Awesome Python

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

Interactive version: www.awesomepython.org

Updated 05 May 2024

Newly Created Repositories

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

xai-org/grok-1 ⭐ 48,132
This repository contains JAX example code for loading and running the Grok-1 open-weights model.
karpathy/llm.c ⭐ 17,622
LLM training in simple, pure C/CUDA. There is no need for 245MB of PyTorch or 107MB of cPython
stitionai/devika ⭐ 16,933
Devika is an advanced AI software engineer that can understand high-level human instructions, break them down into steps, research relevant information, and write code to achieve the given objective.
jasonppy/VoiceCraft ⭐ 6,729
Zero-Shot Speech Editing and Text-to-Speech in the Wild
apple/corenet ⭐ 6,226
CoreNet is a deep neural network toolkit that allows researchers and engineers to train standard and novel small and large-scale models for variety of tasks, including foundation models (e.g., CLIP and LLM), object classification, object detection, and semantic segmentation.
databricks/dbrx ⭐ 2,399
Code examples and resources for DBRX, a large language model developed by Databricks
🔗 www.databricks.com
cohere-ai/cohere-toolkit ⭐ 1,928
Toolkit is a collection of prebuilt components enabling users to quickly build and deploy RAG applications.
luijait/DarkGPT ⭐ 1,725
DarkGPT is an OSINT assistant based on GPT-4-200K (recommended use) designed to perform queries on leaked databases, thus providing an artificial intelligence assistant that can be useful in your traditional OSINT processes.
google-deepmind/penzai ⭐ 1,413
A JAX library for writing models as legible, functional pytree data structures, along with tools for visualizing, modifying, and analyzing them. Penzai focuses on making it easy to do stuff with models after they have been trained
🔗 penzai.readthedocs.io
pydantic/logfire ⭐ 652
Uncomplicated Observability for Python and beyond! 🪵🔥
🔗 docs.pydantic.dev/logfire

Code Quality

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

psf/black ⭐ 37,434
The uncompromising Python code formatter
🔗 black.readthedocs.io/en/stable
astral-sh/ruff ⭐ 26,765
An extremely fast Python linter and code formatter, written in Rust.
🔗 docs.astral.sh/ruff
google/yapf ⭐ 13,655
A formatter for Python files
pre-commit/pre-commit ⭐ 12,087
A framework for managing and maintaining multi-language pre-commit hooks.
🔗 pre-commit.com
sqlfluff/sqlfluff ⭐ 7,232
A modular SQL linter and auto-formatter with support for multiple dialects and templated code.
🔗 www.sqlfluff.com
pycqa/isort ⭐ 6,321
A Python utility / library to sort imports.
🔗 pycqa.github.io/isort
davidhalter/jedi ⭐ 5,673
Awesome autocompletion, static analysis and refactoring library for python
🔗 jedi.readthedocs.io
pycqa/pylint ⭐ 5,129
It's not just a linter that annoys you!
🔗 pylint.readthedocs.io/en/latest
asottile/pyupgrade ⭐ 3,331
A tool (and pre-commit hook) to automatically upgrade syntax for newer versions of the language.
pycqa/flake8 ⭐ 3,265
flake8 is a python tool that glues together pycodestyle, pyflakes, mccabe, and third-party plugins to check the style and quality of some python code.
🔗 flake8.pycqa.org
jendrikseipp/vulture ⭐ 3,024
Find dead Python code
wemake-services/wemake-python-styleguide ⭐ 2,430
The strictest and most opinionated python linter ever!
🔗 wemake-python-styleguide.rtfd.io
codespell-project/codespell ⭐ 1,747
check code for common misspellings
python-lsp/python-lsp-server ⭐ 1,675
Fork of the python-language-server project, maintained by the Spyder IDE team and the community
sourcery-ai/sourcery ⭐ 1,483
Instant AI code reviews
🔗 sourcery.ai
akaihola/darker ⭐ 612
Apply black reformatting to Python files only in regions changed since a given commit. For a practical usage example, see the blog post at https://dev.to/akaihola/improving-python-code-incrementally-3f7a
🔗 pypi.org/project/darker
tconbeer/sqlfmt ⭐ 345
sqlfmt formats your dbt SQL files so you don't have to
🔗 sqlfmt.com

Crypto and Blockchain

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

ccxt/ccxt ⭐ 31,415
A JavaScript / TypeScript / Python / C# / PHP cryptocurrency trading API with support for more than 100 bitcoin/altcoin exchanges
🔗 docs.ccxt.com
freqtrade/freqtrade ⭐ 25,609
Free, open source crypto trading bot
🔗 www.freqtrade.io
crytic/slither ⭐ 5,021
Static Analyzer for Solidity and Vyper
🔗 blog.trailofbits.com/2018/10/19/slither-a-solidity-static-analysis-framework
ethereum/web3.py ⭐ 4,809
A python interface for interacting with the Ethereum blockchain and ecosystem.
🔗 web3py.readthedocs.io
ethereum/consensus-specs ⭐ 3,432
Ethereum Proof-of-Stake Consensus Specifications
cyberpunkmetalhead/Binance-volatility-trading-bot ⭐ 3,347
This is a fully functioning Binance trading bot that measures the volatility of every coin on Binance and places trades with the highest gaining coins If you like this project consider donating though the Brave browser to allow me to continuously improve the script.
ethereum/py-evm ⭐ 2,188
A Python implementation of the Ethereum Virtual Machine
🔗 py-evm.readthedocs.io/en/latest
bmoscon/cryptofeed ⭐ 2,074
Cryptocurrency Exchange Websocket Data Feed Handler
binance/binance-public-data ⭐ 1,346
Details on how to get Binance public data
ofek/bit ⭐ 1,207
Bitcoin made easy.
🔗 ofek.dev/bit
man-c/pycoingecko ⭐ 1,032
Python wrapper for the CoinGecko API
palkeo/panoramix ⭐ 756
Ethereum decompiler
dylanhogg/awesome-crypto ⭐ 66
A list of awesome crypto and blockchain projects
🔗 www.awesomecrypto.xyz

Data

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

scrapy/scrapy ⭐ 50,957
Scrapy, a fast high-level web crawling & scraping framework for Python.
🔗 scrapy.org
apache/spark ⭐ 38,410
Apache Spark - A unified analytics engine for large-scale data processing
🔗 spark.apache.org
getredash/redash ⭐ 24,994
Make Your Company Data Driven. Connect to any data source, easily visualize, dashboard and share your data.
🔗 redash.io
jaidedai/EasyOCR ⭐ 22,034
Ready-to-use OCR with 80+ supported languages and all popular writing scripts including Latin, Chinese, Arabic, Devanagari, Cyrillic and etc.
🔗 www.jaided.ai
mindsdb/mindsdb ⭐ 21,337
The platform for customizing AI from enterprise data
🔗 mindsdb.com
qdrant/qdrant ⭐ 17,990
Qdrant - High-performance, massive-scale Vector Database for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
🔗 qdrant.tech
joke2k/faker ⭐ 17,117
Faker is a Python package that generates fake data for you.
🔗 faker.readthedocs.io
humansignal/label-studio ⭐ 16,561
Label Studio is an open source data labeling tool. It lets you label data types like audio, text, images, videos, and time series with a simple and straightforward UI and export to various model formats.
🔗 labelstud.io
binux/pyspider ⭐ 16,336
A Powerful Spider(Web Crawler) System in Python.
🔗 docs.pyspider.org
twintproject/twint ⭐ 15,556
An advanced Twitter scraping & OSINT tool written in Python that doesn't use Twitter's API, allowing you to scrape a user's followers, following, Tweets and more while evading most API limitations.
airbytehq/airbyte ⭐ 14,099
The leading data integration platform for ETL / ELT data pipelines from APIs, databases & files to data warehouses, data lakes & data lakehouses. Both self-hosted and Cloud-hosted.
🔗 airbyte.com
apache/arrow ⭐ 13,555
Apache Arrow is a multi-language toolbox for accelerated data interchange and in-memory processing
🔗 arrow.apache.org
tiangolo/sqlmodel ⭐ 13,041
SQL databases in Python, designed for simplicity, compatibility, and robustness.
🔗 sqlmodel.tiangolo.com
chroma-core/chroma ⭐ 12,380
the AI-native open-source embedding database
🔗 www.trychroma.com
redis/redis-py ⭐ 12,272
Redis Python client
coleifer/peewee ⭐ 10,812
a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb
🔗 docs.peewee-orm.com
s0md3v/Photon ⭐ 10,517
Incredibly fast crawler designed for OSINT.
simonw/datasette ⭐ 8,955
An open source multi-tool for exploring and publishing data
🔗 datasette.io
sqlalchemy/sqlalchemy ⭐ 8,829
The Database Toolkit for Python
🔗 www.sqlalchemy.org
bigscience-workshop/petals ⭐ 8,692
🌸 Run LLMs at home, BitTorrent-style. Fine-tuning and inference up to 10x faster than offloading
🔗 petals.dev
avaiga/taipy ⭐ 8,673
Turns Data and AI algorithms into production-ready web applications in no time.
🔗 www.taipy.io
yzhao062/pyod ⭐ 7,964
A Comprehensive and Scalable Python Library for Outlier Detection (Anomaly Detection)
🔗 pyod.readthedocs.io
voxel51/fiftyone ⭐ 6,721
The open-source tool for building high-quality datasets and computer vision models
🔗 fiftyone.ai
gristlabs/grist-core ⭐ 6,269
Grist is the evolution of spreadsheets.
🔗 www.getgrist.com
alirezamika/autoscraper ⭐ 5,947
A Smart, Automatic, Fast and Lightweight Web Scraper for Python
kaggle/kaggle-api ⭐ 5,925
Official Kaggle API
tobymao/sqlglot ⭐ 5,566
Python SQL Parser and Transpiler
🔗 sqlglot.com
vi3k6i5/flashtext ⭐ 5,539
Extract Keywords from sentence or Replace keywords in sentences.
madmaze/pytesseract ⭐ 5,529
A Python wrapper for Google Tesseract
airbnb/knowledge-repo ⭐ 5,433
A next-generation curated knowledge sharing platform for data scientists and other technical professions.
facebookresearch/AugLy ⭐ 4,900
A data augmentations library for audio, image, text, and video.
🔗 ai.facebook.com/blog/augly-a-new-data-augmentation-library-to-help-build-more-robust-ai-models
jazzband/tablib ⭐ 4,531
Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.
🔗 tablib.readthedocs.io
superduperdb/superduperdb ⭐ 4,371
🔮 SuperDuperDB: Bring AI to your database! Build, deploy and manage any AI application directly with your existing data infrastructure, without moving your data. Including streaming inference, scalable model training and vector search.
🔗 superduperdb.com
lk-geimfari/mimesis ⭐ 4,307
Mimesis is a powerful Python library that empowers developers to generate massive amounts of synthetic data efficiently.
🔗 mimesis.name
amundsen-io/amundsen ⭐ 4,277
Amundsen is a metadata driven application for improving the productivity of data analysts, data scientists and engineers when interacting with data.
🔗 www.amundsen.io/amundsen
ibis-project/ibis ⭐ 4,240
Ibis is a Python library that provides a lightweight, universal interface for data wrangling. It helps Python users explore and transform data of any size, stored anywhere.
🔗 ibis-project.org
mongodb/mongo-python-driver ⭐ 4,053
PyMongo - the Official MongoDB Python driver
🔗 pymongo.readthedocs.io
andialbrecht/sqlparse ⭐ 3,589
A non-validating SQL parser module for Python
jmcnamara/XlsxWriter ⭐ 3,495
A Python module for creating Excel XLSX files.
🔗 xlsxwriter.readthedocs.io
run-llama/llama-hub ⭐ 3,404
A library of data loaders for LLMs made by the community -- to be used with LlamaIndex and/or LangChain
🔗 llamahub.ai
deepchecks/deepchecks ⭐ 3,373
Deepchecks: Tests for Continuous Validation of ML Models & Data. Deepchecks is a holistic open-source solution for all of your AI & ML validation needs, enabling to thoroughly test your data and models from research to production.
🔗 docs.deepchecks.com/stable
praw-dev/praw ⭐ 3,321
PRAW, an acronym for "Python Reddit API Wrapper", is a python package that allows for simple access to Reddit's API.
🔗 praw.readthedocs.io
rom1504/img2dataset ⭐ 3,265
Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one machine.
giskard-ai/giskard ⭐ 3,147
🐢 Open-Source Evaluation & Testing framework for LLMs and ML models
🔗 docs.giskard.ai
pyeve/cerberus ⭐ 3,111
Lightweight, extensible data validation library for Python
🔗 python-cerberus.org
datafold/data-diff ⭐ 2,847
Compare tables within or across databases
🔗 docs.datafold.com
zoomeranalytics/xlwings ⭐ 2,840
xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on Windows and macOS as well as with Google Sheets and Excel on the web.
🔗 www.xlwings.org
pallets/itsdangerous ⭐ 2,828
Safely pass trusted data to untrusted environments and back.
🔗 itsdangerous.palletsprojects.com
lancedb/lancedb ⭐ 2,824
Developer-friendly, serverless vector database for AI applications. Easily add long-term memory to your LLM apps!
🔗 lancedb.github.io/lancedb
goldsmith/Wikipedia ⭐ 2,820
A Pythonic wrapper for the Wikipedia API
🔗 wikipedia.readthedocs.org
docarray/docarray ⭐ 2,762
Represent, send, store and search multimodal data
🔗 docs.docarray.org
awslabs/amazon-redshift-utils ⭐ 2,713
Amazon Redshift Utils contains utilities, scripts and view which are useful in a Redshift environment
sqlalchemy/alembic ⭐ 2,472
A database migrations tool for SQLAlchemy.
kayak/pypika ⭐ 2,380
PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects the resulting query. PyPika excels at all sorts of SQL queries but is especially useful for data analysis.
🔗 pypika.readthedocs.io/en/latest
pynamodb/PynamoDB ⭐ 2,377
A pythonic interface to Amazon's DynamoDB
🔗 pynamodb.readthedocs.io
emirozer/fake2db ⭐ 2,256
Generate fake but valid data filled databases for test purposes using most popular patterns(AFAIK). Current support is sqlite, mysql, postgresql, mongodb, redis, couchdb.
sdv-dev/SDV ⭐ 2,143
Synthetic data generation for tabular data
🔗 docs.sdv.dev/sdv
uqfoundation/dill ⭐ 2,139
serialize all of Python
🔗 dill.rtfd.io
accenture/AmpliGraph ⭐ 2,093
Python library for Representation Learning on Knowledge Graphs https://docs.ampligraph.org
graphistry/pygraphistry ⭐ 2,060
PyGraphistry is a Python library to quickly load, shape, embed, and explore big graphs with the GPU-accelerated Graphistry visual graph analyzer
rapidai/RapidOCR ⭐ 2,002
Awesome OCR multiple programing languages toolkits based on ONNXRuntime, OpenVION and PaddlePaddle.
🔗 rapidai.github.io/rapidocrdocs/docs
samuelcolvin/arq ⭐ 1,934
Fast job queuing and RPC in python with asyncio and redis.
🔗 arq-docs.helpmanual.io
sfu-db/connector-x ⭐ 1,787
Fastest library to load data from DB to DataFrames in Rust and Python
🔗 sfu-db.github.io/connector-x/intro.html
uber/petastorm ⭐ 1,752
Petastorm library enables single machine or distributed training and evaluation of deep learning models from datasets in Apache Parquet format. It supports ML frameworks such as Tensorflow, Pytorch, and PySpark and can be used from pure Python code.
dlt-hub/dlt ⭐ 1,737
data load tool (dlt) is an open source Python library that makes data loading easy 🛠️
🔗 dlthub.com/docs
pathwaycom/pathway ⭐ 1,733
Pathway is a high-throughput, low-latency data processing framework that handles live data & streaming for you. Made with ❤️ for Python & ML/AI developers.
🔗 pathway.com
agronholm/sqlacodegen ⭐ 1,723
Automatic model code generator for SQLAlchemy
aio-libs/aiomysql ⭐ 1,703
aiomysql is a library for accessing a MySQL database from the asyncio
🔗 aiomysql.rtfd.io
milvus-io/bootcamp ⭐ 1,628
Dealing with all unstructured data, such as reverse image search, audio search, molecular search, video analysis, question and answer systems, NLP, etc.
🔗 milvus.io
simple-salesforce/simple-salesforce ⭐ 1,596
A very simple Salesforce.com REST API client for Python
aminalaee/sqladmin ⭐ 1,590
SQLAlchemy Admin for FastAPI and Starlette
🔗 aminalaee.dev/sqladmin
collerek/ormar ⭐ 1,580
python async orm with fastapi in mind and pydantic validation
🔗 collerek.github.io/ormar
simonw/sqlite-utils ⭐ 1,522
Python CLI utility and library for manipulating SQLite databases
🔗 sqlite-utils.datasette.io
sdispater/orator ⭐ 1,425
The Orator ORM provides a simple yet beautiful ActiveRecord implementation.
🔗 orator-orm.com
eleutherai/the-pile ⭐ 1,407
The Pile is a large, diverse, open source language modelling data set that consists of many smaller datasets combined together.
mchong6/JoJoGAN ⭐ 1,406
Official PyTorch repo for JoJoGAN: One Shot Face Stylization
aio-libs/aiopg ⭐ 1,376
aiopg is a library for accessing a PostgreSQL database from the asyncio
🔗 aiopg.readthedocs.io
zarr-developers/zarr-python ⭐ 1,340
An implementation of chunked, compressed, N-dimensional arrays for Python.
🔗 zarr.readthedocs.io
huggingface/datatrove ⭐ 1,313
Freeing data processing from scripting madness by providing a set of platform-agnostic customizable pipeline processing blocks.
ydataai/ydata-synthetic ⭐ 1,296
Synthetic data generators for tabular and time-series data
🔗 docs.synthetic.ydata.ai
google/tensorstore ⭐ 1,280
Library for reading and writing large multi-dimensional arrays.
🔗 google.github.io/tensorstore
scholarly-python-package/scholarly ⭐ 1,235
Retrieve author and publication information from Google Scholar in a friendly, Pythonic way without having to worry about CAPTCHAs!
🔗 scholarly.readthedocs.io
pytorch/data ⭐ 1,070
A PyTorch repo for data loading and utilities to be shared by the PyTorch domain libraries.
eliasdabbas/advertools ⭐ 1,058
advertools - online marketing productivity and analysis tools
🔗 advertools.readthedocs.io
uber/fiber ⭐ 1,040
Distributed Computing for AI Made Simple
🔗 uber.github.io/fiber
brettkromkamp/contextualise ⭐ 1,036
Contextualise is an effective tool particularly suited for organising information-heavy projects and activities consisting of unstructured and widely diverse data and information resources
🔗 contextualise.dev
aio-libs/aiocache ⭐ 1,027
Asyncio cache manager for redis, memcached and memory
🔗 aiocache.readthedocs.io
intake/intake ⭐ 982
Intake is a lightweight package for finding, investigating, loading and disseminating data.
🔗 intake.readthedocs.io
scikit-hep/awkward ⭐ 793
Manipulate JSON-like data with NumPy-like idioms.
🔗 awkward-array.org
koaning/human-learn ⭐ 780
Natural Intelligence is still a pretty good idea.
🔗 koaning.github.io/human-learn
duckdb/dbt-duckdb ⭐ 736
dbt (http://getdbt.com) adapter for DuckDB (http://duckdb.org)
macbre/sql-metadata ⭐ 736
Uses tokenized query returned by python-sqlparse and generates query metadata
🔗 pypi.python.org/pypi/sql-metadata
hyperqueryhq/whale ⭐ 724
🐳 The stupidly simple CLI workspace for your data warehouse.
🔗 rsyi.gitbook.io/whale
goccy/bigquery-emulator ⭐ 712
BigQuery emulator provides a way to launch a BigQuery server on your local machine for testing and development.
googleapis/python-bigquery ⭐ 708
Python Client for Google BigQuery
mcfunley/pugsql ⭐ 663
A HugSQL-inspired database library for Python
🔗 pugsql.org
dgarnitz/vectorflow ⭐ 637
VectorFlow is a high volume vector embedding pipeline that ingests raw data, transforms it into vectors and writes it to a vector DB of your choice.
🔗 www.getvectorflow.com
kagisearch/vectordb ⭐ 546
A minimal Python package for storing and retrieving text using chunking, embeddings, and vector search.
🔗 vectordb.com
koaning/bulk ⭐ 449
Bulk is a quick UI developer tool to apply some bulk labels.
igorbenav/fastcrud ⭐ 413
FastCRUD is a Python package for FastAPI, offering robust async CRUD operations and flexible endpoint creation utilities.

Debugging

Debugging and tracing tools.

cool-rr/PySnooper ⭐ 16,265
Never use print for debugging again
gruns/icecream ⭐ 8,484
🍦 Never use print() to debug again.
shobrook/rebound ⭐ 4,075
Command-line tool that instantly fetches Stack Overflow results when an exception is thrown
inducer/pudb ⭐ 2,877
Full-screen console debugger for Python
🔗 documen.tician.de/pudb
gotcha/ipdb ⭐ 1,812
Integration of IPython pdb
alexmojaki/heartrate ⭐ 1,728
Simple real time visualisation of the execution of a Python program.
alexmojaki/birdseye ⭐ 1,634
Graphical Python debugger which lets you easily view the values of all evaluated expressions
🔗 birdseye.readthedocs.io
alexmojaki/snoop ⭐ 1,197
A powerful set of Python debugging tools, based on PySnooper
samuelcolvin/python-devtools ⭐ 947
Dev tools for python
🔗 python-devtools.helpmanual.io

Diffusion Text to Image

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

automatic1111/stable-diffusion-webui ⭐ 130,176
Stable Diffusion web UI
compvis/stable-diffusion ⭐ 65,513
A latent text-to-image diffusion model
🔗 ommer-lab.com/research/latent-diffusion-models
stability-ai/stablediffusion ⭐ 36,334
High-Resolution Image Synthesis with Latent Diffusion Models
comfyanonymous/ComfyUI ⭐ 33,811
The most powerful and modular stable diffusion GUI, api and backend with a graph/nodes interface.
lllyasviel/ControlNet ⭐ 27,951
Let us control diffusion models!
huggingface/diffusers ⭐ 22,640
🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch and FLAX.
🔗 huggingface.co/docs/diffusers
invoke-ai/InvokeAI ⭐ 21,347
InvokeAI is a leading creative engine for Stable Diffusion models, empowering professionals, artists, and enthusiasts to generate and create visual media using the latest AI-driven technologies. The solution offers an industry leading WebUI, supports terminal use through a CLI, and serves as the foundation for multi...
🔗 invoke-ai.github.io/invokeai
apple/ml-stable-diffusion ⭐ 16,128
Stable Diffusion with Core ML on Apple Silicon
borisdayma/dalle-mini ⭐ 14,642
DALL·E Mini - Generate images from a text prompt
🔗 www.craiyon.com
divamgupta/diffusionbee-stable-diffusion-ui ⭐ 11,937
Diffusion Bee is the easiest way to run Stable Diffusion locally on your M1 Mac. Comes with a one-click installer. No dependencies or technical knowledge needed.
🔗 diffusionbee.com
lucidrains/DALLE2-pytorch ⭐ 10,836
Implementation of DALL-E 2, OpenAI's updated text-to-image synthesis neural network, in Pytorch
compvis/latent-diffusion ⭐ 10,626
High-Resolution Image Synthesis with Latent Diffusion Models
instantid/InstantID ⭐ 9,891
InstantID : Zero-shot Identity-Preserving Generation in Seconds 🔥
🔗 instantid.github.io
facebookresearch/dinov2 ⭐ 7,899
PyTorch code and models for the DINOv2 self-supervised learning method.
ashawkey/stable-dreamfusion ⭐ 7,826
Text-to-3D & Image-to-3D & Mesh Exportation with NeRF + Diffusion.
carson-katri/dream-textures ⭐ 7,607
Stable Diffusion built-in to Blender
xavierxiao/Dreambooth-Stable-Diffusion ⭐ 7,456
Implementation of Dreambooth (https://arxiv.org/abs/2208.12242) with Stable Diffusion
timothybrooks/instruct-pix2pix ⭐ 5,960
PyTorch implementation of InstructPix2Pix, an instruction-based image editing model, based on the original CompVis/stable_diffusion repo.
openai/consistency_models ⭐ 5,941
Official repo for consistency models.
idea-research/GroundingDINO ⭐ 5,051
Official implementation of the paper "Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection"
🔗 arxiv.org/abs/2303.05499
salesforce/BLIP ⭐ 4,274
PyTorch code for BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation
nateraw/stable-diffusion-videos ⭐ 4,235
Create 🔥 videos with Stable Diffusion by exploring the latent space and morphing between text prompts
jina-ai/discoart ⭐ 3,839
🪩 Create Disco Diffusion artworks in one line
lkwq007/stablediffusion-infinity ⭐ 3,805
Outpainting with Stable Diffusion on an infinite canvas
openai/glide-text2im ⭐ 3,471
GLIDE: a diffusion-based text-conditional image synthesis model
mlc-ai/web-stable-diffusion ⭐ 3,439
Bringing stable diffusion models to web browsers. Everything runs inside the browser with no server support.
🔗 mlc.ai/web-stable-diffusion
openai/improved-diffusion ⭐ 2,819
Release for Improved Denoising Diffusion Probabilistic Models
saharmor/dalle-playground ⭐ 2,762
A playground to generate images from any text prompt using Stable Diffusion (past: using DALL-E Mini)
stability-ai/stability-sdk ⭐ 2,399
SDK for interacting with stability.ai APIs (e.g. stable diffusion inference)
🔗 platform.stability.ai
divamgupta/stable-diffusion-tensorflow ⭐ 1,568
Stable Diffusion in TensorFlow / Keras
coyote-a/ultimate-upscale-for-automatic1111 ⭐ 1,499
Ultimate SD Upscale extension for AUTOMATIC1111 Stable Diffusion web UI
nvlabs/prismer ⭐ 1,288
The implementation of "Prismer: A Vision-Language Model with Multi-Task Experts".
🔗 shikun.io/projects/prismer
chenyangqiqi/FateZero ⭐ 1,044
[ICCV 2023 Oral] "FateZero: Fusing Attentions for Zero-shot Text-based Video Editing"
🔗 fate-zero-edit.github.io
thereforegames/unprompted ⭐ 746
Templating language written for Stable Diffusion workflows. Available as an extension for the Automatic1111 WebUI.
sharonzhou/long_stable_diffusion ⭐ 674
Long-form text-to-images generation, using a pipeline of deep generative models (GPT-3 and Stable Diffusion)
tanelp/tiny-diffusion ⭐ 535
A minimal PyTorch implementation of probabilistic diffusion models for 2D datasets.

