Awesome Python

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

Interactive version: www.awesomepython.org

Updated 02 Nov 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.

microsoft/BitNet ⭐ 10,645
Official inference framework for 1-bit LLMs (e.g., BitNet b1.58). It offers a suite of optimized kernels, that support fast and lossless inference of 1.58-bit models
swivid/F5-TTS ⭐ 6,288
Official code for "F5-TTS: A Fairytaler that Fakes Fluent and Faithful Speech with Flow Matching"
🔗 arxiv.org/abs/2410.06885
huggingface/speech-to-speech ⭐ 3,447
Speech To Speech: an effort for an open-sourced and modular GPT4-o
linkedin/Liger-Kernel ⭐ 3,241
Efficient Triton Kernels for LLM Training
karpathy/nano-llama31 ⭐ 1,227
This repo is to Llama 3.1 what nanoGPT is to GPT-2. i.e. it is a minimal, dependency-free implementation of the Llama 3.1 architecture
shengranhu/ADAS ⭐ 1,001
Automated Design of Agentic Systems using Meta Agent Search to show agents can invent novel and powerful agent designs
huggingface/evaluation-guidebook ⭐ 730
Sharing both practical insights and theoretical knowledge about LLM evaluation that we gathered while managing the Open LLM Leaderboard and designing lighteval!
tag-research/TAG-Bench ⭐ 576
Table-Augmented Generation (TAG) is a unified and general-purpose paradigm for answering natural language questions over databases
🔗 arxiv.org/pdf/2408.14717
deedy/mac_computer_use ⭐ 427
A fork of Anthropic Computer Use that you can run on Mac computers to give Claude and other AI models autonomous access to your computer.
🔗 x.com/deedydas/status/1849481225041559910
dottxt-ai/outlines-core ⭐ 105
Core functionality for structured generation, formerly implemented in Outlines, with a focus on performance and portability.

Code Quality

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

psf/black ⭐ 38,804
The uncompromising Python code formatter
🔗 black.readthedocs.io/en/stable
astral-sh/ruff ⭐ 32,003
An extremely fast Python linter and code formatter, written in Rust.
🔗 docs.astral.sh/ruff
google/yapf ⭐ 13,757
A formatter for Python files
pre-commit/pre-commit ⭐ 12,848
A framework for managing and maintaining multi-language pre-commit hooks.
🔗 pre-commit.com
sqlfluff/sqlfluff ⭐ 7,829
A modular SQL linter and auto-formatter with support for multiple dialects and templated code.
🔗 www.sqlfluff.com
pycqa/isort ⭐ 6,483
A Python utility / library to sort imports.
🔗 pycqa.github.io/isort
davidhalter/jedi ⭐ 5,781
Awesome autocompletion, static analysis and refactoring library for python
🔗 jedi.readthedocs.io
pycqa/pylint ⭐ 5,288
It's not just a linter that annoys you!
🔗 pylint.readthedocs.io/en/latest
asottile/pyupgrade ⭐ 3,572
A tool (and pre-commit hook) to automatically upgrade syntax for newer versions of the language.
jendrikseipp/vulture ⭐ 3,472
Find dead Python code
pycqa/flake8 ⭐ 3,432
flake8 is a python tool that glues together pycodestyle, pyflakes, mccabe, and third-party plugins to check the style and quality of some python code.
🔗 flake8.pycqa.org
wemake-services/wemake-python-styleguide ⭐ 2,513
The strictest and most opinionated python linter ever!
🔗 wemake-python-styleguide.rtfd.io
python-lsp/python-lsp-server ⭐ 1,916
Fork of the python-language-server project, maintained by the Spyder IDE team and the community
codespell-project/codespell ⭐ 1,892
check code for common misspellings
sourcery-ai/sourcery ⭐ 1,553
Instant AI code reviews
🔗 sourcery.ai
akaihola/darker ⭐ 631
Apply black reformatting to Python files only in regions changed since a given commit. For a practical usage example, see the blog post at https://dev.to/akaihola/improving-python-code-incrementally-3f7a
🔗 pypi.org/project/darker
tconbeer/sqlfmt ⭐ 402
sqlfmt formats your dbt SQL files so you don't have to
🔗 sqlfmt.com

Crypto and Blockchain

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

ccxt/ccxt ⭐ 32,809
A JavaScript / TypeScript / Python / C# / PHP cryptocurrency trading API with support for more than 100 bitcoin/altcoin exchanges
🔗 docs.ccxt.com
freqtrade/freqtrade ⭐ 28,483
Free, open source crypto trading bot
🔗 www.freqtrade.io
crytic/slither ⭐ 5,304
Static Analyzer for Solidity and Vyper
🔗 blog.trailofbits.com/2018/10/19/slither-a-solidity-static-analysis-framework
ethereum/web3.py ⭐ 4,999
A python interface for interacting with the Ethereum blockchain and ecosystem.
🔗 web3py.readthedocs.io
ethereum/consensus-specs ⭐ 3,557
Ethereum Proof-of-Stake Consensus Specifications
cyberpunkmetalhead/Binance-volatility-trading-bot ⭐ 3,405
This is a fully functioning Binance trading bot that measures the volatility of every coin on Binance and places trades with the highest gaining coins If you like this project consider donating though the Brave browser to allow me to continuously improve the script.
ethereum/py-evm ⭐ 2,262
A Python implementation of the Ethereum Virtual Machine
🔗 py-evm.readthedocs.io/en/latest
bmoscon/cryptofeed ⭐ 2,219
Cryptocurrency Exchange Websocket Data Feed Handler
binance/binance-public-data ⭐ 1,490
Details on how to get Binance public data
ofek/bit ⭐ 1,242
Bitcoin made easy.
🔗 ofek.dev/bit
man-c/pycoingecko ⭐ 1,043
Python wrapper for the CoinGecko API
palkeo/panoramix ⭐ 816
Ethereum decompiler
dylanhogg/awesome-crypto ⭐ 68
A list of awesome crypto and blockchain projects
🔗 www.awesomecrypto.xyz

Data

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

scrapy/scrapy ⭐ 52,810
Scrapy, a fast high-level web crawling & scraping framework for Python.
🔗 scrapy.org
apache/spark ⭐ 39,513
Apache Spark - A unified analytics engine for large-scale data processing
🔗 spark.apache.org
mindsdb/mindsdb ⭐ 26,609
The platform for building AI from enterprise data
🔗 mindsdb.com
getredash/redash ⭐ 26,204
Make Your Company Data Driven. Connect to any data source, easily visualize, dashboard and share your data.
🔗 redash.io
jaidedai/EasyOCR ⭐ 24,150
Ready-to-use OCR with 80+ supported languages and all popular writing scripts including Latin, Chinese, Arabic, Devanagari, Cyrillic and etc.
🔗 www.jaided.ai
qdrant/qdrant ⭐ 20,190
Qdrant - High-performance, massive-scale Vector Database for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
🔗 qdrant.tech
humansignal/label-studio ⭐ 18,893
Label Studio is an open source data labeling tool. It lets you label data types like audio, text, images, videos, and time series with a simple and straightforward UI and export to various model formats.
🔗 labelstud.io
joke2k/faker ⭐ 17,684
Faker is a Python package that generates fake data for you.
🔗 faker.readthedocs.io
binux/pyspider ⭐ 16,488
A Powerful Spider(Web Crawler) System in Python.
🔗 docs.pyspider.org
airbytehq/airbyte ⭐ 15,913
The leading data integration platform for ETL / ELT data pipelines from APIs, databases & files to data warehouses, data lakes & data lakehouses. Both self-hosted and Cloud-hosted.
🔗 airbyte.com
twintproject/twint ⭐ 15,775
An advanced Twitter scraping & OSINT tool written in Python that doesn't use Twitter's API, allowing you to scrape a user's followers, following, Tweets and more while evading most API limitations.
chroma-core/chroma ⭐ 15,000
the AI-native open-source embedding database
🔗 www.trychroma.com
apache/arrow ⭐ 14,437
Apache Arrow is a multi-language toolbox for accelerated data interchange and in-memory processing
🔗 arrow.apache.org
tiangolo/sqlmodel ⭐ 14,341
SQL databases in Python, designed for simplicity, compatibility, and robustness.
🔗 sqlmodel.tiangolo.com
avaiga/taipy ⭐ 14,321
Turns Data and AI algorithms into production-ready web applications in no time.
🔗 www.taipy.io
redis/redis-py ⭐ 12,605
Redis Python client
coleifer/peewee ⭐ 11,147
a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb
🔗 docs.peewee-orm.com
s0md3v/Photon ⭐ 10,993
Incredibly fast crawler designed for OSINT.
sqlalchemy/sqlalchemy ⭐ 9,566
The Database Toolkit for Python
🔗 www.sqlalchemy.org
simonw/datasette ⭐ 9,468
An open source multi-tool for exploring and publishing data
🔗 datasette.io
bigscience-workshop/petals ⭐ 9,159
🌸 Run LLMs at home, BitTorrent-style. Fine-tuning and inference up to 10x faster than offloading
🔗 petals.dev
voxel51/fiftyone ⭐ 8,787
Refine high-quality datasets and visual AI models
🔗 fiftyone.ai
yzhao062/pyod ⭐ 8,519
A Python Library for Outlier and Anomaly Detection, Integrating Classical and Deep Learning Techniques
🔗 pyod.readthedocs.io
gristlabs/grist-core ⭐ 7,116
Grist is the evolution of spreadsheets.
🔗 www.getgrist.com
tobymao/sqlglot ⭐ 6,595
Python SQL Parser and Transpiler
🔗 sqlglot.com
alirezamika/autoscraper ⭐ 6,235
A Smart, Automatic, Fast and Lightweight Web Scraper for Python
kaggle/kaggle-api ⭐ 6,195
Official Kaggle API
madmaze/pytesseract ⭐ 5,810
A Python wrapper for Google Tesseract
vi3k6i5/flashtext ⭐ 5,588
Extract Keywords from sentence or Replace keywords in sentences.
airbnb/knowledge-repo ⭐ 5,478
A next-generation curated knowledge sharing platform for data scientists and other technical professions.
ibis-project/ibis ⭐ 5,203
Ibis is a Python library that provides a lightweight, universal interface for data wrangling. It helps Python users explore and transform data of any size, stored anywhere.
🔗 ibis-project.org
facebookresearch/AugLy ⭐ 4,955
A data augmentations library for audio, image, text, and video.
🔗 ai.facebook.com/blog/augly-a-new-data-augmentation-library-to-help-build-more-robust-ai-models
superduperdb/superduper ⭐ 4,692
Superduper: Integrate AI models and machine learning workflows with your database to implement custom AI applications, without moving your data. Including streaming inference, scalable model hosting, training and vector search.
🔗 superduper.io
jazzband/tablib ⭐ 4,607
Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.
🔗 tablib.readthedocs.io
lk-geimfari/mimesis ⭐ 4,426
Mimesis is a robust data generator for Python that can produce a wide range of fake data in multiple languages.
🔗 mimesis.name
amundsen-io/amundsen ⭐ 4,415
Amundsen is a metadata driven application for improving the productivity of data analysts, data scientists and engineers when interacting with data.
🔗 www.amundsen.io/amundsen
lancedb/lancedb ⭐ 4,393
Developer-friendly, serverless vector database for AI applications. Easily add long-term memory to your LLM apps!
🔗 lancedb.github.io/lancedb
mongodb/mongo-python-driver ⭐ 4,137
PyMongo - the Official MongoDB Python driver
🔗 www.mongodb.com/docs/languages/python/pymongo-driver/current
pathwaycom/pathway ⭐ 4,026
Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG.
🔗 pathway.com
giskard-ai/giskard ⭐ 4,012
🐢 Open-Source Evaluation & Testing for ML models & LLMs
🔗 docs.giskard.ai
andialbrecht/sqlparse ⭐ 3,732
A non-validating SQL parser module for Python
rom1504/img2dataset ⭐ 3,666
Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one machine.
jmcnamara/XlsxWriter ⭐ 3,635
A Python module for creating Excel XLSX files.
🔗 xlsxwriter.readthedocs.io
deepchecks/deepchecks ⭐ 3,595
Deepchecks: Tests for Continuous Validation of ML Models & Data. Deepchecks is a holistic open-source solution for all of your AI & ML validation needs, enabling to thoroughly test your data and models from research to production.
🔗 docs.deepchecks.com/stable
praw-dev/praw ⭐ 3,485
PRAW, an acronym for "Python Reddit API Wrapper", is a python package that allows for simple access to Reddit's API.
🔗 praw.readthedocs.io
run-llama/llama-hub ⭐ 3,443
A library of data loaders for LLMs made by the community -- to be used with LlamaIndex and/or LangChain
🔗 llamahub.ai
pyeve/cerberus ⭐ 3,160
Lightweight, extensible data validation library for Python
🔗 python-cerberus.org
zoomeranalytics/xlwings ⭐ 2,969
xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on Windows and macOS as well as with Google Sheets and Excel on the web.
🔗 www.xlwings.org
docarray/docarray ⭐ 2,967
Represent, send, store and search multimodal data
🔗 docs.docarray.org
datafold/data-diff ⭐ 2,945
Compare tables within or across databases
🔗 docs.datafold.com
rapidai/RapidOCR ⭐ 2,911
Awesome OCR multiple programing languages toolkits based on ONNXRuntime, OpenVION and PaddlePaddle.
🔗 rapidai.github.io/rapidocrdocs
pallets/itsdangerous ⭐ 2,910
Safely pass trusted data to untrusted environments and back.
🔗 itsdangerous.palletsprojects.com
goldsmith/Wikipedia ⭐ 2,881
A Pythonic wrapper for the Wikipedia API
🔗 wikipedia.readthedocs.org
sqlalchemy/alembic ⭐ 2,792
A database migrations tool for SQLAlchemy.
awslabs/amazon-redshift-utils ⭐ 2,761
Amazon Redshift Utils contains utilities, scripts and view which are useful in a Redshift environment
kayak/pypika ⭐ 2,507
PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects the resulting query. PyPika excels at all sorts of SQL queries but is especially useful for data analysis.
🔗 pypika.readthedocs.io/en/latest
dlt-hub/dlt ⭐ 2,480
data load tool (dlt) is an open source Python library that makes data loading easy 🛠️
🔗 dlthub.com/docs
pynamodb/PynamoDB ⭐ 2,443
A pythonic interface to Amazon's DynamoDB
🔗 pynamodb.readthedocs.io
sdv-dev/SDV ⭐ 2,337
Synthetic data generation for tabular data
🔗 docs.sdv.dev/sdv
emirozer/fake2db ⭐ 2,274
Generate fake but valid data filled databases for test purposes using most popular patterns(AFAIK). Current support is sqlite, mysql, postgresql, mongodb, redis, couchdb.
uqfoundation/dill ⭐ 2,266
serialize all of Python
🔗 dill.rtfd.io
accenture/AmpliGraph ⭐ 2,145
Python library for Representation Learning on Knowledge Graphs https://docs.ampligraph.org
graphistry/pygraphistry ⭐ 2,143
PyGraphistry is a Python library to quickly load, shape, embed, and explore big graphs with the GPU-accelerated Graphistry visual graph analyzer
samuelcolvin/arq ⭐ 2,134
Fast job queuing and RPC in python with asyncio and redis.
🔗 arq-docs.helpmanual.io
huggingface/datatrove ⭐ 1,996
Freeing data processing from scripting madness by providing a set of platform-agnostic customizable pipeline processing blocks.
sfu-db/connector-x ⭐ 1,966
Fastest library to load data from DB to DataFrames in Rust and Python
🔗 sfu-db.github.io/connector-x
mlabonne/llm-datasets ⭐ 1,945
High-quality datasets, tools, and concepts for LLM fine-tuning.
agronholm/sqlacodegen ⭐ 1,884
Automatic model code generator for SQLAlchemy
aminalaee/sqladmin ⭐ 1,875
SQLAlchemy Admin for FastAPI and Starlette
🔗 aminalaee.dev/sqladmin
milvus-io/bootcamp ⭐ 1,849
Dealing with all unstructured data, such as reverse image search, audio search, molecular search, video analysis, question and answer systems, NLP, etc.
🔗 milvus.io
uber/petastorm ⭐ 1,791
Petastorm library enables single machine or distributed training and evaluation of deep learning models from datasets in Apache Parquet format. It supports ML frameworks such as Tensorflow, Pytorch, and PySpark and can be used from pure Python code.
aio-libs/aiomysql ⭐ 1,753
aiomysql is a library for accessing a MySQL database from the asyncio
🔗 aiomysql.rtfd.io
simple-salesforce/simple-salesforce ⭐ 1,673
A very simple Salesforce.com REST API client for Python
collerek/ormar ⭐ 1,664
python async orm with fastapi in mind and pydantic validation
🔗 collerek.github.io/ormar
simonw/sqlite-utils ⭐ 1,651
Python CLI utility and library for manipulating SQLite databases
🔗 sqlite-utils.datasette.io
zarr-developers/zarr-python ⭐ 1,499
An implementation of chunked, compressed, N-dimensional arrays for Python.
🔗 zarr.readthedocs.io
eleutherai/the-pile ⭐ 1,491
The Pile is a large, diverse, open source language modelling data set that consists of many smaller datasets combined together.
sdispater/orator ⭐ 1,429
The Orator ORM provides a simple yet beautiful ActiveRecord implementation.
🔗 orator-orm.com
ydataai/ydata-synthetic ⭐ 1,427
Synthetic data generators for tabular and time-series data
🔗 docs.synthetic.ydata.ai
mchong6/JoJoGAN ⭐ 1,416
Official PyTorch repo for JoJoGAN: One Shot Face Stylization
aio-libs/aiopg ⭐ 1,399
aiopg is a library for accessing a PostgreSQL database from the asyncio
🔗 aiopg.readthedocs.io
scholarly-python-package/scholarly ⭐ 1,378
Retrieve author and publication information from Google Scholar in a friendly, Pythonic way without having to worry about CAPTCHAs!
🔗 scholarly.readthedocs.io
google/tensorstore ⭐ 1,343
Library for reading and writing large multi-dimensional arrays.
🔗 google.github.io/tensorstore
quixio/quix-streams ⭐ 1,179
Python stream processing for Kafka
🔗 docs.quix.io
eliasdabbas/advertools ⭐ 1,146
advertools - online marketing productivity and analysis tools
🔗 advertools.readthedocs.io
pytorch/data ⭐ 1,129
A PyTorch repo for data loading and utilities to be shared by the PyTorch domain libraries.
aio-libs/aiocache ⭐ 1,127
Asyncio cache manager for redis, memcached and memory
🔗 aiocache.readthedocs.io
brettkromkamp/contextualise ⭐ 1,052
Contextualise is an effective tool particularly suited for organising information-heavy projects and activities consisting of unstructured and widely diverse data and information resources
🔗 contextualise.dev
uber/fiber ⭐ 1,042
Distributed Computing for AI Made Simple
🔗 uber.github.io/fiber
intake/intake ⭐ 1,007
Intake is a lightweight package for finding, investigating, loading and disseminating data.
🔗 intake.readthedocs.io
duckdb/dbt-duckdb ⭐ 895
dbt (http://getdbt.com) adapter for DuckDB (http://duckdb.org)
scikit-hep/awkward ⭐ 830
Manipulate JSON-like data with NumPy-like idioms.
🔗 awkward-array.org
goccy/bigquery-emulator ⭐ 817
BigQuery emulator provides a way to launch a BigQuery server on your local machine for testing and development.
macbre/sql-metadata ⭐ 804
Uses tokenized query returned by python-sqlparse and generates query metadata
🔗 pypi.python.org/pypi/sql-metadata
koaning/human-learn ⭐ 793
Natural Intelligence is still a pretty good idea.
🔗 koaning.github.io/human-learn
googleapis/python-bigquery ⭐ 739
Python Client for Google BigQuery
hyperqueryhq/whale ⭐ 724
🐳 The stupidly simple CLI workspace for your data warehouse.
🔗 rsyi.gitbook.io/whale
dgarnitz/vectorflow ⭐ 670
VectorFlow is a high volume vector embedding pipeline that ingests raw data, transforms it into vectors and writes it to a vector DB of your choice.
🔗 www.getvectorflow.com
igorbenav/fastcrud ⭐ 665
FastCRUD is a Python package for FastAPI, offering robust async CRUD operations and flexible endpoint creation utilities.
kagisearch/vectordb ⭐ 638
A minimal Python package for storing and retrieving text using chunking, embeddings, and vector search.
🔗 vectordb.com
jina-ai/vectordb ⭐ 547
A Python vector database you just need - no more, no less.
koaning/bulk ⭐ 544
Bulk is a quick UI developer tool to apply some bulk labels.
unstructured-io/unstructured-api ⭐ 529
API for Open-Source Pre-Processing Tools for Unstructured Data
koaning/doubtlab ⭐ 502
Doubt your data, find bad labels.
🔗 koaning.github.io/doubtlab
apache/iceberg-python ⭐ 423
PyIceberg is a Python library for programmatic access to Iceberg table metadata as well as to table data in Iceberg format.
🔗 py.iceberg.apache.org
titan-systems/titan ⭐ 413
Snowflake infrastructure-as-code. Provision environments, automate deploys, CI/CD. Manage RBAC, users, roles, and data access. Declarative Python Resource API.

