [graphene-python.org](http://graphene-python.org/)
24. reactive-python/reactpy โญ 7,867
ReactPy is a library for building user interfaces in Python without Javascript
๐ [reactpy.dev](https://reactpy.dev)
25. vitalik/django-ninja โญ 7,138
๐จ Fast, Async-ready, Openapi, type hints based framework for building APIs
๐ [django-ninja.dev](https://django-ninja.dev)
26. pyeve/eve โญ 6,702
REST API framework designed for human beings
๐ [python-eve.org](https://python-eve.org)
27. pallets/werkzeug โญ 6,650
The comprehensive WSGI web application library.
๐ [werkzeug.palletsprojects.com](https://werkzeug.palletsprojects.com)
28. webpy/webpy โญ 5,886
web.py is a web framework for python that is as simple as it is powerful.
๐ [webpy.org](http://webpy.org)
29. starlite-api/litestar โญ 5,454
Production-ready, Light, Flexible and Extensible ASGI API framework | Effortlessly Build Performant APIs
๐ [litestar.dev](https://litestar.dev/)
30. stephenmcd/mezzanine โญ 4,758
CMS framework for Django
๐ [mezzanine.jupo.org](http://mezzanine.jupo.org)
31. nameko/nameko โญ 4,709
A microservices framework for Python that lets service developers concentrate on application logic and encourages testability.
๐ [www.nameko.io](https://www.nameko.io)
32. fastapi-users/fastapi-users โญ 4,589
Ready-to-use and customizable users management for FastAPI
๐ [fastapi-users.github.io/fastapi-users](https://fastapi-users.github.io/fastapi-users/)
33. pywebio/PyWebIO โญ 4,511
Write interactive web app in script way.
๐ [pywebio.readthedocs.io](https://pywebio.readthedocs.io)
34. h2oai/wave โญ 3,998
H2O Wave is a software stack for building beautiful, low-latency, realtime, browser-based applications and dashboards entirely in Python/R without using HTML, Javascript, or CSS.
๐ [wave.h2o.ai](https://wave.h2o.ai)
35. strawberry-graphql/strawberry โญ 3,980
A GraphQL library for Python that leverages type annotations ๐
๐ [strawberry.rocks](https://strawberry.rocks)
36. pylons/pyramid โญ 3,955
Pyramid - A Python web framework
๐ [trypyramid.com](https://trypyramid.com/)
37. websocket-client/websocket-client โญ 3,572
WebSocket client for Python
๐ [github.com/websocket-client/websocket-client](https://github.com/websocket-client/websocket-client)
38. unbit/uwsgi โญ 3,454
uWSGI application server container
๐ [projects.unbit.it/uwsgi](http://projects.unbit.it/uwsgi)
39. pallets/quart โญ 2,957
An async Python micro framework for building web applications.
๐ [quart.palletsprojects.com](https://quart.palletsprojects.com)
40. fastapi-admin/fastapi-admin โญ 2,860
A fast admin dashboard based on FastAPI and TortoiseORM with tabler ui, inspired by Django admin
๐ [fastapi-admin-docs.long2ice.io](https://fastapi-admin-docs.long2ice.io)
41. flipkart-incubator/Astra โญ 2,498
Automated Security Testing For REST API's
42. masoniteframework/masonite โญ 2,198
The Modern And Developer Centric Python Web Framework. Be sure to read the documentation and join the Discord channel for questions: https://discord.gg/TwKeFahmPZ
๐ [docs.masoniteproject.com](http://docs.masoniteproject.com)
43. dot-agent/nextpy โญ 2,196
๐คSelf-Modifying Framework from the Future ๐ฎ World's First AMS
๐ [dotagent.ai](https://dotagent.ai)
44. python-restx/flask-restx โญ 2,158
Fork of Flask-RESTPlus: Fully featured framework for fast, easy and documented API development with Flask
๐ [flask-restx.readthedocs.io/en/latest](https://flask-restx.readthedocs.io/en/latest/)
45. s3rius/FastAPI-template โญ 1,963
Feature rich robust FastAPI template.
46. dmontagu/fastapi-utils โญ 1,925
Reusable utilities for FastAPI: a number of utilities to help reduce boilerplate and reuse common functionality across projects
47. neoteroi/BlackSheep โญ 1,869
Fast ASGI web framework for Python
๐ [www.neoteroi.dev/blacksheep](https://www.neoteroi.dev/blacksheep/)
48. cherrypy/cherrypy โญ 1,844
CherryPy is a pythonic, object-oriented HTTP framework. https://cherrypy.dev
๐ [docs.cherrypy.dev](https://docs.cherrypy.dev)
49. indico/indico โญ 1,765
Indico - A feature-rich event management system, made @ CERN, the place where the Web was born.
๐ [getindico.io](https://getindico.io)
50. jordaneremieff/mangum โญ 1,695
AWS Lambda support for ASGI applications
๐ [mangum.fastapiexpert.com](http://mangum.fastapiexpert.com/)
51. wtforms/wtforms โญ 1,506
A flexible forms validation and rendering library for Python.
๐ [wtforms.readthedocs.io](https://wtforms.readthedocs.io)
52. awtkns/fastapi-crudrouter โญ 1,391
A dynamic FastAPI router that automatically creates CRUD routes for your models
๐ [fastapi-crudrouter.awtkns.com](https://fastapi-crudrouter.awtkns.com)
53. long2ice/fastapi-cache โญ 1,329
fastapi-cache is a tool to cache fastapi response and function result, with backends support redis and memcached.
๐ [github.com/long2ice/fastapi-cache](https://github.com/long2ice/fastapi-cache)
54. rstudio/py-shiny โญ 1,264
Shiny for Python
๐ [shiny.posit.co/py](https://shiny.posit.co/py/)
55. whitphx/stlite โญ 1,203
A port of Streamlit to WebAssembly, powered by Pyodide.
๐ [edit.share.stlite.net](https://edit.share.stlite.net)
56. magicstack/httptools โญ 1,201
Fast HTTP parser
57. koxudaxi/fastapi-code-generator โญ 1,036
This code generator creates FastAPI app from an openapi file.
58. aeternalis-ingenium/FastAPI-Backend-Template โญ 632
A backend project template with FastAPI, PostgreSQL with asynchronous SQLAlchemy 2.0, Alembic for asynchronous database migration, and Docker.
---
Interactive version: [www.awesomepython.org](https://www.awesomepython.org/), Hugging Face Dataset: [awesome-python](https://huggingface.co/datasets/dylanhogg/awesome-python)
Please raise a new issue to suggest a Python repo that you would like to see added.
1,592 hand-picked awesome Python libraries and frameworks, updated 02 Nov 2024
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