Finance

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

openbb-finance/OpenBBTerminal ⭐ 26,122
Investment Research for Everyone, Everywhere.
🔗 openbb.co
quantopian/zipline ⭐ 17,077
Zipline, a Pythonic Algorithmic Trading Library
🔗 www.zipline.io
microsoft/qlib ⭐ 14,191
Qlib is an AI-oriented quantitative investment platform that aims to realize the potential, empower research, and create value using AI technologies in quantitative investment, from exploring ideas to implementing productions. Qlib supports diverse machine learning modeling paradigms. including supervised learning, ...
🔗 qlib.readthedocs.io/en/latest
mementum/backtrader ⭐ 13,079
Python Backtesting library for trading strategies
🔗 www.backtrader.com
ranaroussi/yfinance ⭐ 11,888
Download market data from Yahoo! Finance's API
🔗 aroussi.com/post/python-yahoo-finance
ai4finance-foundation/FinGPT ⭐ 11,531
FinGPT: Open-Source Financial Large Language Models! Revolutionize 🔥 We release the trained model on HuggingFace.
🔗 ai4finance.org
ai4finance-foundation/FinRL ⭐ 9,124
FinRL: Financial Reinforcement Learning. 🔥
🔗 ai4finance.org
ta-lib/ta-lib-python ⭐ 9,038
Python wrapper for TA-Lib (http://ta-lib.org/).
🔗 ta-lib.github.io/ta-lib-python
quantconnect/Lean ⭐ 8,714
Lean Algorithmic Trading Engine by QuantConnect (Python, C#)
🔗 lean.io
quantopian/pyfolio ⭐ 5,431
Portfolio and risk analytics in Python
🔗 quantopian.github.io/pyfolio
kernc/backtesting.py ⭐ 4,847
🔎 📈 🐍 💰 Backtest trading strategies in Python.
🔗 kernc.github.io/backtesting.py
twopirllc/pandas-ta ⭐ 4,765
Technical Analysis Indicators - Pandas TA is an easy to use Python 3 Pandas Extension with 150+ Indicators
🔗 twopirllc.github.io/pandas-ta
ranaroussi/quantstats ⭐ 4,304
Portfolio analytics for quants, written in Python
gbeced/pyalgotrade ⭐ 4,299
Python Algorithmic Trading Library
🔗 gbeced.github.io/pyalgotrade
google/tf-quant-finance ⭐ 4,292
High-performance TensorFlow library for quantitative finance.
borisbanushev/stockpredictionai ⭐ 3,944
In this noteboook I will create a complete process for predicting stock price movements. Follow along and we will achieve some pretty good results. For that purpose we will use a Generative Adversarial Network (GAN) with LSTM, a type of Recurrent Neural Network, as generator, and a Convolutional Neural Networ...
polakowo/vectorbt ⭐ 3,751
Find your trading edge, using the fastest engine for backtesting, algorithmic trading, and research.
🔗 vectorbt.dev
matplotlib/mplfinance ⭐ 3,361
Financial Markets Data Visualization using Matplotlib
🔗 pypi.org/project/mplfinance
cuemacro/finmarketpy ⭐ 3,356
Python library for backtesting trading strategies & analyzing financial markets (formerly pythalesians)
🔗 www.cuemacro.com
quantopian/alphalens ⭐ 3,094
Performance analysis of predictive (alpha) stock factors
🔗 quantopian.github.io/alphalens
zvtvz/zvt ⭐ 2,990
modular quant framework.
🔗 zvt.readthedocs.io/en/latest
goldmansachs/gs-quant ⭐ 2,480
Python toolkit for quantitative finance
🔗 developer.gs.com/discover/products/gs-quant
robcarver17/pysystemtrade ⭐ 2,398
Systematic Trading in python
quantopian/research_public ⭐ 2,318
Quantitative research and educational materials
🔗 www.quantopian.com/lectures
pmorissette/bt ⭐ 2,031
bt - flexible backtesting for Python
🔗 pmorissette.github.io/bt
blankly-finance/blankly ⭐ 1,973
🚀 💸 Easily build, backtest and deploy your algo in just a few lines of code. Trade stocks, cryptos, and forex across exchanges w/ one package.
🔗 package.blankly.finance
domokane/FinancePy ⭐ 1,913
A Python Finance Library that focuses on the pricing and risk-management of Financial Derivatives, including fixed-income, equity, FX and credit derivatives.
🔗 financepy.com
pmorissette/ffn ⭐ 1,799
ffn - a financial function library for Python
🔗 pmorissette.github.io/ffn
cuemacro/findatapy ⭐ 1,567
Python library to download market data via Bloomberg, Eikon, Quandl, Yahoo etc.
quantopian/empyrical ⭐ 1,227
Common financial risk and performance metrics. Used by zipline and pyfolio.
🔗 quantopian.github.io/empyrical
idanya/algo-trader ⭐ 746
Trading bot with support for realtime trading, backtesting, custom strategies and much more.

Game Development

Game development tools, engines and libraries.

kitao/pyxel ⭐ 13,187
A retro game engine for Python
pygame/pygame ⭐ 6,979
🐍🎮 pygame (the library) is a Free and Open Source python programming language library for making multimedia applications like games built on top of the excellent SDL library. C, Python, Native, OpenGL.
🔗 www.pygame.org
panda3d/panda3d ⭐ 4,270
Powerful, mature open-source cross-platform game engine for Python and C++, developed by Disney and CMU
🔗 www.panda3d.org
pokepetter/ursina ⭐ 2,091
A game engine powered by python and panda3d.
🔗 pokepetter.github.io/ursina
pyglet/pyglet ⭐ 1,756
pyglet is a cross-platform windowing and multimedia library for Python, for developing games and other visually rich applications.
🔗 pyglet.org
pythonarcade/arcade ⭐ 1,612
Easy to use Python library for creating 2D arcade games.
🔗 arcade.academy

GIS

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

domlysz/BlenderGIS ⭐ 7,254
Blender addons to make the bridge between Blender and geographic data
python-visualization/folium ⭐ 6,690
Python Data. Leaflet.js Maps.
🔗 python-visualization.github.io/folium
gboeing/osmnx ⭐ 4,673
OSMnx is a Python package to easily download, model, analyze, and visualize street networks and other geospatial features from OpenStreetMap.
🔗 osmnx.readthedocs.io
osgeo/gdal ⭐ 4,503
GDAL is an open source MIT licensed translator library for raster and vector geospatial data formats.
🔗 gdal.org
geopandas/geopandas ⭐ 4,192
Python tools for geographic data
🔗 geopandas.org
shapely/shapely ⭐ 3,679
Manipulation and analysis of geometric objects
🔗 shapely.readthedocs.io/en/stable
holoviz/datashader ⭐ 3,208
Quickly and accurately render even the largest data.
🔗 datashader.org
giswqs/geemap ⭐ 3,207
A Python package for interactive geospatial analysis and visualization with Google Earth Engine.
🔗 geemap.org
opengeos/leafmap ⭐ 2,905
A Python package for interactive mapping and geospatial analysis with minimal coding in a Jupyter environment
🔗 leafmap.org
opengeos/segment-geospatial ⭐ 2,664
A Python package for segmenting geospatial data with the Segment Anything Model (SAM)
🔗 samgeo.gishub.org
google/earthengine-api ⭐ 2,541
Python and JavaScript bindings for calling the Earth Engine API.
microsoft/torchgeo ⭐ 2,233
TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data
🔗 www.osgeo.org/projects/torchgeo
rasterio/rasterio ⭐ 2,140
Rasterio reads and writes geospatial raster datasets
🔗 rasterio.readthedocs.io
mcordts/cityscapesScripts ⭐ 2,097
README and scripts for the Cityscapes Dataset
azavea/raster-vision ⭐ 2,000
An open source library and framework for deep learning on satellite and aerial imagery.
🔗 docs.rastervision.io
plant99/felicette ⭐ 1,815
Satellite imagery for dummies.
apache/sedona ⭐ 1,779
A cluster computing framework for processing large-scale geospatial data
🔗 sedona.apache.org
gboeing/osmnx-examples ⭐ 1,460
Gallery of OSMnx tutorials, usage examples, and feature demonstations.
🔗 osmnx.readthedocs.io
jupyter-widgets/ipyleaflet ⭐ 1,452
A Jupyter - Leaflet.js bridge
🔗 ipyleaflet.readthedocs.io
pysal/pysal ⭐ 1,278
PySAL: Python Spatial Analysis Library Meta-Package
🔗 pysal.org/pysal
microsoft/GlobalMLBuildingFootprints ⭐ 1,275
Worldwide building footprints derived from satellite imagery
anitagraser/movingpandas ⭐ 1,145
Movement trajectory classes and functions built on top of GeoPandas
🔗 movingpandas.org
residentmario/geoplot ⭐ 1,118
High-level geospatial data visualization library for Python.
🔗 residentmario.github.io/geoplot/index.html
sentinel-hub/eo-learn ⭐ 1,076
Earth observation processing framework for machine learning in Python
🔗 eo-learn.readthedocs.io/en/latest
makepath/xarray-spatial ⭐ 783
Raster-based Spatial Analytics for Python
🔗 xarray-spatial.readthedocs.io
osgeo/grass ⭐ 769
GRASS GIS - free and open-source geospatial processing engine
🔗 grass.osgeo.org
developmentseed/titiler ⭐ 693
Build your own Raster dynamic map tile services
🔗 developmentseed.org/titiler
scikit-mobility/scikit-mobility ⭐ 692
scikit-mobility: mobility analysis in Python
🔗 scikit-mobility.github.io/scikit-mobility

Graph

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

networkx/networkx ⭐ 14,203
Network Analysis in Python
🔗 networkx.org
stellargraph/stellargraph ⭐ 2,895
StellarGraph - Machine Learning on Graphs
🔗 stellargraph.readthedocs.io
westhealth/pyvis ⭐ 912
Python package for creating and visualizing interactive network graphs.
🔗 pyvis.readthedocs.io/en/latest
rampasek/GraphGPS ⭐ 594
Recipe for a General, Powerful, Scalable Graph Transformer
microsoft/graspologic ⭐ 511
graspologic is a package for graph statistical algorithms
🔗 microsoft.github.io/graspologic/latest
dylanhogg/llmgraph ⭐ 97
Create knowledge graphs with LLMs

GUI

Graphical user interface libraries and toolkits.

pysimplegui/PySimpleGUI ⭐ 13,143
Python GUIs for Humans! PySimpleGUI is the top-rated Python application development environment. Launched in 2018 and actively developed, maintained, and supported in 2024. Transforms tkinter, Qt, WxPython, and Remi into a simple, intuitive, and fun experience for both hobbyists and expert users.
🔗 www.pysimplegui.com
hoffstadt/DearPyGui ⭐ 12,310
Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies
🔗 dearpygui.readthedocs.io/en/latest
parthjadhav/Tkinter-Designer ⭐ 8,342
An easy and fast way to create a Python GUI 🐍
samuelcolvin/FastUI ⭐ 7,371
FastUI is a new way to build web application user interfaces defined by declarative Python code.
🔗 fastui-demo.onrender.com
r0x0r/pywebview ⭐ 4,331
Build GUI for your Python program with JavaScript, HTML, and CSS
🔗 pywebview.flowrl.com
beeware/toga ⭐ 4,105
A Python native, OS native GUI toolkit.
🔗 toga.readthedocs.io/en/latest
dddomodossola/remi ⭐ 3,453
Python REMote Interface library. Platform independent. In about 100 Kbytes, perfect for your diet.
wxwidgets/Phoenix ⭐ 2,205
wxPython's Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.
🔗 wxpython.org

Jupyter

Jupyter and JupyterLab and Notebook tools, libraries and plugins.

jupyterlab/jupyterlab ⭐ 13,791
JupyterLab computational environment.
🔗 jupyterlab.readthedocs.io
jupyter/notebook ⭐ 11,171
Jupyter Interactive Notebook
🔗 jupyter-notebook.readthedocs.io
mwouts/jupytext ⭐ 6,425
Jupyter Notebooks as Markdown Documents, Julia, Python or R scripts
🔗 jupytext.readthedocs.io
nteract/papermill ⭐ 5,634
📚 Parameterize, execute, and analyze notebooks
🔗 papermill.readthedocs.io/en/latest
connorferster/handcalcs ⭐ 5,357
Python library for converting Python calculations into rendered latex.
voila-dashboards/voila ⭐ 5,217
Voilà turns Jupyter notebooks into standalone web applications
🔗 voila.readthedocs.io
executablebooks/jupyter-book ⭐ 3,694
Create beautiful, publication-quality books and documents from computational content.
🔗 jupyterbook.org
jupyterlite/jupyterlite ⭐ 3,661
Wasm powered Jupyter running in the browser 💡
🔗 jupyterlite.rtfd.io/en/stable/try/lab
jupyterlab/jupyterlab-desktop ⭐ 3,372
JupyterLab desktop application, based on Electron.
jupyter-widgets/ipywidgets ⭐ 3,056
Interactive Widgets for the Jupyter Notebook
🔗 ipywidgets.readthedocs.io
quantopian/qgrid ⭐ 3,029
An interactive grid for sorting, filtering, and editing DataFrames in Jupyter notebooks
jupyterlab/jupyter-ai ⭐ 2,865
A generative AI extension for JupyterLab
🔗 jupyter-ai.readthedocs.io
jupyter/nbdime ⭐ 2,596
Tools for diffing and merging of Jupyter notebooks.
🔗 nbdime.readthedocs.io
mito-ds/mito ⭐ 2,219
The mitosheet package, trymito.io, and other public Mito code.
🔗 trymito.io
jupyter/nbviewer ⭐ 2,164
nbconvert as a web service: Render Jupyter Notebooks as static web pages
🔗 nbviewer.jupyter.org
maartenbreddels/ipyvolume ⭐ 1,912
3d plotting for Python in the Jupyter notebook based on IPython widgets using WebGL
jupyter-lsp/jupyterlab-lsp ⭐ 1,733
Coding assistance for JupyterLab (code navigation + hover suggestions + linters + autocompletion + rename) using Language Server Protocol
🔗 jupyterlab-lsp.readthedocs.io
jupyter/nbconvert ⭐ 1,665
Jupyter Notebook Conversion
🔗 nbconvert.readthedocs.io
nbqa-dev/nbQA ⭐ 969
Run ruff, isort, pyupgrade, mypy, pylint, flake8, and more on Jupyter Notebooks
🔗 nbqa.readthedocs.io/en/latest/index.html
vizzuhq/ipyvizzu ⭐ 923
Build animated charts in Jupyter Notebook and similar environments with a simple Python syntax.
🔗 ipyvizzu.vizzuhq.com
koaning/drawdata ⭐ 706
Draw datasets from within Jupyter.
🔗 calmcode.io/labs/drawdata.html
aws/graph-notebook ⭐ 685
Library extending Jupyter notebooks to integrate with Apache TinkerPop, openCypher, and RDF SPARQL.
🔗 github.com/aws/graph-notebook
linealabs/lineapy ⭐ 657
Move fast from data science prototype to pipeline. Capture, analyze, and transform messy notebooks into data pipelines with just two lines of code.
🔗 lineapy.org
xiaohk/stickyland ⭐ 500
Break the linear presentation of Jupyter Notebooks with sticky cells!
🔗 xiaohk.github.io/stickyland