Debugging

Debugging and tracing tools.

cool-rr/PySnooper ⭐ 16,381
Never use print for debugging again
gruns/icecream ⭐ 9,019
🍦 Never use print() to debug again.
shobrook/rebound ⭐ 4,101
Command-line tool that instantly fetches Stack Overflow results when an exception is thrown
inducer/pudb ⭐ 2,969
Full-screen console debugger for Python
🔗 documen.tician.de/pudb
gotcha/ipdb ⭐ 1,858
Integration of IPython pdb
alexmojaki/heartrate ⭐ 1,758
Simple real time visualisation of the execution of a Python program.
alexmojaki/birdseye ⭐ 1,653
Graphical Python debugger which lets you easily view the values of all evaluated expressions
🔗 birdseye.readthedocs.io
pdbpp/pdbpp ⭐ 1,304
pdb++, a drop-in replacement for pdb (the Python debugger)
alexmojaki/snoop ⭐ 1,256
A powerful set of Python debugging tools, based on PySnooper
samuelcolvin/python-devtools ⭐ 983
Dev tools for python
🔗 python-devtools.helpmanual.io

Diffusion Text to Image

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

automatic1111/stable-diffusion-webui ⭐ 141,406
Stable Diffusion web UI
compvis/stable-diffusion ⭐ 67,982
A latent text-to-image diffusion model
🔗 ommer-lab.com/research/latent-diffusion-models
comfyanonymous/ComfyUI ⭐ 53,586
The most powerful and modular diffusion model GUI, api and backend with a graph/nodes interface.
🔗 www.comfy.org
stability-ai/stablediffusion ⭐ 38,829
High-Resolution Image Synthesis with Latent Diffusion Models
lllyasviel/ControlNet ⭐ 30,127
Let us control diffusion models!
huggingface/diffusers ⭐ 25,614
🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch and FLAX.
🔗 huggingface.co/docs/diffusers
invoke-ai/InvokeAI ⭐ 23,428
Invoke is a leading creative engine for Stable Diffusion models, empowering professionals, artists, and enthusiasts to generate and create visual media using the latest AI-driven technologies. The solution offers an industry leading WebUI, and serves as the foundation for multiple commercial products.
🔗 invoke-ai.github.io/invokeai
apple/ml-stable-diffusion ⭐ 16,815
Stable Diffusion with Core ML on Apple Silicon
borisdayma/dalle-mini ⭐ 14,745
DALL·E Mini - Generate images from a text prompt
🔗 www.craiyon.com
divamgupta/diffusionbee-stable-diffusion-ui ⭐ 12,518
Diffusion Bee is the easiest way to run Stable Diffusion locally on your M1 Mac. Comes with a one-click installer. No dependencies or technical knowledge needed.
🔗 diffusionbee.com
openbmb/MiniCPM-V ⭐ 12,300
MiniCPM-V 2.6: A GPT-4V Level MLLM for Single Image, Multi Image and Video on Your Phone
compvis/latent-diffusion ⭐ 11,704
High-Resolution Image Synthesis with Latent Diffusion Models
lucidrains/DALLE2-pytorch ⭐ 11,109
Implementation of DALL-E 2, OpenAI's updated text-to-image synthesis neural network, in Pytorch
instantid/InstantID ⭐ 10,999
InstantID: Zero-shot Identity-Preserving Generation in Seconds 🔥
🔗 instantid.github.io
facebookresearch/dinov2 ⭐ 9,004
PyTorch code and models for the DINOv2 self-supervised learning method.
ashawkey/stable-dreamfusion ⭐ 8,230
Text-to-3D & Image-to-3D & Mesh Exportation with NeRF + Diffusion.
carson-katri/dream-textures ⭐ 7,802
Stable Diffusion built-in to Blender
xavierxiao/Dreambooth-Stable-Diffusion ⭐ 7,585
Implementation of Dreambooth (https://arxiv.org/abs/2208.12242) with Stable Diffusion
idea-research/GroundingDINO ⭐ 6,550
[ECCV 2024] Official implementation of the paper "Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection"
🔗 arxiv.org/abs/2303.05499
timothybrooks/instruct-pix2pix ⭐ 6,311
PyTorch implementation of InstructPix2Pix, an instruction-based image editing model, based on the original CompVis/stable_diffusion repo.
openai/consistency_models ⭐ 6,093
Official repo for consistency models.
opengvlab/InternVL ⭐ 5,765
[CVPR 2024 Oral] InternVL Family: A Pioneering Open-Source Alternative to GPT-4o. 接近GPT-4o表现的开源多模态对话模型
🔗 internvl.readthedocs.io/en/latest
salesforce/BLIP ⭐ 4,745
PyTorch code for BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation
nateraw/stable-diffusion-videos ⭐ 4,429
Create 🔥 videos with Stable Diffusion by exploring the latent space and morphing between text prompts
lkwq007/stablediffusion-infinity ⭐ 3,847
Outpainting with Stable Diffusion on an infinite canvas
jina-ai/discoart ⭐ 3,835
🪩 Create Disco Diffusion artworks in one line
mlc-ai/web-stable-diffusion ⭐ 3,568
Bringing stable diffusion models to web browsers. Everything runs inside the browser with no server support.
🔗 mlc.ai/web-stable-diffusion
openai/glide-text2im ⭐ 3,533
GLIDE: a diffusion-based text-conditional image synthesis model
openai/improved-diffusion ⭐ 3,210
Release for Improved Denoising Diffusion Probabilistic Models
saharmor/dalle-playground ⭐ 2,766
A playground to generate images from any text prompt using Stable Diffusion (past: using DALL-E Mini)
stability-ai/stability-sdk ⭐ 2,424
SDK for interacting with stability.ai APIs (e.g. stable diffusion inference)
🔗 platform.stability.ai
google-research/big_vision ⭐ 2,280
Official codebase used to develop Vision Transformer, SigLIP, MLP-Mixer, LiT and more.
thudm/CogVLM2 ⭐ 2,060
GPT4V-level open-source multi-modal model based on Llama3-8B
coyote-a/ultimate-upscale-for-automatic1111 ⭐ 1,638
Ultimate SD Upscale extension for AUTOMATIC1111 Stable Diffusion web UI
divamgupta/stable-diffusion-tensorflow ⭐ 1,579
Stable Diffusion in TensorFlow / Keras
nvlabs/prismer ⭐ 1,297
The implementation of "Prismer: A Vision-Language Model with Multi-Task Experts".
🔗 shikun.io/projects/prismer
open-compass/VLMEvalKit ⭐ 1,196
Open-source evaluation toolkit of large vision-language models (LVLMs), support ~100 VLMs, 40+ benchmarks
🔗 huggingface.co/spaces/opencompass/open_vlm_leaderboard
chenyangqiqi/FateZero ⭐ 1,102
[ICCV 2023 Oral] "FateZero: Fusing Attentions for Zero-shot Text-based Video Editing"
🔗 fate-zero-edit.github.io
thereforegames/unprompted ⭐ 776
Templating language written for Stable Diffusion workflows. Available as an extension for the Automatic1111 WebUI.
sharonzhou/long_stable_diffusion ⭐ 682
Long-form text-to-images generation, using a pipeline of deep generative models (GPT-3 and Stable Diffusion)
tanelp/tiny-diffusion ⭐ 649
A minimal PyTorch implementation of probabilistic diffusion models for 2D datasets.

Finance

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

openbb-finance/OpenBB ⭐ 32,893
Investment Research for Everyone, Everywhere.
🔗 openbb.co
quantopian/zipline ⭐ 17,617
Zipline, a Pythonic Algorithmic Trading Library
🔗 www.zipline.io
microsoft/qlib ⭐ 15,373
Qlib is an AI-oriented quantitative investment platform that aims to realize the potential, empower research, and create value using AI technologies in quantitative investment, from exploring ideas to implementing productions. Qlib supports diverse machine learning modeling paradigms. including supervised learning, ...
🔗 qlib.readthedocs.io/en/latest
mementum/backtrader ⭐ 14,269
Python Backtesting library for trading strategies
🔗 www.backtrader.com
ai4finance-foundation/FinGPT ⭐ 13,849
FinGPT: Open-Source Financial Large Language Models! Revolutionize 🔥 We release the trained model on HuggingFace.
🔗 ai4finance.org
ranaroussi/yfinance ⭐ 13,272
Download market data from Yahoo! Finance's API
🔗 aroussi.com/post/python-yahoo-finance
ai4finance-foundation/FinRL ⭐ 9,914
FinRL: Financial Reinforcement Learning. 🔥
🔗 ai4finance.org
quantconnect/Lean ⭐ 9,737
Lean Algorithmic Trading Engine by QuantConnect (Python, C#)
🔗 lean.io
ta-lib/ta-lib-python ⭐ 9,621
Python wrapper for TA-Lib (http://ta-lib.org/).
🔗 ta-lib.github.io/ta-lib-python
goldmansachs/gs-quant ⭐ 7,694
Python toolkit for quantitative finance
🔗 developer.gs.com/discover/products/gs-quant
quantopian/pyfolio ⭐ 5,668
Portfolio and risk analytics in Python
🔗 quantopian.github.io/pyfolio
kernc/backtesting.py ⭐ 5,440
🔎 📈 🐍 💰 Backtest trading strategies in Python.
🔗 kernc.github.io/backtesting.py
twopirllc/pandas-ta ⭐ 5,314
Technical Analysis Indicators - Pandas TA is an easy to use Python 3 Pandas Extension with 150+ Indicators
🔗 twopirllc.github.io/pandas-ta
ranaroussi/quantstats ⭐ 4,858
Portfolio analytics for quants, written in Python
google/tf-quant-finance ⭐ 4,516
High-performance TensorFlow library for quantitative finance.
gbeced/pyalgotrade ⭐ 4,420
Python Algorithmic Trading Library
🔗 gbeced.github.io/pyalgotrade
polakowo/vectorbt ⭐ 4,321
Find your trading edge, using the fastest engine for backtesting, algorithmic trading, and research.
🔗 vectorbt.dev
borisbanushev/stockpredictionai ⭐ 4,232
In this noteboook I will create a complete process for predicting stock price movements. Follow along and we will achieve some pretty good results. For that purpose we will use a Generative Adversarial Network (GAN) with LSTM, a type of Recurrent Neural Network, as generator, and a Convolutional Neural Networ...
matplotlib/mplfinance ⭐ 3,645
Financial Markets Data Visualization using Matplotlib
🔗 pypi.org/project/mplfinance
cuemacro/finmarketpy ⭐ 3,437
Python library for backtesting trading strategies & analyzing financial markets (formerly pythalesians)
🔗 www.cuemacro.com
quantopian/alphalens ⭐ 3,327
Performance analysis of predictive (alpha) stock factors
🔗 quantopian.github.io/alphalens
zvtvz/zvt ⭐ 3,190
modular quant framework.
🔗 zvt.readthedocs.io/en/latest
robcarver17/pysystemtrade ⭐ 2,614
Systematic Trading in python
quantopian/research_public ⭐ 2,418
Quantitative research and educational materials
🔗 www.quantopian.com/lectures
pmorissette/bt ⭐ 2,247
bt - flexible backtesting for Python
🔗 pmorissette.github.io/bt
domokane/FinancePy ⭐ 2,114
A Python Finance Library that focuses on the pricing and risk-management of Financial Derivatives, including fixed-income, equity, FX and credit derivatives.
blankly-finance/blankly ⭐ 2,113
🚀 💸 Easily build, backtest and deploy your algo in just a few lines of code. Trade stocks, cryptos, and forex across exchanges w/ one package.
🔗 package.blankly.finance
pmorissette/ffn ⭐ 2,021
ffn - a financial function library for Python
🔗 pmorissette.github.io/ffn
cuemacro/findatapy ⭐ 1,676
Python library to download market data via Bloomberg, Eikon, Quandl, Yahoo etc.
quantopian/empyrical ⭐ 1,294
Common financial risk and performance metrics. Used by zipline and pyfolio.
🔗 quantopian.github.io/empyrical
idanya/algo-trader ⭐ 784
Trading bot with support for realtime trading, backtesting, custom strategies and much more.
gbeced/basana ⭐ 556
A Python async and event driven framework for algorithmic trading, with a focus on crypto currencies.
chancefocus/PIXIU ⭐ 533
This repository introduces PIXIU, an open-source resource featuring the first financial large language models (LLMs), instruction tuning data, and evaluation benchmarks to holistically assess financial LLMs. Our goal is to continually push forward the open-source development of financial artificial intelligence (AI).

Game Development

Game development tools, engines and libraries.

kitao/pyxel ⭐ 14,740
A retro game engine for Python
pygame/pygame ⭐ 7,423
🐍🎮 pygame (the library) is a Free and Open Source python programming language library for making multimedia applications like games built on top of the excellent SDL library. C, Python, Native, OpenGL.
🔗 www.pygame.org
panda3d/panda3d ⭐ 4,499
Powerful, mature open-source cross-platform game engine for Python and C++, developed by Disney and CMU
🔗 www.panda3d.org
pokepetter/ursina ⭐ 2,199
A game engine powered by python and panda3d.
🔗 pokepetter.github.io/ursina
pyglet/pyglet ⭐ 1,871
pyglet is a cross-platform windowing and multimedia library for Python, for developing games and other visually rich applications.
🔗 pyglet.org
pythonarcade/arcade ⭐ 1,695
Easy to use Python library for creating 2D arcade games.
🔗 arcade.academy

GIS

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

domlysz/BlenderGIS ⭐ 7,698
Blender addons to make the bridge between Blender and geographic data
python-visualization/folium ⭐ 6,894
Python Data. Leaflet.js Maps.
🔗 python-visualization.github.io/folium
gboeing/osmnx ⭐ 4,858
OSMnx is a Python package to easily download, model, analyze, and visualize street networks and other geospatial features from OpenStreetMap.
🔗 osmnx.readthedocs.io
osgeo/gdal ⭐ 4,841
GDAL is an open source MIT licensed translator library for raster and vector geospatial data formats.
🔗 gdal.org
geopandas/geopandas ⭐ 4,488
Python tools for geographic data
🔗 geopandas.org
shapely/shapely ⭐ 3,867
Manipulation and analysis of geometric objects
🔗 shapely.readthedocs.io/en/stable
giswqs/geemap ⭐ 3,451
A Python package for interactive geospatial analysis and visualization with Google Earth Engine.
🔗 geemap.org
holoviz/datashader ⭐ 3,310
Quickly and accurately render even the largest data.
🔗 datashader.org
opengeos/leafmap ⭐ 3,201
A Python package for interactive mapping and geospatial analysis with minimal coding in a Jupyter environment
🔗 leafmap.org
opengeos/segment-geospatial ⭐ 2,981
A Python package for segmenting geospatial data with the Segment Anything Model (SAM)
🔗 samgeo.gishub.org
microsoft/torchgeo ⭐ 2,689
TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data
🔗 www.osgeo.org/projects/torchgeo
google/earthengine-api ⭐ 2,663
Python and JavaScript bindings for calling the Earth Engine API.
rasterio/rasterio ⭐ 2,245
Rasterio reads and writes geospatial raster datasets
🔗 rasterio.readthedocs.io
mcordts/cityscapesScripts ⭐ 2,167
README and scripts for the Cityscapes Dataset
azavea/raster-vision ⭐ 2,072
An open source library and framework for deep learning on satellite and aerial imagery.
🔗 docs.rastervision.io
apache/sedona ⭐ 1,949
A cluster computing framework for processing large-scale geospatial data
🔗 sedona.apache.org
plant99/felicette ⭐ 1,820
Satellite imagery for dummies.
gboeing/osmnx-examples ⭐ 1,551
Gallery of OSMnx tutorials, usage examples, and feature demonstations.
🔗 osmnx.readthedocs.io
jupyter-widgets/ipyleaflet ⭐ 1,486
A Jupyter - Leaflet.js bridge
🔗 ipyleaflet.readthedocs.io
microsoft/GlobalMLBuildingFootprints ⭐ 1,393
Worldwide building footprints derived from satellite imagery
pysal/pysal ⭐ 1,323
PySAL: Python Spatial Analysis Library Meta-Package
🔗 pysal.org/pysal
anitagraser/movingpandas ⭐ 1,223
Movement trajectory classes and functions built on top of GeoPandas
🔗 movingpandas.org
residentmario/geoplot ⭐ 1,147
High-level geospatial data visualization library for Python.
🔗 residentmario.github.io/geoplot/index.html
sentinel-hub/eo-learn ⭐ 1,122
Earth observation processing framework for machine learning in Python
🔗 eo-learn.readthedocs.io/en/latest
opengeos/streamlit-geospatial ⭐ 875
A multi-page streamlit app for geospatial
🔗 huggingface.co/spaces/giswqs/streamlit
osgeo/grass ⭐ 838
GRASS GIS - free and open-source geospatial processing engine
🔗 grass.osgeo.org
makepath/xarray-spatial ⭐ 832
Raster-based Spatial Analytics for Python
🔗 xarray-spatial.readthedocs.io
developmentseed/titiler ⭐ 778
Build your own Raster dynamic map tile services
🔗 developmentseed.org/titiler

Graph

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

networkx/networkx ⭐ 14,852
Network Analysis in Python
🔗 networkx.org
stellargraph/stellargraph ⭐ 2,945
StellarGraph - Machine Learning on Graphs
🔗 stellargraph.readthedocs.io
westhealth/pyvis ⭐ 993
Python package for creating and visualizing interactive network graphs.
🔗 pyvis.readthedocs.io/en/latest
microsoft/graspologic ⭐ 802
graspologic is a package for graph statistical algorithms
🔗 graspologic-org.github.io/graspologic
rampasek/GraphGPS ⭐ 656
Recipe for a General, Powerful, Scalable Graph Transformer
dylanhogg/llmgraph ⭐ 308
Create knowledge graphs with LLMs

GUI

Graphical user interface libraries and toolkits.

pysimplegui/PySimpleGUI ⭐ 13,399
Python GUIs for Humans! PySimpleGUI is the top-rated Python application development environment. Launched in 2018 and actively developed, maintained, and supported in 2024. Transforms tkinter, Qt, WxPython, and Remi into a simple, intuitive, and fun experience for both hobbyists and expert users.
🔗 www.pysimplegui.com
hoffstadt/DearPyGui ⭐ 13,097
Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies
🔗 dearpygui.readthedocs.io/en/latest
parthjadhav/Tkinter-Designer ⭐ 9,095
An easy and fast way to create a Python GUI 🐍
samuelcolvin/FastUI ⭐ 8,189
FastUI is a new way to build web application user interfaces defined by declarative Python code.
🔗 fastui-demo.onrender.com
r0x0r/pywebview ⭐ 4,696
Build GUI for your Python program with JavaScript, HTML, and CSS
🔗 pywebview.flowrl.com
beeware/toga ⭐ 4,326
A Python native, OS native GUI toolkit.
🔗 toga.readthedocs.io/en/latest
dddomodossola/remi ⭐ 3,512
Python REMote Interface library. Platform independent. In about 100 Kbytes, perfect for your diet.
wxwidgets/Phoenix ⭐ 2,313
wxPython's Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.
🔗 wxpython.org

Jupyter

Jupyter and JupyterLab and Notebook tools, libraries and plugins.

jupyterlab/jupyterlab ⭐ 14,144
JupyterLab computational environment.
🔗 jupyterlab.readthedocs.io
jupyter/notebook ⭐ 11,676
Jupyter Interactive Notebook
🔗 jupyter-notebook.readthedocs.io
mwouts/jupytext ⭐ 6,627
Jupyter Notebooks as Markdown Documents, Julia, Python or R scripts
🔗 jupytext.readthedocs.io
nteract/papermill ⭐ 5,940
📚 Parameterize, execute, and analyze notebooks
🔗 papermill.readthedocs.io/en/latest
connorferster/handcalcs ⭐ 5,649
Python library for converting Python calculations into rendered latex.
voila-dashboards/voila ⭐ 5,435
Voilà turns Jupyter notebooks into standalone web applications
🔗 voila.readthedocs.io
jupyterlite/jupyterlite ⭐ 3,872
Wasm powered Jupyter running in the browser 💡
🔗 jupyterlite.rtfd.io/en/stable/try/lab
executablebooks/jupyter-book ⭐ 3,844
Create beautiful, publication-quality books and documents from computational content.
🔗 jupyterbook.org
jupyterlab/jupyterlab-desktop ⭐ 3,703
JupyterLab desktop application, based on Electron.
jupyterlab/jupyter-ai ⭐ 3,180
A generative AI extension for JupyterLab
🔗 jupyter-ai.readthedocs.io
jupyter-widgets/ipywidgets ⭐ 3,150
Interactive Widgets for the Jupyter Notebook
🔗 ipywidgets.readthedocs.io
quantopian/qgrid ⭐ 3,038
An interactive grid for sorting, filtering, and editing DataFrames in Jupyter notebooks
jupyter/nbdime ⭐ 2,672
Tools for diffing and merging of Jupyter notebooks.
🔗 nbdime.readthedocs.io
mito-ds/mito ⭐ 2,288
The mitosheet package, trymito.io, and other public Mito code.
🔗 trymito.io
jupyter/nbviewer ⭐ 2,212
nbconvert as a web service: Render Jupyter Notebooks as static web pages
🔗 nbviewer.jupyter.org
maartenbreddels/ipyvolume ⭐ 1,943
3d plotting for Python in the Jupyter notebook based on IPython widgets using WebGL
jupyter-lsp/jupyterlab-lsp ⭐ 1,801
Coding assistance for JupyterLab (code navigation + hover suggestions + linters + autocompletion + rename) using Language Server Protocol
🔗 jupyterlab-lsp.readthedocs.io
jupyter/nbconvert ⭐ 1,732
Jupyter Notebook Conversion
🔗 nbconvert.readthedocs.io
8080labs/pyforest ⭐ 1,097
With pyforest you can use all your favorite Python libraries without importing them before. If you use a package that is not imported yet, pyforest imports the package for you and adds the code to the first Jupyter cell.
🔗 8080labs.com
nbqa-dev/nbQA ⭐ 1,038
Run ruff, isort, pyupgrade, mypy, pylint, flake8, and more on Jupyter Notebooks
🔗 nbqa.readthedocs.io/en/latest/index.html
vizzuhq/ipyvizzu ⭐ 948
Build animated charts in Jupyter Notebook and similar environments with a simple Python syntax.
🔗 ipyvizzu.vizzuhq.com
koaning/drawdata ⭐ 771
Draw datasets from within Jupyter.
🔗 calmcode.io/labs/drawdata.html
aws/graph-notebook ⭐ 730
Library extending Jupyter notebooks to integrate with Apache TinkerPop, openCypher, and RDF SPARQL.
🔗 github.com/aws/graph-notebook
linealabs/lineapy ⭐ 661
Move fast from data science prototype to pipeline. Capture, analyze, and transform messy notebooks into data pipelines with just two lines of code.
🔗 lineapy.org
xiaohk/stickyland ⭐ 515
Break the linear presentation of Jupyter Notebooks with sticky cells!
🔗 xiaohk.github.io/stickyland