LLMs and ChatGPT

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

significant-gravitas/AutoGPT ⭐ 161,557
AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.
🔗 agpt.co
hwchase17/langchain ⭐ 83,903
🦜🔗 Build context-aware reasoning applications
🔗 python.langchain.com
nomic-ai/gpt4all ⭐ 64,779
gpt4all: run open-source LLMs anywhere
🔗 gpt4all.io
xtekky/gpt4free ⭐ 57,578
The official gpt4free repository | various collection of powerful language models
🔗 g4f.ai
ggerganov/llama.cpp ⭐ 57,378
LLM inference in C/C++
facebookresearch/llama ⭐ 53,203
Inference code for Llama models
imartinez/private-gpt ⭐ 51,914
Interact with your documents using the power of GPT, 100% privately, no data leaks
🔗 docs.privategpt.dev
gpt-engineer-org/gpt-engineer ⭐ 50,584
Specify what you want it to build, the AI asks for clarification, and then builds it.
killianlucas/open-interpreter ⭐ 48,667
A natural language interface for computers
🔗 openinterpreter.com
xai-org/grok-1 ⭐ 48,132
This repository contains JAX example code for loading and running the Grok-1 open-weights model.
geekan/MetaGPT ⭐ 39,454
🌟 The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming
🔗 deepwisdom.ai
thudm/ChatGLM-6B ⭐ 39,345
ChatGLM-6B: An Open Bilingual Dialogue Language Model | 开源双语对话语言模型
hpcaitech/ColossalAI ⭐ 37,930
Making large AI models cheaper, faster and more accessible
🔗 www.colossalai.org
laion-ai/Open-Assistant ⭐ 36,658
OpenAssistant is a chat-based assistant that understands tasks, can interact with third-party systems, and retrieve information dynamically to do so.
🔗 open-assistant.io
oobabooga/text-generation-webui ⭐ 36,516
A Gradio web UI for Large Language Models. Supports transformers, GPTQ, AWQ, EXL2, llama.cpp (GGUF), Llama models.
moymix/TaskMatrix ⭐ 34,529
Connects ChatGPT and a series of Visual Foundation Models to enable sending and receiving images during chatting.
lm-sys/FastChat ⭐ 34,260
An open platform for training, serving, and evaluating large language models. Release repo for Vicuna and Chatbot Arena.
quivrhq/quivr ⭐ 32,665
Your GenAI Second Brain 🧠 A personal productivity assistant (RAG) ⚡️🤖 Chat with your docs (PDF, CSV, ...) & apps using Langchain, GPT 3.5 / 4 turbo, Private, Anthropic, VertexAI, Ollama, LLMs, Groq that you can share with users ! Local & Private alternative to OpenAI GPTs & ChatGPT powered by retrieval-augmented...
🔗 quivr.app
karpathy/nanoGPT ⭐ 31,966
The simplest, fastest repository for training/finetuning medium-sized GPTs.
jerryjliu/llama_index ⭐ 31,269
LlamaIndex is a data framework for your LLM applications
🔗 docs.llamaindex.ai
tatsu-lab/stanford_alpaca ⭐ 28,832
Code and documentation to train Stanford's Alpaca models, and generate the data.
🔗 crfm.stanford.edu/2023/03/13/alpaca.html
pythagora-io/gpt-pilot ⭐ 28,218
The first real AI developer
microsoft/autogen ⭐ 25,356
A programming framework for agentic AI. Discord: https://aka.ms/autogen-dc. Roadmap: https://aka.ms/autogen-roadmap
🔗 microsoft.github.io/autogen
vision-cair/MiniGPT-4 ⭐ 24,912
Open-sourced codes for MiniGPT-4 and MiniGPT-v2 (https://minigpt-4.github.io, https://minigpt-v2.github.io/)
🔗 minigpt-4.github.io
microsoft/JARVIS ⭐ 23,067
JARVIS, a system to connect LLMs with ML community. Paper: https://arxiv.org/pdf/2303.17580.pdf
openai/gpt-2 ⭐ 21,202
Code for the paper "Language Models are Unsupervised Multitask Learners"
🔗 openai.com/blog/better-language-models
openai/chatgpt-retrieval-plugin ⭐ 20,850
The ChatGPT Retrieval Plugin lets you easily find personal or work documents by asking questions in natural language.
hiyouga/LLaMA-Factory ⭐ 20,793
Unify Efficient Fine-Tuning of 100+ LLMs
hiyouga/LLaMA-Factory ⭐ 20,793
Unify Efficient Fine-Tuning of 100+ LLMs
yoheinakajima/babyagi ⭐ 19,260
GPT-4 powered task-driven autonomous agent
karpathy/minGPT ⭐ 18,914
A minimal PyTorch re-implementation of the OpenAI GPT (Generative Pretrained Transformer) training
vllm-project/vllm ⭐ 18,833
A high-throughput and memory-efficient inference and serving engine for LLMs
🔗 docs.vllm.ai
microsoft/semantic-kernel ⭐ 18,280
Integrate cutting-edge LLM technology quickly and easily into your apps
🔗 aka.ms/semantic-kernel
tloen/alpaca-lora ⭐ 18,209
Instruct-tune LLaMA on consumer hardware
rasahq/rasa ⭐ 17,993
💬 Open source machine learning framework to automate text- and voice-based conversations: NLU, dialogue management, connect to Slack, Facebook, and more - Create chatbots and voice assistants
🔗 rasa.com/docs/rasa
karpathy/llm.c ⭐ 17,622
LLM training in simple, pure C/CUDA. There is no need for 245MB of PyTorch or 107MB of cPython
logspace-ai/langflow ⭐ 17,528
⛓️ Langflow is a dynamic graph where each node is an executable unit. Its modular and interactive design fosters rapid experimentation and prototyping, pushing hard on the limits of creativity.
🔗 www.langflow.org
guidance-ai/guidance ⭐ 17,401
A guidance language for controlling large language models.
mlc-ai/mlc-llm ⭐ 17,027
Enable everyone to develop, optimize and deploy AI models natively on everyone's devices.
🔗 llm.mlc.ai/docs
stitionai/devika ⭐ 16,933
Devika is an advanced AI software engineer that can understand high-level human instructions, break them down into steps, research relevant information, and write code to achieve the given objective.
haotian-liu/LLaVA ⭐ 16,367
[NeurIPS'23 Oral] Visual Instruction Tuning (LLaVA) built towards GPT-4V level capabilities and beyond.
🔗 llava.hliu.cc
karpathy/llama2.c ⭐ 16,015
Inference Llama 2 in one file of pure C
thudm/ChatGLM2-6B ⭐ 15,509
ChatGLM2-6B: An Open Bilingual Chat LLM | 开源双语对话语言模型
facebookresearch/codellama ⭐ 15,074
Inference code for CodeLlama models
mayooear/gpt4-pdf-chatbot-langchain ⭐ 14,575
GPT4 & LangChain Chatbot for large PDF docs
🔗 www.youtube.com/watch?v=ih9pbgvvoo4
transformeroptimus/SuperAGI ⭐ 14,507
<⚡️> SuperAGI - A dev-first open source autonomous AI agent framework. Enabling developers to build, manage & run useful autonomous agents quickly and reliably.
🔗 superagi.com
fauxpilot/fauxpilot ⭐ 14,264
FauxPilot - an open-source alternative to GitHub Copilot server
openai/evals ⭐ 13,934
Evals is a framework for evaluating LLMs and LLM systems, and an open-source registry of benchmarks.
huggingface/peft ⭐ 13,895
🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.
🔗 huggingface.co/docs/peft
deepset-ai/haystack ⭐ 13,714
🔍 LLM orchestration framework to build customizable, production-ready LLM applications. Connect components (models, vector DBs, file converters) to pipelines or agents that can interact with your data. With advanced retrieval methods, it's best suited for building RAG, question answering, semantic search or conv...
🔗 haystack.deepset.ai
idea-research/Grounded-Segment-Anything ⭐ 13,544
Grounded-SAM: Marrying Grounding-DINO with Segment Anything & Stable Diffusion & Recognize Anything - Automatically Detect , Segment and Generate Anything
🔗 arxiv.org/abs/2401.14159
joaomdmoura/crewAI ⭐ 13,334
Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.
🔗 crewai.com
openlmlab/MOSS ⭐ 11,823
An open-source tool-augmented conversational language model from Fudan University
🔗 txsun1997.github.io/blogs/moss.html
blinkdl/RWKV-LM ⭐ 11,659
RWKV is an RNN with transformer-level LLM performance. It can be directly trained like a GPT (parallelizable). So it's combining the best of RNN and transformer - great performance, fast inference, saves VRAM, fast training, "infinite" ctx_len, and free sentence embedding.
smol-ai/developer ⭐ 11,652
the first library to let you embed a developer agent in your own app!
🔗 twitter.com/smolmodels
paddlepaddle/PaddleNLP ⭐ 11,448
👑 Easy-to-use and powerful NLP and LLM library with 🤗 Awesome model zoo, supporting wide-range of NLP tasks from research to industrial applications, including 🗂Text Classification, 🔍 Neural Search, ❓ Question Answering, ℹ️ Information Extraction, 📄 Document Intelligence, 💌 Sentiment Analysis etc.
🔗 paddlenlp.readthedocs.io
dao-ailab/flash-attention ⭐ 10,898
Fast and memory-efficient exact attention
stanfordnlp/dspy ⭐ 10,829
DSPy: The framework for programming—not prompting—foundation models
🔗 dspy-docs.vercel.app
databrickslabs/dolly ⭐ 10,785
Databricks’ Dolly, a large language model trained on the Databricks Machine Learning Platform
🔗 www.databricks.com/blog/2023/03/24/hello-dolly-democratizing-magic-chatgpt-open-models.html
h2oai/h2ogpt ⭐ 10,472
Private chat with local GPT with document, images, video, etc. 100% private, Apache 2.0. Supports oLLaMa, Mixtral, llama.cpp, and more. Demo: https://gpt.h2o.ai/ https://codellama.h2o.ai/
🔗 h2o.ai
shishirpatil/gorilla ⭐ 10,119
Enables LLMs to use tools by invoking APIs. Given a query, Gorilla comes up with the semantically and syntactically correct API.
🔗 gorilla.cs.berkeley.edu
danielmiessler/fabric ⭐ 9,734
fabric is an open-source framework for augmenting humans using AI. It provides a modular framework for solving specific problems using a crowdsourced set of AI prompts that can be used anywhere.
🔗 danielmiessler.com/p/fabric-origin-story
artidoro/qlora ⭐ 9,440
QLoRA: Efficient Finetuning of Quantized LLMs
🔗 arxiv.org/abs/2305.14314
facebookresearch/llama-recipes ⭐ 9,365
Scripts for fine-tuning Meta Llama3 with composable FSDP & PEFT methods to cover single/multi-node GPUs. Supports default & custom datasets for applications such as summarization and Q&A. Supporting a number of candid inference solutions such as HF TGI, VLLM for local or cloud deployment. Demo apps to showcase Meta ...
google-research/vision_transformer ⭐ 9,319
Vision Transformer and MLP-Mixer Architectures
blinkdl/ChatRWKV ⭐ 9,281
ChatRWKV is like ChatGPT but powered by RWKV (100% RNN) language model, and open source.
mlc-ai/web-llm ⭐ 9,137
Bringing large-language models and chat to web browsers. Everything runs inside the browser with no server support.
🔗 mlc.ai/web-llm
microsoft/LoRA ⭐ 9,113
Code for loralib, an implementation of "LoRA: Low-Rank Adaptation of Large Language Models"
🔗 arxiv.org/abs/2106.09685
assafelovic/gpt-researcher ⭐ 8,738
GPT based autonomous agent that does online comprehensive research on any given topic
🔗 gptr.dev
mistralai/mistral-src ⭐ 8,706
Reference implementation of Mistral AI 7B v0.1 model.
🔗 mistral.ai
nvidia/Megatron-LM ⭐ 8,654
Ongoing research training transformer models at scale
🔗 docs.nvidia.com/megatron-core/developer-guide/latest/user-guide/index.html#quick-start
embedchain/embedchain ⭐ 8,528
Personalizing LLM Responses
🔗 docs.embedchain.ai
berriai/litellm ⭐ 8,449
Call all LLM APIs using the OpenAI format. Use Bedrock, Azure, OpenAI, Cohere, Anthropic, Ollama, Sagemaker, HuggingFace, Replicate (100+ LLMs)
🔗 docs.litellm.ai/docs
unslothai/unsloth ⭐ 8,306
Finetune Llama 3, Mistral & Gemma LLMs 2-5x faster with 80% less memory
🔗 unsloth.ai
microsoft/promptflow ⭐ 8,201
Build high-quality LLM apps - from prototyping, testing to production deployment and monitoring.
🔗 microsoft.github.io/promptflow
lvwerra/trl ⭐ 8,163
Train transformer language models with reinforcement learning.
🔗 hf.co/docs/trl
eleutherai/gpt-neo ⭐ 8,146
An implementation of model parallel GPT-2 and GPT-3-style models using the mesh-tensorflow library.
🔗 www.eleuther.ai
mshumer/gpt-prompt-engineer ⭐ 8,079
Simply input a description of your task and some test cases, and the system will generate, test, and rank a multitude of prompts to find the ones that perform the best.
optimalscale/LMFlow ⭐ 8,023
An Extensible Toolkit for Finetuning and Inference of Large Foundation Models. Large Models for All.
🔗 optimalscale.github.io/lmflow
karpathy/minbpe ⭐ 7,964
Minimal, clean code for the Byte Pair Encoding (BPE) algorithm commonly used in LLM tokenization.
apple/ml-ferret ⭐ 7,811
Ferret: Refer and Ground Anything Anywhere at Any Granularity
thudm/CodeGeeX ⭐ 7,785
CodeGeeX: An Open Multilingual Code Generation Model (KDD 2023)
🔗 codegeex.cn
thudm/GLM-130B ⭐ 7,616
GLM-130B: An Open Bilingual Pre-Trained Model (ICLR 2023)
lianjiatech/BELLE ⭐ 7,559
BELLE: Be Everyone's Large Language model Engine（开源中文对话大模型）
openlm-research/open_llama ⭐ 7,205
OpenLLaMA: An Open Reproduction of LLaMA
plachtaa/VALL-E-X ⭐ 7,193
An open source implementation of Microsoft's VALL-E X zero-shot TTS model. Demo is available in https://plachtaa.github.io
bigcode-project/starcoder ⭐ 7,115
Home of StarCoder: fine-tuning & inference!
sweepai/sweep ⭐ 7,079
Sweep: open-source AI-powered Software Developer for small features and bug fixes.
🔗 sweep.dev
sjtu-ipads/PowerInfer ⭐ 6,973
High-speed Large Language Model Serving on PCs with Consumer-grade GPUs
vanna-ai/vanna ⭐ 6,863
🤖 Chat with your SQL database 📊. Accurate Text-to-SQL Generation via LLMs using RAG 🔄.
🔗 vanna.ai/docs
jzhang38/TinyLlama ⭐ 6,837
The TinyLlama project is an open endeavor to pretrain a 1.1B Llama model on 3 trillion tokens.
bhaskatripathi/pdfGPT ⭐ 6,710
PDF GPT allows you to chat with the contents of your PDF file by using GPT capabilities. The most effective open source solution to turn your pdf files in a chatbot!
🔗 huggingface.co/spaces/bhaskartripathi/pdfgpt_turbo
lightning-ai/litgpt ⭐ 6,679
Pretrain, finetune, deploy 20+ LLMs on your own data. Uses state-of-the-art techniques: flash attention, FSDP, 4-bit, LoRA, and more.
🔗 lightning.ai
eleutherai/gpt-neox ⭐ 6,592
An implementation of model parallel autoregressive transformers on GPUs, based on the DeepSpeed library.
abetlen/llama-cpp-python ⭐ 6,527
Python bindings for llama.cpp
🔗 llama-cpp-python.readthedocs.io
zilliztech/GPTCache ⭐ 6,435
Semantic cache for LLMs. Fully integrated with LangChain and llama_index.
🔗 gptcache.readthedocs.io
vaibhavs10/insanely-fast-whisper ⭐ 6,417
An opinionated CLI to transcribe Audio files w/ Whisper on-device! Powered by 🤗 Transformers, Optimum & flash-attn
apple/corenet ⭐ 6,226
CoreNet is a deep neural network toolkit that allows researchers and engineers to train standard and novel small and large-scale models for variety of tasks, including foundation models (e.g., CLIP and LLM), object classification, object detection, and semantic segmentation.
mit-han-lab/streaming-llm ⭐ 6,213
[ICLR 2024] Efficient Streaming Language Models with Attention Sinks
🔗 arxiv.org/abs/2309.17453
langchain-ai/opengpts ⭐ 6,125
An open source effort to create a similar experience to OpenAI's GPTs and Assistants API.
nat/openplayground ⭐ 6,082
An LLM playground you can run on your laptop
run-llama/rags ⭐ 5,921
Build ChatGPT over your data, all with natural language
lightning-ai/lit-llama ⭐ 5,807
Implementation of the LLaMA language model based on nanoGPT. Supports flash attention, Int8 and GPTQ 4bit quantization, LoRA and LLaMA-Adapter fine-tuning, pre-training. Apache 2.0-licensed.
skypilot-org/skypilot ⭐ 5,675
SkyPilot: Run LLMs, AI, and Batch jobs on any cloud. Get maximum savings, highest GPU availability, and managed execution—all with a simple interface.
🔗 skypilot.readthedocs.io
chainlit/chainlit ⭐ 5,478
Build Conversational AI in minutes ⚡️
🔗 docs.chainlit.io
dsdanielpark/Bard-API ⭐ 5,386
The unofficial python package that returns response of Google Bard through cookie value.
🔗 pypi.org/project/bardapi
internlm/InternLM ⭐ 5,220
Official release of InternLM2 7B and 20B base and chat models. 200K context support
🔗 internlm.intern-ai.org.cn
jxnl/instructor ⭐ 5,184
Instructor is a Python library that makes it a breeze to work with structured outputs from large language models (LLMs). Built on top of Pydantic, it provides a simple, transparent, and user-friendly API to manage validation, retries, and streaming responses.
🔗 python.useinstructor.com
minedojo/Voyager ⭐ 5,168
An Open-Ended Embodied Agent with Large Language Models
🔗 voyager.minedojo.org
eleutherai/lm-evaluation-harness ⭐ 5,109
A framework for few-shot evaluation of language models.
🔗 www.eleuther.ai
pytorch-labs/gpt-fast ⭐ 5,102
Simple and efficient pytorch-native transformer text generation in <1000 LOC of python.
microsoft/promptbase ⭐ 5,065
promptbase is an evolving collection of resources, best practices, and example scripts for eliciting the best performance from foundation models.
phidatahq/phidata ⭐ 4,903
Phidata is a toolkit for building AI Assistants using function calling.
🔗 docs.phidata.com
langchain-ai/chat-langchain ⭐ 4,786
Locally hosted chatbot specifically focused on question answering over the LangChain documentation
🔗 chat.langchain.com
explodinggradients/ragas ⭐ 4,709
Evaluation framework for your Retrieval Augmented Generation (RAG) pipelines
🔗 docs.ragas.io
openbmb/ToolBench ⭐ 4,423
[ICLR'24 spotlight] An open platform for training, serving, and evaluating large language model for tool learning.
🔗 openbmb.github.io/toolbench
togethercomputer/RedPajama-Data ⭐ 4,357
The RedPajama-Data repository contains code for preparing large datasets for training large language models.
mnotgod96/AppAgent ⭐ 4,305
AppAgent: Multimodal Agents as Smartphone Users, an LLM-based multimodal agent framework designed to operate smartphone apps.
🔗 appagent-official.github.io
microsoft/BioGPT ⭐ 4,233
Implementation of BioGPT: Generative Pre-trained Transformer for Biomedical Text Generation and Mining
kyegomez/tree-of-thoughts ⭐ 4,047
Plug in and Play Implementation of Tree of Thoughts: Deliberate Problem Solving with Large Language Models that Elevates Model Reasoning by atleast 70%
🔗 discord.gg/qutxnk2nmf
allenai/OLMo ⭐ 3,993
OLMo is a repository for training and using AI2's state-of-the-art open language models. It is built by scientists, for scientists.
🔗 allenai.org/olmo
instruction-tuning-with-gpt-4/GPT-4-LLM ⭐ 3,978
Instruction Tuning with GPT-4
🔗 instruction-tuning-with-gpt-4.github.io
microsoft/LLMLingua ⭐ 3,855
To speed up LLMs' inference and enhance LLM's perceive of key information, compress the prompt and KV-Cache, which achieves up to 20x compression with minimal performance loss.
🔗 llmlingua.com
ravenscroftj/turbopilot ⭐ 3,832
Turbopilot is an open source large-language-model based code completion engine that runs locally on CPU
mshumer/gpt-llm-trainer ⭐ 3,810
Input a description of your task, and the system will generate a dataset, parse it, and fine-tune a LLaMA 2 model for you
1rgs/jsonformer ⭐ 3,801
A Bulletproof Way to Generate Structured JSON from Language Models
yizhongw/self-instruct ⭐ 3,785
Aligning pretrained language models with instruction data generated by themselves.
vikhyat/moondream ⭐ 3,742
A tiny open-source computer-vision language model designed to run efficiently on edge devices
🔗 moondream.ai
whitead/paper-qa ⭐ 3,618
LLM Chain for answering questions from documents with citations
h2oai/h2o-llmstudio ⭐ 3,598
H2O LLM Studio - a framework and no-code GUI for fine-tuning LLMs. Documentation: https://h2oai.github.io/h2o-llmstudio/
🔗 gpt-gm.h2o.ai
mmabrouk/llm-workflow-engine ⭐ 3,584
Power CLI and Workflow manager for LLMs (core package)
skyvern-ai/skyvern ⭐ 3,524
Skyvern automates browser-based workflows using LLMs and computer vision. It provides a simple API endpoint to fully automate manual workflows, replacing brittle or unreliable automation solutions.
🔗 www.skyvern.com
luodian/Otter ⭐ 3,453
🦦 Otter, a multi-modal model based on OpenFlamingo (open-sourced version of DeepMind's Flamingo), trained on MIMIC-IT and showcasing improved instruction-following and in-context learning ability.
🔗 otter-ntu.github.io
cg123/mergekit ⭐ 3,443
Tools for merging pretrained large language models.
minimaxir/simpleaichat ⭐ 3,386
Python package for easily interfacing with chat apps, with robust features and minimal code complexity.
minimaxir/gpt-2-simple ⭐ 3,381
Python package to easily retrain OpenAI's GPT-2 text-generating model on new texts
nvidia/NeMo-Guardrails ⭐ 3,377
NeMo Guardrails is an open-source toolkit for easily adding programmable guardrails to LLM-based conversational systems.
guardrails-ai/guardrails ⭐ 3,340
Open-source Python package for specifying structure and type, validating and correcting the outputs of large language models (LLMs)
🔗 www.guardrailsai.com/docs
eth-sri/lmql ⭐ 3,337
A language for constraint-guided and efficient LLM programming.
🔗 lmql.ai
deep-diver/LLM-As-Chatbot ⭐ 3,239
LLM as a Chatbot Service
microsoft/LMOps ⭐ 3,190
General technology for enabling AI capabilities w/ LLMs and MLLMs
🔗 aka.ms/generalai
llmware-ai/llmware ⭐ 3,171
Providing enterprise-grade LLM-based development framework, tools, and fine-tuned models.
🔗 llmware-ai.github.io/llmware
simonw/llm ⭐ 2,973
Access large language models from the command-line
🔗 llm.datasette.io
baichuan-inc/Baichuan-13B ⭐ 2,959
A 13B large language model developed by Baichuan Intelligent Technology
🔗 huggingface.co/baichuan-inc/baichuan-13b-chat
microsoft/torchscale ⭐ 2,926
Foundation Architecture for (M)LLMs
🔗 aka.ms/generalai
iryna-kondr/scikit-llm ⭐ 2,923
Seamlessly integrate LLMs into scikit-learn.
🔗 beastbyte.ai
freedomintelligence/LLMZoo ⭐ 2,872
⚡LLM Zoo is a project that provides data, models, and evaluation benchmark for large language models.⚡
next-gpt/NExT-GPT ⭐ 2,871
Code and models for NExT-GPT: Any-to-Any Multimodal Large Language Model
🔗 next-gpt.github.io
langchain-ai/langgraph ⭐ 2,843
LangGraph is a library for building stateful, multi-actor applications with LLMs, built on top of (and intended to be used with) LangChain.
🔗 langchain-ai.github.io/langgraph
juncongmoo/pyllama ⭐ 2,787
LLaMA: Open and Efficient Foundation Language Models
promptfoo/promptfoo ⭐ 2,763
Test your prompts, models, and RAGs. Catch regressions and improve prompt quality. LLM evals for OpenAI, Azure, Anthropic, Gemini, Mistral, Llama, Bedrock, Ollama, and other local & private models with CI/CD integration.
🔗 www.promptfoo.dev
defog-ai/sqlcoder ⭐ 2,742
SoTA LLM for converting natural language questions to SQL queries
paperswithcode/galai ⭐ 2,647
Model API for GALACTICA
li-plus/chatglm.cpp ⭐ 2,601
C++ implementation of ChatGLM-6B & ChatGLM2-6B & ChatGLM3 & more LLMs
open-compass/opencompass ⭐ 2,572
OpenCompass is an LLM evaluation platform, supporting a wide range of models (Llama3, Mistral, InternLM2,GPT-4,LLaMa2, Qwen,GLM, Claude, etc) over 100+ datasets.
🔗 opencompass.org.cn
alpha-vllm/LLaMA2-Accessory ⭐ 2,514
An Open-source Toolkit for LLM Development
🔗 llama2-accessory.readthedocs.io
pathwaycom/llm-app ⭐ 2,504
LLM App templates for RAG, knowledge mining, and stream analytics. Ready to run with Docker,⚡in sync with your data sources.
🔗 pathway.com/developers/showcases/llm-app-pathway
hegelai/prompttools ⭐ 2,439
Open-source tools for prompt testing and experimentation, with support for both LLMs (e.g. OpenAI, LLaMA) and vector databases (e.g. Chroma, Weaviate, LanceDB).
🔗 prompttools.readthedocs.io
databricks/dbrx ⭐ 2,399
Code examples and resources for DBRX, a large language model developed by Databricks
🔗 www.databricks.com
sgl-project/sglang ⭐ 2,373
SGLang is a structured generation language designed for large language models (LLMs). It makes your interaction with models faster and more controllable.
weaviate/Verba ⭐ 2,331
Retrieval Augmented Generation (RAG) chatbot powered by Weaviate
ofa-sys/OFA ⭐ 2,326
Official repository of OFA (ICML 2022). Paper: OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework
civitai/sd_civitai_extension ⭐ 2,264
All of the Civitai models inside Automatic 1111 Stable Diffusion Web UI
young-geng/EasyLM ⭐ 2,242
Large language models (LLMs) made easy, EasyLM is a one stop solution for pre-training, finetuning, evaluating and serving LLMs in JAX/Flax.
bclavie/RAGatouille ⭐ 2,146
Bridging the gap between state-of-the-art research and alchemical RAG pipeline practices.
openai/finetune-transformer-lm ⭐ 2,086
Code and model for the paper "Improving Language Understanding by Generative Pre-Training"
🔗 s3-us-west-2.amazonaws.com/openai-assets/research-covers/language-unsupervised/language_understanding_paper.pdf
huggingface/text-embeddings-inference ⭐ 2,022
A blazing fast inference solution for text embeddings models
🔗 huggingface.co/docs/text-embeddings-inference/quick_tour
openai/image-gpt ⭐ 2,002
Archived. Code and models from the paper "Generative Pretraining from Pixels"
noahshinn/reflexion ⭐ 1,981
[NeurIPS 2023] Reflexion: Language Agents with Verbal Reinforcement Learning
cheshire-cat-ai/core ⭐ 1,969
Production ready AI assistant framework
🔗 cheshirecat.ai
intel/neural-compressor ⭐ 1,968
SOTA low-bit LLM quantization (INT8/FP8/INT4/FP4/NF4) & sparsity; leading model compression techniques on TensorFlow, PyTorch, and ONNX Runtime
🔗 intel.github.io/neural-compressor
tairov/llama2.mojo ⭐ 1,948
Inference Llama 2 in one file of pure 🔥
🔗 www.modular.com/blog/community-spotlight-how-i-built-llama2-by-aydyn-tairov
cohere-ai/cohere-toolkit ⭐ 1,928
Toolkit is a collection of prebuilt components enabling users to quickly build and deploy RAG applications.
lucidrains/toolformer-pytorch ⭐ 1,891
Implementation of Toolformer, Language Models That Can Use Tools, by MetaAI
openai/gpt-2-output-dataset ⭐ 1,890
Dataset of GPT-2 outputs for research in detection, biases, and more
neulab/prompt2model ⭐ 1,883
prompt2model - Generate Deployable Models from Natural Language Instructions
spcl/graph-of-thoughts ⭐ 1,867
Official Implementation of "Graph of Thoughts: Solving Elaborate Problems with Large Language Models"
🔗 arxiv.org/pdf/2308.09687.pdf
minimaxir/aitextgen ⭐ 1,828
A robust Python tool for text-based AI training and generation using GPT-2.
🔗 docs.aitextgen.io
openai/gpt-discord-bot ⭐ 1,712
Example Discord bot written in Python that uses the completions API to have conversations with the text-davinci-003 model, and the moderations API to filter the messages.
ist-daslab/gptq ⭐ 1,706
Code for the ICLR 2023 paper "GPTQ: Accurate Post-training Quantization of Generative Pretrained Transformers".
🔗 arxiv.org/abs/2210.17323
truera/trulens ⭐ 1,629
Evaluation and Tracking for LLM Experiments
🔗 www.trulens.org
epfllm/meditron ⭐ 1,624
Meditron is a suite of open-source medical Large Language Models (LLMs).
🔗 huggingface.co/epfl-llm
microsoft/Megatron-DeepSpeed ⭐ 1,617
Ongoing research training transformer language models at scale, including: BERT & GPT-2
predibase/lorax ⭐ 1,539
Multi-LoRA inference server that scales to 1000s of fine-tuned LLMs
🔗 loraexchange.ai
ray-project/llm-applications ⭐ 1,505
A comprehensive guide to building RAG-based LLM applications for production.
jina-ai/thinkgpt ⭐ 1,464
Agent techniques to augment your LLM and push it beyong its limits
cstankonrad/long_llama ⭐ 1,434
LongLLaMA is a large language model capable of handling long contexts. It is based on OpenLLaMA and fine-tuned with the Focused Transformer (FoT) method.
akariasai/self-rag ⭐ 1,433
This includes the original implementation of SELF-RAG: Learning to Retrieve, Generate and Critique through self-reflection by Akari Asai, Zeqiu Wu, Yizhong Wang, Avirup Sil, and Hannaneh Hajishirzi.
🔗 selfrag.github.io
farizrahman4u/loopgpt ⭐ 1,393
Re-implementation of Auto-GPT as a python package, written with modularity and extensibility in mind.
explosion/spacy-transformers ⭐ 1,318
🛸 Use pretrained transformers like BERT, XLNet and GPT-2 in spaCy
🔗 spacy.io/usage/embeddings-transformers
run-llama/llama-lab ⭐ 1,310
Llama Lab is a repo dedicated to building cutting-edge projects using LlamaIndex
bigscience-workshop/Megatron-DeepSpeed ⭐ 1,244
Ongoing research training transformer language models at scale, including: BERT & GPT-2
chatarena/chatarena ⭐ 1,224
ChatArena (or Chat Arena) is a Multi-Agent Language Game Environments for LLMs. The goal is to develop communication and collaboration capabilities of AIs.
🔗 www.chatarena.org
srush/MiniChain ⭐ 1,170
A tiny library for coding with large language models.
🔗 srush-minichain.hf.space
ray-project/ray-llm ⭐ 1,148
RayLLM - LLMs on Ray
🔗 aviary.anyscale.com
ibm/Dromedary ⭐ 1,089
Dromedary: towards helpful, ethical and reliable LLMs.
meetkai/functionary ⭐ 1,059
Chat language model that can use tools and interpret the results
linksoul-ai/AutoAgents ⭐ 1,038
[IJCAI 2024] Generate different roles for GPTs to form a collaborative entity for complex tasks.
🔗 huggingface.co/spaces/linksoul/autoagents
nomic-ai/pygpt4all ⭐ 1,024
Official supported Python bindings for llama.cpp + gpt4all
🔗 nomic-ai.github.io/pygpt4all
rlancemartin/auto-evaluator ⭐ 1,024
Evaluation tool for LLM QA chains
🔗 autoevaluator.langchain.com
lupantech/chameleon-llm ⭐ 1,019
Codes for "Chameleon: Plug-and-Play Compositional Reasoning with Large Language Models".
🔗 chameleon-llm.github.io
ctlllll/LLM-ToolMaker ⭐ 1,000
Large Language Models as Tool Makers
keirp/automatic_prompt_engineer ⭐ 994
Large Language Models Are Human-Level Prompt Engineers
microsoft/Llama-2-Onnx ⭐ 987
A Microsoft optimized version of the Llama 2 model, available from Meta
hao-ai-lab/LookaheadDecoding ⭐ 976
Break the Sequential Dependency of LLM Inference Using Lookahead Decoding
explosion/spacy-llm ⭐ 948
🦙 Integrating LLMs into structured NLP pipelines
🔗 spacy.io/usage/large-language-models
ajndkr/lanarky ⭐ 942
The web framework for building LLM microservices
🔗 lanarky.ajndkr.com
pinecone-io/canopy ⭐ 884
Retrieval Augmented Generation (RAG) framework and context engine powered by Pinecone
🔗 www.pinecone.io
cerebras/modelzoo ⭐ 850
Examples of common deep learning models that can be trained on Cerebras hardware
agenta-ai/agenta ⭐ 838
The all-in-one LLM developer platform: prompt management, evaluation, human feedback, and deployment all in one place.
🔗 www.agenta.ai
muennighoff/sgpt ⭐ 809
SGPT: GPT Sentence Embeddings for Semantic Search
🔗 arxiv.org/abs/2202.08904
huggingface/nanotron ⭐ 803
Minimalistic large language model 3D-parallelism training
oliveirabruno01/babyagi-asi ⭐ 747
BabyAGI: an Autonomous and Self-Improving agent, or BASI
opengenerativeai/GenossGPT ⭐ 738
One API for all LLMs either Private or Public (Anthropic, Llama V2, GPT 3.5/4, Vertex, GPT4ALL, HuggingFace ...) 🌈🐂 Replace OpenAI GPT with any LLMs in your app with one line.
🔗 genoss.ai
salesforce/xgen ⭐ 713
Salesforce open-source LLMs with 8k sequence length.
datadreamer-dev/DataDreamer ⭐ 650
DataDreamer is a powerful open-source Python library for prompting, synthetic data generation, and training workflows. It is designed to be simple, extremely efficient, and research-grade.
🔗 datadreamer.dev
topoteretes/cognee ⭐ 640
Deterministic LLMs Outputs for AI Applications and AI Agents
🔗 www.cognee.ai
langchain-ai/langsmith-cookbook ⭐ 609
LangSmith is a platform for building production-grade LLM applications.
🔗 langsmith-cookbook.vercel.app
opengvlab/OmniQuant ⭐ 569
[ICLR2024 spotlight] OmniQuant is a simple and powerful quantization technique for LLMs.
squeezeailab/SqueezeLLM ⭐ 569
[ICML 2024] SqueezeLLM: Dense-and-Sparse Quantization
🔗 arxiv.org/abs/2306.07629
lupantech/ScienceQA ⭐ 548
Data and code for NeurIPS 2022 Paper "Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering".
hazyresearch/ama_prompting ⭐ 530
Ask Me Anything language model prompting
zhudotexe/kani ⭐ 527
kani (カニ) is a highly hackable microframework for chat-based language models with tool use/function calling. (NLP-OSS @ EMNLP 2023)
🔗 kani.readthedocs.io
vahe1994/SpQR ⭐ 512
Quantization algorithm and the model evaluation code for SpQR method for LLM compression
continuum-llms/chatgpt-memory ⭐ 510
Allows to scale the ChatGPT API to multiple simultaneous sessions with infinite contextual and adaptive memory powered by GPT and Redis datastore.
huggingface/lighteval ⭐ 347
LightEval is a lightweight LLM evaluation suite that Hugging Face has been using internally with the recently released LLM data processing library datatrove and LLM training library nanotron.
judahpaul16/gpt-home ⭐ 118
ChatGPT at home! Basically a better Google Nest Hub or Amazon Alexa home assistant. Built on the Raspberry Pi using the OpenAI API.
stanford-oval/suql ⭐ 99
SUQL: Conversational Search over Structured and Unstructured Data with LLMs
🔗 arxiv.org/abs/2311.09818

Math and Science

Mathematical, numerical and scientific libraries.

numpy/numpy ⭐ 26,415
The fundamental package for scientific computing with Python.
🔗 numpy.org
taichi-dev/taichi ⭐ 24,787
Productive, portable, and performant GPU programming in Python: Taichi Lang is an open-source, imperative, parallel programming language for high-performance numerical computation.
🔗 taichi-lang.org
scipy/scipy ⭐ 12,478
SciPy library main repository
🔗 scipy.org
sympy/sympy ⭐ 12,406
A computer algebra system written in pure Python
🔗 sympy.org
google/or-tools ⭐ 10,463
Google Optimization Tools (a.k.a., OR-Tools) is an open-source, fast and portable software suite for solving combinatorial optimization problems.
🔗 developers.google.com/optimization
z3prover/z3 ⭐ 9,747
Z3 is a theorem prover from Microsoft Research with a Python language binding.
cupy/cupy ⭐ 7,789
NumPy & SciPy for GPU
🔗 cupy.dev
google-deepmind/alphageometry ⭐ 3,697
Solving Olympiad Geometry without Human Demonstrations
mikedh/trimesh ⭐ 2,761
Python library for loading and using triangular meshes.
🔗 trimesh.org
mckinsey/causalnex ⭐ 2,147
A Python library that helps data scientists to infer causation rather than observing correlation.
🔗 causalnex.readthedocs.io
pyomo/pyomo ⭐ 1,845
An object-oriented algebraic modeling language in Python for structured optimization problems.
🔗 www.pyomo.org
facebookresearch/theseus ⭐ 1,604
A library for differentiable nonlinear optimization
google-research/torchsde ⭐ 1,475
Differentiable SDE solvers with GPU support and efficient sensitivity analysis.
dynamicslab/pysindy ⭐ 1,298
A package for the sparse identification of nonlinear dynamical systems from data
🔗 pysindy.readthedocs.io/en/latest
geomstats/geomstats ⭐ 1,152
Computations and statistics on manifolds with geometric structures.
🔗 geomstats.ai
cma-es/pycma ⭐ 1,028
pycma is a Python implementation of CMA-ES and a few related numerical optimization tools.
sj001/AI-Feynman ⭐ 586
Implementation of AI Feynman: a Physics-Inspired Method for Symbolic Regression
willianfuks/tfcausalimpact ⭐ 576
Python Causal Impact Implementation Based on Google's R Package. Built using TensorFlow Probability.
brandondube/prysm ⭐ 234
Prysm is an open-source library for physical and first-order modeling of optical systems and analysis of related data: numerical and physical optics, integrated modeling, phase retrieval, segmented systems, polynomials and fitting, sequential raytracing.
🔗 prysm.readthedocs.io/en/stable
lean-dojo/ReProver ⭐ 164
Retrieval-Augmented Theorem Provers for Lean
🔗 leandojo.org
albahnsen/pycircular ⭐ 86
pycircular is a Python module for circular data analysis
gbillotey/Fractalshades ⭐ 26
Arbitrary-precision fractal explorer - Python package

Machine Learning - General

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

scikit-learn/scikit-learn ⭐ 58,182
scikit-learn: machine learning in Python
🔗 scikit-learn.org
openai/openai-cookbook ⭐ 56,024
Examples and guides for using the OpenAI API
🔗 cookbook.openai.com
tencentarc/GFPGAN ⭐ 34,640
GFPGAN aims at developing Practical Algorithms for Real-world Face Restoration.
google-research/google-research ⭐ 32,879
This repository contains code released by Google Research
🔗 research.google
suno-ai/bark ⭐ 32,696
🔊 Text-Prompted Generative Audio Model
facebookresearch/faiss ⭐ 28,288
A library for efficient similarity search and clustering of dense vectors.
🔗 faiss.ai
google/jax ⭐ 28,025
Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more
🔗 jax.readthedocs.io
open-mmlab/mmdetection ⭐ 27,855
OpenMMLab Detection Toolbox and Benchmark
🔗 mmdetection.readthedocs.io
ageron/handson-ml2 ⭐ 26,944
A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.
lutzroeder/netron ⭐ 26,166
Visualizer for neural network, deep learning and machine learning models
🔗 netron.app
dmlc/xgboost ⭐ 25,595
Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow
🔗 xgboost.readthedocs.io/en/stable
google/mediapipe ⭐ 25,520
Cross-platform, customizable ML solutions for live and streaming media.
🔗 mediapipe.dev
harisiqbal88/PlotNeuralNet ⭐ 21,138
Latex code for making neural networks diagrams
jina-ai/jina ⭐ 20,073
☁️ Build multimodal AI applications with cloud-native stack
🔗 docs.jina.ai
onnx/onnx ⭐ 16,881
Open standard for machine learning interoperability
🔗 onnx.ai
microsoft/LightGBM ⭐ 16,069
A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks.
🔗 lightgbm.readthedocs.io/en/latest
tensorflow/tensor2tensor ⭐ 14,913
Library of deep learning models and datasets designed to make deep learning more accessible and accelerate ML research.
ddbourgin/numpy-ml ⭐ 14,561
Machine learning, in numpy
🔗 numpy-ml.readthedocs.io
ml-explore/mlx ⭐ 14,337
MLX is an array framework for machine learning on Apple silicon, brought to you by Apple machine learning research.
🔗 ml-explore.github.io/mlx
aleju/imgaug ⭐ 14,163
Image augmentation for machine learning experiments.
🔗 imgaug.readthedocs.io
roboflow/supervision ⭐ 14,069
We write your reusable computer vision tools. 💜
🔗 supervision.roboflow.com
microsoft/nni ⭐ 13,760
An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
🔗 nni.readthedocs.io
microsoft/Swin-Transformer ⭐ 12,994
This is an official implementation for "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows".
🔗 arxiv.org/abs/2103.14030
jindongwang/transferlearning ⭐ 12,879
Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习
🔗 transferlearning.xyz
deepmind/deepmind-research ⭐ 12,815
This repository contains implementations and illustrative code to accompany DeepMind publications
microsoft/onnxruntime ⭐ 12,767
ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator
🔗 onnxruntime.ai
spotify/annoy ⭐ 12,714
Approximate Nearest Neighbors in C++/Python optimized for memory usage and loading/saving to disk
neonbjb/tortoise-tts ⭐ 11,827
A multi-voice TTS system trained with an emphasis on quality
deepmind/alphafold ⭐ 11,697
Implementation of the inference pipeline of AlphaFold v2
facebookresearch/AnimatedDrawings ⭐ 10,199
Code to accompany "A Method for Animating Children's Drawings of the Human Figure"
twitter/the-algorithm-ml ⭐ 9,886
Source code for Twitter's Recommendation Algorithm
🔗 blog.twitter.com/engineering/en_us/topics/open-source/2023/twitter-recommendation-algorithm
ggerganov/ggml ⭐ 9,741
Tensor library for machine learning
optuna/optuna ⭐ 9,689
A hyperparameter optimization framework
🔗 optuna.org
statsmodels/statsmodels ⭐ 9,566
Statsmodels: statistical modeling and econometrics in Python
🔗 www.statsmodels.org/devel
epistasislab/tpot ⭐ 9,505
A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.
🔗 epistasislab.github.io/tpot
megvii-basedetection/YOLOX ⭐ 9,030
YOLOX is a high-performance anchor-free YOLO, exceeding yolov3~v5 with MegEngine, ONNX, TensorRT, ncnn, and OpenVINO supported. Documentation: https://yolox.readthedocs.io/
cleanlab/cleanlab ⭐ 8,673
The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.
🔗 cleanlab.ai
pycaret/pycaret ⭐ 8,433
An open-source, low-code machine learning library in Python
🔗 www.pycaret.org
wandb/wandb ⭐ 8,231
🔥 A tool for visualizing and tracking your machine learning experiments. This repo contains the CLI and Python API.
🔗 wandb.ai
pymc-devs/pymc ⭐ 8,171
Bayesian Modeling and Probabilistic Programming in Python
🔗 docs.pymc.io
uberi/speech_recognition ⭐ 8,051
Speech recognition module for Python, supporting several engines and APIs, online and offline.
🔗 pypi.python.org/pypi/speechrecognition
catboost/catboost ⭐ 7,754
A fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, regression and other machine learning tasks for Python, R, Java, C++. Supports computation on CPU and GPU.
🔗 catboost.ai
facebookresearch/xformers ⭐ 7,624
Hackable and optimized Transformers building blocks, supporting a composable construction.
🔗 facebookresearch.github.io/xformers
open-mmlab/mmsegmentation ⭐ 7,431
OpenMMLab Semantic Segmentation Toolbox and Benchmark.
🔗 mmsegmentation.readthedocs.io/en/main
automl/auto-sklearn ⭐ 7,409
Automated Machine Learning with scikit-learn
🔗 automl.github.io/auto-sklearn
awslabs/autogluon ⭐ 7,142
Fast and Accurate ML in 3 Lines of Code
🔗 auto.gluon.ai
hyperopt/hyperopt ⭐ 7,089
Distributed Asynchronous Hyperparameter Optimization in Python
🔗 hyperopt.github.io/hyperopt
featurelabs/featuretools ⭐ 7,033
An open source python library for automated feature engineering
🔗 www.featuretools.com
huggingface/accelerate ⭐ 7,007
🚀 A simple way to launch, train, and use PyTorch models on almost any device and distributed configuration, automatic mixed precision (including fp8), and easy-to-configure FSDP and DeepSpeed support
🔗 huggingface.co/docs/accelerate
lmcinnes/umap ⭐ 6,959
Uniform Manifold Approximation and Projection
hips/autograd ⭐ 6,800
Efficiently computes derivatives of numpy code.
py-why/dowhy ⭐ 6,752
DoWhy is a Python library for causal inference that supports explicit modeling and testing of causal assumptions. DoWhy is based on a unified language for causal inference, combining causal graphical models and potential outcomes frameworks.
🔗 www.pywhy.org/dowhy
scikit-learn-contrib/imbalanced-learn ⭐ 6,705
A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning
🔗 imbalanced-learn.org
open-mmlab/mmagic ⭐ 6,591
OpenMMLab Multimodal Advanced, Generative, and Intelligent Creation Toolbox. Unlock the magic 🪄: Generative-AI (AIGC), easy-to-use APIs, awsome model zoo, diffusion models, for text-to-image generation, image/video restoration/enhancement, etc.
🔗 mmagic.readthedocs.io/en/latest
probml/pyprobml ⭐ 6,263
Python code for "Probabilistic Machine learning" book by Kevin Murphy
nicolashug/Surprise ⭐ 6,193
A Python scikit for building and analyzing recommender systems
🔗 surpriselib.com
google/automl ⭐ 6,157
Google Brain AutoML
cleverhans-lab/cleverhans ⭐ 6,082
An adversarial example library for constructing attacks, building defenses, and benchmarking both
kevinmusgrave/pytorch-metric-learning ⭐ 5,770
The easiest way to use deep metric learning in your application. Modular, flexible, and extensible. Written in PyTorch.
🔗 kevinmusgrave.github.io/pytorch-metric-learning
open-mmlab/mmcv ⭐ 5,612
OpenMMLab Computer Vision Foundation
🔗 mmcv.readthedocs.io/en/latest
project-monai/MONAI ⭐ 5,358
AI Toolkit for Healthcare Imaging
🔗 monai.io
mdbloice/Augmentor ⭐ 5,023
Image augmentation library in Python for machine learning.
🔗 augmentor.readthedocs.io/en/stable
ml-explore/mlx-examples ⭐ 5,004
Examples in the MLX framework
online-ml/river ⭐ 4,778
🌊 Online machine learning in Python
🔗 riverml.xyz
uber/causalml ⭐ 4,770
Uplift modeling and causal inference with machine learning algorithms
rasbt/mlxtend ⭐ 4,768
A library of extension and helper modules for Python's data analysis and machine learning libraries.
🔗 rasbt.github.io/mlxtend
lucidrains/deep-daze ⭐ 4,385
Simple command line tool for text to image generation using OpenAI's CLIP and Siren (Implicit neural representation network). Technique was originally created by https://twitter.com/advadnoun
google-deepmind/graphcast ⭐ 4,242
GraphCast: Learning skillful medium-range global weather forecasting
districtdatalabs/yellowbrick ⭐ 4,200
Visual analysis and diagnostic tools to facilitate machine learning model selection.
🔗 www.scikit-yb.org
skvark/opencv-python ⭐ 4,179
Automated CI toolchain to produce precompiled opencv-python, opencv-python-headless, opencv-contrib-python and opencv-contrib-python-headless packages.
🔗 pypi.org/project/opencv-python
marqo-ai/marqo ⭐ 4,141
Unified embedding generation and search engine. Also available on cloud - cloud.marqo.ai
🔗 www.marqo.ai
nv-tlabs/GET3D ⭐ 4,123
Generative Model of High Quality 3D Textured Shapes Learned from Images
sanchit-gandhi/whisper-jax ⭐ 4,093
JAX implementation of OpenAI's Whisper model for up to 70x speed-up on TPU.
apple/coremltools ⭐ 4,073
Core ML tools contain supporting tools for Core ML model conversion, editing, and validation.
🔗 coremltools.readme.io
nmslib/hnswlib ⭐ 4,024
Header-only C++/python library for fast approximate nearest neighbors
🔗 github.com/nmslib/hnswlib
cmusphinx/pocketsphinx ⭐ 3,750
A small speech recognizer
microsoft/FLAML ⭐ 3,681
A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.
🔗 microsoft.github.io/flaml
ourownstory/neural_prophet ⭐ 3,645
NeuralProphet: A simple forecasting package
🔗 neuralprophet.com
py-why/EconML ⭐ 3,556
ALICE (Automated Learning and Intelligence for Causation and Economics) is a Microsoft Research project aimed at applying Artificial Intelligence concepts to economic decision making. One of its goals is to build a toolkit that combines state-of-the-art machine learning techniques with econometrics in order to brin...
🔗 www.microsoft.com/en-us/research/project/alice
thudm/CogVideo ⭐ 3,497
Text-to-video generation. The repo for ICLR2023 paper "CogVideo: Large-scale Pretraining for Text-to-Video Generation via Transformers"
huggingface/notebooks ⭐ 3,298
Notebooks using the Hugging Face libraries 🤗
facebookresearch/vissl ⭐ 3,230
VISSL is FAIR's library of extensible, modular and scalable components for SOTA Self-Supervised Learning with images.
🔗 vissl.ai
huggingface/autotrain-advanced ⭐ 3,214
AutoTrain Advanced: faster and easier training and deployments of state-of-the-art machine learning models
🔗 huggingface.co/autotrain
yoheinakajima/instagraph ⭐ 3,190
Converts text input or URL into knowledge graph and displays
rucaibox/RecBole ⭐ 3,181
A unified, comprehensive and efficient recommendation library
🔗 recbole.io
pytorch/glow ⭐ 3,155
Compiler for Neural Network hardware accelerators
hrnet/HRNet-Semantic-Segmentation ⭐ 3,053
The OCR approach is rephrased as Segmentation Transformer: https://arxiv.org/abs/1909.11065. This is an official implementation of semantic segmentation for HRNet. https://arxiv.org/abs/1908.07919
lucidrains/musiclm-pytorch ⭐ 3,018
Implementation of MusicLM, Google's new SOTA model for music generation using attention networks, in Pytorch
zjunlp/DeepKE ⭐ 2,955
[EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and Construction
🔗 deepke.zjukg.cn
mljar/mljar-supervised ⭐ 2,936
Python package for AutoML on Tabular Data with Feature Engineering, Hyper-Parameters Tuning, Explanations and Automatic Documentation
🔗 mljar.com
lightly-ai/lightly ⭐ 2,756
A python library for self-supervised learning on images.
🔗 docs.lightly.ai/self-supervised-learning
teamhg-memex/eli5 ⭐ 2,729
A library for debugging/inspecting machine learning classifiers and explaining their predictions
🔗 eli5.readthedocs.io
scikit-optimize/scikit-optimize ⭐ 2,726
Sequential model-based optimization with a scipy.optimize interface
🔗 scikit-optimize.github.io
shankarpandala/lazypredict ⭐ 2,687
Lazy Predict help build a lot of basic models without much code and helps understand which models works better without any parameter tuning
scikit-learn-contrib/hdbscan ⭐ 2,675
A high performance implementation of HDBSCAN clustering.
🔗 hdbscan.readthedocs.io/en/latest
google-research/t5x ⭐ 2,502
T5X is a modular, composable, research-friendly framework for high-performance, configurable, self-service training, evaluation, and inference of sequence models (starting with language) at many scales.
apple/ml-ane-transformers ⭐ 2,470
Reference implementation of the Transformer architecture optimized for Apple Neural Engine (ANE)
huggingface/safetensors ⭐ 2,450
Implements a new simple format for storing tensors safely (as opposed to pickle) and that is still fast (zero-copy).
🔗 huggingface.co/docs/safetensors
scikit-learn-contrib/category_encoders ⭐ 2,370
A library of sklearn compatible categorical variable encoders
🔗 contrib.scikit-learn.org/category_encoders
freedmand/semantra ⭐ 2,273
Semantra is a multipurpose tool for semantically searching documents. Query by meaning rather than just by matching text.
huggingface/optimum ⭐ 2,158
🚀 Accelerate training and inference of 🤗 Transformers and 🤗 Diffusers with easy to use hardware optimization tools
🔗 huggingface.co/docs/optimum/main
rom1504/clip-retrieval ⭐ 2,143
Easily compute clip embeddings and build a clip retrieval system with them
🔗 rom1504.github.io/clip-retrieval
aws/sagemaker-python-sdk ⭐ 2,043
A library for training and deploying machine learning models on Amazon SageMaker
🔗 sagemaker.readthedocs.io
huggingface/evaluate ⭐ 1,822
🤗 Evaluate: A library for easily evaluating machine learning models and datasets.
🔗 huggingface.co/docs/evaluate
rentruewang/koila ⭐ 1,816
Prevent PyTorch's CUDA error: out of memory in just 1 line of code.
🔗 rentruewang.github.io/koila
contextlab/hypertools ⭐ 1,801
A Python toolbox for gaining geometric insights into high-dimensional data
🔗 hypertools.readthedocs.io/en/latest
linkedin/greykite ⭐ 1,792
A flexible, intuitive and fast forecasting library
bmabey/pyLDAvis ⭐ 1,780
Python library for interactive topic model visualization. Port of the R LDAvis package.
scikit-learn-contrib/lightning ⭐ 1,709
Large-scale linear classification, regression and ranking in Python
🔗 contrib.scikit-learn.org/lightning
huggingface/huggingface_hub ⭐ 1,691
The official Python client for the Huggingface Hub.
🔗 huggingface.co/docs/huggingface_hub
tensorflow/addons ⭐ 1,677
Useful extra functionality for TensorFlow 2.x maintained by SIG-addons
eric-mitchell/direct-preference-optimization ⭐ 1,649
Reference implementation for DPO (Direct Preference Optimization)
microsoft/i-Code ⭐ 1,636
The ambition of the i-Code project is to build integrative and composable multimodal AI. The "i" stands for integrative multimodal learning.
castorini/pyserini ⭐ 1,465
Pyserini is a Python toolkit for reproducible information retrieval research with sparse and dense representations.
🔗 pyserini.io
jina-ai/finetuner ⭐ 1,428
🎯 Task-oriented embedding tuning for BERT, CLIP, etc.
🔗 finetuner.jina.ai
kubeflow/katib ⭐ 1,424
Automated Machine Learning on Kubernetes
🔗 www.kubeflow.org/docs/components/katib
visual-layer/fastdup ⭐ 1,409
fastdup is a powerful free tool designed to rapidly extract valuable insights from your image & video datasets. Assisting you to increase your dataset images & labels quality and reduce your data operations costs at an unparalleled scale.
laekov/fastmoe ⭐ 1,386
A fast MoE impl for PyTorch
🔗 fastmoe.ai
scikit-learn-contrib/metric-learn ⭐ 1,376
Metric learning algorithms in Python
🔗 contrib.scikit-learn.org/metric-learn
googlecloudplatform/vertex-ai-samples ⭐ 1,362
Sample code and notebooks for Vertex AI, the end-to-end machine learning platform on Google Cloud
🔗 cloud.google.com/vertex-ai
csinva/imodels ⭐ 1,292
Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).
🔗 csinva.io/imodels
borealisai/advertorch ⭐ 1,273
A Toolbox for Adversarial Robustness Research
awslabs/dgl-ke ⭐ 1,236
High performance, easy-to-use, and scalable package for learning large-scale knowledge graph embeddings.
🔗 dglke.dgl.ai/doc
microsoft/Olive ⭐ 1,225
Olive is an easy-to-use hardware-aware model optimization tool that composes industry-leading techniques across model compression, optimization, and compilation.
🔗 microsoft.github.io/olive
microsoft/Semi-supervised-learning ⭐ 1,191
A Unified Semi-Supervised Learning Codebase (NeurIPS'22)
🔗 usb.readthedocs.io
patchy631/machine-learning ⭐ 1,186
Machine Learning Tutorials Repository
google/vizier ⭐ 1,173
Python-based research interface for blackbox and hyperparameter optimization, based on the internal Google Vizier Service.
🔗 oss-vizier.readthedocs.io
spotify/voyager ⭐ 1,160
🛰️ An approximate nearest-neighbor search library for Python and Java with a focus on ease of use, simplicity, and deployability.
🔗 spotify.github.io/voyager
koaning/scikit-lego ⭐ 1,155
Extra blocks for scikit-learn pipelines.
🔗 koaning.github.io/scikit-lego
automl/TabPFN ⭐ 1,086
Official implementation of the TabPFN paper (https://arxiv.org/abs/2207.01848) and the tabpfn package.
🔗 priorlabs.ai
google-research/deeplab2 ⭐ 989
DeepLab2 is a TensorFlow library for deep labeling, aiming to provide a unified and state-of-the-art TensorFlow codebase for dense pixel labeling tasks.
lmcinnes/pynndescent ⭐ 841
A Python nearest neighbor descent for approximate nearest neighbors
hazyresearch/safari ⭐ 840
Convolutions for Sequence Modeling
davidmrau/mixture-of-experts ⭐ 834
PyTorch Re-Implementation of "The Sparsely-Gated Mixture-of-Experts Layer" by Noam Shazeer et al. https://arxiv.org/abs/1701.06538
qdrant/fastembed ⭐ 794
Fast, Accurate, Lightweight Python library to make State of the Art Embedding
🔗 qdrant.github.io/fastembed
opentensor/bittensor ⭐ 781
Internet-scale Neural Networks
🔗 www.bittensor.com
nvidia/cuda-python ⭐ 773
CUDA Python Low-level Bindings
🔗 nvidia.github.io/cuda-python
oml-team/open-metric-learning ⭐ 762
OML is a PyTorch-based framework to train and validate the models producing high-quality embeddings.
🔗 open-metric-learning.readthedocs.io/en/latest/index.html
criteo/autofaiss ⭐ 750
Automatically create Faiss knn indices with the most optimal similarity search parameters.
🔗 criteo.github.io/autofaiss
facebookresearch/balance ⭐ 673
The balance python package offers a simple workflow and methods for dealing with biased data samples when looking to infer from them to some target population of interest.
🔗 import-balance.org
awslabs/python-deequ ⭐ 649
Python API for Deequ, a library built on Spark for defining "unit tests for data", which measure data quality in large datasets
nicolas-hbt/pygraft ⭐ 640
Configurable Generation of Synthetic Schemas and Knowledge Graphs at Your Fingertips
🔗 pygraft.readthedocs.io/en/latest
replicate/replicate-python ⭐ 638
Python client for Replicate
🔗 replicate.com
hpcaitech/EnergonAI ⭐ 631
Large-scale model inference.
qdrant/quaterion ⭐ 625
Blazing fast framework for fine-tuning similarity learning models
🔗 quaterion.qdrant.tech
huggingface/quanto ⭐ 582
A pytorch Quantization Toolkit
microsoft/Focal-Transformer ⭐ 542
[NeurIPS 2021 Spotlight] Official code for "Focal Self-attention for Local-Global Interactions in Vision Transformers"
googleapis/python-aiplatform ⭐ 537
A Python SDK for Vertex AI, a fully managed, end-to-end platform for data science and machine learning.
huggingface/exporters ⭐ 533
Export Hugging Face models to Core ML and TensorFlow Lite
nevronai/MetisFL ⭐ 531
The first open Federated Learning framework implemented in C++ and Python.
🔗 metisfl.org
cvxgrp/pymde ⭐ 516
Minimum-distortion embedding with PyTorch
🔗 pymde.org
dylanhogg/gptauthor ⭐ 44
GPTAuthor is an AI tool for writing long form, multi-chapter stories given a story prompt.