LLMs and ChatGPT

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

significant-gravitas/AutoGPT ⭐ 167,627
AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.
🔗 agpt.co
hwchase17/langchain ⭐ 93,695
🦜🔗 Build context-aware reasoning applications
🔗 python.langchain.com
nomic-ai/gpt4all ⭐ 70,115
GPT4All: Run Local LLMs on Any Device. Open-source and available for commercial use.
🔗 nomic.ai/gpt4all
ggerganov/llama.cpp ⭐ 66,493
LLM inference in C/C++
xtekky/gpt4free ⭐ 60,385
The official gpt4free repository | various collection of powerful language models
🔗 g4f.ai
facebookresearch/llama ⭐ 56,070
Inference code for Llama models
imartinez/private-gpt ⭐ 53,934
Interact with your documents using the power of GPT, 100% privately, no data leaks
🔗 privategpt.dev
killianlucas/open-interpreter ⭐ 52,637
A natural language interface for computers
🔗 openinterpreter.com
gpt-engineer-org/gpt-engineer ⭐ 52,195
Platform to experiment with the AI Software Engineer. Terminal based. NOTE: Very different from https://gptengineer.app
xai-org/grok-1 ⭐ 49,489
This repository contains JAX example code for loading and running the Grok-1 open-weights model.
geekan/MetaGPT ⭐ 44,389
🌟 The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming
🔗 deepwisdom.ai
thudm/ChatGLM-6B ⭐ 40,521
ChatGLM-6B: An Open Bilingual Dialogue Language Model | 开源双语对话语言模型
oobabooga/text-generation-webui ⭐ 40,180
A Gradio web UI for Large Language Models.
hpcaitech/ColossalAI ⭐ 38,741
Making large AI models cheaper, faster and more accessible
🔗 www.colossalai.org
laion-ai/Open-Assistant ⭐ 37,011
OpenAssistant is a chat-based assistant that understands tasks, can interact with third-party systems, and retrieve information dynamically to do so.
🔗 open-assistant.io
karpathy/nanoGPT ⭐ 36,791
The simplest, fastest repository for training/finetuning medium-sized GPTs.
lm-sys/FastChat ⭐ 36,696
An open platform for training, serving, and evaluating large language models. Release repo for Vicuna and Chatbot Arena.
quivrhq/quivr ⭐ 36,358
Open-source RAG Framework for building GenAI Second Brains 🧠 Build productivity assistant (RAG) ⚡️🤖 Chat with your docs (PDF, CSV, ...) & apps using Langchain, GPT 3.5 / 4 turbo, Private, Anthropic, VertexAI, Ollama, LLMs, Groq that you can share with users ! Efficient retrieval augmented generation framework
🔗 quivr.com
jerryjliu/llama_index ⭐ 36,168
LlamaIndex is a data framework for your LLM applications
🔗 docs.llamaindex.ai
moymix/TaskMatrix ⭐ 34,528
Connects ChatGPT and a series of Visual Foundation Models to enable sending and receiving images during chatting.
hiyouga/LLaMA-Factory ⭐ 32,681
Unified Efficient Fine-Tuning of 100+ LLMs (ACL 2024)
🔗 arxiv.org/abs/2403.13372
microsoft/autogen ⭐ 32,090
A programming framework for agentic AI 🤖
🔗 microsoft.github.io/autogen
logspace-ai/langflow ⭐ 31,889
Langflow is a low-code app builder for RAG and multi-agent AI applications. It’s Python-based and agnostic to any model, API, or database.
🔗 www.langflow.org
pythagora-io/gpt-pilot ⭐ 31,416
The first real AI developer
tatsu-lab/stanford_alpaca ⭐ 29,429
Code and documentation to train Stanford's Alpaca models, and generate the data.
🔗 crfm.stanford.edu/2023/03/13/alpaca.html
vllm-project/vllm ⭐ 28,770
A high-throughput and memory-efficient inference and serving engine for LLMs
🔗 docs.vllm.ai
meta-llama/llama3 ⭐ 26,724
The official Meta Llama 3 GitHub site
vision-cair/MiniGPT-4 ⭐ 25,368
Open-sourced codes for MiniGPT-4 and MiniGPT-v2 (https://minigpt-4.github.io, https://minigpt-v2.github.io/)
🔗 minigpt-4.github.io
karpathy/llm.c ⭐ 24,110
LLM training in simple, pure C/CUDA. There is no need for 245MB of PyTorch or 107MB of cPython
danielmiessler/fabric ⭐ 23,877
fabric is an open-source framework for augmenting humans using AI. It provides a modular framework for solving specific problems using a crowdsourced set of AI prompts that can be used anywhere.
🔗 danielmiessler.com/p/fabric-origin-story
microsoft/JARVIS ⭐ 23,616
JARVIS, a system to connect LLMs with ML community. Paper: https://arxiv.org/pdf/2303.17580.pdf
openai/gpt-2 ⭐ 22,409
Code for the paper "Language Models are Unsupervised Multitask Learners"
🔗 openai.com/blog/better-language-models
embedchain/mem0 ⭐ 22,388
The Memory layer for your AI apps
🔗 mem0.ai
microsoft/semantic-kernel ⭐ 21,722
Integrate cutting-edge LLM technology quickly and easily into your apps
🔗 aka.ms/semantic-kernel
openai/chatgpt-retrieval-plugin ⭐ 21,050
The ChatGPT Retrieval Plugin lets you easily find personal or work documents by asking questions in natural language.
yoheinakajima/babyagi ⭐ 20,220
GPT-4 powered task-driven autonomous agent
🔗 babyagi.org
joaomdmoura/crewAI ⭐ 20,193
Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.
🔗 crewai.com
karpathy/minGPT ⭐ 20,019
A minimal PyTorch re-implementation of the OpenAI GPT (Generative Pretrained Transformer) training
infiniflow/ragflow ⭐ 19,870
RAGFlow is an open-source RAG (Retrieval-Augmented Generation) engine based on deep document understanding.
🔗 ragflow.io
haotian-liu/LLaVA ⭐ 19,798
[NeurIPS'23 Oral] Visual Instruction Tuning (LLaVA) built towards GPT-4V level capabilities and beyond.
🔗 llava.hliu.cc
mlc-ai/mlc-llm ⭐ 18,985
Universal LLM Deployment Engine with ML Compilation
🔗 llm.mlc.ai
guidance-ai/guidance ⭐ 18,910
A guidance language for controlling large language models.
rasahq/rasa ⭐ 18,816
💬 Open source machine learning framework to automate text- and voice-based conversations: NLU, dialogue management, connect to Slack, Facebook, and more - Create chatbots and voice assistants
🔗 rasa.com/docs/rasa
tloen/alpaca-lora ⭐ 18,588
Instruct-tune LLaMA on consumer hardware
stitionai/devika ⭐ 18,391
Devika is an advanced AI software engineer that can understand high-level human instructions, break them down into steps, research relevant information, and write code to achieve the given objective.
microsoft/graphrag ⭐ 18,204
A modular graph-based Retrieval-Augmented Generation (RAG) system
🔗 microsoft.github.io/graphrag
stanfordnlp/dspy ⭐ 17,937
DSPy: The framework for programming—not prompting—foundation models
🔗 dspy-docs.vercel.app
karpathy/llama2.c ⭐ 17,330
Inference Llama 2 in one file of pure C
deepset-ai/haystack ⭐ 17,196
🔍 AI orchestration framework to build customizable, production-ready LLM applications. Connect components (models, vector DBs, file converters) to pipelines or agents that can interact with your data. With advanced retrieval methods, it's best suited for building RAG, question answering, semantic search or conve...
🔗 haystack.deepset.ai
unslothai/unsloth ⭐ 17,062
Finetune Llama 3.2, Mistral, Phi & Gemma LLMs 2-5x faster with 80% less memory
🔗 unsloth.ai
huggingface/peft ⭐ 16,158
🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.
🔗 huggingface.co/docs/peft
facebookresearch/codellama ⭐ 15,959
Inference code for CodeLlama models
thudm/ChatGLM2-6B ⭐ 15,705
ChatGLM2-6B: An Open Bilingual Chat LLM | 开源双语对话语言模型
transformeroptimus/SuperAGI ⭐ 15,390
<⚡️> SuperAGI - A dev-first open source autonomous AI agent framework. Enabling developers to build, manage & run useful autonomous agents quickly and reliably.
🔗 superagi.com
openai/swarm ⭐ 15,318
A framework exploring ergonomic, lightweight multi-agent orchestration.
cinnamon/kotaemon ⭐ 15,117
An open-source RAG UI for chatting with your documents. Built with both end users and developers in mind
🔗 cinnamon.github.io/kotaemon
idea-research/Grounded-Segment-Anything ⭐ 14,968
Grounded SAM: Marrying Grounding DINO with Segment Anything & Stable Diffusion & Recognize Anything - Automatically Detect , Segment and Generate Anything
🔗 arxiv.org/abs/2401.14159
mayooear/gpt4-pdf-chatbot-langchain ⭐ 14,893
GPT4 & LangChain Chatbot for large PDF docs
🔗 www.youtube.com/watch?v=ih9pbgvvoo4
openai/evals ⭐ 14,878
Evals is a framework for evaluating LLMs and LLM systems, and an open-source registry of benchmarks.
fauxpilot/fauxpilot ⭐ 14,575
FauxPilot - an open-source alternative to GitHub Copilot server
assafelovic/gpt-researcher ⭐ 14,535
LLM based autonomous agent that conducts in-depth web research on any given topic
🔗 gptr.dev
dao-ailab/flash-attention ⭐ 13,809
Fast and memory-efficient exact attention
qwenlm/Qwen ⭐ 13,750
The official repo of Qwen (通义千问) chat & pretrained large language model proposed by Alibaba Cloud.
mlc-ai/web-llm ⭐ 13,361
High-performance In-browser LLM Inference Engine
🔗 webllm.mlc.ai
berriai/litellm ⭐ 13,006
Python SDK, Proxy Server (LLM Gateway) to call 100+ LLM APIs in OpenAI format - [Bedrock, Azure, OpenAI, VertexAI, Cohere, Anthropic, Sagemaker, HuggingFace, Replicate, Groq]
🔗 docs.litellm.ai/docs
blinkdl/RWKV-LM ⭐ 12,554
RWKV is an RNN with transformer-level LLM performance. It can be directly trained like a GPT (parallelizable). So it's combining the best of RNN and transformer - great performance, fast inference, saves VRAM, fast training, "infinite" ctx_len, and free sentence embedding.
facebookresearch/llama-recipes ⭐ 12,150
Scripts for fine-tuning Meta Llama with composable FSDP & PEFT methods to cover single/multi-node GPUs. Supports default & custom datasets for applications such as summarization and Q&A. Supporting a number of candid inference solutions such as HF TGI, VLLM for local or cloud deployment. Demo apps to showcase Meta L...
paddlepaddle/PaddleNLP ⭐ 12,047
👑 Easy-to-use and powerful NLP and LLM library with 🤗 Awesome model zoo, supporting wide-range of NLP tasks from research to industrial applications, including 🗂Text Classification, 🔍 Neural Search, ❓ Question Answering, ℹ️ Information Extraction, 📄 Document Intelligence, 💌 Sentiment Analysis etc.
🔗 paddlenlp.readthedocs.io
openlmlab/MOSS ⭐ 11,932
An open-source tool-augmented conversational language model from Fudan University
🔗 txsun1997.github.io/blogs/moss.html
smol-ai/developer ⭐ 11,808
the first library to let you embed a developer agent in your own app!
🔗 twitter.com/smolmodels
phidatahq/phidata ⭐ 11,795
Phidata is a toolkit for building AI Assistants using function calling.
🔗 docs.phidata.com
shishirpatil/gorilla ⭐ 11,367
Enables LLMs to use tools by invoking APIs. Given a query, Gorilla comes up with the semantically and syntactically correct API.
🔗 gorilla.cs.berkeley.edu
h2oai/h2ogpt ⭐ 11,339
Private chat with local GPT with document, images, video, etc. 100% private, Apache 2.0. Supports oLLaMa, Mixtral, llama.cpp, and more. Demo: https://gpt.h2o.ai/ https://gpt-docs.h2o.ai/
🔗 h2o.ai
vanna-ai/vanna ⭐ 11,270
🤖 Chat with your SQL database 📊. Accurate Text-to-SQL Generation via LLMs using RAG 🔄.
🔗 vanna.ai/docs
databrickslabs/dolly ⭐ 10,813
Databricks’ Dolly, a large language model trained on the Databricks Machine Learning Platform
🔗 www.databricks.com/blog/2023/03/24/hello-dolly-democratizing-magic-chatgpt-open-models.html
microsoft/BitNet ⭐ 10,645
Official inference framework for 1-bit LLMs (e.g., BitNet b1.58). It offers a suite of optimized kernels, that support fast and lossless inference of 1.58-bit models
microsoft/LoRA ⭐ 10,531
Code for loralib, an implementation of "LoRA: Low-Rank Adaptation of Large Language Models"
🔗 arxiv.org/abs/2106.09685
lightning-ai/litgpt ⭐ 10,409
20+ high-performance LLMs with recipes to pretrain, finetune and deploy at scale.
🔗 lightning.ai
lightning-ai/litgpt ⭐ 10,409
20+ high-performance LLMs with recipes to pretrain, finetune and deploy at scale.
🔗 lightning.ai
nvidia/Megatron-LM ⭐ 10,330
Ongoing research training transformer models at scale
🔗 docs.nvidia.com/megatron-core/developer-guide/latest/user-guide/index.html#quick-start
google-research/vision_transformer ⭐ 10,261
Vision Transformer and MLP-Mixer Architectures
artidoro/qlora ⭐ 9,987
QLoRA: Efficient Finetuning of Quantized LLMs
🔗 arxiv.org/abs/2305.14314
lvwerra/trl ⭐ 9,782
Train transformer language models with reinforcement learning.
🔗 hf.co/docs/trl
mistralai/mistral-inference ⭐ 9,639
Official inference library for Mistral models
🔗 mistral.ai
blinkdl/ChatRWKV ⭐ 9,408
ChatRWKV is like ChatGPT but powered by RWKV (100% RNN) language model, and open source.
microsoft/promptflow ⭐ 9,377
Build high-quality LLM apps - from prototyping, testing to production deployment and monitoring.
🔗 microsoft.github.io/promptflow
mshumer/gpt-prompt-engineer ⭐ 9,337
Simply input a description of your task and some test cases, and the system will generate, test, and rank a multitude of prompts to find the ones that perform the best.
karpathy/minbpe ⭐ 9,125
Minimal, clean code for the Byte Pair Encoding (BPE) algorithm commonly used in LLM tokenization.
outlines-dev/outlines ⭐ 8,815
Structured Text Generation from LLMs
🔗 dottxt-ai.github.io/outlines
apple/ml-ferret ⭐ 8,393
Ferret: Refer and Ground Anything Anywhere at Any Granularity
optimalscale/LMFlow ⭐ 8,247
An Extensible Toolkit for Finetuning and Inference of Large Foundation Models. Large Models for All.
🔗 optimalscale.github.io/lmflow
eleutherai/gpt-neo ⭐ 8,224
An implementation of model parallel GPT-2 and GPT-3-style models using the mesh-tensorflow library.
🔗 www.eleuther.ai
thudm/CodeGeeX ⭐ 8,190
CodeGeeX: An Open Multilingual Code Generation Model (KDD 2023)
🔗 codegeex.cn
abetlen/llama-cpp-python ⭐ 7,962
Simple Python bindings for @ggerganov's llama.cpp library.
🔗 llama-cpp-python.readthedocs.io
sjtu-ipads/PowerInfer ⭐ 7,928
High-speed Large Language Model Serving on PCs with Consumer-grade GPUs
lianjiatech/BELLE ⭐ 7,872
BELLE: Be Everyone's Large Language model Engine（开源中文对话大模型）
jxnl/instructor ⭐ 7,815
Instructor is a Python library that makes it a breeze to work with structured outputs from large language models (LLMs). Built on top of Pydantic, it provides a simple, transparent, and user-friendly API to manage validation, retries, and streaming responses.
🔗 python.useinstructor.com
jzhang38/TinyLlama ⭐ 7,771
The TinyLlama project is an open endeavor to pretrain a 1.1B Llama model on 3 trillion tokens.
axolotl-ai-cloud/axolotl ⭐ 7,753
Go ahead and axolotl questions
🔗 axolotl-ai-cloud.github.io/axolotl
thudm/GLM-130B ⭐ 7,657
GLM-130B: An Open Bilingual Pre-Trained Model (ICLR 2023)
plachtaa/VALL-E-X ⭐ 7,619
An open source implementation of Microsoft's VALL-E X zero-shot TTS model. Demo is available in https://plachtaa.github.io/vallex/
vaibhavs10/insanely-fast-whisper ⭐ 7,601
An opinionated CLI to transcribe Audio files w/ Whisper on-device! Powered by 🤗 Transformers, Optimum & flash-attn
sweepai/sweep ⭐ 7,426
Sweep: open-source AI-powered Software Developer for small features and bug fixes.
🔗 sweep.dev
openlm-research/open_llama ⭐ 7,366
OpenLLaMA: An Open Reproduction of LLaMA
bigcode-project/starcoder ⭐ 7,293
Home of StarCoder: fine-tuning & inference!
zilliztech/GPTCache ⭐ 7,183
Semantic cache for LLMs. Fully integrated with LangChain and llama_index.
🔗 gptcache.readthedocs.io
chainlit/chainlit ⭐ 6,999
Build Conversational AI in minutes ⚡️
🔗 docs.chainlit.io
apple/corenet ⭐ 6,963
CoreNet is a deep neural network toolkit that allows researchers and engineers to train standard and novel small and large-scale models for variety of tasks, including foundation models (e.g., CLIP and LLM), object classification, object detection, and semantic segmentation.
bhaskatripathi/pdfGPT ⭐ 6,944
PDF GPT allows you to chat with the contents of your PDF file by using GPT capabilities. The most effective open source solution to turn your pdf files in a chatbot!
🔗 huggingface.co/spaces/bhaskartripathi/pdfgpt_turbo
explodinggradients/ragas ⭐ 6,934
Supercharge Your LLM Application Evaluations 🚀
🔗 docs.ragas.io
eleutherai/gpt-neox ⭐ 6,896
An implementation of model parallel autoregressive transformers on GPUs, based on the Megatron and DeepSpeed libraries
🔗 www.eleuther.ai
eleutherai/lm-evaluation-harness ⭐ 6,729
A framework for few-shot evaluation of language models.
🔗 www.eleuther.ai
skypilot-org/skypilot ⭐ 6,689
SkyPilot: Run AI and batch jobs on any infra (Kubernetes or 12+ clouds). Get unified execution, cost savings, and high GPU availability via a simple interface.
🔗 skypilot.readthedocs.io
mit-han-lab/streaming-llm ⭐ 6,610
[ICLR 2024] Efficient Streaming Language Models with Attention Sinks
🔗 arxiv.org/abs/2309.17453
langchain-ai/opengpts ⭐ 6,453
An open source effort to create a similar experience to OpenAI's GPTs and Assistants API.
internlm/InternLM ⭐ 6,322
Official release of InternLM2.5 base and chat models. 1M context support
🔗 internlm.intern-ai.org.cn
future-house/paper-qa ⭐ 6,316
High-accuracy retrieval augmented generation (RAG) on PDFs or text files, with a focus on the scientific literature
swivid/F5-TTS ⭐ 6,288
Official code for "F5-TTS: A Fairytaler that Fakes Fluent and Faithful Speech with Flow Matching"
🔗 arxiv.org/abs/2410.06885
run-llama/rags ⭐ 6,262
Build ChatGPT over your data, all with natural language
nat/openplayground ⭐ 6,232
An LLM playground you can run on your laptop
langchain-ai/langgraph ⭐ 6,223
LangGraph is a library for building stateful, multi-actor applications with LLMs, built on top of (and intended to be used with) LangChain.
🔗 langchain-ai.github.io/langgraph
whitead/paper-qa ⭐ 6,219
High accuracy RAG for answering questions from scientific documents with citations
weaviate/Verba ⭐ 6,171
Retrieval Augmented Generation (RAG) chatbot powered by Weaviate
lightning-ai/lit-llama ⭐ 5,973
Implementation of the LLaMA language model based on nanoGPT. Supports flash attention, Int8 and GPTQ 4bit quantization, LoRA and LLaMA-Adapter fine-tuning, pre-training. Apache 2.0-licensed.
skyvern-ai/skyvern ⭐ 5,959
Skyvern automates browser-based workflows using LLMs and computer vision. It provides a simple API endpoint to fully automate manual workflows, replacing brittle or unreliable automation solutions.
🔗 www.skyvern.com
sgl-project/sglang ⭐ 5,654
SGLang is a fast serving framework for large language models and vision language models.
🔗 sglang.readthedocs.io/en/latest
pytorch-labs/gpt-fast ⭐ 5,612
Simple and efficient pytorch-native transformer text generation in <1000 LOC of python.
minedojo/Voyager ⭐ 5,575
An Open-Ended Embodied Agent with Large Language Models
🔗 voyager.minedojo.org
llmware-ai/llmware ⭐ 5,524
Unified framework for building enterprise RAG pipelines with small, specialized models
🔗 llmware-ai.github.io/llmware
microsoft/promptbase ⭐ 5,384
promptbase is an evolving collection of resources, best practices, and example scripts for eliciting the best performance from foundation models.
langchain-ai/chat-langchain ⭐ 5,331
Locally hosted chatbot specifically focused on question answering over the LangChain documentation
🔗 chat.langchain.com
dsdanielpark/Bard-API ⭐ 5,324
The unofficial python package that returns response of Google Bard through cookie value.
🔗 pypi.org/project/bardapi
lyogavin/airllm ⭐ 5,042
AirLLM optimizes inference memory usage, allowing 70B large language models to run inference on a single 4GB GPU card without quantization, distillation and pruning. And you can run 405B Llama3.1 on 8GB vram now.
vikhyat/moondream ⭐ 5,016
A tiny open-source computer-vision language model designed to run efficiently on edge devices
🔗 moondream.ai
qwenlm/Qwen-VL ⭐ 4,987
The official repo of Qwen-VL (通义千问-VL) chat & pretrained large vision language model proposed by Alibaba Cloud.
mnotgod96/AppAgent ⭐ 4,973
AppAgent: Multimodal Agents as Smartphone Users, an LLM-based multimodal agent framework designed to operate smartphone apps.
🔗 appagent-official.github.io
openbmb/ToolBench ⭐ 4,790
[ICLR'24 spotlight] An open platform for training, serving, and evaluating large language model for tool learning.
🔗 openbmb.github.io/toolbench
cg123/mergekit ⭐ 4,688
Tools for merging pretrained large language models.
arcee-ai/mergekit ⭐ 4,688
Tools for merging pretrained large language models.
togethercomputer/RedPajama-Data ⭐ 4,546
The RedPajama-Data repository contains code for preparing large datasets for training large language models.
allenai/OLMo ⭐ 4,534
OLMo is a repository for training and using AI2's state-of-the-art open language models. It is built by scientists, for scientists.
🔗 allenai.org/olmo
microsoft/LLMLingua ⭐ 4,533
[EMNLP'23, ACL'24] To speed up LLMs' inference and enhance LLM's perceive of key information, compress the prompt and KV-Cache, which achieves up to 20x compression with minimal performance loss.
🔗 llmlingua.com
promptfoo/promptfoo ⭐ 4,469
Test your prompts, agents, and RAGs. Red teaming, pentesting, and vulnerability scanning for LLMs. Compare performance of GPT, Claude, Gemini, Llama, and more. Simple declarative configs with command line and CI/CD integration.
🔗 promptfoo.dev
simonw/llm ⭐ 4,447
Access large language models from the command-line
🔗 llm.datasette.io
1rgs/jsonformer ⭐ 4,424
A Bulletproof Way to Generate Structured JSON from Language Models
pathwaycom/llm-app ⭐ 4,316
Dynamic RAG for enterprise. Ready to run with Docker,⚡in sync with Sharepoint, Google Drive, S3, Kafka, PostgreSQL, real-time data APIs, and more.
🔗 pathway.com/developers/templates
kyegomez/tree-of-thoughts ⭐ 4,299
Plug in and Play Implementation of Tree of Thoughts: Deliberate Problem Solving with Large Language Models that Elevates Model Reasoning by atleast 70%
🔗 discord.gg/qutxnk2nmf
microsoft/BioGPT ⭐ 4,296
Implementation of BioGPT: Generative Pre-trained Transformer for Biomedical Text Generation and Mining
instruction-tuning-with-gpt-4/GPT-4-LLM ⭐ 4,186
Instruction Tuning with GPT-4
🔗 instruction-tuning-with-gpt-4.github.io
yizhongw/self-instruct ⭐ 4,118
Aligning pretrained language models with instruction data generated by themselves.
nvidia/NeMo-Guardrails ⭐ 4,077
NeMo Guardrails is an open-source toolkit for easily adding programmable guardrails to LLM-based conversational systems.
meta-llama/llama-stack ⭐ 4,020
Llama Stack standardizes the building blocks needed to bring genai applications to market. These blocks cover model training and fine-tuning, evaluation, and running AI agents in production
guardrails-ai/guardrails ⭐ 3,983
Open-source Python package for specifying structure and type, validating and correcting the outputs of large language models (LLMs)
🔗 www.guardrailsai.com/docs
h2oai/h2o-llmstudio ⭐ 3,977
H2O LLM Studio - a framework and no-code GUI for fine-tuning LLMs. Documentation: https://docs.h2o.ai/h2o-llmstudio/
🔗 h2o.ai
open-compass/opencompass ⭐ 3,931
OpenCompass is an LLM evaluation platform, supporting a wide range of models (Llama3, Mistral, InternLM2,GPT-4,LLaMa2, Qwen,GLM, Claude, etc) over 100+ datasets.
🔗 opencompass.org.cn
mshumer/gpt-llm-trainer ⭐ 3,929
Input a description of your task, and the system will generate a dataset, parse it, and fine-tune a LLaMA 2 model for you
modelscope/ms-swift ⭐ 3,896
Use PEFT or Full-parameter to finetune 350+ LLMs or 100+ MLLMs. (LLM: Qwen2.5, Llama3.2, GLM4, Internlm2.5, Yi1.5, Mistral, Baichuan2, DeepSeek, Gemma2, ...; MLLM: Qwen2-VL, Qwen2-Audio, Llama3.2-Vision, Llava, InternVL2, MiniCPM-V-2.6, GLM4v, Xcomposer2.5, Yi-VL, DeepSeek-VL, Phi3.5-Vision, ...)
🔗 swift.readthedocs.io/zh-cn/latest/instruction/index.html
ravenscroftj/turbopilot ⭐ 3,827
Turbopilot is an open source large-language-model based code completion engine that runs locally on CPU
meta-llama/llama-stack-apps ⭐ 3,748
Agentic components of the Llama Stack APIs
eth-sri/lmql ⭐ 3,659
A language for constraint-guided and efficient LLM programming.
🔗 lmql.ai
mmabrouk/llm-workflow-engine ⭐ 3,647
Power CLI and Workflow manager for LLMs (core package)
microsoft/LMOps ⭐ 3,643
General technology for enabling AI capabilities w/ LLMs and MLLMs
🔗 aka.ms/generalai
katanaml/sparrow ⭐ 3,595
Sparrow is a solution for efficient data extraction and processing from various documents and images like invoices and receipts
🔗 katanaml.io
turboderp/exllamav2 ⭐ 3,586
A fast inference library for running LLMs locally on modern consumer-class GPUs
luodian/Otter ⭐ 3,560
🦦 Otter, a multi-modal model based on OpenFlamingo (open-sourced version of DeepMind's Flamingo), trained on MIMIC-IT and showcasing improved instruction-following and in-context learning ability.
🔗 otter-ntu.github.io
minimaxir/simpleaichat ⭐ 3,481
Python package for easily interfacing with chat apps, with robust features and minimal code complexity.
minimaxir/gpt-2-simple ⭐ 3,393
Python package to easily retrain OpenAI's GPT-2 text-generating model on new texts
defog-ai/sqlcoder ⭐ 3,352
SoTA LLM for converting natural language questions to SQL queries
agiresearch/AIOS ⭐ 3,339
AIOS, a Large Language Model (LLM) Agent operating system, embeds large language model into Operating Systems (OS) as the brain of the OS, enabling an operating system "with soul" -- an important step towards AGI.
🔗 aios.foundation
iryna-kondr/scikit-llm ⭐ 3,328
Seamlessly integrate LLMs into scikit-learn.
🔗 beastbyte.ai
deep-diver/LLM-As-Chatbot ⭐ 3,285
LLM as a Chatbot Service
next-gpt/NExT-GPT ⭐ 3,254
Code and models for NExT-GPT: Any-to-Any Multimodal Large Language Model
🔗 next-gpt.github.io
pipecat-ai/pipecat ⭐ 3,253
Open Source framework for voice and multimodal conversational AI
truefoundry/cognita ⭐ 3,243
RAG (Retrieval Augmented Generation) Framework for building modular, open source applications for production by TrueFoundry
🔗 cognita.truefoundry.com
linkedin/Liger-Kernel ⭐ 3,241
Efficient Triton Kernels for LLM Training
jaymody/picoGPT ⭐ 3,215
An unnecessarily tiny implementation of GPT-2 in NumPy.
lm-sys/RouteLLM ⭐ 3,126
A framework for serving and evaluating LLM routers - save LLM costs without compromising quality!
microsoft/torchscale ⭐ 3,012
Foundation Architecture for (M)LLMs
🔗 aka.ms/generalai
bclavie/RAGatouille ⭐ 2,985
Bridging the gap between state-of-the-art research and alchemical RAG pipeline practices.
baichuan-inc/Baichuan-13B ⭐ 2,983
A 13B large language model developed by Baichuan Intelligent Technology
🔗 huggingface.co/baichuan-inc/baichuan-13b-chat
li-plus/chatglm.cpp ⭐ 2,930
C++ implementation of ChatGLM-6B & ChatGLM2-6B & ChatGLM3 & GLM4(V)
freedomintelligence/LLMZoo ⭐ 2,930
⚡LLM Zoo is a project that provides data, models, and evaluation benchmark for large language models.⚡
juncongmoo/pyllama ⭐ 2,807
LLaMA: Open and Efficient Foundation Language Models
cohere-ai/cohere-toolkit ⭐ 2,796
Cohere Toolkit is a collection of prebuilt components enabling users to quickly build and deploy RAG applications.
huggingface/text-embeddings-inference ⭐ 2,732
A blazing fast inference solution for text embeddings models
🔗 huggingface.co/docs/text-embeddings-inference/quick_tour
alpha-vllm/LLaMA2-Accessory ⭐ 2,702
An Open-source Toolkit for LLM Development
🔗 llama2-accessory.readthedocs.io
mistralai/mistral-finetune ⭐ 2,700
A light-weight codebase that enables memory-efficient and performant finetuning of Mistral's models. It is based on LoRA.
paperswithcode/galai ⭐ 2,677
Model API for GALACTICA
meta-llama/PurpleLlama ⭐ 2,671
Set of tools to assess and improve LLM security.
hegelai/prompttools ⭐ 2,671
Open-source tools for prompt testing and experimentation, with support for both LLMs (e.g. OpenAI, LLaMA) and vector databases (e.g. Chroma, Weaviate, LanceDB).
🔗 prompttools.readthedocs.io
verazuo/jailbreak_llms ⭐ 2,662
Official repo for the ACM CCS 2024 paper "Do Anything Now'': Characterizing and Evaluating In-The-Wild Jailbreak Prompts
🔗 jailbreak-llms.xinyueshen.me
langroid/langroid ⭐ 2,513
Harness LLMs with Multi-Agent Programming
🔗 langroid.github.io/langroid
databricks/dbrx ⭐ 2,504
Code examples and resources for DBRX, a large language model developed by Databricks
🔗 www.databricks.com
mit-han-lab/llm-awq ⭐ 2,486
AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration
ofa-sys/OFA ⭐ 2,409
Official repository of OFA (ICML 2022). Paper: OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework
young-geng/EasyLM ⭐ 2,395
Large language models (LLMs) made easy, EasyLM is a one stop solution for pre-training, finetuning, evaluating and serving LLMs in JAX/Flax.
noahshinn/reflexion ⭐ 2,362
[NeurIPS 2023] Reflexion: Language Agents with Verbal Reinforcement Learning
civitai/sd_civitai_extension ⭐ 2,333
All of the Civitai models inside Automatic 1111 Stable Diffusion Web UI
lightning-ai/LitServe ⭐ 2,328
Lightning-fast serving engine for any AI model of any size. Flexible. Easy. Enterprise-scale.
🔗 lightning.ai/docs/litserve
cheshire-cat-ai/core ⭐ 2,306
Production ready AI agent framework
🔗 cheshirecat.ai
intel/neural-compressor ⭐ 2,196
SOTA low-bit LLM quantization (INT8/FP8/INT4/FP4/NF4) & sparsity; leading model compression techniques on TensorFlow, PyTorch, and ONNX Runtime
🔗 intel.github.io/neural-compressor
predibase/lorax ⭐ 2,149
Multi-LoRA inference server that scales to 1000s of fine-tuned LLMs
🔗 loraexchange.ai
openai/finetune-transformer-lm ⭐ 2,148
Code and model for the paper "Improving Language Understanding by Generative Pre-Training"
🔗 s3-us-west-2.amazonaws.com/openai-assets/research-covers/language-unsupervised/language_understanding_paper.pdf
spcl/graph-of-thoughts ⭐ 2,132
Official Implementation of "Graph of Thoughts: Solving Elaborate Problems with Large Language Models"
🔗 arxiv.org/pdf/2308.09687.pdf
truera/trulens ⭐ 2,110
Evaluation and Tracking for LLM Experiments
🔗 www.trulens.org
tairov/llama2.mojo ⭐ 2,097
Inference Llama 2 in one file of pure 🔥
🔗 www.modular.com/blog/community-spotlight-how-i-built-llama2-by-aydyn-tairov
pytorch/executorch ⭐ 2,089
An end-to-end solution for enabling on-device inference capabilities across mobile and edge devices including wearables, embedded devices and microcontrollers. It is part of the PyTorch Edge ecosystem and enables efficient deployment of PyTorch models to edge devices.
🔗 pytorch.org/executorch
openai/image-gpt ⭐ 2,044
Archived. Code and models from the paper "Generative Pretraining from Pixels"
lucidrains/toolformer-pytorch ⭐ 1,953
Implementation of Toolformer, Language Models That Can Use Tools, by MetaAI
neulab/prompt2model ⭐ 1,952
prompt2model - Generate Deployable Models from Natural Language Instructions
openai/gpt-2-output-dataset ⭐ 1,938
Dataset of GPT-2 outputs for research in detection, biases, and more
ist-daslab/gptq ⭐ 1,906
Code for the ICLR 2023 paper "GPTQ: Accurate Post-training Quantization of Generative Pretrained Transformers".
🔗 arxiv.org/abs/2210.17323
microsoft/Megatron-DeepSpeed ⭐ 1,867
Ongoing research training transformer language models at scale, including: BERT & GPT-2
epfllm/meditron ⭐ 1,864
Meditron is a suite of open-source medical Large Language Models (LLMs).
🔗 huggingface.co/epfl-llm
sylphai-inc/AdalFlow ⭐ 1,839
Unified auto-differentiative framework for both zero-shot prompt optimization and few-shot optimization. It advances existing auto-optimization research, including Text-Grad and DsPy
🔗 adalflow.sylph.ai
minimaxir/aitextgen ⭐ 1,837
A robust Python tool for text-based AI training and generation using GPT-2.
🔗 docs.aitextgen.io
facebookresearch/chameleon ⭐ 1,805
Repository for Meta Chameleon, a mixed-modal early-fusion foundation model from FAIR.
🔗 arxiv.org/abs/2405.09818
akariasai/self-rag ⭐ 1,789
This includes the original implementation of SELF-RAG: Learning to Retrieve, Generate and Critique through self-reflection by Akari Asai, Zeqiu Wu, Yizhong Wang, Avirup Sil, and Hannaneh Hajishirzi.
🔗 selfrag.github.io
azure-samples/graphrag-accelerator ⭐ 1,777
One-click deploy of a Knowledge Graph powered RAG (GraphRAG) in Azure
🔗 github.com/microsoft/graphrag
openai/gpt-discord-bot ⭐ 1,775
Example Discord bot written in Python that uses the completions API to have conversations with the text-davinci-003 model, and the moderations API to filter the messages.
casper-hansen/AutoAWQ ⭐ 1,711
AutoAWQ implements the AWQ algorithm for 4-bit quantization with a 2x speedup during inference. Documentation:
🔗 casper-hansen.github.io/autoawq
ray-project/llm-applications ⭐ 1,692
A comprehensive guide to building RAG-based LLM applications for production.
openai/simple-evals ⭐ 1,619
Lightweight library for evaluating language models
argilla-io/distilabel ⭐ 1,599
Distilabel is the framework for synthetic data and AI feedback for engineers who need fast, reliable and scalable pipelines based on verified research papers.
🔗 distilabel.argilla.io
evolvinglmms-lab/lmms-eval ⭐ 1,547
Accelerating the development of large multimodal models (LMMs) with lmms-eval
🔗 lmms-lab.github.io
jina-ai/thinkgpt ⭐ 1,538
Agent techniques to augment your LLM and push it beyong its limits
noamgat/lm-format-enforcer ⭐ 1,504
Enforce the output format (JSON Schema, Regex etc) of a language model
qwenlm/Qwen-Audio ⭐ 1,463
The official repo of Qwen-Audio (通义千问-Audio) chat & pretrained large audio language model proposed by Alibaba Cloud.
cstankonrad/long_llama ⭐ 1,448
LongLLaMA is a large language model capable of handling long contexts. It is based on OpenLLaMA and fine-tuned with the Focused Transformer (FoT) method.
agentops-ai/tokencost ⭐ 1,441
Easy token price estimates for 400+ LLMs. TokenOps.
🔗 agentops.ai
farizrahman4u/loopgpt ⭐ 1,426
Re-implementation of Auto-GPT as a python package, written with modularity and extensibility in mind.
run-llama/llama-lab ⭐ 1,402
Llama Lab is a repo dedicated to building cutting-edge projects using LlamaIndex
meetkai/functionary ⭐ 1,389
Chat language model that can use tools and interpret the results
roboflow/maestro ⭐ 1,377
streamline the fine-tuning process for multimodal models: PaliGemma, Florence-2, and Qwen2-VL
🔗 maestro.roboflow.com
explosion/spacy-transformers ⭐ 1,345
🛸 Use pretrained transformers like BERT, XLNet and GPT-2 in spaCy
🔗 spacy.io/usage/embeddings-transformers
chatarena/chatarena ⭐ 1,342
ChatArena (or Chat Arena) is a Multi-Agent Language Game Environments for LLMs. The goal is to develop communication and collaboration capabilities of AIs.
bigscience-workshop/Megatron-DeepSpeed ⭐ 1,327
Ongoing research training transformer language models at scale, including: BERT & GPT-2
ray-project/ray-llm ⭐ 1,229
RayLLM - LLMs on Ray
🔗 aviary.anyscale.com
karpathy/nano-llama31 ⭐ 1,227
This repo is to Llama 3.1 what nanoGPT is to GPT-2. i.e. it is a minimal, dependency-free implementation of the Llama 3.1 architecture
agenta-ai/agenta ⭐ 1,223
The all-in-one LLM developer platform: prompt management, evaluation, human feedback, and deployment all in one place.
🔗 www.agenta.ai
srush/MiniChain ⭐ 1,210
A tiny library for coding with large language models.
🔗 srush-minichain.hf.space
linksoul-ai/AutoAgents ⭐ 1,177
[IJCAI 2024] Generate different roles for GPTs to form a collaborative entity for complex tasks.
🔗 huggingface.co/spaces/linksoul/autoagents
huggingface/nanotron ⭐ 1,176
Minimalistic large language model 3D-parallelism training
keirp/automatic_prompt_engineer ⭐ 1,144
Large Language Models Are Human-Level Prompt Engineers
mlfoundations/dclm ⭐ 1,136
DataComp for Language Models
hao-ai-lab/LookaheadDecoding ⭐ 1,130
Break the Sequential Dependency of LLM Inference Using Lookahead Decoding
🔗 arxiv.org/abs/2402.02057
ibm/Dromedary ⭐ 1,118
Dromedary: towards helpful, ethical and reliable LLMs.
explosion/spacy-llm ⭐ 1,101
🦙 Integrating LLMs into structured NLP pipelines
🔗 spacy.io/usage/large-language-models
lupantech/chameleon-llm ⭐ 1,082
Codes for "Chameleon: Plug-and-Play Compositional Reasoning with Large Language Models".
🔗 chameleon-llm.github.io
rlancemartin/auto-evaluator ⭐ 1,060
Evaluation tool for LLM QA chains
🔗 autoevaluator.langchain.com
facebookresearch/MobileLLM ⭐ 1,056
Training code of MobileLLM introduced in our work: "MobileLLM: Optimizing Sub-billion Parameter Language Models for On-Device Use Cases"
nomic-ai/pygpt4all ⭐ 1,025
Official supported Python bindings for llama.cpp + gpt4all
🔗 nomic-ai.github.io/pygpt4all
microsoft/Llama-2-Onnx ⭐ 1,021
A Microsoft optimized version of the Llama 2 model, available from Meta
ctlllll/LLM-ToolMaker ⭐ 1,017
Large Language Models as Tool Makers
answerdotai/rerankers ⭐ 1,003
Welcome to rerankers! Our goal is to provide users with a simple API to use any reranking models.
shengranhu/ADAS ⭐ 1,001
Automated Design of Agentic Systems using Meta Agent Search to show agents can invent novel and powerful agent designs
ajndkr/lanarky ⭐ 974
The web framework for building LLM microservices
🔗 lanarky.ajndkr.com
likejazz/llama3.np ⭐ 964
llama3.np is a pure NumPy implementation for Llama 3 model.
pinecone-io/canopy ⭐ 961
Retrieval Augmented Generation (RAG) framework and context engine powered by Pinecone
🔗 www.pinecone.io
cerebras/modelzoo ⭐ 937
Examples of common deep learning models that can be trained on Cerebras hardware
huggingface/optimum-nvidia ⭐ 889
Optimum-NVIDIA delivers the best inference performance on the NVIDIA platform through Hugging Face. Run LLaMA 2 at 1,200 tokens/second (up to 28x faster than the framework)
topoteretes/cognee ⭐ 857
Reliable LLM Memory for AI Applications and AI Agents
🔗 www.cognee.ai
muennighoff/sgpt ⭐ 845
SGPT: GPT Sentence Embeddings for Semantic Search
🔗 arxiv.org/abs/2202.08904
datadreamer-dev/DataDreamer ⭐ 819
DataDreamer is a powerful open-source Python library for prompting, synthetic data generation, and training workflows. It is designed to be simple, extremely efficient, and research-grade.
🔗 datadreamer.dev
oliveirabruno01/babyagi-asi ⭐ 780
BabyAGI: an Autonomous and Self-Improving agent, or BASI
prometheus-eval/prometheus-eval ⭐ 779
Evaluate your LLM's response with Prometheus and GPT4 💯
junruxiong/IncarnaMind ⭐ 778
Connect and chat with your multiple documents (pdf and txt) through GPT 3.5, GPT-4 Turbo, Claude and Local Open-Source LLMs
🔗 www.incarnamind.com
langchain-ai/langsmith-cookbook ⭐ 763
LangSmith is a platform for building production-grade LLM applications.
🔗 langsmith-cookbook.vercel.app
opengenerativeai/GenossGPT ⭐ 751
One API for all LLMs either Private or Public (Anthropic, Llama V2, GPT 3.5/4, Vertex, GPT4ALL, HuggingFace ...) 🌈🐂 Replace OpenAI GPT with any LLMs in your app with one line.
🔗 genoss.ai
huggingface/lighteval ⭐ 739
LightEval is a lightweight LLM evaluation suite that Hugging Face has been using internally with the recently released LLM data processing library datatrove and LLM training library nanotron.
huggingface/evaluation-guidebook ⭐ 730
Sharing both practical insights and theoretical knowledge about LLM evaluation that we gathered while managing the Open LLM Leaderboard and designing lighteval!
salesforce/xgen ⭐ 717
Salesforce open-source LLMs with 8k sequence length.
opengvlab/OmniQuant ⭐ 702
[ICLR2024 spotlight] OmniQuant is a simple and powerful quantization technique for LLMs.
wandb/weave ⭐ 688
Weave is a toolkit for developing AI-powered applications, built by Weights & Biases.
🔗 wandb.me/weave
nousresearch/Hermes-Function-Calling ⭐ 684
Code for the Hermes Pro Large Language Model to perform function calling based on the provided schema. It allows users to query the model and retrieve information related to stock prices, company fundamentals, financial statements
squeezeailab/SqueezeLLM ⭐ 637
[ICML 2024] SqueezeLLM: Dense-and-Sparse Quantization
🔗 arxiv.org/abs/2306.07629
lupantech/ScienceQA ⭐ 600
Data and code for NeurIPS 2022 Paper "Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering".
tag-research/TAG-Bench ⭐ 576
Table-Augmented Generation (TAG) is a unified and general-purpose paradigm for answering natural language questions over databases
🔗 arxiv.org/pdf/2408.14717
zhudotexe/kani ⭐ 556
kani (カニ) is a highly hackable microframework for chat-based language models with tool use/function calling. (NLP-OSS @ EMNLP 2023)
🔗 kani.readthedocs.io
tsinghuadatabasegroup/DB-GPT ⭐ 549
LLM As Database Administrator
🔗 dbgpt.dbmind.cn
hazyresearch/ama_prompting ⭐ 538
Ask Me Anything language model prompting
modal-labs/llm-finetuning ⭐ 525
Guide for fine-tuning Llama/Mistral/CodeLlama models and more
vahe1994/SpQR ⭐ 525
Quantization algorithm and the model evaluation code for SpQR method for LLM compression
declare-lab/instruct-eval ⭐ 525
This repository contains code to quantitatively evaluate instruction-tuned models such as Alpaca and Flan-T5 on held-out tasks.
🔗 declare-lab.github.io/instruct-eval
continuum-llms/chatgpt-memory ⭐ 516
Allows to scale the ChatGPT API to multiple simultaneous sessions with infinite contextual and adaptive memory powered by GPT and Redis datastore.
hazyresearch/H3 ⭐ 512
Language Modeling with the H3 State Space Model
magnivorg/prompt-layer-library ⭐ 509
🍰 PromptLayer - Maintain a log of your prompts and OpenAI API requests. Track, debug, and replay old completions.
🔗 www.promptlayer.com
huggingface/text-clustering ⭐ 453
Easily embed, cluster and semantically label text datasets
judahpaul16/gpt-home ⭐ 437
ChatGPT at home! Basically a better Google Nest Hub or Amazon Alexa home assistant. Built on the Raspberry Pi using the OpenAI API.
🔗 hub.docker.com/r/judahpaul/gpt-home
deedy/mac_computer_use ⭐ 427
A fork of Anthropic Computer Use that you can run on Mac computers to give Claude and other AI models autonomous access to your computer.
🔗 x.com/deedydas/status/1849481225041559910
minishlab/model2vec ⭐ 375
Model2Vec is a technique to turn any sentence transformer into a really small static model, reducing model size by 15x and making the models up to 500x faster, with a small drop in performance
🔗 minishlab.github.io
stanford-oval/suql ⭐ 201
SUQL: Conversational Search over Structured and Unstructured Data with LLMs
🔗 arxiv.org/abs/2311.09818
dottxt-ai/outlines-core ⭐ 105
Core functionality for structured generation, formerly implemented in Outlines, with a focus on performance and portability.