Machine Learning - Deep Learning

Machine learning libraries that cross over with deep learning in some way.

tensorflow/tensorflow ⭐ 182,581
An Open Source Machine Learning Framework for Everyone
🔗 tensorflow.org
pytorch/pytorch ⭐ 78,096
Tensors and Dynamic neural networks in Python with strong GPU acceleration
🔗 pytorch.org
keras-team/keras ⭐ 60,973
Deep Learning for humans
🔗 keras.io
openai/whisper ⭐ 60,643
Robust Speech Recognition via Large-Scale Weak Supervision
deepfakes/faceswap ⭐ 49,279
Deepfakes Software For All
🔗 www.faceswap.dev
iperov/DeepFaceLab ⭐ 45,526
DeepFaceLab is the leading software for creating deepfakes.
facebookresearch/segment-anything ⭐ 44,181
The repository provides code for running inference with the SegmentAnything Model (SAM), links for downloading the trained model checkpoints, and example notebooks that show how to use the model.
microsoft/DeepSpeed ⭐ 32,815
DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.
🔗 www.deepspeed.ai
rwightman/pytorch-image-models ⭐ 29,844
PyTorch image models, scripts, pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNet-V3/V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more
🔗 huggingface.co/docs/timm
facebookresearch/detectron2 ⭐ 28,762
Detectron2 is a platform for object detection, segmentation and other visual recognition tasks.
🔗 detectron2.readthedocs.io/en/latest
lightning-ai/pytorch-lightning ⭐ 26,963
The deep learning framework to pretrain, finetune and deploy AI models. PyTorch Lightning is just organized PyTorch - Lightning disentangles PyTorch code to decouple the science from the engineering.
🔗 lightning.ai
xinntao/Real-ESRGAN ⭐ 26,163
Real-ESRGAN aims at developing Practical Algorithms for General Image/Video Restoration.
facebookresearch/Detectron ⭐ 26,146
FAIR's research platform for object detection research, implementing popular algorithms like Mask R-CNN and RetinaNet.
matterport/Mask_RCNN ⭐ 24,167
Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow
openai/CLIP ⭐ 22,297
CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image
paddlepaddle/Paddle ⭐ 21,625
PArallel Distributed Deep LEarning: Machine Learning Framework from Industrial Practice （『飞桨』核心框架，深度学习&机器学习高性能单机、分布式训练和跨平台部署）
🔗 www.paddlepaddle.org
apache/mxnet ⭐ 20,713
Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler; for Python, R, Julia, Scala, Go, Javascript and more
🔗 mxnet.apache.org
pyg-team/pytorch_geometric ⭐ 20,157
Graph Neural Network Library for PyTorch
🔗 pyg.org
lucidrains/vit-pytorch ⭐ 18,058
Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch
sanster/IOPaint ⭐ 17,194
Image inpainting tool powered by SOTA AI Model. Remove any unwanted object, defect, people from your pictures or erase and replace(powered by stable diffusion) any thing on your pictures.
🔗 www.iopaint.com
rasbt/deeplearning-models ⭐ 16,316
A collection of various deep learning architectures, models, and tips
danielgatis/rembg ⭐ 14,588
Rembg is a tool to remove images background
albumentations-team/albumentations ⭐ 13,448
Fast image augmentation library and an easy-to-use wrapper around other libraries. Documentation: https://albumentations.ai/docs/ Paper about the library: https://www.mdpi.com/2078-2489/11/2/125
🔗 albumentations.ai
dmlc/dgl ⭐ 13,020
Python package built to ease deep learning on graph, on top of existing DL frameworks.
🔗 dgl.ai
facebookresearch/detr ⭐ 12,863
End-to-End Object Detection with Transformers
nvidia/DeepLearningExamples ⭐ 12,643
State-of-the-Art Deep Learning scripts organized by models - easy to train and deploy with reproducible accuracy and performance on enterprise-grade infrastructure.
kornia/kornia ⭐ 9,419
Geometric Computer Vision Library for Spatial AI
🔗 kornia.readthedocs.io
keras-team/autokeras ⭐ 9,067
AutoML library for deep learning
🔗 autokeras.com
mlfoundations/open_clip ⭐ 8,491
An open source implementation of OpenAI's CLIP (Contrastive Language-Image Pre-training)
pyro-ppl/pyro ⭐ 8,368
Deep universal probabilistic programming with Python and PyTorch
🔗 pyro.ai
facebookresearch/pytorch3d ⭐ 8,311
PyTorch3D is FAIR's library of reusable components for deep learning with 3D data
🔗 pytorch3d.org
nvidia/apex ⭐ 8,044
A PyTorch Extension: Tools for easy mixed precision and distributed training in Pytorch
google/trax ⭐ 7,958
Trax — Deep Learning with Clear Code and Speed
arogozhnikov/einops ⭐ 7,942
Flexible and powerful tensor operations for readable and reliable code (for pytorch, jax, TF and others)
🔗 einops.rocks
facebookresearch/ImageBind ⭐ 7,894
ImageBind One Embedding Space to Bind Them All
lucidrains/imagen-pytorch ⭐ 7,792
Implementation of Imagen, Google's Text-to-Image Neural Network, in Pytorch
xpixelgroup/BasicSR ⭐ 6,204
Open Source Image and Video Restoration Toolbox for Super-resolution, Denoise, Deblurring, etc. Currently, it includes EDSR, RCAN, SRResNet, SRGAN, ESRGAN, EDVR, BasicVSR, SwinIR, ECBSR, etc. Also support StyleGAN2, DFDNet.
🔗 basicsr.readthedocs.io/en/latest
skorch-dev/skorch ⭐ 5,635
A scikit-learn compatible neural network library that wraps PyTorch
google/flax ⭐ 5,538
Flax is a neural network library for JAX that is designed for flexibility.
🔗 flax.readthedocs.io
facebookresearch/mmf ⭐ 5,417
A modular framework for vision & language multimodal research from Facebook AI Research (FAIR)
🔗 mmf.sh
mosaicml/composer ⭐ 5,002
Supercharge Your Model Training
🔗 docs.mosaicml.com
pytorch/ignite ⭐ 4,458
High-level library to help with training and evaluating neural networks in PyTorch flexibly and transparently.
🔗 pytorch-ignite.ai
facebookincubator/AITemplate ⭐ 4,456
AITemplate is a Python framework which renders neural network into high performance CUDA/HIP C++ code. Specialized for FP16 TensorCore (NVIDIA GPU) and MatrixCore (AMD GPU) inference.
deci-ai/super-gradients ⭐ 4,339
Easily train or fine-tune SOTA computer vision models with one open source training library. The home of Yolo-NAS.
🔗 www.supergradients.com
nvidiagameworks/kaolin ⭐ 4,234
A PyTorch Library for Accelerating 3D Deep Learning Research
williamyang1991/VToonify ⭐ 3,468
[SIGGRAPH Asia 2022] VToonify: Controllable High-Resolution Portrait Video Style Transfer
facebookresearch/PyTorch-BigGraph ⭐ 3,351
Generate embeddings from large-scale graph-structured data.
🔗 torchbiggraph.readthedocs.io
cvg/LightGlue ⭐ 2,997
LightGlue: Local Feature Matching at Light Speed (ICCV 2023)
alpa-projects/alpa ⭐ 2,987
Training and serving large-scale neural networks with auto parallelization.
🔗 alpa.ai
pytorch/botorch ⭐ 2,957
Bayesian optimization in PyTorch
🔗 botorch.org
deepmind/dm-haiku ⭐ 2,806
JAX-based neural network library
🔗 dm-haiku.readthedocs.io
explosion/thinc ⭐ 2,794
🔮 A refreshing functional take on deep learning, compatible with your favorite libraries
🔗 thinc.ai
nerdyrodent/VQGAN-CLIP ⭐ 2,570
Just playing with getting VQGAN+CLIP running locally, rather than having to use colab.
danielegrattarola/spektral ⭐ 2,346
Graph Neural Networks with Keras and Tensorflow 2.
🔗 graphneural.network
google-research/electra ⭐ 2,296
ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators
neuralmagic/sparseml ⭐ 1,977
Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models
fepegar/torchio ⭐ 1,957
Medical imaging toolkit for deep learning
🔗 www.torchio.org
pytorch/torchrec ⭐ 1,731
Pytorch domain library for recommendation systems
tensorflow/mesh ⭐ 1,557
Mesh TensorFlow: Model Parallelism Made Easier
vt-vl-lab/FGVC ⭐ 1,546
[ECCV 2020] Flow-edge Guided Video Completion
tensorly/tensorly ⭐ 1,495
TensorLy: Tensor Learning in Python.
🔗 tensorly.org
calculatedcontent/WeightWatcher ⭐ 1,393
The WeightWatcher tool for predicting the accuracy of Deep Neural Networks
hysts/pytorch_image_classification ⭐ 1,317
PyTorch implementation of image classification models for CIFAR-10/CIFAR-100/MNIST/FashionMNIST/Kuzushiji-MNIST/ImageNet
jeshraghian/snntorch ⭐ 1,087
Deep and online learning with spiking neural networks in Python
🔗 snntorch.readthedocs.io/en/latest
xl0/lovely-tensors ⭐ 1,051
Tensors, ready for human consumption
🔗 xl0.github.io/lovely-tensors
tensorflow/similarity ⭐ 996
TensorFlow Similarity is a python package focused on making similarity learning quick and easy.
deepmind/android_env ⭐ 954
RL research on Android devices.
keras-team/keras-cv ⭐ 949
Industry-strength Computer Vision workflows with Keras
deepmind/chex ⭐ 716
Chex is a library of utilities for helping to write reliable JAX code
🔗 chex.readthedocs.io
kakaobrain/rq-vae-transformer ⭐ 690
The official implementation of Autoregressive Image Generation using Residual Quantization (CVPR '22)
whitead/dmol-book ⭐ 579
Deep learning for molecules and materials book
🔗 dmol.pub

Machine Learning - Interpretability

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

slundberg/shap ⭐ 21,673
A game theoretic approach to explain the output of any machine learning model.
🔗 shap.readthedocs.io
marcotcr/lime ⭐ 11,302
Lime: Explaining the predictions of any machine learning classifier
interpretml/interpret ⭐ 6,001
Fit interpretable models. Explain blackbox machine learning.
🔗 interpret.ml/docs
tensorflow/lucid ⭐ 4,613
A collection of infrastructure and tools for research in neural network interpretability.
pytorch/captum ⭐ 4,581
Model interpretability and understanding for PyTorch
🔗 captum.ai
pair-code/lit ⭐ 3,398
The Learning Interpretability Tool: Interactively analyze ML models to understand their behavior in an extensible and framework agnostic interface.
🔗 pair-code.github.io/lit
maif/shapash ⭐ 2,646
🔅 Shapash: User-friendly Explainability and Interpretability to Develop Reliable and Transparent Machine Learning Models
🔗 maif.github.io/shapash
arize-ai/phoenix ⭐ 2,638
AI Observability & Evaluation
🔗 docs.arize.com/phoenix
seldonio/alibi ⭐ 2,290
Algorithms for explaining machine learning models
🔗 docs.seldon.io/projects/alibi/en/stable
oegedijk/explainerdashboard ⭐ 2,227
Quickly build Explainable AI dashboards that show the inner workings of so-called "blackbox" machine learning models.
🔗 explainerdashboard.readthedocs.io
eleutherai/pythia ⭐ 2,054
Interpretability analysis and scaling laws to understand how knowledge develops and evolves during training in autoregressive transformers
jalammar/ecco ⭐ 1,906
Explain, analyze, and visualize NLP language models. Ecco creates interactive visualizations directly in Jupyter notebooks explaining the behavior of Transformer-based language models (like GPT2, BERT, RoBERTA, T5, and T0).
🔗 ecco.readthedocs.io
google-deepmind/penzai ⭐ 1,413
A JAX library for writing models as legible, functional pytree data structures, along with tools for visualizing, modifying, and analyzing them. Penzai focuses on making it easy to do stuff with models after they have been trained
🔗 penzai.readthedocs.io
cdpierse/transformers-interpret ⭐ 1,212
Model explainability that works seamlessly with 🤗 transformers. Explain your transformers model in just 2 lines of code.
ethicalml/xai ⭐ 1,064
XAI is a Machine Learning library that is designed with AI explainability in its core. XAI contains various tools that enable for analysis and evaluation of data and models
🔗 ethical.institute/principles.html#commitment-3
selfexplainml/PiML-Toolbox ⭐ 871
PiML (Python Interpretable Machine Learning) toolbox for model development & diagnostics
🔗 selfexplainml.github.io/piml-toolbox

Machine Learning - Ops

MLOps tools, frameworks and libraries: intersection of machine learning, data engineering and DevOps; deployment, health, diagnostics and governance of ML models.

apache/airflow ⭐ 34,571
Apache Airflow - A platform to programmatically author, schedule, and monitor workflows
🔗 airflow.apache.org
ray-project/ray ⭐ 31,174
Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.
🔗 ray.io
spotify/luigi ⭐ 17,331
Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution, workflow management, visualization etc. It also comes with Hadoop support built in.
mlflow/mlflow ⭐ 17,321
Open source platform for the machine learning lifecycle
🔗 mlflow.org
prefecthq/prefect ⭐ 14,696
Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines
🔗 prefect.io
horovod/horovod ⭐ 13,955
Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.
🔗 horovod.ai
iterative/dvc ⭐ 13,141
🦉 ML Experiments and Data Management with Git
🔗 dvc.org
ludwig-ai/ludwig ⭐ 10,828
Low-code framework for building custom LLMs, neural networks, and other AI models
🔗 ludwig.ai
dagster-io/dagster ⭐ 10,269
An orchestration platform for the development, production, and observation of data assets.
🔗 dagster.io
great-expectations/great_expectations ⭐ 9,475
Always know what to expect from your data.
🔗 docs.greatexpectations.io
kedro-org/kedro ⭐ 9,368
Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and data science pipelines that are reproducible, maintainable, and modular.
🔗 kedro.org
dbt-labs/dbt-core ⭐ 8,922
dbt enables data analysts and engineers to transform their data using the same practices that software engineers use to build applications.
🔗 getdbt.com
bentoml/OpenLLM ⭐ 8,825
Run any open-source LLMs, such as Llama 2, Mistral, as OpenAI compatible API endpoint in the cloud.
🔗 bentoml.com
huggingface/text-generation-inference ⭐ 7,927
A Rust, Python and gRPC server for text generation inference. Used in production at HuggingFace to power Hugging Chat, the Inference API and Inference Endpoint.
🔗 hf.co/docs/text-generation-inference
activeloopai/deeplake ⭐ 7,726
Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, & visualize any AI data. Stream data in real-time to PyTorch/TensorFlow. https://activeloop.ai
🔗 activeloop.ai
netflix/metaflow ⭐ 7,612
🚀 Build and manage real-life ML, AI, and data science projects with ease!
🔗 metaflow.org
mage-ai/mage-ai ⭐ 7,067
🧙 Build, run, and manage data pipelines for integrating and transforming data.
🔗 www.mage.ai
bentoml/BentoML ⭐ 6,561
The most flexible way to serve AI/ML models in production - Build Model Inference Service, LLM APIs, Inference Graph/Pipelines, Compound AI systems, Multi-Modal, RAG as a Service, and more!
🔗 bentoml.com
kestra-io/kestra ⭐ 6,434
Infinitely scalable, event-driven, language-agnostic orchestration and scheduling platform to manage millions of workflows declaratively in code.
🔗 kestra.io
feast-dev/feast ⭐ 5,271
Feature Store for Machine Learning
🔗 feast.dev
allegroai/clearml ⭐ 5,271
ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment Management, Data Management, Pipeline, Orchestration, Scheduling & Serving in one MLOps/LLMOps solution
🔗 clear.ml/docs
aimhubio/aim ⭐ 4,804
Aim 💫 — An easy-to-use & supercharged open-source experiment tracker.
🔗 aimstack.io
flyteorg/flyte ⭐ 4,782
Scalable and flexible workflow orchestration platform that seamlessly unifies data, ML and analytics stacks.
🔗 flyte.org
evidentlyai/evidently ⭐ 4,665
Evaluate and monitor ML models from validation to production. Join our Discord: https://discord.com/invite/xZjKRaNp8b
adap/flower ⭐ 4,203
Flower: A Friendly Federated Learning Framework
🔗 flower.ai
orchest/orchest ⭐ 4,022
Build data pipelines, the easy way 🛠️
🔗 orchest.readthedocs.io/en/stable
zenml-io/zenml ⭐ 3,675
ZenML 🙏: Build portable, production-ready MLOps pipelines. https://zenml.io.
🔗 zenml.io
langfuse/langfuse ⭐ 3,561
🪢 Open source LLM engineering platform: Observability, metrics, evals, prompt management, playground, datasets. Integrates with LlamaIndex, Langchain, OpenAI SDK, LiteLLM, and more. 🍊YC W23
🔗 langfuse.com/docs
polyaxon/polyaxon ⭐ 3,485
MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle
🔗 polyaxon.com
kubeflow/pipelines ⭐ 3,446
Machine Learning Pipelines for Kubeflow
🔗 www.kubeflow.org/docs/components/pipelines
ploomber/ploomber ⭐ 3,380
The fastest ⚡️ way to build data pipelines. Develop iteratively, deploy anywhere. ☁️
🔗 docs.ploomber.io
towhee-io/towhee ⭐ 3,001
Towhee is a framework that is dedicated to making neural data processing pipelines simple and fast.
🔗 towhee.io
determined-ai/determined ⭐ 2,866
Determined is an open-source machine learning platform that simplifies distributed training, hyperparameter tuning, experiment tracking, and resource management. Works with PyTorch and TensorFlow.
🔗 determined.ai
leptonai/leptonai ⭐ 2,452
A Pythonic framework to simplify AI service building
🔗 lepton.ai
internlm/xtuner ⭐ 2,420
An efficient, flexible and full-featured toolkit for fine-tuning large models (InternLM2, Llama3, Phi3, Qwen, Mistral, ...)
internlm/lmdeploy ⭐ 2,399
LMDeploy is a toolkit for compressing, deploying, and serving LLMs.
🔗 lmdeploy.readthedocs.io/en/latest
meltano/meltano ⭐ 1,597
Meltano: the declarative code-first data integration engine that powers your wildest data and ML-powered product ideas. Say goodbye to writing, maintaining, and scaling your own API integrations.
🔗 meltano.com
hi-primus/optimus ⭐ 1,446
🚚 Agile Data Preparation Workflows made easy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark
🔗 hi-optimus.com
kubeflow/examples ⭐ 1,375
A repository to host extended examples and tutorials
dagworks-inc/hamilton ⭐ 1,343
Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage and metadata. Runs and scales everywhere python does.
🔗 hamilton.dagworks.io/en/latest
azure/PyRIT ⭐ 1,271
The Python Risk Identification Tool for generative AI (PyRIT) is an open access automation framework to empower security professionals and ML engineers to red team foundation models and their applications.
dstackai/dstack ⭐ 1,105
An open-source container orchestration engine for running AI workloads in any cloud or data center. https://discord.gg/u8SmfwPpMd
🔗 dstack.ai
nccr-itmo/FEDOT ⭐ 605
Automated modeling and machine learning framework FEDOT
🔗 fedot.readthedocs.io
dagworks-inc/burr ⭐ 438
Build applications that make decisions (chatbots, agents, simulations, etc...). Monitor, persist, and execute on your own infrastructure.
🔗 burr.dagworks.io

Machine Learning - Reinforcement

Machine learning libraries and toolkits that cross over with reinforcement learning in some way: agent reinforcement learning, agent environemnts, RLHF

openai/gym ⭐ 33,908
A toolkit for developing and comparing reinforcement learning algorithms.
🔗 www.gymlibrary.dev
unity-technologies/ml-agents ⭐ 16,374
The Unity Machine Learning Agents Toolkit (ML-Agents) is an open-source project that enables games and simulations to serve as environments for training intelligent agents using deep reinforcement learning and imitation learning.
🔗 unity.com/products/machine-learning-agents
openai/baselines ⭐ 15,355
OpenAI Baselines: high-quality implementations of reinforcement learning algorithms
google/dopamine ⭐ 10,375
Dopamine is a research framework for fast prototyping of reinforcement learning algorithms.
🔗 github.com/google/dopamine
deepmind/pysc2 ⭐ 7,916
StarCraft II Learning Environment
lucidrains/PaLM-rlhf-pytorch ⭐ 7,596
Implementation of RLHF (Reinforcement Learning with Human Feedback) on top of the PaLM architecture. Basically ChatGPT but with PaLM
thu-ml/tianshou ⭐ 7,431
An elegant PyTorch deep reinforcement learning library.
🔗 tianshou.org
tensorlayer/TensorLayer ⭐ 7,297
Deep Learning and Reinforcement Learning Library for Scientists and Engineers
🔗 tensorlayerx.com
farama-foundation/Gymnasium ⭐ 5,767
An API standard for single-agent reinforcement learning environments, with popular reference environments and related utilities (formerly Gym)
🔗 gymnasium.farama.org
keras-rl/keras-rl ⭐ 5,493
Deep Reinforcement Learning for Keras.
🔗 keras-rl.readthedocs.io
deepmind/dm_control ⭐ 3,557
Google DeepMind's software stack for physics-based simulation and Reinforcement Learning environments, using MuJoCo.
facebookresearch/ReAgent ⭐ 3,522
A platform for Reasoning systems (Reinforcement Learning, Contextual Bandits, etc.)
🔗 reagent.ai
ai4finance-foundation/ElegantRL ⭐ 3,453
Massively Parallel Deep Reinforcement Learning. 🔥
🔗 ai4finance.org
deepmind/acme ⭐ 3,380
A library of reinforcement learning components and agents
eureka-research/Eureka ⭐ 2,596
Official Repository for "Eureka: Human-Level Reward Design via Coding Large Language Models"
🔗 eureka-research.github.io
pettingzoo-team/PettingZoo ⭐ 2,385
An API standard for multi-agent reinforcement learning environments, with popular reference environments and related utilities
🔗 pettingzoo.farama.org
kzl/decision-transformer ⭐ 2,160
Official codebase for Decision Transformer: Reinforcement Learning via Sequence Modeling.
pytorch/rl ⭐ 1,883
A modular, primitive-first, python-first PyTorch library for Reinforcement Learning.
🔗 pytorch.org/rl
anthropics/hh-rlhf ⭐ 1,442
Human preference data for "Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback"
🔗 arxiv.org/abs/2204.05862
humancompatibleai/imitation ⭐ 1,140
Clean PyTorch implementations of imitation and reward learning algorithms
🔗 imitation.readthedocs.io
arise-initiative/robosuite ⭐ 1,087
robosuite: A Modular Simulation Framework and Benchmark for Robot Learning
🔗 robosuite.ai
denys88/rl_games ⭐ 730
RL Games: High performance RL library

Natural Language Processing

Natural language processing libraries and toolkits: text processing, topic modelling, tokenisers, chatbots. Also see the LLMs and ChatGPT category for crossover.

huggingface/transformers ⭐ 125,379
🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
🔗 huggingface.co/transformers
pytorch/fairseq ⭐ 29,290
Facebook AI Research Sequence-to-Sequence Toolkit written in Python.
explosion/spaCy ⭐ 28,782
💫 Industrial-strength Natural Language Processing (NLP) in Python
🔗 spacy.io
myshell-ai/OpenVoice ⭐ 23,425
Instant voice cloning by MyShell.
🔗 research.myshell.ai/open-voice
huggingface/datasets ⭐ 18,439
🤗 The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools
🔗 huggingface.co/docs/datasets
microsoft/unilm ⭐ 18,364
Large-scale Self-supervised Pre-training Across Tasks, Languages, and Modalities
🔗 aka.ms/generalai
rare-technologies/gensim ⭐ 15,258
Topic Modelling for Humans
🔗 radimrehurek.com/gensim
gunthercox/ChatterBot ⭐ 13,899
ChatterBot is a machine learning, conversational dialog engine for creating chat bots
🔗 chatterbot.readthedocs.io
ukplab/sentence-transformers ⭐ 13,832
Multilingual Sentence & Image Embeddings with BERT
🔗 www.sbert.net
flairnlp/flair ⭐ 13,580
A very simple framework for state-of-the-art Natural Language Processing (NLP)
🔗 flairnlp.github.io/flair
nltk/nltk ⭐ 13,047
NLTK Source
🔗 www.nltk.org
jina-ai/clip-as-service ⭐ 12,198
🏄 Scalable embedding, reasoning, ranking for images and sentences with CLIP
🔗 clip-as-service.jina.ai
allenai/allennlp ⭐ 11,695
An open-source NLP research library, built on PyTorch.
🔗 www.allennlp.org
facebookresearch/ParlAI ⭐ 10,431
A framework for training and evaluating AI models on a variety of openly available dialogue datasets.
🔗 parl.ai
facebookresearch/seamless_communication ⭐ 10,231
Foundational Models for State-of-the-Art Speech and Text Translation
nvidia/NeMo ⭐ 10,122
A scalable generative AI framework built for researchers and developers working on Large Language Models, Multimodal, and Speech AI (Automatic Speech Recognition and Text-to-Speech)
🔗 docs.nvidia.com/nemo-framework/user-guide/latest/overview.html
openai/tiktoken ⭐ 9,878
tiktoken is a fast BPE tokeniser for use with OpenAI's models.
google/sentencepiece ⭐ 9,517
Unsupervised text tokenizer for Neural Network-based text generation.
m-bain/whisperX ⭐ 9,070
WhisperX: Automatic Speech Recognition with Word-level Timestamps (& Diarization)
doccano/doccano ⭐ 9,008
Open source annotation tool for machine learning practitioners.
togethercomputer/OpenChatKit ⭐ 8,998
OpenChatKit provides a powerful, open-source base to create both specialized and general purpose chatbots
sloria/TextBlob ⭐ 8,953
Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more.
🔗 textblob.readthedocs.io
clips/pattern ⭐ 8,668
Web mining module for Python, with tools for scraping, natural language processing, machine learning, network analysis and visualization.
🔗 github.com/clips/pattern/wiki
vikparuchuri/marker ⭐ 8,222
Marker converts PDF, EPUB, and MOBI to markdown. It's 10x faster than nougat, more accurate on most documents, and has low hallucination risk.
facebookresearch/nougat ⭐ 8,079
Implementation of Nougat Neural Optical Understanding for Academic Documents
🔗 facebookresearch.github.io/nougat
speechbrain/speechbrain ⭐ 7,903
A PyTorch-based Speech Toolkit
🔗 speechbrain.github.io
espnet/espnet ⭐ 7,896
End-to-End Speech Processing Toolkit
🔗 espnet.github.io/espnet
neuml/txtai ⭐ 7,021
💡 All-in-one open-source embeddings database for semantic search, LLM orchestration and language model workflows
🔗 neuml.github.io/txtai
deeppavlov/DeepPavlov ⭐ 6,548
An open source library for deep learning end-to-end dialog systems and chatbots.
🔗 deeppavlov.ai
facebookresearch/metaseq ⭐ 6,388
A codebase for working with Open Pre-trained Transformers, originally forked from fairseq.
kingoflolz/mesh-transformer-jax ⭐ 6,222
Model parallel transformers in JAX and Haiku
vikparuchuri/surya ⭐ 6,188
OCR, layout analysis, reading order, line detection in 90+ languages
maartengr/BERTopic ⭐ 5,573
Leveraging BERT and c-TF-IDF to create easily interpretable topics.
🔗 maartengr.github.io/bertopic
minimaxir/textgenrnn ⭐ 4,942
Easily train your own text-generating neural network of any size and complexity on any text dataset with a few lines of code.
prefecthq/marvin ⭐ 4,775
✨ Build AI interfaces that spark joy
🔗 askmarvin.ai
salesforce/CodeGen ⭐ 4,769
CodeGen is a family of open-source model for program synthesis. Trained on TPU-v4. Competitive with OpenAI Codex.
aiwaves-cn/agents ⭐ 4,531
An Open-source Framework for Autonomous Language Agents
🔗 www.aiwaves-agents.com
layout-parser/layout-parser ⭐ 4,473
A Unified Toolkit for Deep Learning Based Document Image Analysis
🔗 layout-parser.github.io
facebookresearch/DrQA ⭐ 4,467
Reading Wikipedia to Answer Open-Domain Questions
makcedward/nlpaug ⭐ 4,305
Data augmentation for NLP
🔗 makcedward.github.io
thilinarajapakse/simpletransformers ⭐ 3,988
Transformers for Information Retrieval, Text Classification, NER, QA, Language Modelling, Language Generation, T5, Multi-Modal, and Conversational AI
🔗 simpletransformers.ai
life4/textdistance ⭐ 3,302
📐 Compute distance between sequences. 30+ algorithms, pure python implementation, common interface, optional external libs usage.
jsvine/markovify ⭐ 3,271
A simple, extensible Markov chain generator.
maartengr/KeyBERT ⭐ 3,224
Minimal keyword extraction with BERT
🔗 maartengr.github.io/keybert
argilla-io/argilla ⭐ 3,122
Argilla is a collaboration platform for AI engineers and domain experts that require high-quality outputs, full data ownership, and overall efficiency.
🔗 docs.argilla.io
bytedance/lightseq ⭐ 3,098
LightSeq: A High Performance Library for Sequence Processing and Generation
errbotio/errbot ⭐ 3,060
Errbot is a chatbot, a daemon that connects to your favorite chat service and bring your tools and some fun into the conversation.
🔗 errbot.io
promptslab/Promptify ⭐ 3,033
Prompt Engineering | Prompt Versioning | Use GPT or other prompt based models to get structured output. Join our discord for Prompt-Engineering, LLMs and other latest research
🔗 discord.gg/m88xfymbk6
huawei-noah/Pretrained-Language-Model ⭐ 2,961
Pretrained language model and its related optimization techniques developed by Huawei Noah's Ark Lab.
neuralmagic/deepsparse ⭐ 2,879
Sparsity-aware deep learning inference runtime for CPUs
🔗 neuralmagic.com/deepsparse
jbesomi/texthero ⭐ 2,865
Text preprocessing, representation and visualization from zero to hero.
🔗 texthero.org
ddangelov/Top2Vec ⭐ 2,844
Top2Vec learns jointly embedded topic, document and word vectors.
huggingface/neuralcoref ⭐ 2,806
✨Fast Coreference Resolution in spaCy with Neural Networks
🔗 huggingface.co/coref
salesforce/CodeT5 ⭐ 2,596
Home of CodeT5: Open Code LLMs for Code Understanding and Generation
🔗 arxiv.org/abs/2305.07922
bigscience-workshop/promptsource ⭐ 2,510
Toolkit for creating, sharing and using natural language prompts.
huggingface/setfit ⭐ 1,992
SetFit is an efficient and prompt-free framework for few-shot fine-tuning of Sentence Transformers.
🔗 hf.co/docs/setfit
jamesturk/jellyfish ⭐ 1,990
🪼 a python library for doing approximate and phonetic matching of strings.
🔗 jamesturk.github.io/jellyfish
alibaba/EasyNLP ⭐ 1,953
EasyNLP: A Comprehensive and Easy-to-use NLP Toolkit
thudm/P-tuning-v2 ⭐ 1,889
An optimized deep prompt tuning strategy comparable to fine-tuning across scales and tasks
deepset-ai/FARM ⭐ 1,724
🏡 Fast & easy transfer learning for NLP. Harvesting language models for the industry. Focus on Question Answering.
🔗 farm.deepset.ai
marella/ctransformers ⭐ 1,703
Python bindings for the Transformer models implemented in C/C++ using GGML library.
featureform/featureform ⭐ 1,695
The Virtual Feature Store. Turn your existing data infrastructure into a feature store.
🔗 www.featureform.com
franck-dernoncourt/NeuroNER ⭐ 1,679
Named-entity recognition using neural networks. Easy-to-use and state-of-the-art results.
🔗 neuroner.com
plasticityai/magnitude ⭐ 1,611
A fast, efficient universal vector embedding utility package.
arxiv-vanity/arxiv-vanity ⭐ 1,597
Renders papers from arXiv as responsive web pages so you don't have to squint at a PDF.
🔗 www.arxiv-vanity.com
google-research/language ⭐ 1,563
Shared repository for open-sourced projects from the Google AI Language team.
🔗 ai.google/research/teams/language
explosion/spacy-models ⭐ 1,515
💫 Models for the spaCy Natural Language Processing (NLP) library
🔗 spacy.io
chrismattmann/tika-python ⭐ 1,420
Tika-Python is a Python binding to the Apache Tika™ REST services allowing Tika to be called natively in the Python community.
dmmiller612/bert-extractive-summarizer ⭐ 1,348
Easy to use extractive text summarization with BERT
gunthercox/chatterbot-corpus ⭐ 1,346
A multilingual dialog corpus
🔗 chatterbot-corpus.readthedocs.io
jonasgeiping/cramming ⭐ 1,238
Cramming the training of a (BERT-type) language model into limited compute.
abertsch72/unlimiformer ⭐ 1,032
Public repo for the NeurIPS 2023 paper "Unlimiformer: Long-Range Transformers with Unlimited Length Input"
nomic-ai/nomic ⭐ 1,006
Interact, analyze and structure massive text, image, embedding, audio and video datasets
🔗 atlas.nomic.ai
pemistahl/lingua-py ⭐ 915
The most accurate natural language detection library for Python, suitable for short text and mixed-language text
norskregnesentral/skweak ⭐ 910
skweak: A software toolkit for weak supervision applied to NLP tasks
intellabs/fastRAG ⭐ 909
Efficient Retrieval Augmentation and Generation Framework
openai/grade-school-math ⭐ 881
GSM8K, a dataset of 8.5K high quality linguistically diverse grade school math word problems
explosion/spacy-streamlit ⭐ 765
👑 spaCy building blocks and visualizers for Streamlit apps
🔗 share.streamlit.io/ines/spacy-streamlit-demo/master/app.py
paddlepaddle/RocketQA ⭐ 744
🚀 RocketQA, dense retrieval for information retrieval and question answering, including both Chinese and English state-of-the-art models.
explosion/spacy-stanza ⭐ 715
💥 Use the latest Stanza (StanfordNLP) research models directly in spaCy
keras-team/keras-nlp ⭐ 701
Modular Natural Language Processing workflows with Keras
urchade/GLiNER ⭐ 624
Generalist and Lightweight Model for Named Entity Recognition (Extract any entity types from texts) @ NAACL 24
🔗 arxiv.org/abs/2311.08526