Math and Science

Mathematical, numerical and scientific libraries.

numpy/numpy ⭐ 27,825
The fundamental package for scientific computing with Python.
🔗 numpy.org
taichi-dev/taichi ⭐ 25,466
Productive, portable, and performant GPU programming in Python: Taichi Lang is an open-source, imperative, parallel programming language for high-performance numerical computation.
🔗 taichi-lang.org
scipy/scipy ⭐ 12,998
SciPy library main repository
🔗 scipy.org
sympy/sympy ⭐ 12,902
A computer algebra system written in pure Python
🔗 sympy.org
google/or-tools ⭐ 11,164
Google Optimization Tools (a.k.a., OR-Tools) is an open-source, fast and portable software suite for solving combinatorial optimization problems.
🔗 developers.google.com/optimization
z3prover/z3 ⭐ 10,280
Z3 is a theorem prover from Microsoft Research with a Python language binding.
cupy/cupy ⭐ 9,386
NumPy & SciPy for GPU
🔗 cupy.dev
google-deepmind/alphageometry ⭐ 4,126
Solving Olympiad Geometry without Human Demonstrations
mikedh/trimesh ⭐ 2,986
Python library for loading and using triangular meshes.
🔗 trimesh.org
mckinsey/causalnex ⭐ 2,231
A Python library that helps data scientists to infer causation rather than observing correlation.
🔗 causalnex.readthedocs.io
pyro-ppl/numpyro ⭐ 2,164
Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.
🔗 num.pyro.ai
pyomo/pyomo ⭐ 2,005
An object-oriented algebraic modeling language in Python for structured optimization problems.
🔗 www.pyomo.org
facebookresearch/theseus ⭐ 1,752
A library for differentiable nonlinear optimization
arviz-devs/arviz ⭐ 1,603
Exploratory analysis of Bayesian models with Python
🔗 python.arviz.org
google-research/torchsde ⭐ 1,568
Differentiable SDE solvers with GPU support and efficient sensitivity analysis.
dynamicslab/pysindy ⭐ 1,423
A package for the sparse identification of nonlinear dynamical systems from data
🔗 pysindy.readthedocs.io/en/latest
geomstats/geomstats ⭐ 1,253
Computations and statistics on manifolds with geometric structures.
🔗 geomstats.ai
cma-es/pycma ⭐ 1,097
pycma is a Python implementation of CMA-ES and a few related numerical optimization tools.
pymc-labs/CausalPy ⭐ 898
A Python package for causal inference in quasi-experimental settings
🔗 causalpy.readthedocs.io
sj001/AI-Feynman ⭐ 643
Implementation of AI Feynman: a Physics-Inspired Method for Symbolic Regression
willianfuks/tfcausalimpact ⭐ 613
Python Causal Impact Implementation Based on Google's R Package. Built using TensorFlow Probability.
lean-dojo/LeanDojo ⭐ 556
Tool for data extraction and interacting with Lean programmatically.
🔗 leandojo.org
brandondube/prysm ⭐ 262
Prysm is an open-source library for physical and first-order modeling of optical systems and analysis of related data: numerical and physical optics, integrated modeling, phase retrieval, segmented systems, polynomials and fitting, sequential raytracing.
🔗 prysm.readthedocs.io/en/stable
lean-dojo/ReProver ⭐ 218
Retrieval-Augmented Theorem Provers for Lean
🔗 leandojo.org
albahnsen/pycircular ⭐ 92
pycircular is a Python module for circular data analysis
gbillotey/Fractalshades ⭐ 28
Arbitrary-precision fractal explorer - Python package

Machine Learning - General

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

scikit-learn/scikit-learn ⭐ 59,808
scikit-learn: machine learning in Python
🔗 scikit-learn.org
openai/openai-cookbook ⭐ 59,318
Examples and guides for using the OpenAI API
🔗 cookbook.openai.com
suno-ai/bark ⭐ 35,748
🔊 Text-Prompted Generative Audio Model
tencentarc/GFPGAN ⭐ 35,734
GFPGAN aims at developing Practical Algorithms for Real-world Face Restoration.
google-research/google-research ⭐ 34,088
This repository contains code released by Google Research
🔗 research.google
facebookresearch/faiss ⭐ 30,988
A library for efficient similarity search and clustering of dense vectors.
🔗 faiss.ai
google/jax ⭐ 30,256
Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more
🔗 jax.readthedocs.io
open-mmlab/mmdetection ⭐ 29,362
OpenMMLab Detection Toolbox and Benchmark
🔗 mmdetection.readthedocs.io
lutzroeder/netron ⭐ 27,895
Visualizer for neural network, deep learning and machine learning models
🔗 netron.app
ageron/handson-ml2 ⭐ 27,894
A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.
google/mediapipe ⭐ 27,243
Cross-platform, customizable ML solutions for live and streaming media.
🔗 ai.google.dev/edge/mediapipe
dmlc/xgboost ⭐ 26,192
Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow
🔗 xgboost.readthedocs.io/en/stable
roboflow/supervision ⭐ 23,751
We write your reusable computer vision tools. 💜
🔗 supervision.roboflow.com
harisiqbal88/PlotNeuralNet ⭐ 21,998
Latex code for making neural networks diagrams
jina-ai/jina ⭐ 21,065
☁️ Build multimodal AI applications with cloud-native stack
🔗 docs.jina.ai
onnx/onnx ⭐ 17,787
Open standard for machine learning interoperability
🔗 onnx.ai
ml-explore/mlx ⭐ 16,820
MLX is an array framework for machine learning on Apple silicon, brought to you by Apple machine learning research.
🔗 ml-explore.github.io/mlx
microsoft/LightGBM ⭐ 16,609
A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks.
🔗 lightgbm.readthedocs.io/en/latest
tensorflow/tensor2tensor ⭐ 15,433
Library of deep learning models and datasets designed to make deep learning more accessible and accelerate ML research.
ddbourgin/numpy-ml ⭐ 15,351
Machine learning, in numpy
🔗 numpy-ml.readthedocs.io
microsoft/onnxruntime ⭐ 14,461
ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator
🔗 onnxruntime.ai
aleju/imgaug ⭐ 14,378
Image augmentation for machine learning experiments.
🔗 imgaug.readthedocs.io
microsoft/nni ⭐ 14,021
An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
🔗 nni.readthedocs.io
jindongwang/transferlearning ⭐ 13,359
Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习
🔗 transferlearning.xyz
spotify/annoy ⭐ 13,183
Approximate Nearest Neighbors in C++/Python optimized for memory usage and loading/saving to disk
deepmind/deepmind-research ⭐ 13,151
This repository contains implementations and illustrative code to accompany DeepMind publications
neonbjb/tortoise-tts ⭐ 13,085
A multi-voice TTS system trained with an emphasis on quality
deepmind/alphafold ⭐ 12,620
Implementation of the inference pipeline of AlphaFold v2
ggerganov/ggml ⭐ 11,037
Tensor library for machine learning
optuna/optuna ⭐ 10,731
A hyperparameter optimization framework
🔗 optuna.org
facebookresearch/AnimatedDrawings ⭐ 10,551
Code to accompany "A Method for Animating Children's Drawings of the Human Figure"
twitter/the-algorithm-ml ⭐ 10,078
Source code for Twitter's Recommendation Algorithm
🔗 blog.twitter.com/engineering/en_us/topics/open-source/2023/twitter-recommendation-algorithm
statsmodels/statsmodels ⭐ 10,069
Statsmodels: statistical modeling and econometrics in Python
🔗 www.statsmodels.org/devel
epistasislab/tpot ⭐ 9,712
A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.
🔗 epistasislab.github.io/tpot
cleanlab/cleanlab ⭐ 9,605
The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.
🔗 cleanlab.ai
megvii-basedetection/YOLOX ⭐ 9,382
YOLOX is a high-performance anchor-free YOLO, exceeding yolov3~v5 with MegEngine, ONNX, TensorRT, ncnn, and OpenVINO supported. Documentation: https://yolox.readthedocs.io/
wandb/wandb ⭐ 9,022
The AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from experimentation to production.
🔗 wandb.ai
pycaret/pycaret ⭐ 8,888
An open-source, low-code machine learning library in Python
🔗 www.pycaret.org
pymc-devs/pymc ⭐ 8,684
Bayesian Modeling and Probabilistic Programming in Python
🔗 docs.pymc.io
facebookresearch/xformers ⭐ 8,491
Hackable and optimized Transformers building blocks, supporting a composable construction.
🔗 facebookresearch.github.io/xformers
uberi/speech_recognition ⭐ 8,383
Speech recognition module for Python, supporting several engines and APIs, online and offline.
🔗 pypi.python.org/pypi/speechrecognition
open-mmlab/mmsegmentation ⭐ 8,176
OpenMMLab Semantic Segmentation Toolbox and Benchmark.
🔗 mmsegmentation.readthedocs.io/en/main
thudm/CogVideo ⭐ 8,130
text and image to video generation: CogVideoX (2024) and CogVideo (ICLR 2023)
catboost/catboost ⭐ 8,052
A fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, regression and other machine learning tasks for Python, R, Java, C++. Supports computation on CPU and GPU.
🔗 catboost.ai
huggingface/accelerate ⭐ 7,842
🚀 A simple way to launch, train, and use PyTorch models on almost any device and distributed configuration, automatic mixed precision (including fp8), and easy-to-configure FSDP and DeepSpeed support
🔗 huggingface.co/docs/accelerate
awslabs/autogluon ⭐ 7,822
Fast and Accurate ML in 3 Lines of Code
🔗 auto.gluon.ai
automl/auto-sklearn ⭐ 7,597
Automated Machine Learning with scikit-learn
🔗 automl.github.io/auto-sklearn
lmcinnes/umap ⭐ 7,407
Uniform Manifold Approximation and Projection
featurelabs/featuretools ⭐ 7,242
An open source python library for automated feature engineering
🔗 www.featuretools.com
hyperopt/hyperopt ⭐ 7,234
Distributed Asynchronous Hyperparameter Optimization in Python
🔗 hyperopt.github.io/hyperopt
py-why/dowhy ⭐ 7,073
DoWhy is a Python library for causal inference that supports explicit modeling and testing of causal assumptions. DoWhy is based on a unified language for causal inference, combining causal graphical models and potential outcomes frameworks.
🔗 www.pywhy.org/dowhy
hips/autograd ⭐ 6,981
Efficiently computes derivatives of NumPy code.
open-mmlab/mmagic ⭐ 6,911
OpenMMLab Multimodal Advanced, Generative, and Intelligent Creation Toolbox. Unlock the magic 🪄: Generative-AI (AIGC), easy-to-use APIs, awsome model zoo, diffusion models, for text-to-image generation, image/video restoration/enhancement, etc.
🔗 mmagic.readthedocs.io/en/latest
scikit-learn-contrib/imbalanced-learn ⭐ 6,822
A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning
🔗 imbalanced-learn.org
probml/pyprobml ⭐ 6,503
Python code for "Probabilistic Machine learning" book by Kevin Murphy
nicolashug/Surprise ⭐ 6,378
A Python scikit for building and analyzing recommender systems
🔗 surpriselib.com
google/automl ⭐ 6,232
Google Brain AutoML
cleverhans-lab/cleverhans ⭐ 6,185
An adversarial example library for constructing attacks, building defenses, and benchmarking both
ml-explore/mlx-examples ⭐ 6,053
Examples in the MLX framework
kevinmusgrave/pytorch-metric-learning ⭐ 5,983
The easiest way to use deep metric learning in your application. Modular, flexible, and extensible. Written in PyTorch.
🔗 kevinmusgrave.github.io/pytorch-metric-learning
open-mmlab/mmcv ⭐ 5,864
OpenMMLab Computer Vision Foundation
🔗 mmcv.readthedocs.io/en/latest
project-monai/MONAI ⭐ 5,766
AI Toolkit for Healthcare Imaging
🔗 monai.io
mdbloice/Augmentor ⭐ 5,061
Image augmentation library in Python for machine learning.
🔗 augmentor.readthedocs.io/en/stable
online-ml/river ⭐ 5,047
🌊 Online machine learning in Python
🔗 riverml.xyz
uber/causalml ⭐ 5,043
Uplift modeling and causal inference with machine learning algorithms
google-gemini/cookbook ⭐ 4,980
A collection of guides and examples for the Gemini API, including quickstart tutorials for writing prompts.
🔗 ai.google.dev/gemini-api/docs
rasbt/mlxtend ⭐ 4,882
A library of extension and helper modules for Python's data analysis and machine learning libraries.
🔗 rasbt.github.io/mlxtend
google-deepmind/graphcast ⭐ 4,574
GraphCast: Learning skillful medium-range global weather forecasting
marqo-ai/marqo ⭐ 4,561
Unified embedding generation and search engine. Also available on cloud - cloud.marqo.ai
🔗 www.marqo.ai
skvark/opencv-python ⭐ 4,497
Automated CI toolchain to produce precompiled opencv-python, opencv-python-headless, opencv-contrib-python and opencv-contrib-python-headless packages.
🔗 pypi.org/project/opencv-python
sanchit-gandhi/whisper-jax ⭐ 4,399
JAX implementation of OpenAI's Whisper model for up to 70x speed-up on TPU.
apple/coremltools ⭐ 4,397
Core ML tools contain supporting tools for Core ML model conversion, editing, and validation.
🔗 coremltools.readme.io
lucidrains/deep-daze ⭐ 4,374
Simple command line tool for text to image generation using OpenAI's CLIP and Siren (Implicit neural representation network). Technique was originally created by https://twitter.com/advadnoun
nmslib/hnswlib ⭐ 4,331
Header-only C++/python library for fast approximate nearest neighbors
🔗 github.com/nmslib/hnswlib
districtdatalabs/yellowbrick ⭐ 4,281
Visual analysis and diagnostic tools to facilitate machine learning model selection.
🔗 www.scikit-yb.org
nv-tlabs/GET3D ⭐ 4,206
Generative Model of High Quality 3D Textured Shapes Learned from Images
cmusphinx/pocketsphinx ⭐ 3,928
A small speech recognizer
microsoft/FLAML ⭐ 3,883
A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.
🔗 microsoft.github.io/flaml
huggingface/autotrain-advanced ⭐ 3,874
AutoTrain Advanced: faster and easier training and deployments of state-of-the-art machine learning models
🔗 huggingface.co/autotrain
ourownstory/neural_prophet ⭐ 3,850
NeuralProphet: A simple forecasting package
🔗 neuralprophet.com
py-why/EconML ⭐ 3,795
ALICE (Automated Learning and Intelligence for Causation and Economics) is a Microsoft Research project aimed at applying Artificial Intelligence concepts to economic decision making. One of its goals is to build a toolkit that combines state-of-the-art machine learning techniques with econometrics in order to brin...
🔗 www.microsoft.com/en-us/research/project/alice
huggingface/notebooks ⭐ 3,606
Notebooks using the Hugging Face libraries 🤗
zjunlp/DeepKE ⭐ 3,490
[EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and Construction
🔗 deepke.zjukg.cn
yoheinakajima/instagraph ⭐ 3,465
Converts text input or URL into knowledge graph and displays
huggingface/speech-to-speech ⭐ 3,447
Speech To Speech: an effort for an open-sourced and modular GPT4-o
rucaibox/RecBole ⭐ 3,399
A unified, comprehensive and efficient recommendation library
🔗 recbole.io
facebookresearch/vissl ⭐ 3,254
VISSL is FAIR's library of extensible, modular and scalable components for SOTA Self-Supervised Learning with images.
🔗 vissl.ai
pytorch/glow ⭐ 3,220
Compiler for Neural Network hardware accelerators
lucidrains/musiclm-pytorch ⭐ 3,142
Implementation of MusicLM, Google's new SOTA model for music generation using attention networks, in Pytorch
hrnet/HRNet-Semantic-Segmentation ⭐ 3,141
The OCR approach is rephrased as Segmentation Transformer: https://arxiv.org/abs/1909.11065. This is an official implementation of semantic segmentation for HRNet. https://arxiv.org/abs/1908.07919
lightly-ai/lightly ⭐ 3,137
A python library for self-supervised learning on images.
🔗 docs.lightly.ai/self-supervised-learning
mljar/mljar-supervised ⭐ 3,033
Python package for AutoML on Tabular Data with Feature Engineering, Hyper-Parameters Tuning, Explanations and Automatic Documentation
🔗 mljar.com
shankarpandala/lazypredict ⭐ 2,992
Lazy Predict help build a lot of basic models without much code and helps understand which models works better without any parameter tuning
huggingface/safetensors ⭐ 2,837
Implements a new simple format for storing tensors safely (as opposed to pickle) and that is still fast (zero-copy).
🔗 huggingface.co/docs/safetensors
scikit-learn-contrib/hdbscan ⭐ 2,790
A high performance implementation of HDBSCAN clustering.
🔗 hdbscan.readthedocs.io/en/latest
scikit-optimize/scikit-optimize ⭐ 2,740
Sequential model-based optimization with a scipy.optimize interface
🔗 scikit-optimize.github.io
google-research/t5x ⭐ 2,659
T5X is a modular, composable, research-friendly framework for high-performance, configurable, self-service training, evaluation, and inference of sequence models (starting with language) at many scales.
apple/ml-ane-transformers ⭐ 2,545
Reference implementation of the Transformer architecture optimized for Apple Neural Engine (ANE)
huggingface/optimum ⭐ 2,527
🚀 Accelerate training and inference of 🤗 Transformers and 🤗 Diffusers with easy to use hardware optimization tools
🔗 huggingface.co/docs/optimum/main
freedmand/semantra ⭐ 2,506
Semantra is a multipurpose tool for semantically searching documents. Query by meaning rather than just by matching text.
scikit-learn-contrib/category_encoders ⭐ 2,408
A library of sklearn compatible categorical variable encoders
🔗 contrib.scikit-learn.org/category_encoders
rom1504/clip-retrieval ⭐ 2,383
Easily compute clip embeddings and build a clip retrieval system with them
🔗 rom1504.github.io/clip-retrieval
eric-mitchell/direct-preference-optimization ⭐ 2,102
Reference implementation for DPO (Direct Preference Optimization)
aws/sagemaker-python-sdk ⭐ 2,099
A library for training and deploying machine learning models on Amazon SageMaker
🔗 sagemaker.readthedocs.io
huggingface/huggingface_hub ⭐ 2,052
The official Python client for the Huggingface Hub.
🔗 huggingface.co/docs/huggingface_hub
huggingface/evaluate ⭐ 2,000
🤗 Evaluate: A library for easily evaluating machine learning models and datasets.
🔗 huggingface.co/docs/evaluate
contextlab/hypertools ⭐ 1,823
A Python toolbox for gaining geometric insights into high-dimensional data
🔗 hypertools.readthedocs.io/en/latest
rentruewang/koila ⭐ 1,820
Prevent PyTorch's CUDA error: out of memory in just 1 line of code.
🔗 koila.rentruewang.com
linkedin/greykite ⭐ 1,814
A flexible, intuitive and fast forecasting library
bmabey/pyLDAvis ⭐ 1,802
Python library for interactive topic model visualization. Port of the R LDAvis package.
scikit-learn-contrib/lightning ⭐ 1,725
Large-scale linear classification, regression and ranking in Python
🔗 contrib.scikit-learn.org/lightning
tensorflow/addons ⭐ 1,693
Useful extra functionality for TensorFlow 2.x maintained by SIG-addons
googlecloudplatform/vertex-ai-samples ⭐ 1,674
Notebooks, code samples, sample apps, and other resources that demonstrate how to use, develop and manage machine learning and generative AI workflows using Google Cloud Vertex AI.
🔗 cloud.google.com/vertex-ai
microsoft/i-Code ⭐ 1,670
The ambition of the i-Code project is to build integrative and composable multimodal AI. The "i" stands for integrative multimodal learning.
castorini/pyserini ⭐ 1,665
Pyserini is a Python toolkit for reproducible information retrieval research with sparse and dense representations.
🔗 pyserini.io
visual-layer/fastdup ⭐ 1,593
fastdup is a powerful, free tool designed to rapidly generate valuable insights from image and video datasets. It helps enhance the quality of both images and labels, while significantly reducing data operation costs, all with unmatched scalability.
microsoft/Olive ⭐ 1,561
Olive: Simplify ML Model Finetuning, Conversion, Quantization, and Optimization for CPUs, GPUs and NPUs.
🔗 microsoft.github.io/olive
laekov/fastmoe ⭐ 1,547
A fast MoE impl for PyTorch
🔗 fastmoe.ai
kubeflow/katib ⭐ 1,504
Automated Machine Learning on Kubernetes
🔗 www.kubeflow.org/docs/components/katib
jina-ai/finetuner ⭐ 1,468
🎯 Task-oriented embedding tuning for BERT, CLIP, etc.
🔗 finetuner.jina.ai
google/vizier ⭐ 1,462
Python-based research interface for blackbox and hyperparameter optimization, based on the internal Google Vizier Service.
🔗 oss-vizier.readthedocs.io
qdrant/fastembed ⭐ 1,430
Fast, Accurate, Lightweight Python library to make State of the Art Embedding
🔗 qdrant.github.io/fastembed
csinva/imodels ⭐ 1,379
Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).
🔗 csinva.io/imodels
patchy631/machine-learning ⭐ 1,360
Machine Learning Tutorials Repository
microsoft/Semi-supervised-learning ⭐ 1,336
A Unified Semi-Supervised Learning Codebase (NeurIPS'22)
🔗 usb.readthedocs.io
borealisai/advertorch ⭐ 1,301
A Toolbox for Adversarial Robustness Research
spotify/voyager ⭐ 1,297
🛰️ An approximate nearest-neighbor search library for Python and Java with a focus on ease of use, simplicity, and deployability.
🔗 spotify.github.io/voyager
awslabs/dgl-ke ⭐ 1,265
High performance, easy-to-use, and scalable package for learning large-scale knowledge graph embeddings.
🔗 dglke.dgl.ai/doc
koaning/scikit-lego ⭐ 1,264
Extra blocks for scikit-learn pipelines.
🔗 koaning.github.io/scikit-lego
automl/TabPFN ⭐ 1,198
Official implementation of the TabPFN paper (https://arxiv.org/abs/2207.01848) and the tabpfn package.
🔗 priorlabs.ai
pytorch/FBGEMM ⭐ 1,187
FB (Facebook) + GEMM (General Matrix-Matrix Multiplication) - https://code.fb.com/ml-applications/fbgemm/
lightning-ai/lightning-thunder ⭐ 1,166
Thunder is a source-to-source compiler for PyTorch. It makes PyTorch programs faster by combining and using different hardware executors at once
google-research/deeplab2 ⭐ 1,003
DeepLab2 is a TensorFlow library for deep labeling, aiming to provide a unified and state-of-the-art TensorFlow codebase for dense pixel labeling tasks.
davidmrau/mixture-of-experts ⭐ 964
PyTorch Re-Implementation of "The Sparsely-Gated Mixture-of-Experts Layer" by Noam Shazeer et al. https://arxiv.org/abs/1701.06538
opentensor/bittensor ⭐ 897
Internet-scale Neural Networks
🔗 www.bittensor.com
lmcinnes/pynndescent ⭐ 882
A Python nearest neighbor descent for approximate nearest neighbors
oml-team/open-metric-learning ⭐ 871
OML is a PyTorch-based framework to train and validate the models producing high-quality embeddings.
🔗 open-metric-learning.readthedocs.io/en/latest/index.html
nvidia/cuda-python ⭐ 870
CUDA Python Low-level Bindings
🔗 nvidia.github.io/cuda-python
hazyresearch/safari ⭐ 867
Convolutions for Sequence Modeling
criteo/autofaiss ⭐ 810
Automatically create Faiss knn indices with the most optimal similarity search parameters.
🔗 criteo.github.io/autofaiss
huggingface/optimum-quanto ⭐ 797
A pytorch quantization backend for optimum
replicate/replicate-python ⭐ 754
Python client for Replicate
🔗 replicate.com
awslabs/python-deequ ⭐ 717
Python API for Deequ, a library built on Spark for defining "unit tests for data", which measure data quality in large datasets
facebookresearch/balance ⭐ 686
The balance python package offers a simple workflow and methods for dealing with biased data samples when looking to infer from them to some target population of interest.
🔗 import-balance.org
pymc-labs/pymc-marketing ⭐ 683
Bayesian marketing toolbox in PyMC. Media Mix (MMM), customer lifetime value (CLV), buy-till-you-die (BTYD) models and more.
🔗 www.pymc-marketing.io
nicolas-hbt/pygraft ⭐ 667
Configurable Generation of Synthetic Schemas and Knowledge Graphs at Your Fingertips
🔗 pygraft.readthedocs.io/en/latest
qdrant/quaterion ⭐ 636
Blazing fast framework for fine-tuning similarity learning models
🔗 quaterion.qdrant.tech
hpcaitech/EnergonAI ⭐ 630
Large-scale model inference.
googleapis/python-aiplatform ⭐ 629
A Python SDK for Vertex AI, a fully managed, end-to-end platform for data science and machine learning.
huggingface/exporters ⭐ 616
Export Hugging Face models to Core ML and TensorFlow Lite
microsoft/Focal-Transformer ⭐ 545
[NeurIPS 2021 Spotlight] Official code for "Focal Self-attention for Local-Global Interactions in Vision Transformers"
cvxgrp/pymde ⭐ 537
Minimum-distortion embedding with PyTorch
🔗 pymde.org
nevronai/MetisFL ⭐ 529
The first open Federated Learning framework implemented in C++ and Python.
🔗 metisfl.org
intellabs/bayesian-torch ⭐ 526
A library for Bayesian neural network layers and uncertainty estimation in Deep Learning extending the core of PyTorch
mrdbourke/m1-machine-learning-test ⭐ 525
Code for testing various M1 Chip benchmarks with TensorFlow.
linkedin/FastTreeSHAP ⭐ 517
Fast SHAP value computation for interpreting tree-based models
dylanhogg/gptauthor ⭐ 58
GPTAuthor is an AI tool for writing long form, multi-chapter stories given a story prompt.