Packaging

Python packaging, dependency management and bundling.

pyenv/pyenv ⭐ 36,797
pyenv lets you easily switch between multiple versions of Python.
python-poetry/poetry ⭐ 29,557
Python packaging and dependency management made easy
🔗 python-poetry.org
pypa/pipenv ⭐ 24,611
A virtualenv management tool that supports a multitude of systems and nicely bridges the gaps between pip, python and virtualenv.
🔗 pipenv.pypa.io
astral-sh/uv ⭐ 11,453
An extremely fast Python package installer and resolver, written in Rust. Designed as a drop-in replacement for pip and pip-compile.
🔗 astral.sh
mitsuhiko/rye ⭐ 11,410
a Hassle-Free Python Experience
🔗 rye-up.com
pyinstaller/pyinstaller ⭐ 11,315
Freeze (package) Python programs into stand-alone executables
🔗 www.pyinstaller.org
pypa/pipx ⭐ 8,898
Install and Run Python Applications in Isolated Environments
🔗 pipx.pypa.io
jazzband/pip-tools ⭐ 7,480
A set of tools to keep your pinned Python dependencies fresh (pip-compile + pip-sync)
🔗 pip-tools.rtfd.io
pdm-project/pdm ⭐ 6,589
A modern Python package and dependency manager supporting the latest PEP standards
🔗 pdm-project.org
mamba-org/mamba ⭐ 6,285
The Fast Cross-Platform Package Manager: mamba is a reimplementation of the conda package manager in C++
🔗 mamba.readthedocs.io
conda/conda ⭐ 6,096
A system-level, binary package and environment manager running on all major operating systems and platforms.
🔗 docs.conda.io/projects/conda
pypa/hatch ⭐ 5,356
Modern, extensible Python project management
🔗 hatch.pypa.io/latest
conda-forge/miniforge ⭐ 5,342
A conda-forge distribution.
🔗 conda-forge.org/miniforge
indygreg/PyOxidizer ⭐ 5,206
A modern Python application packaging and distribution tool
pypa/virtualenv ⭐ 4,714
A tool to create isolated Python environments. Since Python 3.3, a subset of it has been integrated into the standard lib venv module.
🔗 virtualenv.pypa.io
spack/spack ⭐ 3,983
A flexible package manager that supports multiple versions, configurations, platforms, and compilers.
🔗 spack.io
pantsbuild/pex ⭐ 2,458
A tool for generating .pex (Python EXecutable) files, lock files and venvs.
🔗 docs.pex-tool.org
beeware/briefcase ⭐ 2,331
Tools to support converting a Python project into a standalone native application.
🔗 briefcase.readthedocs.io
pypa/flit ⭐ 2,098
Simplified packaging of Python modules
🔗 flit.pypa.io
prefix-dev/pixi ⭐ 1,935
pixi is a cross-platform, multi-language package manager and workflow tool built on the foundation of the conda ecosystem.
🔗 pixi.sh
linkedin/shiv ⭐ 1,691
shiv is a command line utility for building fully self contained Python zipapps as outlined in PEP 441, but with all their dependencies included.
marcelotduarte/cx_Freeze ⭐ 1,248
cx_Freeze creates standalone executables from Python scripts, with the same performance, is cross-platform and should work on any platform that Python itself works on.
🔗 marcelotduarte.github.io/cx_freeze
ofek/pyapp ⭐ 1,054
Runtime installer for Python applications
🔗 ofek.dev/pyapp
pypa/gh-action-pypi-publish ⭐ 839
The blessed GitHub Action, for publishing your 📦 distribution files to PyPI: https://github.com/marketplace/actions/pypi-publish
🔗 packaging.python.org/guides/publishing-package-distribution-releases-using-github-actions-ci-cd-workflows
py2exe/py2exe ⭐ 749
Create standalone Windows programs from Python code
🔗 www.py2exe.org
prefix-dev/rip ⭐ 620
RIP is a library that allows the resolving and installing of Python PyPI packages from Rust into a virtual environment. It's based on our experience with building Rattler and aims to provide the same experience but for PyPI instead of Conda.
🔗 prefix.dev
snok/install-poetry ⭐ 533
Github action for installing and configuring Poetry
python-poetry/install.python-poetry.org ⭐ 176
The official Poetry installation script
🔗 install.python-poetry.org

Pandas

Pandas and dataframe libraries: data analysis, statistical reporting, pandas GUIs, pandas performance optimisations.

pandas-dev/pandas ⭐ 42,008
Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more
🔗 pandas.pydata.org
pola-rs/polars ⭐ 26,337
Dataframes powered by a multithreaded, vectorized query engine, written in Rust
🔗 docs.pola.rs
duckdb/duckdb ⭐ 16,858
DuckDB is an in-process SQL OLAP Database Management System
🔗 www.duckdb.org
ydataai/ydata-profiling ⭐ 12,067
1 Line of code data quality profiling & exploratory data analysis for Pandas and Spark DataFrames.
🔗 docs.profiling.ydata.ai
gventuri/pandas-ai ⭐ 11,015
Chat with your database (SQL, CSV, pandas, polars, mongodb, noSQL, etc). PandasAI makes data analysis conversational using LLMs (GPT 3.5 / 4, Anthropic, VertexAI) and RAG.
🔗 pandas-ai.com
kanaries/pygwalker ⭐ 9,844
PyGWalker: Turn your pandas dataframe into an interactive UI for visual analysis
🔗 kanaries.net/pygwalker
rapidsai/cudf ⭐ 7,297
cuDF is a GPU DataFrame library for loading joining, aggregating, filtering, and otherwise manipulating data
🔗 docs.rapids.ai/api/cudf/stable
aws/aws-sdk-pandas ⭐ 3,804
pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime, CloudWatchLogs, DynamoDB, EMR, SecretManager, PostgreSQL, MySQL, SQLServer and S3 (Parquet, CSV, JSON and EXCEL).
🔗 aws-sdk-pandas.readthedocs.io
nalepae/pandarallel ⭐ 3,497
A simple and efficient tool to parallelize Pandas operations on all available CPUs
🔗 nalepae.github.io/pandarallel
blaze/blaze ⭐ 3,180
NumPy and Pandas interface to Big Data
🔗 blaze.pydata.org
adamerose/PandasGUI ⭐ 3,133
A GUI for Pandas DataFrames
unionai-oss/pandera ⭐ 3,011
A light-weight, flexible, and expressive statistical data testing library
🔗 www.union.ai/pandera
pydata/pandas-datareader ⭐ 2,825
Extract data from a wide range of Internet sources into a pandas DataFrame.
🔗 pydata.github.io/pandas-datareader/stable/index.html
scikit-learn-contrib/sklearn-pandas ⭐ 2,783
Pandas integration with sklearn
jmcarpenter2/swifter ⭐ 2,468
A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner
fugue-project/fugue ⭐ 1,881
A unified interface for distributed computing. Fugue executes SQL, Python, Pandas, and Polars code on Spark, Dask and Ray without any rewrites.
🔗 fugue-tutorials.readthedocs.io
delta-io/delta-rs ⭐ 1,833
A native Rust library for Delta Lake, with bindings into Python
🔗 delta-io.github.io/delta-rs
eventual-inc/Daft ⭐ 1,692
Distributed DataFrame for Python designed for the cloud, powered by Rust
🔗 getdaft.io
pyjanitor-devs/pyjanitor ⭐ 1,286
Clean APIs for data cleaning. Python implementation of R package Janitor
🔗 pyjanitor-devs.github.io/pyjanitor
machow/siuba ⭐ 1,101
Python library for using dplyr like syntax with pandas and SQL
🔗 siuba.org
renumics/spotlight ⭐ 1,013
Interactively explore unstructured datasets from your dataframe.
🔗 renumics.com
holoviz/hvplot ⭐ 942
A high-level plotting API for pandas, dask, xarray, and networkx built on HoloViews
🔗 hvplot.holoviz.org
tkrabel/bamboolib ⭐ 934
bamboolib - a GUI for pandas DataFrames
🔗 bamboolib.com
mwouts/itables ⭐ 671
This packages changes how Pandas and Polars DataFrames are rendered in Jupyter Notebooks. With itables you can display your tables as interactive DataTables that you can sort, paginate, scroll or filter.
🔗 mwouts.github.io/itables

Performance

Performance, parallelisation and low level libraries.

celery/celery ⭐ 23,551
Distributed Task Queue (development branch)
🔗 docs.celeryq.dev
google/flatbuffers ⭐ 22,062
FlatBuffers: Memory Efficient Serialization Library
🔗 flatbuffers.dev
pybind/pybind11 ⭐ 14,816
Seamless operability between C++11 and Python
🔗 pybind11.readthedocs.io
exaloop/codon ⭐ 13,851
A high-performance, zero-overhead, extensible Python compiler using LLVM
🔗 docs.exaloop.io/codon
dask/dask ⭐ 12,021
Parallel computing with task scheduling
🔗 dask.org
modin-project/modin ⭐ 9,486
Modin: Scale your Pandas workflows by changing a single line of code
🔗 modin.readthedocs.io
numba/numba ⭐ 9,466
NumPy aware dynamic Python compiler using LLVM
🔗 numba.pydata.org
nebuly-ai/nebuly ⭐ 8,363
The user analytics platform for LLMs
🔗 www.nebuly.com
vaexio/vaex ⭐ 8,170
Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a billion rows per second 🚀
🔗 vaex.io
mher/flower ⭐ 6,180
Real-time monitor and web admin for Celery distributed task queue
🔗 flower.readthedocs.io
python-trio/trio ⭐ 5,898
Trio – a friendly Python library for async concurrency and I/O
🔗 trio.readthedocs.io
ultrajson/ultrajson ⭐ 4,250
Ultra fast JSON decoder and encoder written in C with Python bindings
🔗 pypi.org/project/ujson
facebookincubator/cinder ⭐ 3,381
Cinder is Meta's internal performance-oriented production version of CPython.
🔗 trycinder.com
tlkh/asitop ⭐ 2,918
Perf monitoring CLI tool for Apple Silicon
🔗 tlkh.github.io/asitop
ipython/ipyparallel ⭐ 2,551
IPython Parallel: Interactive Parallel Computing in Python
🔗 ipyparallel.readthedocs.io
h5py/h5py ⭐ 2,003
HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.
🔗 www.h5py.org
intel/intel-extension-for-transformers ⭐ 1,951
⚡ Build your chatbot within minutes on your favorite device; offer SOTA compression techniques for LLMs; run LLMs efficiently on Intel Platforms⚡
airtai/faststream ⭐ 1,811
FastStream is a powerful and easy-to-use Python framework for building asynchronous services interacting with event streams such as Apache Kafka, RabbitMQ, NATS and Redis.
🔗 faststream.airt.ai/latest
faster-cpython/ideas ⭐ 1,651
Discussion and work tracker for Faster CPython project.
agronholm/anyio ⭐ 1,618
High level asynchronous concurrency and networking framework that works on top of either trio or asyncio
dask/distributed ⭐ 1,543
A distributed task scheduler for Dask
🔗 distributed.dask.org
tiangolo/asyncer ⭐ 1,443
Asyncer, async and await, focused on developer experience.
🔗 asyncer.tiangolo.com
intel/intel-extension-for-pytorch ⭐ 1,351
A Python package for extending the official PyTorch that can easily obtain performance on Intel platform
nschloe/perfplot ⭐ 1,301
📈 Performance analysis for Python snippets
intel/scikit-learn-intelex ⭐ 1,161
Intel(R) Extension for Scikit-learn is a seamless way to speed up your Scikit-learn application
🔗 intel.github.io/scikit-learn-intelex
markshannon/faster-cpython ⭐ 937
How to make CPython faster.
zerointensity/pointers.py ⭐ 884
Bringing the hell of pointers to Python.
🔗 pointers.zintensity.dev
brandtbucher/specialist ⭐ 610
Visualize CPython's specializing, adaptive interpreter. 🔥

Profiling

Memory and CPU/GPU profiling tools and libraries.

bloomberg/memray ⭐ 12,568
Memray is a memory profiler for Python
🔗 bloomberg.github.io/memray
benfred/py-spy ⭐ 11,869
Sampling profiler for Python programs
plasma-umass/scalene ⭐ 11,181
Scalene: a high-performance, high-precision CPU, GPU, and memory profiler for Python with AI-powered optimization proposals
joerick/pyinstrument ⭐ 6,135
🚴 Call stack profiler for Python. Shows you why your code is slow!
🔗 pyinstrument.readthedocs.io
gaogaotiantian/viztracer ⭐ 4,378
VizTracer is a low-overhead logging/debugging/profiling tool that can trace and visualize your python code execution.
🔗 viztracer.readthedocs.io
pythonprofilers/memory_profiler ⭐ 4,219
Monitor Memory usage of Python code
🔗 pypi.python.org/pypi/memory_profiler
reloadware/reloadium ⭐ 2,698
Hot Reloading and Profiling for Python
🔗 reloadium.io
pyutils/line_profiler ⭐ 2,483
Line-by-line profiling for Python
jiffyclub/snakeviz ⭐ 2,235
An in-browser Python profile viewer
🔗 jiffyclub.github.io/snakeviz
p403n1x87/austin ⭐ 1,362
Python frame stack sampler for CPython
🔗 pypi.org/project/austin-dist
pythonspeed/filprofiler ⭐ 812
A Python memory profiler for data processing and scientific computing applications
🔗 pythonspeed.com/products/filmemoryprofiler

Security

Security related libraries: vulnerability discovery, SQL injection, environment auditing.

swisskyrepo/PayloadsAllTheThings ⭐ 56,934
A list of useful payloads and bypass for Web Application Security and Pentest/CTF
🔗 swisskyrepo.github.io/payloadsallthethings
certbot/certbot ⭐ 30,864
Certbot is EFF's tool to obtain certs from Let's Encrypt and (optionally) auto-enable HTTPS on your server. It can also act as a client for any other CA that uses the ACME protocol.
sqlmapproject/sqlmap ⭐ 30,626
Automatic SQL injection and database takeover tool
🔗 sqlmap.org
aquasecurity/trivy ⭐ 21,420
Find vulnerabilities, misconfigurations, secrets, SBOM in containers, Kubernetes, code repositories, clouds and more
🔗 aquasecurity.github.io/trivy
bridgecrewio/checkov ⭐ 6,551
Checkov is a static code analysis tool for infrastructure as code (IaC) and also a software composition analysis (SCA) tool for images and open source packages.
🔗 www.checkov.io
nccgroup/ScoutSuite ⭐ 6,188
Multi-Cloud Security Auditing Tool
pycqa/bandit ⭐ 6,008
Bandit is a tool designed to find common security issues in Python code.
🔗 bandit.readthedocs.io
stamparm/maltrail ⭐ 5,762
Malicious traffic detection system
rhinosecuritylabs/pacu ⭐ 4,035
The AWS exploitation framework, designed for testing the security of Amazon Web Services environments.
🔗 rhinosecuritylabs.com/aws/pacu-open-source-aws-exploitation-framework
dashingsoft/pyarmor ⭐ 2,917
A tool used to obfuscate python scripts, bind obfuscated scripts to fixed machine or expire obfuscated scripts.
🔗 pyarmor.dashingsoft.com
luijait/DarkGPT ⭐ 1,725
DarkGPT is an OSINT assistant based on GPT-4-200K (recommended use) designed to perform queries on leaked databases, thus providing an artificial intelligence assistant that can be useful in your traditional OSINT processes.
pyupio/safety ⭐ 1,631
Safety checks Python dependencies for known security vulnerabilities and suggests the proper remediations for vulnerabilities detected.
🔗 safetycli.com/product/safety-cli
trailofbits/pip-audit ⭐ 919
Audits Python environments, requirements files and dependency trees for known security vulnerabilities, and can automatically fix them
🔗 pypi.org/project/pip-audit
fadi002/de4py ⭐ 766
toolkit for python reverse engineering
🔗 de4py.000.pe

Simulation

Simulation libraries: robotics, economic, agent-based, traffic, physics, astronomy, chemistry, quantum simulation. Also see the Maths and Science category for crossover.

atsushisakai/PythonRobotics ⭐ 21,769
Python sample codes for robotics algorithms.
🔗 atsushisakai.github.io/pythonrobotics
bulletphysics/bullet3 ⭐ 11,935
Bullet Physics SDK: real-time collision detection and multi-physics simulation for VR, games, visual effects, robotics, machine learning etc.
🔗 bulletphysics.org
isl-org/Open3D ⭐ 10,515
Open3D: A Modern Library for 3D Data Processing
🔗 www.open3d.org
qiskit/qiskit ⭐ 4,633
Qiskit is an open-source SDK for working with quantum computers at the level of extended quantum circuits, operators, and primitives.
🔗 www.ibm.com/quantum/qiskit
astropy/astropy ⭐ 4,220
Astronomy and astrophysics core library
🔗 www.astropy.org
quantumlib/Cirq ⭐ 4,143
A python framework for creating, editing, and invoking Noisy Intermediate Scale Quantum (NISQ) circuits.
openai/mujoco-py ⭐ 2,739
MuJoCo is a physics engine for detailed, efficient rigid body simulations with contacts. mujoco-py allows using MuJoCo from Python 3.
rdkit/rdkit ⭐ 2,426
The official sources for the RDKit library
taichi-dev/difftaichi ⭐ 2,398
10 differentiable physical simulators built with Taichi differentiable programming (DiffTaichi, ICLR 2020)
projectmesa/mesa ⭐ 2,223
Mesa is an open-source Python library for agent-based modeling, ideal for simulating complex systems and exploring emergent behaviors.
🔗 mesa.readthedocs.io
google/brax ⭐ 2,071
Massively parallel rigidbody physics simulation on accelerator hardware.
quantecon/QuantEcon.py ⭐ 1,861
A community based Python library for quantitative economics
🔗 quantecon.org/quantecon-py
facebookresearch/habitat-lab ⭐ 1,720
A modular high-level library to train embodied AI agents across a variety of tasks and environments.
🔗 aihabitat.org
microsoft/PromptCraft-Robotics ⭐ 1,715
Community for applying LLMs to robotics and a robot simulator with ChatGPT integration
🔗 aka.ms/chatgpt-robotics
nvidia/warp ⭐ 1,692
A Python framework for high performance GPU simulation and graphics
🔗 nvidia.github.io/warp
nvidia-omniverse/IsaacGymEnvs ⭐ 1,630
Example RL environments for the NVIDIA Isaac Gym high performance environments
deepmodeling/deepmd-kit ⭐ 1,366
A deep learning package for many-body potential energy representation and molecular dynamics
🔗 docs.deepmodeling.com/projects/deepmd
sail-sg/envpool ⭐ 1,019
C++-based high-performance parallel environment execution engine (vectorized env) for general RL environments.
🔗 envpool.readthedocs.io
a-r-j/graphein ⭐ 980
Protein Graph Library
🔗 graphein.ai
hardmaru/estool ⭐ 919
Evolution Strategies Tool
viblo/pymunk ⭐ 880
Pymunk is a easy-to-use pythonic 2d physics library that can be used whenever you need 2d rigid body physics from Python
🔗 www.pymunk.org
bowang-lab/scGPT ⭐ 837
scGPT: Towards Building a Foundation Model for Single-Cell Multi-omics Using Generative AI
🔗 scgpt.readthedocs.io/en/latest
facebookresearch/fairo ⭐ 829
A modular embodied agent architecture and platform for building embodied agents
nvidia-omniverse/orbit ⭐ 811
Unified framework for robot learning built on NVIDIA Isaac Sim
🔗 isaac-orbit.github.io/orbit
google-deepmind/materials_discovery ⭐ 796
Graph Networks for Materials Science (GNoME) is a project centered around scaling machine learning methods to tackle materials science.
google/evojax ⭐ 787
EvoJAX is a scalable, general purpose, hardware-accelerated neuroevolution toolkit built on the JAX library
nvidia-omniverse/OmniIsaacGymEnvs ⭐ 690
Reinforcement Learning Environments for Omniverse Isaac Gym

Study

Miscellaneous study resources: algorithms, general resources, system design, code repos for textbooks, best practices, tutorials.

thealgorithms/Python ⭐ 179,824
All Algorithms implemented in Python
🔗 the-algorithms.com
microsoft/generative-ai-for-beginners ⭐ 43,168
18 Lessons, Get Started Building with Generative AI 🔗 https://microsoft.github.io/generative-ai-for-beginners/
🔗 microsoft.github.io/generative-ai-for-beginners
jakevdp/PythonDataScienceHandbook ⭐ 41,542
Python Data Science Handbook: full text in Jupyter Notebooks
🔗 jakevdp.github.io/pythondatasciencehandbook
mlabonne/llm-course ⭐ 29,186
Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.
🔗 mlabonne.github.io/blog
realpython/python-guide ⭐ 27,711
Python best practices guidebook, written for humans.
🔗 docs.python-guide.org
christoschristofidis/awesome-deep-learning ⭐ 22,874
A curated list of awesome Deep Learning tutorials, projects and communities.
d2l-ai/d2l-en ⭐ 21,744
Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.
🔗 d2l.ai
wesm/pydata-book ⭐ 21,342
Materials and IPython notebooks for "Python for Data Analysis" by Wes McKinney, published by O'Reilly Media
microsoft/recommenders ⭐ 18,002
Best Practices on Recommendation Systems
🔗 recommenders-team.github.io/recommenders/intro.html
fchollet/deep-learning-with-python-notebooks ⭐ 17,786
Jupyter notebooks for the code samples of the book "Deep Learning with Python"
hannibal046/Awesome-LLM ⭐ 14,462
Awesome-LLM: a curated list of Large Language Model
graykode/nlp-tutorial ⭐ 13,712
Natural Language Processing Tutorial for Deep Learning Researchers
🔗 www.reddit.com/r/machinelearning/comments/amfinl/project_nlptutoral_repository_who_is_studying
shangtongzhang/reinforcement-learning-an-introduction ⭐ 13,195
Python Implementation of Reinforcement Learning: An Introduction
karpathy/nn-zero-to-hero ⭐ 10,423
Neural Networks: Zero to Hero
eugeneyan/open-llms ⭐ 10,202
📋 A list of open LLMs available for commercial use.
openai/spinningup ⭐ 9,660
An educational resource to help anyone learn deep reinforcement learning.
🔗 spinningup.openai.com
mooler0410/LLMsPracticalGuide ⭐ 8,561
A curated list of practical guide resources of LLMs (LLMs Tree, Examples, Papers)
🔗 arxiv.org/abs/2304.13712v2
karpathy/micrograd ⭐ 8,330
A tiny scalar-valued autograd engine and a neural net library on top of it with PyTorch-like API
mrdbourke/pytorch-deep-learning ⭐ 8,066
Materials for the Learn PyTorch for Deep Learning: Zero to Mastery course.
🔗 learnpytorch.io
nielsrogge/Transformers-Tutorials ⭐ 7,616
This repository contains demos I made with the Transformers library by HuggingFace.
zhanymkanov/fastapi-best-practices ⭐ 7,038
FastAPI Best Practices and Conventions we used at our startup
firmai/industry-machine-learning ⭐ 7,015
A curated list of applied machine learning and data science notebooks and libraries across different industries (by @firmai)
🔗 www.linkedin.com/company/firmai
gkamradt/langchain-tutorials ⭐ 6,270
Overview and tutorial of the LangChain Library
udacity/deep-learning-v2-pytorch ⭐ 5,179
Projects and exercises for the latest Deep Learning ND program https://www.udacity.com/course/deep-learning-nanodegree--nd101
neetcode-gh/leetcode ⭐ 5,092
Leetcode solutions for NeetCode.io
srush/GPU-Puzzles ⭐ 5,052
Teaching beginner GPU programming in a completely interactive fashion
mrdbourke/tensorflow-deep-learning ⭐ 4,872
All course materials for the Zero to Mastery Deep Learning with TensorFlow course.
🔗 dbourke.link/ztmtfcourse
udlbook/udlbook ⭐ 4,794
Understanding Deep Learning - Simon J.D. Prince
timofurrer/awesome-asyncio ⭐ 4,405
A curated list of awesome Python asyncio frameworks, libraries, software and resources
zotroneneis/machine_learning_basics ⭐ 4,207
Plain python implementations of basic machine learning algorithms
roboflow/notebooks ⭐ 4,175
Examples and tutorials on using SOTA computer vision models and techniques. Learn everything from old-school ResNet, through YOLO and object-detection transformers like DETR, to the latest models like Grounding DINO and SAM.
🔗 roboflow.com/models
huggingface/deep-rl-class ⭐ 3,618
This repo contains the syllabus of the Hugging Face Deep Reinforcement Learning Course.
alirezadir/Machine-Learning-Interviews ⭐ 3,341
This repo is meant to serve as a guide for Machine Learning/AI technical interviews.
cosmicpython/book ⭐ 3,264
A Book about Pythonic Application Architecture Patterns for Managing Complexity. Cosmos is the Opposite of Chaos you see. O'R. wouldn't actually let us call it "Cosmic Python" tho.
🔗 www.cosmicpython.com
huggingface/diffusion-models-class ⭐ 3,228
Materials for the Hugging Face Diffusion Models Course
promptslab/Awesome-Prompt-Engineering ⭐ 3,221
This repository contains a hand-curated resources for Prompt Engineering with a focus on Generative Pre-trained Transformer (GPT), ChatGPT, PaLM etc
🔗 discord.gg/m88xfymbk6
fluentpython/example-code-2e ⭐ 2,933
Example code for Fluent Python, 2nd edition (O'Reilly 2022)
🔗 amzn.to/3j48u2j
rasbt/machine-learning-book ⭐ 2,874
Code Repository for Machine Learning with PyTorch and Scikit-Learn
🔗 sebastianraschka.com/books/#machine-learning-with-pytorch-and-scikit-learn
amanchadha/coursera-deep-learning-specialization ⭐ 2,703
Notes, programming assignments and quizzes from all courses within the Coursera Deep Learning specialization offered by deeplearning.ai: (i) Neural Networks and Deep Learning; (ii) Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization; (iii) Structuring Machine Learning Projects; (iv...
mrdbourke/zero-to-mastery-ml ⭐ 2,592
All course materials for the Zero to Mastery Machine Learning and Data Science course.
🔗 dbourke.link/ztmmlcourse
krzjoa/awesome-python-data-science ⭐ 2,335
Probably the best curated list of data science software in Python.
🔗 krzjoa.github.io/awesome-python-data-science
cgpotts/cs224u ⭐ 2,060
Code for CS224u: Natural Language Understanding
cerlymarco/MEDIUM_NoteBook ⭐ 2,024
Repository containing notebooks of my posts on Medium
trananhkma/fucking-awesome-python ⭐ 1,968
awesome-python with ⭐ and 🍴
gerdm/prml ⭐ 1,891
Repository of notes, code and notebooks in Python for the book Pattern Recognition and Machine Learning by Christopher Bishop
atcold/NYU-DLSP21 ⭐ 1,493
NYU Deep Learning Spring 2021
🔗 atcold.github.io/nyu-dlsp21
chandlerbang/awesome-self-supervised-gnn ⭐ 1,475
Papers about pretraining and self-supervised learning on Graph Neural Networks (GNN).
huggingface/cookbook ⭐ 1,345
Community-driven practical examples of building AI applications and solving various tasks with AI using open-source tools and models.
🔗 huggingface.co/learn/cookbook
patrickloeber/MLfromscratch ⭐ 1,166
Machine Learning algorithm implementations from scratch.
davidadsp/Generative_Deep_Learning_2nd_Edition ⭐ 868
The official code repository for the second edition of the O'Reilly book Generative Deep Learning: Teaching Machines to Paint, Write, Compose and Play.
🔗 www.oreilly.com/library/view/generative-deep-learning/9781098134174
jackhidary/quantumcomputingbook ⭐ 763
Companion site for the textbook Quantum Computing: An Applied Approach
dylanhogg/awesome-python ⭐ 251
🐍 Hand-picked awesome Python libraries and frameworks, organised by category
🔗 www.awesomepython.org

Template

Template tools and libraries: cookiecutter repos, generators, quick-starts.

tiangolo/full-stack-fastapi-template ⭐ 23,117
Full stack, modern web application template. Using FastAPI, React, SQLModel, PostgreSQL, Docker, GitHub Actions, automatic HTTPS and more.
cookiecutter/cookiecutter ⭐ 21,630
A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python package projects, C projects.
🔗 pypi.org/project/cookiecutter
drivendata/cookiecutter-data-science ⭐ 7,614
A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.
🔗 drivendata.github.io/cookiecutter-data-science
buuntu/fastapi-react ⭐ 2,073
🚀 Cookiecutter Template for FastAPI + React Projects. Using PostgreSQL, SQLAlchemy, and Docker
pyscaffold/pyscaffold ⭐ 2,013
🛠 Python project template generator with batteries included
🔗 pyscaffold.org
cjolowicz/cookiecutter-hypermodern-python ⭐ 1,721
Cookiecutter template for a Python package based on the Hypermodern Python article series.
🔗 cookiecutter-hypermodern-python.readthedocs.io
tezromach/python-package-template ⭐ 1,072
🚀 Your next Python package needs a bleeding-edge project structure.
martinheinz/python-project-blueprint ⭐ 942
Blueprint/Boilerplate For Python Projects

Terminal

Terminal and console tools and libraries: CLI tools, terminal based formatters, progress bars.

willmcgugan/rich ⭐ 47,187
Rich is a Python library for rich text and beautiful formatting in the terminal.
🔗 rich.readthedocs.io/en/latest
tqdm/tqdm ⭐ 27,484
⚡ A Fast, Extensible Progress Bar for Python and CLI
🔗 tqdm.github.io
google/python-fire ⭐ 26,340
Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.
willmcgugan/textual ⭐ 23,554
The lean application framework for Python. Build sophisticated user interfaces with a simple Python API. Run your apps in the terminal and a web browser.
🔗 textual.textualize.io
pallets/click ⭐ 15,051
Python composable command line interface toolkit
🔗 click.palletsprojects.com
tiangolo/typer ⭐ 14,400
Typer, build great CLIs. Easy to code. Based on Python type hints.
🔗 typer.tiangolo.com
saulpw/visidata ⭐ 7,429
A terminal spreadsheet multitool for discovering and arranging data
🔗 visidata.org
manrajgrover/halo ⭐ 2,853
💫 Beautiful spinners for terminal, IPython and Jupyter
urwid/urwid ⭐ 2,729
Console user interface library for Python (official repo)
🔗 urwid.org
tconbeer/harlequin ⭐ 2,498
The SQL IDE for Your Terminal.
🔗 harlequin.sh
textualize/trogon ⭐ 2,350
Easily turn your Click CLI into a powerful terminal application
tmbo/questionary ⭐ 1,420
Python library to build pretty command line user prompts ✨Easy to use multi-select lists, confirmations, free text prompts ...
jazzband/prettytable ⭐ 1,249
Display tabular data in a visually appealing ASCII table format
🔗 pypi.org/project/prettytable
1j01/textual-paint ⭐ 914
🎨 MS Paint in your terminal.
🔗 pypi.org/project/textual-paint

Testing

Testing libraries: unit testing, load testing, acceptance testing, code coverage, browser automation, plugins.

locustio/locust ⭐ 23,703
Write scalable load tests in plain Python 🚗💨
pytest-dev/pytest ⭐ 11,388
The pytest framework makes it easy to write small tests, yet scales to support complex functional testing
🔗 pytest.org
microsoft/playwright-python ⭐ 10,740
Python version of the Playwright testing and automation library.
🔗 playwright.dev/python
robotframework/robotframework ⭐ 9,108
Generic automation framework for acceptance testing and RPA
🔗 robotframework.org
getmoto/moto ⭐ 7,394
A library that allows you to easily mock out tests based on AWS infrastructure.
🔗 docs.getmoto.org/en/latest
hypothesisworks/hypothesis ⭐ 7,290
Hypothesis is a powerful, flexible, and easy to use library for property-based testing.
🔗 hypothesis.works
newsapps/beeswithmachineguns ⭐ 6,393
A utility for arming (creating) many bees (micro EC2 instances) to attack (load test) targets (web applications).
🔗 apps.chicagotribune.com
seleniumbase/SeleniumBase ⭐ 4,272
📊 Python's all-in-one framework for web crawling, scraping, testing, and reporting. Supports pytest. UC Mode provides stealth. Includes many tools.
🔗 seleniumbase.io
getsentry/responses ⭐ 4,045
A utility for mocking out the Python Requests library.
spulec/freezegun ⭐ 3,973
Let your Python tests travel through time
tox-dev/tox ⭐ 3,528
Command line driven CI frontend and development task automation tool.
🔗 tox.wiki
behave/behave ⭐ 3,066
BDD, Python style.
🔗 behave.readthedocs.io/en/latest
nedbat/coveragepy ⭐ 2,838
The code coverage tool for Python
🔗 coverage.readthedocs.io
cobrateam/splinter ⭐ 2,686
splinter - python test framework for web applications
🔗 splinter.readthedocs.org/en/stable/index.html
kevin1024/vcrpy ⭐ 2,614
Automatically mock your HTTP interactions to simplify and speed up testing
pytest-dev/pytest-testinfra ⭐ 2,323
With Testinfra you can write unit tests in Python to test actual state of your servers configured by management tools like Salt, Ansible, Puppet, Chef and so on.
🔗 testinfra.readthedocs.io
confident-ai/deepeval ⭐ 1,804
The LLM Evaluation Framework
🔗 docs.confident-ai.com
pytest-dev/pytest-mock ⭐ 1,762
Thin-wrapper around the mock package for easier use with pytest
🔗 pytest-mock.readthedocs.io/en/latest
pytest-dev/pytest-cov ⭐ 1,664
Coverage plugin for pytest.
pytest-dev/pytest-xdist ⭐ 1,360
pytest plugin for distributed testing and loop-on-failures testing modes.
🔗 pytest-xdist.readthedocs.io
pytest-dev/pytest-asyncio ⭐ 1,327
Asyncio support for pytest
🔗 pytest-asyncio.readthedocs.io
taverntesting/tavern ⭐ 992
A command-line tool and Python library and Pytest plugin for automated testing of RESTful APIs, with a simple, concise and flexible YAML-based syntax
🔗 taverntesting.github.io

Machine Learning - Time Series

Machine learning and classical timeseries libraries: forecasting, seasonality, anomaly detection, econometrics.

facebook/prophet ⭐ 17,773
Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.
🔗 facebook.github.io/prophet
blue-yonder/tsfresh ⭐ 8,090
Automatic extraction of relevant features from time series:
🔗 tsfresh.readthedocs.io
sktime/sktime ⭐ 7,411
A unified framework for machine learning with time series
🔗 www.sktime.net
unit8co/darts ⭐ 7,294
A python library for user-friendly forecasting and anomaly detection on time series.
🔗 unit8co.github.io/darts
facebookresearch/Kats ⭐ 4,763
Kats, a kit to analyze time series data, a lightweight, easy-to-use, generalizable, and extendable framework to perform time series analysis, from understanding the key statistics and characteristics, detecting change points and anomalies, to forecasting future trends.
awslabs/gluonts ⭐ 4,306
Probabilistic time series modeling in Python
🔗 ts.gluon.ai
nixtla/statsforecast ⭐ 3,569
Lightning ⚡️ fast forecasting with statistical and econometric models.
🔗 nixtlaverse.nixtla.io/statsforecast
salesforce/Merlion ⭐ 3,267
Merlion: A Machine Learning Framework for Time Series Intelligence
tdameritrade/stumpy ⭐ 2,995
STUMPY is a powerful and scalable Python library for modern time series analysis
🔗 stumpy.readthedocs.io/en/latest
rjt1990/pyflux ⭐ 2,089
Open source time series library for Python
aistream-peelout/flow-forecast ⭐ 1,903
Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).
🔗 flow-forecast.atlassian.net/wiki/spaces/ff/overview
uber/orbit ⭐ 1,804
A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.
🔗 orbit-ml.readthedocs.io/en/stable
amazon-science/chronos-forecasting ⭐ 1,665
Chronos: Pretrained (Language) Models for Probabilistic Time Series Forecasting
alkaline-ml/pmdarima ⭐ 1,519
A statistical library designed to fill the void in Python's time series analysis capabilities, including the equivalent of R's auto.arima function.
🔗 www.alkaline-ml.com/pmdarima
winedarksea/AutoTS ⭐ 1,012
Automated Time Series Forecasting
time-series-foundation-models/lag-llama ⭐ 969
Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting
autoviml/Auto_TS ⭐ 674
Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost Models on Time Series data sets with a Single Line of Code. Created by Ram Seshadri. Collaborators welcome.
google/temporian ⭐ 625
Temporian is an open-source Python library for preprocessing ⚡ and feature engineering 🛠 temporal data 📈 for machine learning applications 🤖
🔗 temporian.readthedocs.io

Typing

Typing libraries: static and run-time type checking, annotations.

python/mypy ⭐ 17,576
Optional static typing for Python
🔗 www.mypy-lang.org
microsoft/pyright ⭐ 12,098
Static Type Checker for Python
facebook/pyre-check ⭐ 6,695
Performant type-checking for python.
🔗 pyre-check.org
python-attrs/attrs ⭐ 5,081
Python Classes Without Boilerplate
🔗 www.attrs.org
google/pytype ⭐ 4,604
A static type analyzer for Python code
🔗 google.github.io/pytype
instagram/MonkeyType ⭐ 4,540
A Python library that generates static type annotations by collecting runtime types
python/typeshed ⭐ 4,079
Collection of library stubs for Python, with static types
mtshiba/pylyzer ⭐ 1,993
A fast static code analyzer & language server for Python
🔗 mtshiba.github.io/pylyzer
microsoft/pylance-release ⭐ 1,653
Fast, feature-rich language support for Python. Documentation and issues for Pylance.
agronholm/typeguard ⭐ 1,446
Run-time type checker for Python
patrick-kidger/torchtyping ⭐ 1,337
Type annotations and dynamic checking for a tensor's shape, dtype, names, etc.
robertcraigie/pyright-python ⭐ 140
Python command line wrapper for pyright, a static type checker
🔗 pypi.org/project/pyright

Utility

General utility libraries: miscellaneous tools, linters, code formatters, version management, package tools, documentation tools.