Machine Learning - Deep Learning

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

tensorflow/tensorflow ⭐ 186,112
An Open Source Machine Learning Framework for Everyone
🔗 tensorflow.org
pytorch/pytorch ⭐ 83,084
Tensors and Dynamic neural networks in Python with strong GPU acceleration
🔗 pytorch.org
openai/whisper ⭐ 69,914
Robust Speech Recognition via Large-Scale Weak Supervision
keras-team/keras ⭐ 61,893
Deep Learning for humans
🔗 keras.io
deepfakes/faceswap ⭐ 52,153
Deepfakes Software For All
🔗 www.faceswap.dev
facebookresearch/segment-anything ⭐ 47,181
The repository provides code for running inference with the SegmentAnything Model (SAM), links for downloading the trained model checkpoints, and example notebooks that show how to use the model.
microsoft/DeepSpeed ⭐ 35,144
DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.
🔗 www.deepspeed.ai
rwightman/pytorch-image-models ⭐ 31,905
The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNetV4, MobileNet-V3 & V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more
🔗 huggingface.co/docs/timm
facebookresearch/detectron2 ⭐ 30,283
Detectron2 is a platform for object detection, segmentation and other visual recognition tasks.
🔗 detectron2.readthedocs.io/en/latest
lightning-ai/pytorch-lightning ⭐ 28,208
The deep learning framework to pretrain, finetune and deploy AI models. PyTorch Lightning is just organized PyTorch - Lightning disentangles PyTorch code to decouple the science from the engineering.
🔗 lightning.ai
xinntao/Real-ESRGAN ⭐ 28,098
Real-ESRGAN aims at developing Practical Algorithms for General Image/Video Restoration.
google-research/tuning_playbook ⭐ 26,899
A playbook for systematically maximizing the performance of deep learning models.
facebookresearch/Detectron ⭐ 26,252
FAIR's research platform for object detection research, implementing popular algorithms like Mask R-CNN and RetinaNet.
openai/CLIP ⭐ 25,442
CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image
matterport/Mask_RCNN ⭐ 24,621
Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow
paddlepaddle/Paddle ⭐ 22,165
PArallel Distributed Deep LEarning: Machine Learning Framework from Industrial Practice （『飞桨』核心框架，深度学习&机器学习高性能单机、分布式训练和跨平台部署）
🔗 www.paddlepaddle.org
pyg-team/pytorch_geometric ⭐ 21,174
Graph Neural Network Library for PyTorch
🔗 pyg.org
apache/mxnet ⭐ 20,777
Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler; for Python, R, Julia, Scala, Go, Javascript and more
🔗 mxnet.apache.org
lucidrains/vit-pytorch ⭐ 20,149
Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch
sanster/IOPaint ⭐ 19,185
Image inpainting tool powered by SOTA AI Model. Remove any unwanted object, defect, people from your pictures or erase and replace(powered by stable diffusion) any thing on your pictures.
🔗 www.iopaint.com
rasbt/deeplearning-models ⭐ 16,681
A collection of various deep learning architectures, models, and tips
danielgatis/rembg ⭐ 16,649
Rembg is a tool to remove images background
albumentations-team/albumentations ⭐ 14,139
Fast and flexible image augmentation library. Paper about the library: https://www.mdpi.com/2078-2489/11/2/125
🔗 albumentations.ai
microsoft/Swin-Transformer ⭐ 13,761
This is an official implementation for "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows".
🔗 arxiv.org/abs/2103.14030
facebookresearch/detr ⭐ 13,483
End-to-End Object Detection with Transformers
dmlc/dgl ⭐ 13,467
Python package built to ease deep learning on graph, on top of existing DL frameworks.
🔗 dgl.ai
nvidia/DeepLearningExamples ⭐ 13,394
State-of-the-Art Deep Learning scripts organized by models - easy to train and deploy with reproducible accuracy and performance on enterprise-grade infrastructure.
mlfoundations/open_clip ⭐ 10,074
Open source implementation of OpenAI's CLIP (Contrastive Language-Image Pre-training).
kornia/kornia ⭐ 9,893
Geometric Computer Vision Library for Spatial AI
🔗 kornia.readthedocs.io
keras-team/autokeras ⭐ 9,132
AutoML library for deep learning
🔗 autokeras.com
modelscope/facechain ⭐ 8,964
FaceChain is a deep-learning toolchain for generating your Digital-Twin.
facebookresearch/pytorch3d ⭐ 8,740
PyTorch3D is FAIR's library of reusable components for deep learning with 3D data
🔗 pytorch3d.org
pyro-ppl/pyro ⭐ 8,527
Deep universal probabilistic programming with Python and PyTorch
🔗 pyro.ai
arogozhnikov/einops ⭐ 8,443
Flexible and powerful tensor operations for readable and reliable code (for pytorch, jax, TF and others)
🔗 einops.rocks
nvidia/apex ⭐ 8,365
A PyTorch Extension: Tools for easy mixed precision and distributed training in Pytorch
facebookresearch/ImageBind ⭐ 8,296
ImageBind One Embedding Space to Bind Them All
google/trax ⭐ 8,076
Trax — Deep Learning with Clear Code and Speed
lucidrains/imagen-pytorch ⭐ 8,046
Implementation of Imagen, Google's Text-to-Image Neural Network, in Pytorch
xpixelgroup/BasicSR ⭐ 6,762
Open Source Image and Video Restoration Toolbox for Super-resolution, Denoise, Deblurring, etc. Currently, it includes EDSR, RCAN, SRResNet, SRGAN, ESRGAN, EDVR, BasicVSR, SwinIR, ECBSR, etc. Also support StyleGAN2, DFDNet.
🔗 basicsr.readthedocs.io/en/latest
google/flax ⭐ 6,055
Flax is a neural network library for JAX that is designed for flexibility.
🔗 flax.readthedocs.io
skorch-dev/skorch ⭐ 5,850
A scikit-learn compatible neural network library that wraps PyTorch
facebookresearch/mmf ⭐ 5,489
A modular framework for vision & language multimodal research from Facebook AI Research (FAIR)
🔗 mmf.sh
mosaicml/composer ⭐ 5,138
Supercharge Your Model Training
🔗 docs.mosaicml.com
deci-ai/super-gradients ⭐ 4,559
Easily train or fine-tune SOTA computer vision models with one open source training library. The home of Yolo-NAS.
🔗 www.supergradients.com
facebookincubator/AITemplate ⭐ 4,545
AITemplate is a Python framework which renders neural network into high performance CUDA/HIP C++ code. Specialized for FP16 TensorCore (NVIDIA GPU) and MatrixCore (AMD GPU) inference.
pytorch/ignite ⭐ 4,517
High-level library to help with training and evaluating neural networks in PyTorch flexibly and transparently.
🔗 pytorch-ignite.ai
nvidiagameworks/kaolin ⭐ 4,466
A PyTorch Library for Accelerating 3D Deep Learning Research
williamyang1991/VToonify ⭐ 3,533
[SIGGRAPH Asia 2022] VToonify: Controllable High-Resolution Portrait Video Style Transfer
facebookresearch/PyTorch-BigGraph ⭐ 3,371
Generate embeddings from large-scale graph-structured data.
🔗 torchbiggraph.readthedocs.io
cvg/LightGlue ⭐ 3,354
LightGlue: Local Feature Matching at Light Speed (ICCV 2023)
google-research/scenic ⭐ 3,298
Scenic: A Jax Library for Computer Vision Research and Beyond
pytorch/botorch ⭐ 3,082
Bayesian optimization in PyTorch
🔗 botorch.org
alpa-projects/alpa ⭐ 3,067
Training and serving large-scale neural networks with auto parallelization.
🔗 alpa.ai
deepmind/dm-haiku ⭐ 2,885
JAX-based neural network library
🔗 dm-haiku.readthedocs.io
explosion/thinc ⭐ 2,817
🔮 A refreshing functional take on deep learning, compatible with your favorite libraries
🔗 thinc.ai
nerdyrodent/VQGAN-CLIP ⭐ 2,610
Just playing with getting VQGAN+CLIP running locally, rather than having to use colab.
danielegrattarola/spektral ⭐ 2,366
Graph Neural Networks with Keras and Tensorflow 2.
🔗 graphneural.network
google-research/electra ⭐ 2,328
ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators
fepegar/torchio ⭐ 2,064
Medical imaging toolkit for deep learning
🔗 torchio.org
neuralmagic/sparseml ⭐ 2,052
Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models
pytorch/torchrec ⭐ 1,909
Pytorch domain library for recommendation systems
🔗 pytorch.org/torchrec
tensorflow/mesh ⭐ 1,587
Mesh TensorFlow: Model Parallelism Made Easier
tensorly/tensorly ⭐ 1,549
TensorLy: Tensor Learning in Python.
🔗 tensorly.org
vt-vl-lab/FGVC ⭐ 1,548
[ECCV 2020] Flow-edge Guided Video Completion
calculatedcontent/WeightWatcher ⭐ 1,463
The WeightWatcher tool for predicting the accuracy of Deep Neural Networks
hysts/pytorch_image_classification ⭐ 1,350
PyTorch implementation of image classification models for CIFAR-10/CIFAR-100/MNIST/FashionMNIST/Kuzushiji-MNIST/ImageNet
jeshraghian/snntorch ⭐ 1,301
Deep and online learning with spiking neural networks in Python
🔗 snntorch.readthedocs.io/en/latest
xl0/lovely-tensors ⭐ 1,105
Tensors, for human consumption
🔗 xl0.github.io/lovely-tensors
tensorflow/similarity ⭐ 1,011
TensorFlow Similarity is a python package focused on making similarity learning quick and easy.
deepmind/android_env ⭐ 1,007
RL research on Android devices.
keras-team/keras-cv ⭐ 1,005
Industry-strength Computer Vision workflows with Keras
deepmind/chex ⭐ 777
Chex is a library of utilities for helping to write reliable JAX code
🔗 chex.readthedocs.io
kakaobrain/rq-vae-transformer ⭐ 772
The official implementation of Autoregressive Image Generation using Residual Quantization (CVPR '22)
mlfoundations/datacomp ⭐ 650
DataComp: In search of the next generation of multimodal datasets
🔗 datacomp.ai
whitead/dmol-book ⭐ 611
Deep learning for molecules and materials book
🔗 dmol.pub
allenai/reward-bench ⭐ 418
RewardBench is a benchmark designed to evaluate the capabilities and safety of reward models (including those trained with Direct Preference Optimization, DPO)
🔗 huggingface.co/spaces/allenai/reward-bench

Machine Learning - Interpretability

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

slundberg/shap ⭐ 22,692
A game theoretic approach to explain the output of any machine learning model.
🔗 shap.readthedocs.io
marcotcr/lime ⭐ 11,569
Lime: Explaining the predictions of any machine learning classifier
interpretml/interpret ⭐ 6,262
Fit interpretable models. Explain blackbox machine learning.
🔗 interpret.ml/docs
pytorch/captum ⭐ 4,881
Model interpretability and understanding for PyTorch
🔗 captum.ai
tensorflow/lucid ⭐ 4,664
A collection of infrastructure and tools for research in neural network interpretability.
arize-ai/phoenix ⭐ 3,722
AI Observability & Evaluation
🔗 docs.arize.com/phoenix
pair-code/lit ⭐ 3,479
The Learning Interpretability Tool: Interactively analyze ML models to understand their behavior in an extensible and framework agnostic interface.
🔗 pair-code.github.io/lit
teamhg-memex/eli5 ⭐ 2,758
A library for debugging/inspecting machine learning classifiers and explaining their predictions
🔗 eli5.readthedocs.io
maif/shapash ⭐ 2,726
🔅 Shapash: User-friendly Explainability and Interpretability to Develop Reliable and Transparent Machine Learning Models
🔗 maif.github.io/shapash
seldonio/alibi ⭐ 2,395
Algorithms for explaining machine learning models
🔗 docs.seldon.io/projects/alibi/en/stable
oegedijk/explainerdashboard ⭐ 2,304
Quickly build Explainable AI dashboards that show the inner workings of so-called "blackbox" machine learning models.
🔗 explainerdashboard.readthedocs.io
eleutherai/pythia ⭐ 2,245
Interpretability analysis and scaling laws to understand how knowledge develops and evolves during training in autoregressive transformers
jalammar/ecco ⭐ 1,977
Explain, analyze, and visualize NLP language models. Ecco creates interactive visualizations directly in Jupyter notebooks explaining the behavior of Transformer-based language models (like GPT2, BERT, RoBERTA, T5, and T0).
🔗 ecco.readthedocs.io
google-deepmind/penzai ⭐ 1,659
A JAX library for writing models as legible, functional pytree data structures, along with tools for visualizing, modifying, and analyzing them. Penzai focuses on making it easy to do stuff with models after they have been trained
🔗 penzai.readthedocs.io
trusted-ai/AIX360 ⭐ 1,622
Interpretability and explainability of data and machine learning models
🔗 aix360.res.ibm.com
transformerlensorg/TransformerLens ⭐ 1,533
A library for mechanistic interpretability of GPT-style language models
🔗 transformerlensorg.github.io/transformerlens
cdpierse/transformers-interpret ⭐ 1,283
Model explainability that works seamlessly with 🤗 transformers. Explain your transformers model in just 2 lines of code.
ethicalml/xai ⭐ 1,111
XAI is a Machine Learning library that is designed with AI explainability in its core. XAI contains various tools that enable for analysis and evaluation of data and models
🔗 ethical.institute/principles.html#commitment-3
selfexplainml/PiML-Toolbox ⭐ 930
PiML (Python Interpretable Machine Learning) toolbox for model development & diagnostics
🔗 selfexplainml.github.io/piml-toolbox
salesforce/OmniXAI ⭐ 870
OmniXAI: A Library for eXplainable AI
andyzoujm/representation-engineering ⭐ 704
Representation Engineering: A Top-Down Approach to AI Transparency
🔗 www.ai-transparency.org
jbloomaus/SAELens ⭐ 439
Training Sparse Autoencoders on LLms. Analyse sparse autoencoders and neural network internals.
🔗 jbloomaus.github.io/saelens

Machine Learning - Ops

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

apache/airflow ⭐ 36,735
Apache Airflow - A platform to programmatically author, schedule, and monitor workflows
🔗 airflow.apache.org
ray-project/ray ⭐ 33,482
Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.
🔗 ray.io
mlflow/mlflow ⭐ 18,534
Open source platform for the machine learning lifecycle
🔗 mlflow.org
spotify/luigi ⭐ 17,789
Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution, workflow management, visualization etc. It also comes with Hadoop support built in.
prefecthq/prefect ⭐ 16,145
Prefect is a workflow orchestration framework for building resilient data pipelines in Python.
🔗 prefect.io
horovod/horovod ⭐ 14,224
Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.
🔗 horovod.ai
iterative/dvc ⭐ 13,743
🦉 Data Versioning and ML Experiments
🔗 dvc.org
dagster-io/dagster ⭐ 11,501
An orchestration platform for the development, production, and observation of data assets.
🔗 dagster.io
ludwig-ai/ludwig ⭐ 11,138
Low-code framework for building custom LLMs, neural networks, and other AI models
🔗 ludwig.ai
kestra-io/kestra ⭐ 10,593
⚡ Workflow Automation Platform. Orchestrate & Schedule code in any language, run anywhere, 500+ plugins. Alternative to Zapier, Rundeck, Camunda, Airflow...
🔗 kestra.io
great-expectations/great_expectations ⭐ 9,915
Always know what to expect from your data.
🔗 docs.greatexpectations.io
kedro-org/kedro ⭐ 9,907
Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and data science pipelines that are reproducible, maintainable, and modular.
🔗 kedro.org
bentoml/OpenLLM ⭐ 9,897
Run any open-source LLMs, such as Llama 3.1, Gemma, as OpenAI compatible API endpoint in the cloud.
🔗 bentoml.com
dbt-labs/dbt-core ⭐ 9,794
dbt enables data analysts and engineers to transform their data using the same practices that software engineers use to build applications.
🔗 getdbt.com
huggingface/text-generation-inference ⭐ 8,925
A Rust, Python and gRPC server for text generation inference. Used in production at HuggingFace to power Hugging Chat, the Inference API and Inference Endpoint.
🔗 hf.co/docs/text-generation-inference
netflix/metaflow ⭐ 8,121
Open Source Platform for developing, scaling and deploying serious ML, AI, and data science systems
🔗 metaflow.org
activeloopai/deeplake ⭐ 8,099
Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, & visualize any AI data. Stream data in real-time to PyTorch/TensorFlow. https://activeloop.ai
🔗 activeloop.ai
mage-ai/mage-ai ⭐ 7,840
🧙 Build, run, and manage data pipelines for integrating and transforming data.
🔗 www.mage.ai
bentoml/BentoML ⭐ 7,079
The easiest way to serve AI apps and models - Build reliable Inference APIs, LLM apps, Multi-model chains, RAG service, and much more!
🔗 bentoml.com
langfuse/langfuse ⭐ 6,022
🪢 Open source LLM engineering platform: LLM Observability, metrics, evals, prompt management, playground, datasets. Integrates with LlamaIndex, Langchain, OpenAI SDK, LiteLLM, and more. 🍊YC W23
🔗 langfuse.com/docs
flyteorg/flyte ⭐ 5,660
Scalable and flexible workflow orchestration platform that seamlessly unifies data, ML and analytics stacks.
🔗 flyte.org
allegroai/clearml ⭐ 5,634
ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment Management, Data Management, Pipeline, Orchestration, Scheduling & Serving in one MLOps/LLMOps solution
🔗 clear.ml/docs
feast-dev/feast ⭐ 5,557
The Open Source Feature Store for Machine Learning
🔗 feast.dev
evidentlyai/evidently ⭐ 5,263
Evidently is an open-source ML and LLM observability framework. Evaluate, test, and monitor any AI-powered system or data pipeline. From tabular data to Gen AI. 100+ metrics.
🔗 www.evidentlyai.com/evidently-oss
aimhubio/aim ⭐ 5,188
Aim 💫 — An easy-to-use & supercharged open-source experiment tracker.
🔗 aimstack.io
adap/flower ⭐ 5,000
Flower: A Friendly Federated AI Framework
🔗 flower.ai
internlm/lmdeploy ⭐ 4,457
LMDeploy is a toolkit for compressing, deploying, and serving LLMs.
🔗 lmdeploy.readthedocs.io/en/latest
orchest/orchest ⭐ 4,057
Build data pipelines, the easy way 🛠️
🔗 orchest.readthedocs.io/en/stable
zenml-io/zenml ⭐ 4,006
ZenML 🙏: The bridge between ML and Ops. https://zenml.io.
🔗 zenml.io
internlm/xtuner ⭐ 3,856
An efficient, flexible and full-featured toolkit for fine-tuning LLM (InternLM2, Llama3, Phi3, Qwen, Mistral, ...)
🔗 xtuner.readthedocs.io/zh-cn/latest
kubeflow/pipelines ⭐ 3,596
Machine Learning Pipelines for Kubeflow
🔗 www.kubeflow.org/docs/components/pipelines
polyaxon/polyaxon ⭐ 3,563
MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle
🔗 polyaxon.com
ploomber/ploomber ⭐ 3,503
The fastest ⚡️ way to build data pipelines. Develop iteratively, deploy anywhere. ☁️
🔗 docs.ploomber.io
towhee-io/towhee ⭐ 3,198
Towhee is a framework that is dedicated to making neural data processing pipelines simple and fast.
🔗 towhee.io
determined-ai/determined ⭐ 3,021
Determined is an open-source machine learning platform that simplifies distributed training, hyperparameter tuning, experiment tracking, and resource management. Works with PyTorch and TensorFlow.
🔗 determined.ai
leptonai/leptonai ⭐ 2,640
A Pythonic framework to simplify AI service building
🔗 lepton.ai
azure/PyRIT ⭐ 1,822
The Python Risk Identification Tool for generative AI (PyRIT) is an open access automation framework to empower security professionals and ML engineers to red team foundation models and their applications.
meltano/meltano ⭐ 1,818
Meltano: the declarative code-first data integration engine that powers your wildest data and ML-powered product ideas. Say goodbye to writing, maintaining, and scaling your own API integrations.
🔗 meltano.com
dagworks-inc/hamilton ⭐ 1,804
Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.
🔗 hamilton.dagworks.io/en/latest
hi-primus/optimus ⭐ 1,478
🚚 Agile Data Preparation Workflows made easy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark
🔗 hi-optimus.com
dstackai/dstack ⭐ 1,405
dstack is an open-source alternative to Kubernetes, designed to simplify development, training, and deployment of AI across any cloud or on-prem. It supports NVIDIA, AMD, and TPU.
🔗 dstack.ai/docs
kubeflow/examples ⭐ 1,404
A repository to host extended examples and tutorials
dagworks-inc/burr ⭐ 1,195
Build applications that make decisions (chatbots, agents, simulations, etc...). Monitor, trace, persist, and execute on your own infrastructure.
🔗 burr.dagworks.io
nccr-itmo/FEDOT ⭐ 636
Automated modeling and machine learning framework FEDOT
🔗 fedot.readthedocs.io

Machine Learning - Reinforcement

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

openai/gym ⭐ 34,657
A toolkit for developing and comparing reinforcement learning algorithms.
🔗 www.gymlibrary.dev
unity-technologies/ml-agents ⭐ 17,076
The Unity Machine Learning Agents Toolkit (ML-Agents) is an open-source project that enables games and simulations to serve as environments for training intelligent agents using deep reinforcement learning and imitation learning.
🔗 unity.com/products/machine-learning-agents
openai/baselines ⭐ 15,736
OpenAI Baselines: high-quality implementations of reinforcement learning algorithms
google/dopamine ⭐ 10,539
Dopamine is a research framework for fast prototyping of reinforcement learning algorithms.
🔗 github.com/google/dopamine
deepmind/pysc2 ⭐ 8,017
StarCraft II Learning Environment
thu-ml/tianshou ⭐ 7,888
An elegant PyTorch deep reinforcement learning library.
🔗 tianshou.org
lucidrains/PaLM-rlhf-pytorch ⭐ 7,686
Implementation of RLHF (Reinforcement Learning with Human Feedback) on top of the PaLM architecture. Basically ChatGPT but with PaLM
tensorlayer/TensorLayer ⭐ 7,330
Deep Learning and Reinforcement Learning Library for Scientists and Engineers
🔗 tensorlayerx.com
farama-foundation/Gymnasium ⭐ 7,105
An API standard for single-agent reinforcement learning environments, with popular reference environments and related utilities (formerly Gym)
🔗 gymnasium.farama.org
keras-rl/keras-rl ⭐ 5,522
Deep Reinforcement Learning for Keras.
🔗 keras-rl.readthedocs.io
deepmind/dm_control ⭐ 3,780
Google DeepMind's software stack for physics-based simulation and Reinforcement Learning environments, using MuJoCo.
ai4finance-foundation/ElegantRL ⭐ 3,694
Massively Parallel Deep Reinforcement Learning. 🔥
🔗 ai4finance.org
facebookresearch/ReAgent ⭐ 3,562
A platform for Reasoning systems (Reinforcement Learning, Contextual Bandits, etc.)
🔗 reagent.ai
deepmind/acme ⭐ 3,487
A library of reinforcement learning components and agents
opendilab/DI-engine ⭐ 3,063
DI-engine is a generalized decision intelligence engine for PyTorch and JAX. It provides python-first and asynchronous-native task and middleware abstractions
🔗 di-engine-docs.readthedocs.io
eureka-research/Eureka ⭐ 2,814
Official Repository for "Eureka: Human-Level Reward Design via Coding Large Language Models" (ICLR 2024)
🔗 eureka-research.github.io
pettingzoo-team/PettingZoo ⭐ 2,596
An API standard for multi-agent reinforcement learning environments, with popular reference environments and related utilities
🔗 pettingzoo.farama.org
kzl/decision-transformer ⭐ 2,366
Official codebase for Decision Transformer: Reinforcement Learning via Sequence Modeling.
pytorch/rl ⭐ 2,273
A modular, primitive-first, python-first PyTorch library for Reinforcement Learning.
🔗 pytorch.org/rl
anthropics/hh-rlhf ⭐ 1,591
Human preference data for "Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback"
🔗 arxiv.org/abs/2204.05862
humancompatibleai/imitation ⭐ 1,294
Clean PyTorch implementations of imitation and reward learning algorithms
🔗 imitation.readthedocs.io
arise-initiative/robosuite ⭐ 1,281
robosuite: A Modular Simulation Framework and Benchmark for Robot Learning
🔗 robosuite.ai
denys88/rl_games ⭐ 879
RL Games: High performance RL library
google-deepmind/meltingpot ⭐ 609
A suite of test scenarios for multi-agent reinforcement learning.