yt-dlp/yt-dlp ⭐ 71,108
A feature-rich command-line audio/video downloader
🔗 discord.gg/h5mncfw63r
home-assistant/core ⭐ 68,743
🏡 Open source home automation that puts local control and privacy first.
🔗 www.home-assistant.io
python/cpython ⭐ 59,709
The Python programming language
🔗 www.python.org
localstack/localstack ⭐ 52,211
💻 A fully functional local AWS cloud stack. Develop and test your cloud & Serverless apps offline
🔗 localstack.cloud
faif/python-patterns ⭐ 39,445
A collection of design patterns/idioms in Python
mingrammer/diagrams ⭐ 34,949
🎨 Diagram as Code for prototyping cloud system architectures
🔗 diagrams.mingrammer.com
ggerganov/whisper.cpp ⭐ 31,393
Port of OpenAI's Whisper model in C/C++
keon/algorithms ⭐ 23,582
Minimal examples of data structures and algorithms in Python
norvig/pytudes ⭐ 22,405
Python programs, usually short, of considerable difficulty, to perfect particular skills.
modularml/mojo ⭐ 21,335
The Mojo Programming Language
🔗 docs.modular.com/mojo
openai/openai-python ⭐ 19,966
The official Python library for the OpenAI API
🔗 pypi.org/project/openai
facebookresearch/audiocraft ⭐ 19,684
Audiocraft is a library for audio processing and generation with deep learning. It features the state-of-the-art EnCodec audio compressor / tokenizer, along with MusicGen, a simple and controllable music generation LM with textual and melodic conditioning.
pydantic/pydantic ⭐ 18,768
Data validation using Python type hints
🔗 docs.pydantic.dev
micropython/micropython ⭐ 18,389
MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems
🔗 micropython.org
squidfunk/mkdocs-material ⭐ 18,337
Documentation that simply works
🔗 squidfunk.github.io/mkdocs-material
mkdocs/mkdocs ⭐ 18,313
Project documentation with Markdown.
🔗 www.mkdocs.org
delgan/loguru ⭐ 18,135
Python logging made (stupidly) simple
rustpython/RustPython ⭐ 17,641
A Python Interpreter written in Rust
🔗 rustpython.github.io
kivy/kivy ⭐ 16,969
Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS
🔗 kivy.org
ipython/ipython ⭐ 16,139
Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.
🔗 ipython.readthedocs.org
alievk/avatarify-python ⭐ 16,101
Avatars for Zoom, Skype and other video-conferencing apps.
blakeblackshear/frigate ⭐ 14,841
NVR with realtime local object detection for IP cameras
🔗 frigate.video
zulko/moviepy ⭐ 11,809
Video editing with Python
🔗 zulko.github.io/moviepy
python-pillow/Pillow ⭐ 11,720
The Python Imaging Library adds image processing capabilities to Python (Pillow is the friendly PIL fork)
🔗 python-pillow.org
dbader/schedule ⭐ 11,497
Python job scheduling for humans.
🔗 schedule.readthedocs.io
pyodide/pyodide ⭐ 11,418
Pyodide is a Python distribution for the browser and Node.js based on WebAssembly
🔗 pyodide.org/en/stable
openai/triton ⭐ 11,062
Development repository for the Triton language and compiler
🔗 triton-lang.org
pyo3/pyo3 ⭐ 11,056
Rust bindings for the Python interpreter
🔗 pyo3.rs
nuitka/Nuitka ⭐ 10,884
Nuitka is a Python compiler written in Python. It's fully compatible with Python 2.6, 2.7, 3.4, 3.5, 3.6, 3.7, 3.8, 3.9, 3.10, and 3.11. You feed it your Python app, it does a lot of clever things, and spits out an executable or extension module.
🔗 nuitka.net
ninja-build/ninja ⭐ 10,534
Ninja is a small build system with a focus on speed.
🔗 ninja-build.org
caronc/apprise ⭐ 10,517
Apprise - Push Notifications that work with just about every platform!
🔗 hub.docker.com/r/caronc/apprise
pytube/pytube ⭐ 10,305
A lightweight, dependency-free Python library (and command-line utility) for downloading YouTube Videos.
🔗 pytube.io
secdev/scapy ⭐ 10,074
Scapy: the Python-based interactive packet manipulation program & library.
🔗 scapy.net
magicstack/uvloop ⭐ 10,024
Ultra fast asyncio event loop.
pallets/jinja ⭐ 9,954
A very fast and expressive template engine.
🔗 jinja.palletsprojects.com
paul-gauthier/aider ⭐ 9,761
Aider is a command line tool that lets you pair program with LLMs, to edit code stored in your local git repository
🔗 aider.chat
asweigart/pyautogui ⭐ 9,625
A cross-platform GUI automation Python module for human beings. Used to programmatically control the mouse & keyboard.
aws/serverless-application-model ⭐ 9,240
The AWS Serverless Application Model (AWS SAM) transform is a AWS CloudFormation macro that transforms SAM templates into CloudFormation templates.
🔗 aws.amazon.com/serverless/sam
cython/cython ⭐ 8,938
The most widely used Python to C compiler
🔗 cython.org
paramiko/paramiko ⭐ 8,835
The leading native Python SSHv2 protocol library.
🔗 paramiko.org
boto/boto3 ⭐ 8,704
AWS SDK for Python
🔗 aws.amazon.com/sdk-for-python
arrow-py/arrow ⭐ 8,559
🏹 Better dates & times for Python
🔗 arrow.readthedocs.io
facebookresearch/hydra ⭐ 8,229
Hydra is a framework for elegantly configuring complex applications
🔗 hydra.cc
xonsh/xonsh ⭐ 8,021
🐚 Python-powered, cross-platform, Unix-gazing shell.
🔗 xon.sh
eternnoir/pyTelegramBotAPI ⭐ 7,710
Python Telegram bot api.
kellyjonbrazil/jc ⭐ 7,576
CLI tool and python library that converts the output of popular command-line tools, file-types, and common strings to JSON, YAML, or Dictionaries. This allows piping of output to tools like jq and simplifying automation scripts.
py-pdf/pypdf ⭐ 7,428
A pure-python PDF library capable of splitting, merging, cropping, and transforming the pages of PDF files
🔗 pypdf.readthedocs.io/en/latest
googleapis/google-api-python-client ⭐ 7,397
🐍 The official Python client library for Google's discovery based APIs.
🔗 googleapis.github.io/google-api-python-client/docs
theskumar/python-dotenv ⭐ 7,129
Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications following the 12-factor principles.
🔗 saurabh-kumar.com/python-dotenv
google/latexify_py ⭐ 7,055
A library to generate LaTeX expression from Python code.
googlecloudplatform/python-docs-samples ⭐ 6,990
Code samples used on cloud.google.com
marshmallow-code/marshmallow ⭐ 6,904
A lightweight library for converting complex objects to and from simple Python datatypes.
🔗 marshmallow.readthedocs.io
hugapi/hug ⭐ 6,821
Embrace the APIs of the future. Hug aims to make developing APIs as simple as possible, but no simpler.
jasonppy/VoiceCraft ⭐ 6,729
Zero-Shot Speech Editing and Text-to-Speech in the Wild
pygithub/PyGithub ⭐ 6,692
Typed interactions with the GitHub API v3
🔗 pygithub.readthedocs.io
openai/point-e ⭐ 6,307
Point cloud diffusion for 3D model synthesis
pyca/cryptography ⭐ 6,300
cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.
🔗 cryptography.io
gorakhargosh/watchdog ⭐ 6,276
Python library and shell utilities to monitor filesystem events.
🔗 packages.python.org/watchdog
sdispater/pendulum ⭐ 6,067
Python datetimes made easy
🔗 pendulum.eustace.io
sphinx-doc/sphinx ⭐ 6,046
The Sphinx documentation generator
🔗 www.sphinx-doc.org
jd/tenacity ⭐ 6,009
Retrying library for Python
🔗 tenacity.readthedocs.io
icloud-photos-downloader/icloud_photos_downloader ⭐ 5,950
A command-line tool to download photos from iCloud
scikit-image/scikit-image ⭐ 5,879
Image processing in Python
🔗 scikit-image.org
bndr/pipreqs ⭐ 5,844
pipreqs - Generate pip requirements.txt file based on imports of any project. Looking for maintainers to move this project forward.
wireservice/csvkit ⭐ 5,821
A suite of utilities for converting to and working with CSV, the king of tabular file formats.
🔗 csvkit.readthedocs.io
agronholm/apscheduler ⭐ 5,729
Task scheduling library for Python
ijl/orjson ⭐ 5,586
Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy
pdfminer/pdfminer.six ⭐ 5,465
Community maintained fork of pdfminer - we fathom PDF
🔗 pdfminersix.readthedocs.io
timdettmers/bitsandbytes ⭐ 5,452
Accessible large language models via k-bit quantization for PyTorch.
🔗 huggingface.co/docs/bitsandbytes/main/en/index
pytransitions/transitions ⭐ 5,376
A lightweight, object-oriented finite state machine implementation in Python with many extensions
buildbot/buildbot ⭐ 5,166
Python-based continuous integration testing framework; your pull requests are more than welcome!
🔗 www.buildbot.net
rsalmei/alive-progress ⭐ 5,128
A new kind of Progress Bar, with real-time throughput, ETA, and very cool animations!
prompt-toolkit/ptpython ⭐ 5,047
A better Python REPL
pycqa/pycodestyle ⭐ 4,984
Simple Python style checker in one Python file
🔗 pycodestyle.pycqa.org
spotify/pedalboard ⭐ 4,854
🎛 🔊 A Python library for audio.
🔗 spotify.github.io/pedalboard
jorgebastida/awslogs ⭐ 4,755
AWS CloudWatch logs for Humans™
pywinauto/pywinauto ⭐ 4,638
Windows GUI Automation with Python (based on text properties)
🔗 pywinauto.github.io
tebelorg/RPA-Python ⭐ 4,555
Python package for doing RPA
hhatto/autopep8 ⭐ 4,523
A tool that automatically formats Python code to conform to the PEP 8 style guide.
🔗 pypi.org/project/autopep8
pytoolz/toolz ⭐ 4,521
A functional standard library for Python.
🔗 toolz.readthedocs.org
pyinvoke/invoke ⭐ 4,254
Pythonic task management & command execution.
🔗 pyinvoke.org
bogdanp/dramatiq ⭐ 4,079
A fast and reliable background task processing library for Python 3.
🔗 dramatiq.io
evhub/coconut ⭐ 3,952
Coconut (coconut-lang.org) is a variant of Python that adds on top of Python syntax new features for simple, elegant, Pythonic functional programming.
🔗 coconut-lang.org
adafruit/circuitpython ⭐ 3,907
CircuitPython - a Python implementation for teaching coding with microcontrollers
🔗 circuitpython.org
miguelgrinberg/python-socketio ⭐ 3,781
Python Socket.IO server and client
rspeer/python-ftfy ⭐ 3,715
Fixes mojibake and other glitches in Unicode text, after the fact.
🔗 ftfy.readthedocs.org
ashleve/lightning-hydra-template ⭐ 3,683
PyTorch Lightning + Hydra. A very user-friendly template for ML experimentation. ⚡🔥⚡
joblib/joblib ⭐ 3,669
Computing with Python functions.
🔗 joblib.readthedocs.org
ets-labs/python-dependency-injector ⭐ 3,603
Dependency injection framework for Python
🔗 python-dependency-injector.ets-labs.org
python-markdown/markdown ⭐ 3,590
A Python implementation of John Gruber’s Markdown with Extension support.
🔗 python-markdown.github.io
zeromq/pyzmq ⭐ 3,550
PyZMQ: Python bindings for zeromq
🔗 zguide.zeromq.org/py:all
pypi/warehouse ⭐ 3,470
The Python Package Index
🔗 pypi.org
tartley/colorama ⭐ 3,434
Simple cross-platform colored terminal text in Python
more-itertools/more-itertools ⭐ 3,429
More routines for operating on iterables, beyond itertools
🔗 more-itertools.rtfd.io
pydata/xarray ⭐ 3,415
N-D labeled arrays and datasets in Python
🔗 xarray.dev
osohq/oso ⭐ 3,409
Oso is a batteries-included framework for building authorization in your application.
🔗 docs.osohq.com
jorisschellekens/borb ⭐ 3,291
borb is a library for reading, creating and manipulating PDF files in python.
🔗 borbpdf.com
pyo3/maturin ⭐ 3,273
Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
🔗 maturin.rs
suor/funcy ⭐ 3,273
A fancy and practical functional tools
pyinfra-dev/pyinfra ⭐ 3,234
pyinfra automates infrastructure using Python. It’s fast and scales from one server to thousands. Great for ad-hoc command execution, service deployment, configuration management and more.
🔗 pyinfra.com
pyserial/pyserial ⭐ 3,106
Python serial port access library
spotify/basic-pitch ⭐ 2,937
A lightweight yet powerful audio-to-MIDI converter with pitch bend detection
🔗 basicpitch.io
tox-dev/pipdeptree ⭐ 2,689
A command line utility to display dependency tree of the installed Python packages
🔗 pypi.python.org/pypi/pipdeptree
legrandin/pycryptodome ⭐ 2,672
A self-contained cryptographic library for Python
🔗 www.pycryptodome.org
camelot-dev/camelot ⭐ 2,661
A Python library to extract tabular data from PDFs
🔗 camelot-py.readthedocs.io
liiight/notifiers ⭐ 2,601
The easy way to send notifications
🔗 notifiers.readthedocs.io
lxml/lxml ⭐ 2,574
The lxml XML toolkit for Python
🔗 lxml.de
whylabs/whylogs ⭐ 2,553
An open-source data logging library for machine learning models and data pipelines. 📚 Provides visibility into data quality & model performance over time. 🛡️ Supports privacy-preserving data collection, ensuring safety & robustness. 📈
🔗 whylogs.readthedocs.io
pexpect/pexpect ⭐ 2,535
A Python module for controlling interactive programs in a pseudo-terminal
🔗 pexpect.readthedocs.io
pyston/pyston ⭐ 2,488
A faster and highly-compatible implementation of the Python programming language.
🔗 www.pyston.org
litl/backoff ⭐ 2,481
Python library providing function decorators for configurable backoff and retry
scrapinghub/dateparser ⭐ 2,462
python parser for human readable dates
dosisod/refurb ⭐ 2,448
A tool for refurbishing and modernizing Python codebases
yaml/pyyaml ⭐ 2,431
Canonical source repository for PyYAML
cdgriffith/Box ⭐ 2,357
Python dictionaries with advanced dot notation access
🔗 github.com/cdgriffith/box/wiki
pypa/setuptools ⭐ 2,324
Official project repository for the Setuptools build system
🔗 pypi.org/project/setuptools
nschloe/tikzplotlib ⭐ 2,312
📊 Save matplotlib figures as TikZ/PGFplots for smooth integration into LaTeX.
hgrecco/pint ⭐ 2,268
Operate and manipulate physical quantities in Python
🔗 pint.readthedocs.org
dateutil/dateutil ⭐ 2,253
Useful extensions to the standard Python datetime features
grantjenks/python-diskcache ⭐ 2,169
Python disk-backed cache (Django-compatible). Faster than Redis and Memcached. Pure-Python.
🔗 www.grantjenks.com/docs/diskcache
pndurette/gTTS ⭐ 2,148
Python library and CLI tool to interface with Google Translate's text-to-speech API
🔗 gtts.readthedocs.org
ianmiell/shutit ⭐ 2,147
Automation framework for programmers
🔗 ianmiell.github.io/shutit
kiminewt/pyshark ⭐ 2,129
Python wrapper for tshark, allowing python packet parsing using wireshark dissectors
pyparsing/pyparsing ⭐ 2,100
Python library for creating PEG parsers
libaudioflux/audioFlux ⭐ 2,053
A library for audio and music analysis, feature extraction.
🔗 audioflux.top
google/gin-config ⭐ 1,993
Gin provides a lightweight configuration framework for Python
grahamdumpleton/wrapt ⭐ 1,980
A Python module for decorators, wrappers and monkey patching.
astanin/python-tabulate ⭐ 1,976
Pretty-print tabular data in Python, a library and a command-line utility. Repository migrated from bitbucket.org/astanin/python-tabulate.
🔗 pypi.org/project/tabulate
pyfilesystem/pyfilesystem2 ⭐ 1,950
Python's Filesystem abstraction layer
🔗 www.pyfilesystem.org
nateshmbhat/pyttsx3 ⭐ 1,917
Offline Text To Speech synthesis for python
landscapeio/prospector ⭐ 1,907
Inspects Python source files and provides information about type and location of classes, methods etc
jcrist/msgspec ⭐ 1,877
A fast serialization and validation library, with builtin support for JSON, MessagePack, YAML, and TOML
🔗 jcristharif.com/msgspec
julienpalard/Pipe ⭐ 1,856
A Python library to use infix notation in Python
python-rope/rope ⭐ 1,839
a python refactoring library
numba/llvmlite ⭐ 1,838
A lightweight LLVM python binding for writing JIT compilers
🔗 llvmlite.pydata.org
chaostoolkit/chaostoolkit ⭐ 1,833
Chaos Engineering Toolkit & Orchestration for Developers
🔗 chaostoolkit.org
carpedm20/emoji ⭐ 1,822
emoji terminal output for Python
mitmproxy/pdoc ⭐ 1,816
API Documentation for Python Projects
🔗 pdoc.dev
omry/omegaconf ⭐ 1,809
Flexible Python configuration system. The last one you will ever need.
joowani/binarytree ⭐ 1,804
Python Library for Studying Binary Trees
🔗 binarytree.readthedocs.io
pydoit/doit ⭐ 1,783
task management & automation tool
🔗 pydoit.org
pygments/pygments ⭐ 1,706
Pygments is a generic syntax highlighter written in Python
🔗 pygments.org
rhettbull/osxphotos ⭐ 1,700
Python app to work with pictures and associated metadata from Apple Photos on macOS. Also includes a package to provide programmatic access to the Photos library, pictures, and metadata.
kalliope-project/kalliope ⭐ 1,697
Kalliope is a framework that will help you to create your own personal assistant.
🔗 kalliope-project.github.io
konradhalas/dacite ⭐ 1,663
Simple creation of data classes from dictionaries.
home-assistant/supervisor ⭐ 1,655
🏡 Home Assistant Supervisor
🔗 home-assistant.io/hassio
samuelcolvin/watchfiles ⭐ 1,607
Simple, modern and fast file watching and code reload in python.
🔗 watchfiles.helpmanual.io
open-telemetry/opentelemetry-python ⭐ 1,604
OpenTelemetry Python API and SDK
🔗 opentelemetry.io
rubik/radon ⭐ 1,598
Various code metrics for Python code
🔗 radon.readthedocs.org
mkdocstrings/mkdocstrings ⭐ 1,578
📘 Automatic documentation from sources, for MkDocs.
🔗 mkdocstrings.github.io
p0dalirius/Coercer ⭐ 1,565
A python script to automatically coerce a Windows server to authenticate on an arbitrary machine through 12 methods.
🔗 podalirius.net
hbldh/bleak ⭐ 1,534
A cross platform Bluetooth Low Energy Client for Python using asyncio
facebookincubator/Bowler ⭐ 1,514
Safe code refactoring for modern Python.
🔗 pybowler.io
nficano/python-lambda ⭐ 1,480
A toolkit for developing and deploying serverless Python code in AWS Lambda.
quodlibet/mutagen ⭐ 1,445
Python module for handling audio metadata
🔗 mutagen.readthedocs.io
instagram/LibCST ⭐ 1,418
A concrete syntax tree parser and serializer library for Python that preserves many aspects of Python's abstract syntax tree
🔗 libcst.readthedocs.io
fabiocaccamo/python-benedict ⭐ 1,411
📘 dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist, query-string, toml, xls, xml, yaml), s3 support and many utilities.
aws-samples/aws-glue-samples ⭐ 1,392
AWS Glue code samples
lcompilers/lpython ⭐ 1,343
Python compiler
🔗 lpython.org
pycqa/pyflakes ⭐ 1,341
A simple program which checks Python source files for errors
🔗 pypi.org/project/pyflakes
lidatong/dataclasses-json ⭐ 1,306
Easily serialize Data Classes to and from JSON
ossf/criticality_score ⭐ 1,283
Gives criticality score for an open source project
brandon-rhodes/python-patterns ⭐ 1,267
Source code behind the python-patterns.guide site by Brandon Rhodes
aio-libs/yarl ⭐ 1,234
Yet another URL library
🔗 yarl.aio-libs.org
oracle/graalpython ⭐ 1,112
A Python 3 implementation built on GraalVM
pdoc3/pdoc ⭐ 1,091
🐍 ➡️ 📜 Auto-generate API documentation for Python projects
🔗 pdoc3.github.io/pdoc
c4urself/bump2version ⭐ 1,039
Version-bump your software with a single command
🔗 pypi.python.org/pypi/bump2version
metachris/logzero ⭐ 1,029
Robust and effective logging for Python 2 and 3.
🔗 logzero.readthedocs.io
pyo3/rust-numpy ⭐ 1,019
PyO3-based Rust bindings of the NumPy C-API
pyfpdf/fpdf2 ⭐ 940
Simple PDF generation for Python
🔗 py-pdf.github.io/fpdf2
anthropics/anthropic-sdk-python ⭐ 911
SDK providing access to Anthropic's safety-first language model APIs
fsspec/filesystem_spec ⭐ 901
A specification that python filesystems should adhere to.
fastai/fastcore ⭐ 901
Python supercharged for the fastai library
🔗 fastcore.fast.ai
milvus-io/pymilvus ⭐ 872
Python SDK for Milvus.
alex-sherman/unsync ⭐ 869
Unsynchronize asyncio
lastmile-ai/aiconfig ⭐ 844
AIConfig saves prompts, models and model parameters as source control friendly configs. This allows you to iterate on prompts and model parameters separately from your application code.
🔗 aiconfig.lastmileai.dev
samuelcolvin/dirty-equals ⭐ 769
Doing dirty (but extremely useful) things with equals.
🔗 dirty-equals.helpmanual.io
pypy/pypy ⭐ 736
PyPy is a very fast and compliant implementation of the Python language.
🔗 pypy.org
barracuda-fsh/pyobd ⭐ 736
open source obd2 car diagnostics program
pypa/build ⭐ 662
A simple, correct Python build frontend
🔗 build.pypa.io
pydantic/logfire ⭐ 652
Uncomplicated Observability for Python and beyond! 🪵🔥
🔗 docs.pydantic.dev/logfire
instagram/Fixit ⭐ 649
Advanced Python linting framework with auto-fixes and hierarchical configuration that makes it easy to write custom in-repo lint rules.
🔗 fixit.rtfd.io/en/latest
gefyrahq/gefyra ⭐ 627
Blazingly-fast 🚀, rock-solid, local application development ➡️ with Kubernetes.
🔗 gefyra.dev
open-telemetry/opentelemetry-python-contrib ⭐ 618
OpenTelemetry instrumentation for Python modules
🔗 opentelemetry.io
qdrant/qdrant-client ⭐ 618
Python client for Qdrant vector search engine
🔗 qdrant.tech
methexis-inc/terminal-copilot ⭐ 566
A smart terminal assistant that helps you find the right command.
fastai/ghapi ⭐ 513
A delightful and complete interface to GitHub's amazing API
🔗 ghapi.fast.ai
steamship-core/steamship-langchain ⭐ 504
steamship-langchain
google/pyglove ⭐ 320
Manipulating Python Programs

Vizualisation

Vizualisation tools and libraries. Application frameworks, 2D/3D plotting, dashboards, WebGL.

apache/superset ⭐ 58,934
Apache Superset is a Data Visualization and Data Exploration Platform
🔗 superset.apache.org
streamlit/streamlit ⭐ 31,818
Streamlit — A faster way to build and share data apps.
🔗 streamlit.io
gradio-app/gradio ⭐ 29,043
Build and share delightful machine learning apps, all in Python. 🌟 Star to support our work!
🔗 www.gradio.app
plotly/dash ⭐ 20,528
Data Apps & Dashboards for Python. No JavaScript Required.
🔗 plotly.com/dash
matplotlib/matplotlib ⭐ 19,309
matplotlib: plotting with Python
🔗 matplotlib.org/stable
bokeh/bokeh ⭐ 18,848
Interactive Data Visualization in the browser, from Python
🔗 bokeh.org
plotly/plotly.py ⭐ 15,310
The interactive graphing library for Python ✨ This project now includes Plotly Express!
🔗 plotly.com/python
mwaskom/seaborn ⭐ 11,966
Statistical data visualization in Python
🔗 seaborn.pydata.org
visgl/deck.gl ⭐ 11,715
WebGL2 powered visualization framework
🔗 deck.gl
marceloprates/prettymaps ⭐ 10,841
A small set of Python functions to draw pretty maps from OpenStreetMap data. Based on osmnx, matplotlib and shapely libraries.
altair-viz/altair ⭐ 8,931
Declarative statistical visualization library for Python
🔗 altair-viz.github.io
nvidia/TensorRT-LLM ⭐ 6,638
TensorRT-LLM provides users with an easy-to-use Python API to define Large Language Models (LLMs) and build TensorRT engines that contain state-of-the-art optimizations to perform inference efficiently on NVIDIA GPUs. TensorRT-LLM also contains components to create Python and C++ runtimes that execute those TensorRT...
🔗 nvidia.github.io/tensorrt-llm
lux-org/lux ⭐ 4,919
Automatically visualize your pandas dataframe via a single print! 📊 💡
renpy/renpy ⭐ 4,567
The Ren'Py Visual Novel Engine
🔗 www.renpy.org
man-group/dtale ⭐ 4,558
Visualizer for pandas data structures
🔗 alphatechadmin.pythonanywhere.com
holoviz/panel ⭐ 4,246
Panel: The powerful data exploration & web app framework for Python
🔗 panel.holoviz.org
has2k1/plotnine ⭐ 3,830
A Grammar of Graphics for Python
🔗 plotnine.org
residentmario/missingno ⭐ 3,813
missingno provides a small toolset of flexible and easy-to-use missing data visualizations and utilities that allows you to get a quick visual summary of the completeness (or lack thereof) of your dataset.
pyqtgraph/pyqtgraph ⭐ 3,683
Fast data visualization and GUI tools for scientific / engineering applications
🔗 www.pyqtgraph.org
vispy/vispy ⭐ 3,224
Main repository for Vispy
🔗 vispy.org
ml-tooling/opyrator ⭐ 3,018
🪄 Turns your machine learning code into microservices with web API, interactive GUI, and more.
🔗 opyrator-playground.mltooling.org
netflix/flamescope ⭐ 2,989
FlameScope is a visualization tool for exploring different time ranges as Flame Graphs.
facebookresearch/hiplot ⭐ 2,698
HiPlot makes understanding high dimensional data easy
🔗 facebookresearch.github.io/hiplot
holoviz/holoviews ⭐ 2,624
With Holoviews, your data visualizes itself.
🔗 holoviews.org
kozea/pygal ⭐ 2,603
pygal is a dynamic SVG charting library written in python.
🔗 www.pygal.org
pyvista/pyvista ⭐ 2,370
3D plotting and mesh analysis through a streamlined interface for the Visualization Toolkit (VTK)
🔗 docs.pyvista.org
mckinsey/vizro ⭐ 2,359
Vizro is a toolkit for creating modular data visualization applications.
🔗 vizro.readthedocs.io/en/stable
marcomusy/vedo ⭐ 1,932
A python module for scientific analysis of 3D data based on VTK and Numpy
🔗 vedo.embl.es
datapane/datapane ⭐ 1,349
Build and share data reports in 100% Python
🔗 datapane.com
facultyai/dash-bootstrap-components ⭐ 1,057
Bootstrap components for Plotly Dash
🔗 dash-bootstrap-components.opensource.faculty.ai
nomic-ai/deepscatter ⭐ 978
Zoomable, animated scatterplots in the browser that scales over a billion points
hazyresearch/meerkat ⭐ 812
Creative interactive views of any dataset.
holoviz/holoviz ⭐ 789
High-level tools to simplify visualization in Python.
🔗 holoviz.org

Web

Web related frameworks and libraries: webapp servers, WSGI, ASGI, asyncio, HTTP, REST, user management.

django/django ⭐ 76,886
The Web framework for perfectionists with deadlines.
🔗 www.djangoproject.com
tiangolo/fastapi ⭐ 71,145
FastAPI framework, high performance, easy to learn, fast to code, ready for production
🔗 fastapi.tiangolo.com
pallets/flask ⭐ 66,425
The Python micro framework for building web applications.
🔗 flask.palletsprojects.com
sherlock-project/sherlock ⭐ 51,412
🔎 Hunt down social media accounts by username across social networks
🔗 sherlock-project.github.io
psf/requests ⭐ 51,378
A simple, yet elegant, HTTP library.
🔗 requests.readthedocs.io/en/latest
tornadoweb/tornado ⭐ 21,524
Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
🔗 www.tornadoweb.org
huge-success/sanic ⭐ 17,735
Accelerate your web app development | Build fast. Run fast.
🔗 sanic.dev
pyscript/pyscript ⭐ 17,451
A framework that allows users to create rich Python applications in the browser using HTML's interface and the power of Pyodide, WASM, and modern web technologies.
🔗 pyscript.net
wagtail/wagtail ⭐ 17,239
A Django content management system focused on flexibility and user experience
🔗 wagtail.org
reflex-dev/reflex ⭐ 16,778
🕸️ Web apps in pure Python 🐍
🔗 reflex.dev
aio-libs/aiohttp ⭐ 14,581
Asynchronous HTTP client/server framework for asyncio and Python
🔗 docs.aiohttp.org
encode/httpx ⭐ 12,363
A next generation HTTP client for Python. 🦋
🔗 www.python-httpx.org
getpelican/pelican ⭐ 12,268
Static site generator that supports Markdown and reST syntax. Powered by Python.
🔗 getpelican.com
aws/chalice ⭐ 10,311
Python Serverless Microframework for AWS
encode/starlette ⭐ 9,541
The little ASGI framework that shines. 🌟
🔗 www.starlette.io
benoitc/gunicorn ⭐ 9,519
gunicorn 'Green Unicorn' is a WSGI HTTP Server for UNIX, fast clients and sleepy applications.
🔗 www.gunicorn.org
falconry/falcon ⭐ 9,388
The no-magic web data plane API and microservices framework for Python developers, with a focus on reliability, correctness, and performance at scale.
🔗 falcon.readthedocs.io/en/stable
flet-dev/flet ⭐ 9,218
Flet enables developers to easily build realtime web, mobile and desktop apps in Python. No frontend experience required.
🔗 flet.dev
bottlepy/bottle ⭐ 8,300
bottle.py is a fast and simple micro-framework for python web-applications.
🔗 bottlepy.org
graphql-python/graphene ⭐ 7,977
GraphQL framework for Python
🔗 graphene-python.org
encode/uvicorn ⭐ 7,876
An ASGI web server, for Python. 🦄
🔗 www.uvicorn.org
reactive-python/reactpy ⭐ 7,663
ReactPy is a library for building user interfaces in Python without Javascript
🔗 reactpy.dev
zauberzeug/nicegui ⭐ 7,446
Create web-based user interfaces with Python. The nice way.
🔗 nicegui.io
pyeve/eve ⭐ 6,661
REST API framework designed for human beings
🔗 python-eve.org
pallets/werkzeug ⭐ 6,547
The comprehensive WSGI web application library.
🔗 werkzeug.palletsprojects.com
vitalik/django-ninja ⭐ 6,251
💨 Fast, Async-ready, Openapi, type hints based framework for building APIs
🔗 django-ninja.dev
webpy/webpy ⭐ 5,870
web.py is a web framework for python that is as simple as it is powerful.
🔗 webpy.org
stephenmcd/mezzanine ⭐ 4,716
CMS framework for Django
🔗 mezzanine.jupo.org
nameko/nameko ⭐ 4,653
A microservices framework for Python that lets service developers concentrate on application logic and encourages testability.
🔗 www.nameko.io
starlite-api/litestar ⭐ 4,469
Production-ready, Light, Flexible and Extensible ASGI API framework | Effortlessly Build Performant APIs
🔗 litestar.dev
pywebio/PyWebIO ⭐ 4,335
Write interactive web app in script way.
🔗 pywebio.readthedocs.io
fastapi-users/fastapi-users ⭐ 4,077
Ready-to-use and customizable users management for FastAPI
🔗 fastapi-users.github.io/fastapi-users
pylons/pyramid ⭐ 3,901
Pyramid - A Python web framework
🔗 trypyramid.com
h2oai/wave ⭐ 3,863
H2O Wave is a software stack for building beautiful, low-latency, realtime, browser-based applications and dashboards entirely in Python/R without using HTML, Javascript, or CSS.
🔗 wave.h2o.ai
strawberry-graphql/strawberry ⭐ 3,773
A GraphQL library for Python that leverages type annotations 🍓
🔗 strawberry.rocks
websocket-client/websocket-client ⭐ 3,464
WebSocket client for Python
🔗 github.com/websocket-client/websocket-client
unbit/uwsgi ⭐ 3,412
uWSGI application server container
🔗 projects.unbit.it/uwsgi
pallets/quart ⭐ 2,636
An async Python micro framework for building web applications.
🔗 quart.palletsprojects.com
fastapi-admin/fastapi-admin ⭐ 2,561
A fast admin dashboard based on FastAPI and TortoiseORM with tabler ui, inspired by Django admin
🔗 fastapi-admin-docs.long2ice.io
flipkart-incubator/Astra ⭐ 2,427
Automated Security Testing For REST API's
masoniteframework/masonite ⭐ 2,150
The Modern And Developer Centric Python Web Framework. Be sure to read the documentation and join the Discord channel for questions: https://discord.gg/TwKeFahmPZ
🔗 docs.masoniteproject.com
dot-agent/nextpy ⭐ 2,110
🤖Self-Modifying Framework from the Future 🔮 World's First AMS
🔗 dotagent.ai
python-restx/flask-restx ⭐ 2,077
Fork of Flask-RESTPlus: Fully featured framework for fast, easy and documented API development with Flask
🔗 flask-restx.readthedocs.io/en/latest
cherrypy/cherrypy ⭐ 1,786
CherryPy is a pythonic, object-oriented HTTP framework. https://cherrypy.dev
🔗 docs.cherrypy.dev
dmontagu/fastapi-utils ⭐ 1,748
Reusable utilities for FastAPI: a number of utilities to help reduce boilerplate and reuse common functionality across projects
neoteroi/BlackSheep ⭐ 1,731
Fast ASGI web framework for Python
🔗 www.neoteroi.dev/blacksheep
s3rius/FastAPI-template ⭐ 1,670
Feature rich robust FastAPI template.
jordaneremieff/mangum ⭐ 1,602
AWS Lambda support for ASGI applications
🔗 mangum.io
wtforms/wtforms ⭐ 1,463
A flexible forms validation and rendering library for Python.
🔗 wtforms.readthedocs.io
awtkns/fastapi-crudrouter ⭐ 1,310
A dynamic FastAPI router that automatically creates CRUD routes for your models
🔗 fastapi-crudrouter.awtkns.com
magicstack/httptools ⭐ 1,166
Fast HTTP parser
long2ice/fastapi-cache ⭐ 1,137
fastapi-cache is a tool to cache fastapi response and function result, with backends support redis and memcached.
🔗 github.com/long2ice/fastapi-cache
whitphx/stlite ⭐ 993
A port of Streamlit to WebAssembly, powered by Pyodide.
🔗 edit.share.stlite.net
rstudio/py-shiny ⭐ 977
Shiny for Python
🔗 shiny.posit.co/py
koxudaxi/fastapi-code-generator ⭐ 907
This code generator creates FastAPI app from an openapi file.
aeternalis-ingenium/FastAPI-Backend-Template ⭐ 558
A backend project template with FastAPI, PostgreSQL with asynchronous SQLAlchemy 2.0, Alembic for asynchronous database migration, and Docker.

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1,461 hand-picked awesome Python libraries and frameworks, updated 05 May 2024

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