Natural Language Processing

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

huggingface/transformers ⭐ 133,633
🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
🔗 huggingface.co/transformers
pytorch/fairseq ⭐ 30,344
Facebook AI Research Sequence-to-Sequence Toolkit written in Python.
explosion/spaCy ⭐ 29,872
💫 Industrial-strength Natural Language Processing (NLP) in Python
🔗 spacy.io
myshell-ai/OpenVoice ⭐ 29,264
Instant voice cloning by MIT and MyShell.
🔗 research.myshell.ai/open-voice
microsoft/unilm ⭐ 19,908
Large-scale Self-supervised Pre-training Across Tasks, Languages, and Modalities
🔗 aka.ms/generalai
huggingface/datasets ⭐ 19,168
🤗 The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools
🔗 huggingface.co/docs/datasets
vikparuchuri/marker ⭐ 17,135
Marker converts PDF, EPUB, and MOBI to markdown. It's 10x faster than nougat, more accurate on most documents, and has low hallucination risk.
🔗 www.datalab.to
rare-technologies/gensim ⭐ 15,624
Topic Modelling for Humans
🔗 radimrehurek.com/gensim
ukplab/sentence-transformers ⭐ 15,086
State-of-the-Art Text Embeddings
🔗 www.sbert.net
gunthercox/ChatterBot ⭐ 14,055
ChatterBot is a machine learning, conversational dialog engine for creating chat bots
🔗 chatterbot.readthedocs.io
flairnlp/flair ⭐ 13,881
A very simple framework for state-of-the-art Natural Language Processing (NLP)
🔗 flairnlp.github.io/flair
nltk/nltk ⭐ 13,530
NLTK Source
🔗 www.nltk.org
jina-ai/clip-as-service ⭐ 12,415
🏄 Scalable embedding, reasoning, ranking for images and sentences with CLIP
🔗 clip-as-service.jina.ai
vikparuchuri/surya ⭐ 12,406
OCR, layout analysis, reading order, table recognition in 90+ languages
🔗 www.datalab.to
openai/tiktoken ⭐ 12,163
tiktoken is a fast BPE tokeniser for use with OpenAI's models.
m-bain/whisperX ⭐ 11,954
WhisperX: Automatic Speech Recognition with Word-level Timestamps (& Diarization)
nvidia/NeMo ⭐ 11,874
A scalable generative AI framework built for researchers and developers working on Large Language Models, Multimodal, and Speech AI (Automatic Speech Recognition and Text-to-Speech)
🔗 docs.nvidia.com/nemo-framework/user-guide/latest/overview.html
allenai/allennlp ⭐ 11,751
An open-source NLP research library, built on PyTorch.
🔗 www.allennlp.org
facebookresearch/seamless_communication ⭐ 10,862
Foundational Models for State-of-the-Art Speech and Text Translation
facebookresearch/ParlAI ⭐ 10,484
A framework for training and evaluating AI models on a variety of openly available dialogue datasets.
🔗 parl.ai
google/sentencepiece ⭐ 10,191
Unsupervised text tokenizer for Neural Network-based text generation.
doccano/doccano ⭐ 9,501
Open source annotation tool for machine learning practitioners.
sloria/TextBlob ⭐ 9,130
Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more.
🔗 textblob.readthedocs.io
togethercomputer/OpenChatKit ⭐ 9,002
OpenChatKit provides a powerful, open-source base to create both specialized and general purpose chatbots
neuml/txtai ⭐ 8,977
💡 All-in-one open-source embeddings database for semantic search, LLM orchestration and language model workflows
🔗 neuml.github.io/txtai
facebookresearch/nougat ⭐ 8,879
Implementation of Nougat Neural Optical Understanding for Academic Documents
🔗 facebookresearch.github.io/nougat
speechbrain/speechbrain ⭐ 8,749
A PyTorch-based Speech Toolkit
🔗 speechbrain.github.io
clips/pattern ⭐ 8,732
Web mining module for Python, with tools for scraping, natural language processing, machine learning, network analysis and visualization.
🔗 github.com/clips/pattern/wiki
espnet/espnet ⭐ 8,405
End-to-End Speech Processing Toolkit
🔗 espnet.github.io/espnet
deeppavlov/DeepPavlov ⭐ 6,703
An open source library for deep learning end-to-end dialog systems and chatbots.
🔗 deeppavlov.ai
facebookresearch/metaseq ⭐ 6,504
A codebase for working with Open Pre-trained Transformers, originally forked from fairseq.
kingoflolz/mesh-transformer-jax ⭐ 6,285
Model parallel transformers in JAX and Haiku
maartengr/BERTopic ⭐ 6,079
Leveraging BERT and c-TF-IDF to create easily interpretable topics.
🔗 maartengr.github.io/bertopic
prefecthq/marvin ⭐ 5,232
✨ Build AI interfaces that spark joy
🔗 askmarvin.ai
aiwaves-cn/agents ⭐ 5,225
An Open-source Framework for Data-centric, Self-evolving Autonomous Language Agents
minimaxir/textgenrnn ⭐ 4,940
Easily train your own text-generating neural network of any size and complexity on any text dataset with a few lines of code.
salesforce/CodeGen ⭐ 4,913
CodeGen is a family of open-source model for program synthesis. Trained on TPU-v4. Competitive with OpenAI Codex.
layout-parser/layout-parser ⭐ 4,857
A Unified Toolkit for Deep Learning Based Document Image Analysis
🔗 layout-parser.github.io
facebookresearch/DrQA ⭐ 4,476
Reading Wikipedia to Answer Open-Domain Questions
makcedward/nlpaug ⭐ 4,431
Data augmentation for NLP
🔗 makcedward.github.io
thilinarajapakse/simpletransformers ⭐ 4,091
Transformers for Information Retrieval, Text Classification, NER, QA, Language Modelling, Language Generation, T5, Multi-Modal, and Conversational AI
🔗 simpletransformers.ai
argilla-io/argilla ⭐ 3,894
Argilla is a collaboration tool for AI engineers and domain experts to build high-quality datasets
🔗 docs.argilla.io
maartengr/KeyBERT ⭐ 3,503
Minimal keyword extraction with BERT
🔗 maartengr.github.io/keybert
life4/textdistance ⭐ 3,375
📐 Compute distance between sequences. 30+ algorithms, pure python implementation, common interface, optional external libs usage.
jsvine/markovify ⭐ 3,303
A simple, extensible Markov chain generator.
promptslab/Promptify ⭐ 3,225
Prompt Engineering | Prompt Versioning | Use GPT or other prompt based models to get structured output. Join our discord for Prompt-Engineering, LLMs and other latest research
🔗 discord.gg/m88xfymbk6
bytedance/lightseq ⭐ 3,193
LightSeq: A High Performance Library for Sequence Processing and Generation
errbotio/errbot ⭐ 3,128
Errbot is a chatbot, a daemon that connects to your favorite chat service and bring your tools and some fun into the conversation.
🔗 errbot.io
huawei-noah/Pretrained-Language-Model ⭐ 3,023
Pretrained language model and its related optimization techniques developed by Huawei Noah's Ark Lab.
neuralmagic/deepsparse ⭐ 2,999
Sparsity-aware deep learning inference runtime for CPUs
🔗 neuralmagic.com/deepsparse
ddangelov/Top2Vec ⭐ 2,928
Top2Vec learns jointly embedded topic, document and word vectors.
jbesomi/texthero ⭐ 2,883
Text preprocessing, representation and visualization from zero to hero.
🔗 texthero.org
huggingface/neuralcoref ⭐ 2,855
✨Fast Coreference Resolution in spaCy with Neural Networks
🔗 huggingface.co/coref
salesforce/CodeT5 ⭐ 2,767
Home of CodeT5: Open Code LLMs for Code Understanding and Generation
🔗 arxiv.org/abs/2305.07922
bigscience-workshop/promptsource ⭐ 2,672
Toolkit for creating, sharing and using natural language prompts.
huggingface/setfit ⭐ 2,196
SetFit is an efficient and prompt-free framework for few-shot fine-tuning of Sentence Transformers.
🔗 hf.co/docs/setfit
jamesturk/jellyfish ⭐ 2,051
🪼 a python library for doing approximate and phonetic matching of strings.
🔗 jamesturk.github.io/jellyfish
alibaba/EasyNLP ⭐ 2,047
EasyNLP: A Comprehensive and Easy-to-use NLP Toolkit
thudm/P-tuning-v2 ⭐ 1,974
An optimized deep prompt tuning strategy comparable to fine-tuning across scales and tasks
featureform/featureform ⭐ 1,809
The Virtual Feature Store. Turn your existing data infrastructure into a feature store.
🔗 www.featureform.com
marella/ctransformers ⭐ 1,805
Python bindings for the Transformer models implemented in C/C++ using GGML library.
deepset-ai/FARM ⭐ 1,736
🏡 Fast & easy transfer learning for NLP. Harvesting language models for the industry. Focus on Question Answering.
🔗 farm.deepset.ai
franck-dernoncourt/NeuroNER ⭐ 1,694
Named-entity recognition using neural networks. Easy-to-use and state-of-the-art results.
🔗 neuroner.com
plasticityai/magnitude ⭐ 1,626
A fast, efficient universal vector embedding utility package.
explosion/spacy-models ⭐ 1,622
💫 Models for the spaCy Natural Language Processing (NLP) library
🔗 spacy.io
google-research/language ⭐ 1,616
Shared repository for open-sourced projects from the Google AI Language team.
🔗 ai.google/research/teams/language
arxiv-vanity/arxiv-vanity ⭐ 1,608
Renders papers from arXiv as responsive web pages so you don't have to squint at a PDF.
🔗 www.arxiv-vanity.com
chrismattmann/tika-python ⭐ 1,501
Tika-Python is a Python binding to the Apache Tika™ REST services allowing Tika to be called natively in the Python community.
dmmiller612/bert-extractive-summarizer ⭐ 1,393
Easy to use extractive text summarization with BERT
gunthercox/chatterbot-corpus ⭐ 1,371
A multilingual dialog corpus
🔗 chatterbot-corpus.readthedocs.io
urchade/GLiNER ⭐ 1,342
Generalist and Lightweight Model for Named Entity Recognition (Extract any entity types from texts) @ NAACL 2024
🔗 arxiv.org/abs/2311.08526
nomic-ai/nomic ⭐ 1,314
Interact, analyze and structure massive text, image, embedding, audio and video datasets
🔗 atlas.nomic.ai
intellabs/fastRAG ⭐ 1,305
Efficient Retrieval Augmentation and Generation Framework
jonasgeiping/cramming ⭐ 1,289
Cramming the training of a (BERT-type) language model into limited compute.
pemistahl/lingua-py ⭐ 1,129
The most accurate natural language detection library for Python, suitable for short text and mixed-language text
abertsch72/unlimiformer ⭐ 1,052
Public repo for the NeurIPS 2023 paper "Unlimiformer: Long-Range Transformers with Unlimited Length Input"
openai/grade-school-math ⭐ 1,034
GSM8K, a dataset of 8.5K high quality linguistically diverse grade school math word problems
norskregnesentral/skweak ⭐ 918
skweak: A software toolkit for weak supervision applied to NLP tasks
explosion/spacy-streamlit ⭐ 799
👑 spaCy building blocks and visualizers for Streamlit apps
🔗 share.streamlit.io/ines/spacy-streamlit-demo/master/app.py
keras-team/keras-hub ⭐ 770
Pretrained model hub for Keras 3
paddlepaddle/RocketQA ⭐ 765
🚀 RocketQA, dense retrieval for information retrieval and question answering, including both Chinese and English state-of-the-art models.

Packaging

Python packaging, dependency management and bundling.

pyenv/pyenv ⭐ 39,057
pyenv lets you easily switch between multiple versions of Python.
python-poetry/poetry ⭐ 31,485
Python packaging and dependency management made easy
🔗 python-poetry.org
pypa/pipenv ⭐ 24,846
A virtualenv management tool that supports a multitude of systems and nicely bridges the gaps between pip, python and virtualenv.
🔗 pipenv.pypa.io
astral-sh/uv ⭐ 23,333
An extremely fast Python package installer and resolver, written in Rust. Designed as a drop-in replacement for pip and pip-compile.
🔗 docs.astral.sh/uv
mitsuhiko/rye ⭐ 13,759
a Hassle-Free Python Experience
🔗 rye.astral.sh
pyinstaller/pyinstaller ⭐ 11,822
Freeze (package) Python programs into stand-alone executables
🔗 www.pyinstaller.org
pypa/pipx ⭐ 10,356
Install and Run Python Applications in Isolated Environments
🔗 pipx.pypa.io
pdm-project/pdm ⭐ 7,885
A modern Python package and dependency manager supporting the latest PEP standards
🔗 pdm-project.org
jazzband/pip-tools ⭐ 7,730
A set of tools to keep your pinned Python dependencies fresh (pip-compile + pip-sync)
🔗 pip-tools.rtfd.io
mamba-org/mamba ⭐ 6,852
The Fast Cross-Platform Package Manager: mamba is a reimplementation of the conda package manager in C++
🔗 mamba.readthedocs.io
conda/conda ⭐ 6,403
A system-level, binary package and environment manager running on all major operating systems and platforms.
🔗 docs.conda.io/projects/conda
conda-forge/miniforge ⭐ 6,333
A conda-forge distribution.
🔗 conda-forge.org/miniforge
pypa/hatch ⭐ 5,996
Modern, extensible Python project management
🔗 hatch.pypa.io/latest
indygreg/PyOxidizer ⭐ 5,457
A modern Python application packaging and distribution tool
pypa/virtualenv ⭐ 4,815
A tool to create isolated Python environments. Since Python 3.3, a subset of it has been integrated into the standard lib venv module.
🔗 virtualenv.pypa.io
spack/spack ⭐ 4,260
A flexible package manager that supports multiple versions, configurations, platforms, and compilers.
🔗 spack.io
prefix-dev/pixi ⭐ 3,148
pixi is a cross-platform, multi-language package manager and workflow tool built on the foundation of the conda ecosystem.
🔗 pixi.sh
beeware/briefcase ⭐ 2,625
Tools to support converting a Python project into a standalone native application.
🔗 briefcase.readthedocs.io
pantsbuild/pex ⭐ 2,537
A tool for generating .pex (Python EXecutable) files, lock files and venvs.
🔗 docs.pex-tool.org
pypa/flit ⭐ 2,158
Simplified packaging of Python modules
🔗 flit.pypa.io
linkedin/shiv ⭐ 1,735
shiv is a command line utility for building fully self contained Python zipapps as outlined in PEP 441, but with all their dependencies included.
marcelotduarte/cx_Freeze ⭐ 1,349
cx_Freeze creates standalone executables from Python scripts, with the same performance, is cross-platform and should work on any platform that Python itself works on.
🔗 marcelotduarte.github.io/cx_freeze
ofek/pyapp ⭐ 1,194
Runtime installer for Python applications
🔗 ofek.dev/pyapp
pypa/gh-action-pypi-publish ⭐ 917
The blessed GitHub Action, for publishing your 📦 distribution files to PyPI: https://github.com/marketplace/actions/pypi-publish
🔗 packaging.python.org/guides/publishing-package-distribution-releases-using-github-actions-ci-cd-workflows
py2exe/py2exe ⭐ 852
Create standalone Windows programs from Python code
🔗 www.py2exe.org
prefix-dev/rip ⭐ 648
RIP is a library that allows the resolving and installing of Python PyPI packages from Rust into a virtual environment. It's based on our experience with building Rattler and aims to provide the same experience but for PyPI instead of Conda.
🔗 prefix.dev
snok/install-poetry ⭐ 581
Github action for installing and configuring Poetry
python-poetry/install.python-poetry.org ⭐ 205
The official Poetry installation script
🔗 install.python-poetry.org

Pandas

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

pandas-dev/pandas ⭐ 43,557
Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more
🔗 pandas.pydata.org
pola-rs/polars ⭐ 29,838
Dataframes powered by a multithreaded, vectorized query engine, written in Rust
🔗 docs.pola.rs
duckdb/duckdb ⭐ 23,556
DuckDB is an analytical in-process SQL database management system
🔗 www.duckdb.org
gventuri/pandas-ai ⭐ 13,000
Chat with your database (SQL, CSV, pandas, polars, mongodb, noSQL, etc). PandasAI makes data analysis conversational using LLMs (GPT 3.5 / 4, Anthropic, VertexAI) and RAG.
🔗 pandas-ai.com
kanaries/pygwalker ⭐ 12,995
PyGWalker: Turn your pandas dataframe into an interactive UI for visual analysis
🔗 kanaries.net/pygwalker
ydataai/ydata-profiling ⭐ 12,470
1 Line of code data quality profiling & exploratory data analysis for Pandas and Spark DataFrames.
🔗 docs.profiling.ydata.ai
rapidsai/cudf ⭐ 8,360
cuDF is a GPU DataFrame library for loading joining, aggregating, filtering, and otherwise manipulating data
🔗 docs.rapids.ai/api/cudf/stable
aws/aws-sdk-pandas ⭐ 3,910
pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime, CloudWatchLogs, DynamoDB, EMR, SecretManager, PostgreSQL, MySQL, SQLServer and S3 (Parquet, CSV, JSON and EXCEL).
🔗 aws-sdk-pandas.readthedocs.io
nalepae/pandarallel ⭐ 3,670
A simple and efficient tool to parallelize Pandas operations on all available CPUs
🔗 nalepae.github.io/pandarallel
unionai-oss/pandera ⭐ 3,333
A light-weight, flexible, and expressive statistical data testing library
🔗 www.union.ai/pandera
adamerose/PandasGUI ⭐ 3,188
A GUI for Pandas DataFrames
blaze/blaze ⭐ 3,186
NumPy and Pandas interface to Big Data
🔗 blaze.pydata.org
pydata/pandas-datareader ⭐ 2,926
Extract data from a wide range of Internet sources into a pandas DataFrame.
🔗 pydata.github.io/pandas-datareader/stable/index.html
scikit-learn-contrib/sklearn-pandas ⭐ 2,809
Pandas integration with sklearn
jmcarpenter2/swifter ⭐ 2,527
A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner
delta-io/delta-rs ⭐ 2,255
A native Rust library for Delta Lake, with bindings into Python
🔗 delta-io.github.io/delta-rs
eventual-inc/Daft ⭐ 2,226
Distributed data engine for Python/SQL designed for the cloud, powered by Rust
🔗 getdaft.io
fugue-project/fugue ⭐ 1,994
A unified interface for distributed computing. Fugue executes SQL, Python, Pandas, and Polars code on Spark, Dask and Ray without any rewrites.
🔗 fugue-tutorials.readthedocs.io
pyjanitor-devs/pyjanitor ⭐ 1,352
Clean APIs for data cleaning. Python implementation of R package Janitor
🔗 pyjanitor-devs.github.io/pyjanitor
machow/siuba ⭐ 1,153
Python library for using dplyr like syntax with pandas and SQL
🔗 siuba.org
holoviz/hvplot ⭐ 1,120
A high-level plotting API for pandas, dask, xarray, and networkx built on HoloViews
🔗 hvplot.holoviz.org
renumics/spotlight ⭐ 1,113
Interactively explore unstructured datasets from your dataframe.
🔗 renumics.com
tkrabel/bamboolib ⭐ 938
bamboolib - a GUI for pandas DataFrames
🔗 bamboolib.com
mwouts/itables ⭐ 776
This packages changes how Pandas and Polars DataFrames are rendered in Jupyter Notebooks. With itables you can display your tables as interactive DataTables that you can sort, paginate, scroll or filter.
🔗 mwouts.github.io/itables

Performance

Performance, parallelisation and low level libraries.

celery/celery ⭐ 24,711
Distributed Task Queue (development branch)
🔗 docs.celeryq.dev
google/flatbuffers ⭐ 23,242
FlatBuffers: Memory Efficient Serialization Library
🔗 flatbuffers.dev
pybind/pybind11 ⭐ 15,640
Seamless operability between C++11 and Python
🔗 pybind11.readthedocs.io
exaloop/codon ⭐ 15,073
A high-performance, zero-overhead, extensible Python compiler using LLVM
🔗 docs.exaloop.io/codon
dask/dask ⭐ 12,500
Parallel computing with task scheduling
🔗 dask.org
numba/numba ⭐ 9,891
NumPy aware dynamic Python compiler using LLVM
🔗 numba.pydata.org
modin-project/modin ⭐ 9,849
Modin: Scale your Pandas workflows by changing a single line of code
🔗 modin.readthedocs.io
nebuly-ai/optimate ⭐ 8,380
A collection of libraries to optimise AI model performances
🔗 www.nebuly.com
vaexio/vaex ⭐ 8,281
Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a billion rows per second 🚀
🔗 vaex.io
mher/flower ⭐ 6,437
Real-time monitor and web admin for Celery distributed task queue
🔗 flower.readthedocs.io
python-trio/trio ⭐ 6,152
Trio – a friendly Python library for async concurrency and I/O
🔗 trio.readthedocs.io
ultrajson/ultrajson ⭐ 4,321
Ultra fast JSON decoder and encoder written in C with Python bindings
🔗 pypi.org/project/ujson
facebookincubator/cinder ⭐ 3,502
Cinder is Meta's internal performance-oriented production version of CPython.
🔗 trycinder.com
tlkh/asitop ⭐ 3,387
Perf monitoring CLI tool for Apple Silicon
🔗 tlkh.github.io/asitop
airtai/faststream ⭐ 2,607
FastStream is a powerful and easy-to-use Python framework for building asynchronous services interacting with event streams such as Apache Kafka, RabbitMQ, NATS and Redis.
🔗 faststream.airt.ai/latest
ipython/ipyparallel ⭐ 2,588
IPython Parallel: Interactive Parallel Computing in Python
🔗 ipyparallel.readthedocs.io
intel/intel-extension-for-transformers ⭐ 2,130
⚡ Build your chatbot within minutes on your favorite device; offer SOTA compression techniques for LLMs; run LLMs efficiently on Intel Platforms⚡
h5py/h5py ⭐ 2,079
HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.
🔗 www.h5py.org
agronholm/anyio ⭐ 1,791
High level asynchronous concurrency and networking framework that works on top of either trio or asyncio
faster-cpython/ideas ⭐ 1,688
Discussion and work tracker for Faster CPython project.
tiangolo/asyncer ⭐ 1,655
Asyncer, async and await, focused on developer experience.
🔗 asyncer.tiangolo.com
intel/intel-extension-for-pytorch ⭐ 1,589
A Python package for extending the official PyTorch that can easily obtain performance on Intel platform
dask/distributed ⭐ 1,574
A distributed task scheduler for Dask
🔗 distributed.dask.org
nschloe/perfplot ⭐ 1,341
📈 Performance analysis for Python snippets
intel/scikit-learn-intelex ⭐ 1,214
Intel(R) Extension for Scikit-learn is a seamless way to speed up your Scikit-learn application
🔗 intel.github.io/scikit-learn-intelex
markshannon/faster-cpython ⭐ 939
How to make CPython faster.
zerointensity/pointers.py ⭐ 917
Bringing the hell of pointers to Python.
🔗 pointers.zintensity.dev
brandtbucher/specialist ⭐ 632
Visualize CPython's specializing, adaptive interpreter. 🔥

Profiling

Memory and CPU/GPU profiling tools and libraries.

bloomberg/memray ⭐ 13,240
Memray is a memory profiler for Python
🔗 bloomberg.github.io/memray
benfred/py-spy ⭐ 12,618
Sampling profiler for Python programs
plasma-umass/scalene ⭐ 11,679
Scalene: a high-performance, high-precision CPU, GPU, and memory profiler for Python with AI-powered optimization proposals
joerick/pyinstrument ⭐ 6,576
🚴 Call stack profiler for Python. Shows you why your code is slow!
🔗 pyinstrument.readthedocs.io
gaogaotiantian/viztracer ⭐ 5,019
VizTracer is a low-overhead logging/debugging/profiling tool that can trace and visualize your python code execution.
🔗 viztracer.readthedocs.io
pythonprofilers/memory_profiler ⭐ 4,359
Monitor Memory usage of Python code
🔗 pypi.python.org/pypi/memory_profiler
reloadware/reloadium ⭐ 2,805
Hot Reloading and Profiling for Python
🔗 reloadium.io
pyutils/line_profiler ⭐ 2,710
Line-by-line profiling for Python
jiffyclub/snakeviz ⭐ 2,338
An in-browser Python profile viewer
🔗 jiffyclub.github.io/snakeviz
p403n1x87/austin ⭐ 1,850
Python frame stack sampler for CPython
🔗 pypi.org/project/austin-dist
pythonspeed/filprofiler ⭐ 836
A Python memory profiler for data processing and scientific computing applications
🔗 pythonspeed.com/products/filmemoryprofiler

Security

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

swisskyrepo/PayloadsAllTheThings ⭐ 60,809
A list of useful payloads and bypass for Web Application Security and Pentest/CTF
🔗 swisskyrepo.github.io/payloadsallthethings
sqlmapproject/sqlmap ⭐ 32,300
Automatic SQL injection and database takeover tool
🔗 sqlmap.org
certbot/certbot ⭐ 31,456
Certbot is EFF's tool to obtain certs from Let's Encrypt and (optionally) auto-enable HTTPS on your server. It can also act as a client for any other CA that uses the ACME protocol.
aquasecurity/trivy ⭐ 23,289
Find vulnerabilities, misconfigurations, secrets, SBOM in containers, Kubernetes, code repositories, clouds and more
🔗 aquasecurity.github.io/trivy
bridgecrewio/checkov ⭐ 7,068
Checkov is a static code analysis tool for infrastructure as code (IaC) and also a software composition analysis (SCA) tool for images and open source packages.
🔗 www.checkov.io
nccgroup/ScoutSuite ⭐ 6,674
Multi-Cloud Security Auditing Tool
stamparm/maltrail ⭐ 6,473
Malicious traffic detection system
pycqa/bandit ⭐ 6,411
Bandit is a tool designed to find common security issues in Python code.
🔗 bandit.readthedocs.io
rhinosecuritylabs/pacu ⭐ 4,353
The AWS exploitation framework, designed for testing the security of Amazon Web Services environments.
🔗 rhinosecuritylabs.com/aws/pacu-open-source-aws-exploitation-framework
dashingsoft/pyarmor ⭐ 3,350
A tool used to obfuscate python scripts, bind obfuscated scripts to fixed machine or expire obfuscated scripts.
🔗 pyarmor.dashingsoft.com
luijait/DarkGPT ⭐ 2,066
DarkGPT is an OSINT assistant based on GPT-4-200K (recommended use) designed to perform queries on leaked databases, thus providing an artificial intelligence assistant that can be useful in your traditional OSINT processes.
pyupio/safety ⭐ 1,712
Safety checks Python dependencies for known security vulnerabilities and suggests the proper remediations for vulnerabilities detected.
🔗 safetycli.com/product/safety-cli
trailofbits/pip-audit ⭐ 971
Audits Python environments, requirements files and dependency trees for known security vulnerabilities, and can automatically fix them
🔗 pypi.org/project/pip-audit
fadi002/de4py ⭐ 850
toolkit for python reverse engineering
🔗 de4py.000.pe

Simulation

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

atsushisakai/PythonRobotics ⭐ 23,133
Python sample codes for robotics algorithms.
🔗 atsushisakai.github.io/pythonrobotics
bulletphysics/bullet3 ⭐ 12,550
Bullet Physics SDK: real-time collision detection and multi-physics simulation for VR, games, visual effects, robotics, machine learning etc.
🔗 bulletphysics.org
isl-org/Open3D ⭐ 11,353
Open3D: A Modern Library for 3D Data Processing
🔗 www.open3d.org
qiskit/qiskit ⭐ 5,184
Qiskit is an open-source SDK for working with quantum computers at the level of extended quantum circuits, operators, and primitives.
🔗 www.ibm.com/quantum/qiskit
astropy/astropy ⭐ 4,411
Astronomy and astrophysics core library
🔗 www.astropy.org
quantumlib/Cirq ⭐ 4,262
A Python framework for creating, editing, and invoking Noisy Intermediate Scale Quantum (NISQ) circuits.
nvidia/warp ⭐ 4,190
A Python framework for high performance GPU simulation and graphics
🔗 nvidia.github.io/warp
chakazul/Lenia ⭐ 3,542
Lenia is a 2D cellular automata with continuous space, time and states. It produces a huge variety of interesting methematical life forms
🔗 chakazul.github.io/lenia/javascript/lenia.html
openai/mujoco-py ⭐ 2,859
MuJoCo is a physics engine for detailed, efficient rigid body simulations with contacts. mujoco-py allows using MuJoCo from Python 3.
rdkit/rdkit ⭐ 2,629
The official sources for the RDKit library
taichi-dev/difftaichi ⭐ 2,468
10 differentiable physical simulators built with Taichi differentiable programming (DiffTaichi, ICLR 2020)
projectmesa/mesa ⭐ 2,419
Mesa is an open-source Python library for agent-based modeling, ideal for simulating complex systems and exploring emergent behaviors.
🔗 mesa.readthedocs.io
google/brax ⭐ 2,294
Massively parallel rigidbody physics simulation on accelerator hardware.
nvidia-omniverse/IsaacLab ⭐ 2,050
Unified framework for robot learning built on NVIDIA Isaac Sim
🔗 isaac-sim.github.io/isaaclab
nvidia-omniverse/IsaacGymEnvs ⭐ 1,973
Example RL environments for the NVIDIA Isaac Gym high performance environments
quantecon/QuantEcon.py ⭐ 1,970
A community based Python library for quantitative economics
🔗 quantecon.org/quantecon-py
facebookresearch/habitat-lab ⭐ 1,944
A modular high-level library to train embodied AI agents across a variety of tasks and environments.
🔗 aihabitat.org
microsoft/PromptCraft-Robotics ⭐ 1,863
Community for applying LLMs to robotics and a robot simulator with ChatGPT integration
🔗 aka.ms/chatgpt-robotics
deepmodeling/deepmd-kit ⭐ 1,470
A deep learning package for many-body potential energy representation and molecular dynamics
🔗 docs.deepmodeling.com/projects/deepmd
eloialonso/diamond ⭐ 1,440
DIAMOND (DIffusion As a Model Of eNvironment Dreams) is a reinforcement learning agent trained in a diffusion world model
🔗 diamond-wm.github.io
sail-sg/envpool ⭐ 1,086
C++-based high-performance parallel environment execution engine (vectorized env) for general RL environments.
🔗 envpool.readthedocs.io
a-r-j/graphein ⭐ 1,029
Protein Graph Library
🔗 graphein.ai
bowang-lab/scGPT ⭐ 1,010
scGPT: Towards Building a Foundation Model for Single-Cell Multi-omics Using Generative AI
🔗 scgpt.readthedocs.io/en/latest
hardmaru/estool ⭐ 933
Evolution Strategies Tool
viblo/pymunk ⭐ 925
Pymunk is a easy-to-use pythonic 2d physics library that can be used whenever you need 2d rigid body physics from Python
🔗 www.pymunk.org
google-deepmind/materials_discovery ⭐ 882
Graph Networks for Materials Science (GNoME) is a project centered around scaling machine learning methods to tackle materials science.
facebookresearch/fairo ⭐ 847
A modular embodied agent architecture and platform for building embodied agents
nvidia-omniverse/OmniIsaacGymEnvs ⭐ 843
Reinforcement Learning Environments for Omniverse Isaac Gym
google/evojax ⭐ 834
EvoJAX is a scalable, general purpose, hardware-accelerated neuroevolution toolkit built on the JAX library
eureka-research/DrEureka ⭐ 787
Official Repository for "DrEureka: Language Model Guided Sim-To-Real Transfer" (RSS 2024)
🔗 eureka-research.github.io/dr-eureka
google-deepmind/concordia ⭐ 634
Concordia is a library to facilitate construction and use of generative agent-based models to simulate interactions of agents in grounded physical, social, or digital space.
ur-whitelab/chemcrow-public ⭐ 605
Chemcrow
ur-whitelab/chemcrow-runs ⭐ 65
ur-whitelab/chemcrow-runs

Study

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

thealgorithms/Python ⭐ 192,531
All Algorithms implemented in Python
🔗 thealgorithms.github.io/python
microsoft/generative-ai-for-beginners ⭐ 64,338
21 Lessons, Get Started Building with Generative AI 🔗 https://microsoft.github.io/generative-ai-for-beginners/
🔗 microsoft.github.io/generative-ai-for-beginners
jakevdp/PythonDataScienceHandbook ⭐ 43,014
Python Data Science Handbook: full text in Jupyter Notebooks
🔗 jakevdp.github.io/pythondatasciencehandbook
mlabonne/llm-course ⭐ 38,190
Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.
🔗 mlabonne.github.io/blog
rasbt/LLMs-from-scratch ⭐ 29,691
Implementing a ChatGPT-like LLM in PyTorch from scratch, step by step
🔗 mng.bz/oryv
realpython/python-guide ⭐ 28,283
Python best practices guidebook, written for humans.
🔗 docs.python-guide.org
christoschristofidis/awesome-deep-learning ⭐ 24,017
A curated list of awesome Deep Learning tutorials, projects and communities.
d2l-ai/d2l-en ⭐ 23,546
Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.
🔗 d2l.ai
wesm/pydata-book ⭐ 22,129
Materials and IPython notebooks for "Python for Data Analysis" by Wes McKinney, published by O'Reilly Media
microsoft/recommenders ⭐ 18,996
Best Practices on Recommendation Systems
🔗 recommenders-team.github.io/recommenders/intro.html
fchollet/deep-learning-with-python-notebooks ⭐ 18,653
Jupyter notebooks for the code samples of the book "Deep Learning with Python"
hannibal046/Awesome-LLM ⭐ 18,324
Awesome-LLM: a curated list of Large Language Model
graykode/nlp-tutorial ⭐ 14,133
Natural Language Processing Tutorial for Deep Learning Researchers
🔗 www.reddit.com/r/machinelearning/comments/amfinl/project_nlptutoral_repository_who_is_studying
naklecha/llama3-from-scratch ⭐ 13,575
llama3 implementation one matrix multiplication at a time
shangtongzhang/reinforcement-learning-an-introduction ⭐ 13,544
Python Implementation of Reinforcement Learning: An Introduction
karpathy/nn-zero-to-hero ⭐ 11,749
Neural Networks: Zero to Hero
eugeneyan/open-llms ⭐ 11,055
📋 A list of open LLMs available for commercial use.
mrdbourke/pytorch-deep-learning ⭐ 10,710
Materials for the Learn PyTorch for Deep Learning: Zero to Mastery course.
🔗 learnpytorch.io
rucaibox/LLMSurvey ⭐ 10,235
The official GitHub page for the survey paper "A Survey of Large Language Models".
🔗 arxiv.org/abs/2303.18223
karpathy/micrograd ⭐ 10,232
A tiny scalar-valued autograd engine and a neural net library on top of it with PyTorch-like API
openai/spinningup ⭐ 10,081
An educational resource to help anyone learn deep reinforcement learning.
🔗 spinningup.openai.com
srush/GPU-Puzzles ⭐ 9,668
Teaching beginner GPU programming in a completely interactive fashion
mooler0410/LLMsPracticalGuide ⭐ 9,389
A curated list of practical guide resources of LLMs (LLMs Tree, Examples, Papers)
🔗 arxiv.org/abs/2304.13712v2
nielsrogge/Transformers-Tutorials ⭐ 9,259
This repository contains demos I made with the Transformers library by HuggingFace.
zhanymkanov/fastapi-best-practices ⭐ 8,966
FastAPI Best Practices and Conventions we used at our startup
firmai/industry-machine-learning ⭐ 7,238
A curated list of applied machine learning and data science notebooks and libraries across different industries (by @firmai)
🔗 www.sov.ai
gkamradt/langchain-tutorials ⭐ 6,699
Overview and tutorial of the LangChain Library
udlbook/udlbook ⭐ 6,208
Understanding Deep Learning - Simon J.D. Prince
neetcode-gh/leetcode ⭐ 5,578
Leetcode solutions for NeetCode.io
roboflow/notebooks ⭐ 5,432
Examples and tutorials on using SOTA computer vision models and techniques. Learn everything from old-school ResNet, through YOLO and object-detection transformers like DETR, to the latest models like Grounding DINO and SAM.
🔗 roboflow.com/models
udacity/deep-learning-v2-pytorch ⭐ 5,288
Projects and exercises for the latest Deep Learning ND program https://www.udacity.com/course/deep-learning-nanodegree--nd101
mrdbourke/tensorflow-deep-learning ⭐ 5,204
All course materials for the Zero to Mastery Deep Learning with TensorFlow course.
🔗 dbourke.link/ztmtfcourse
alirezadir/Machine-Learning-Interviews ⭐ 4,646
This repo is meant to serve as a guide for Machine Learning/AI technical interviews.
timofurrer/awesome-asyncio ⭐ 4,590
A curated list of awesome Python asyncio frameworks, libraries, software and resources
zotroneneis/machine_learning_basics ⭐ 4,308
Plain python implementations of basic machine learning algorithms
huggingface/deep-rl-class ⭐ 3,864
This repo contains the syllabus of the Hugging Face Deep Reinforcement Learning Course.
promptslab/Awesome-Prompt-Engineering ⭐ 3,803
This repository contains a hand-curated resources for Prompt Engineering with a focus on Generative Pre-trained Transformer (GPT), ChatGPT, PaLM etc
🔗 discord.gg/m88xfymbk6
huggingface/diffusion-models-class ⭐ 3,594
Materials for the Hugging Face Diffusion Models Course
rasbt/machine-learning-book ⭐ 3,471
Code Repository for Machine Learning with PyTorch and Scikit-Learn
🔗 sebastianraschka.com/books/#machine-learning-with-pytorch-and-scikit-learn
cosmicpython/book ⭐ 3,381
A Book about Pythonic Application Architecture Patterns for Managing Complexity. Cosmos is the Opposite of Chaos you see. O'R. wouldn't actually let us call it "Cosmic Python" tho.
🔗 www.cosmicpython.com
fluentpython/example-code-2e ⭐ 3,236
Example code for Fluent Python, 2nd edition (O'Reilly 2022)
🔗 amzn.to/3j48u2j
amanchadha/coursera-deep-learning-specialization ⭐ 3,107
Notes, programming assignments and quizzes from all courses within the Coursera Deep Learning specialization offered by deeplearning.ai: (i) Neural Networks and Deep Learning; (ii) Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization; (iii) Structuring Machine Learning Projects; (iv...
mrdbourke/zero-to-mastery-ml ⭐ 2,918
All course materials for the Zero to Mastery Machine Learning and Data Science course.
🔗 dbourke.link/ztmmlcourse
krzjoa/awesome-python-data-science ⭐ 2,563
Probably the best curated list of data science software in Python.
🔗 krzjoa.github.io/awesome-python-data-science
gerdm/prml ⭐ 2,125
Repository of notes, code and notebooks in Python for the book Pattern Recognition and Machine Learning by Christopher Bishop
cgpotts/cs224u ⭐ 2,108
Code for CS224u: Natural Language Understanding
cerlymarco/MEDIUM_NoteBook ⭐ 2,079
Repository containing notebooks of my posts on Medium
trananhkma/fucking-awesome-python ⭐ 1,987
awesome-python with ⭐ and 🍴
huggingface/cookbook ⭐ 1,640
Community-driven practical examples of building AI applications and solving various tasks with AI using open-source tools and models.
🔗 huggingface.co/learn/cookbook
atcold/NYU-DLSP21 ⭐ 1,570
NYU Deep Learning Spring 2021
🔗 atcold.github.io/nyu-dlsp21
chandlerbang/awesome-self-supervised-gnn ⭐ 1,570
Papers about pretraining and self-supervised learning on Graph Neural Networks (GNN).
patrickloeber/MLfromscratch ⭐ 1,295
Machine Learning algorithm implementations from scratch.
davidadsp/Generative_Deep_Learning_2nd_Edition ⭐ 1,088
The official code repository for the second edition of the O'Reilly book Generative Deep Learning: Teaching Machines to Paint, Write, Compose and Play.
🔗 www.oreilly.com/library/view/generative-deep-learning/9781098134174
jackhidary/quantumcomputingbook ⭐ 797
Companion site for the textbook Quantum Computing: An Applied Approach
rasbt/LLM-workshop-2024 ⭐ 685
A 4-hour coding workshop to understand how LLMs are implemented and used
bayesianmodelingandcomputationinpython/BookCode_Edition1 ⭐ 500
Bayesian Modeling and Computation in Python: open-access version of the text and the code examples in the book
🔗 www.bayesiancomputationbook.com
dylanhogg/awesome-python ⭐ 313
🐍 Hand-picked awesome Python libraries and frameworks, organised by category
🔗 www.awesomepython.org

Template

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

tiangolo/full-stack-fastapi-template ⭐ 26,917
Full stack, modern web application template. Using FastAPI, React, SQLModel, PostgreSQL, Docker, GitHub Actions, automatic HTTPS and more.
cookiecutter/cookiecutter ⭐ 22,489
A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python package projects, C projects.
🔗 pypi.org/project/cookiecutter
drivendata/cookiecutter-data-science ⭐ 8,266
A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.
🔗 cookiecutter-data-science.drivendata.org
buuntu/fastapi-react ⭐ 2,214
🚀 Cookiecutter Template for FastAPI + React Projects. Using PostgreSQL, SQLAlchemy, and Docker
pyscaffold/pyscaffold ⭐ 2,096
🛠 Python project template generator with batteries included
🔗 pyscaffold.org
cjolowicz/cookiecutter-hypermodern-python ⭐ 1,811
Cookiecutter template for a Python package based on the Hypermodern Python article series.
🔗 cookiecutter-hypermodern-python.readthedocs.io
tezromach/python-package-template ⭐ 1,087
🚀 Your next Python package needs a bleeding-edge project structure.
martinheinz/python-project-blueprint ⭐ 957
Blueprint/Boilerplate For Python Projects
fmind/mlops-python-package ⭐ 647
Kickstart your MLOps initiative with a flexible, robust, and productive Python package.
🔗 fmind.github.io/mlops-python-package

Terminal

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

willmcgugan/rich ⭐ 49,244
Rich is a Python library for rich text and beautiful formatting in the terminal.
🔗 rich.readthedocs.io/en/latest
tqdm/tqdm ⭐ 28,539
⚡ A Fast, Extensible Progress Bar for Python and CLI
🔗 tqdm.github.io
google/python-fire ⭐ 26,979
Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.
willmcgugan/textual ⭐ 25,368
The lean application framework for Python. Build sophisticated user interfaces with a simple Python API. Run your apps in the terminal and a web browser.
🔗 textual.textualize.io
pallets/click ⭐ 15,665
Python composable command line interface toolkit
🔗 click.palletsprojects.com
tiangolo/typer ⭐ 15,616
Typer, build great CLIs. Easy to code. Based on Python type hints.
🔗 typer.tiangolo.com
saulpw/visidata ⭐ 7,862
A terminal spreadsheet multitool for discovering and arranging data
🔗 visidata.org
tconbeer/harlequin ⭐ 3,679
The SQL IDE for Your Terminal.
🔗 harlequin.sh
manrajgrover/halo ⭐ 2,891
💫 Beautiful spinners for terminal, IPython and Jupyter
urwid/urwid ⭐ 2,808
Console user interface library for Python (official repo)
🔗 urwid.org
textualize/trogon ⭐ 2,473
Easily turn your Click CLI into a powerful terminal application
darrenburns/elia ⭐ 1,805
A snappy, keyboard-centric terminal user interface for interacting with large language models. Chat with ChatGPT, Claude, Llama 3, Phi 3, Mistral, Gemma and more.
tmbo/questionary ⭐ 1,544
Python library to build pretty command line user prompts ✨Easy to use multi-select lists, confirmations, free text prompts ...
jazzband/prettytable ⭐ 1,372
Display tabular data in a visually appealing ASCII table format
🔗 pypi.org/project/prettytable
1j01/textual-paint ⭐ 943
🎨 MS Paint in your terminal.
🔗 pypi.org/project/textual-paint

Testing

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

mitmproxy/mitmproxy ⭐ 36,515
An interactive TLS-capable intercepting HTTP proxy for penetration testers and software developers.
🔗 mitmproxy.org
locustio/locust ⭐ 24,806
Write scalable load tests in plain Python 🚗💨
🔗 locust.cloud
pytest-dev/pytest ⭐ 12,010
The pytest framework makes it easy to write small tests, yet scales to support complex functional testing
🔗 pytest.org
microsoft/playwright-python ⭐ 11,701
Python version of the Playwright testing and automation library.
🔗 playwright.dev/python
robotframework/robotframework ⭐ 9,775
Generic automation framework for acceptance testing and RPA
🔗 robotframework.org
getmoto/moto ⭐ 7,623
A library that allows you to easily mock out tests based on AWS infrastructure.
🔗 docs.getmoto.org/en/latest
hypothesisworks/hypothesis ⭐ 7,554
Hypothesis is a powerful, flexible, and easy to use library for property-based testing.
🔗 hypothesis.works
newsapps/beeswithmachineguns ⭐ 6,440
A utility for arming (creating) many bees (micro EC2 instances) to attack (load test) targets (web applications).
🔗 apps.chicagotribune.com
seleniumbase/SeleniumBase ⭐ 5,248
📊 Python's all-in-one framework for web crawling, scraping, testing, and reporting. Supports pytest. UC Mode provides stealth. Includes many tools.
🔗 seleniumbase.io
codium-ai/cover-agent ⭐ 4,281
CodiumAI Cover-Agent: An AI-Powered Tool for Automated Test Generation and Code Coverage Enhancement! 💻🤖🧪🐞
🔗 www.codium.ai
spulec/freezegun ⭐ 4,169
Let your Python tests travel through time
getsentry/responses ⭐ 4,149
A utility for mocking out the Python Requests library.
tox-dev/tox ⭐ 3,665
Command line driven CI frontend and development task automation tool.
🔗 tox.wiki
confident-ai/deepeval ⭐ 3,296
The LLM Evaluation Framework
🔗 docs.confident-ai.com
behave/behave ⭐ 3,176
BDD, Python style.
🔗 behave.readthedocs.io/en/latest
nedbat/coveragepy ⭐ 2,999
The code coverage tool for Python
🔗 coverage.readthedocs.io
cobrateam/splinter ⭐ 2,718
splinter - python test framework for web applications
🔗 splinter.readthedocs.org/en/stable/index.html
kevin1024/vcrpy ⭐ 2,697
Automatically mock your HTTP interactions to simplify and speed up testing
pytest-dev/pytest-testinfra ⭐ 2,370
With Testinfra you can write unit tests in Python to test actual state of your servers configured by management tools like Salt, Ansible, Puppet, Chef and so on.
🔗 testinfra.readthedocs.io
pytest-dev/pytest-mock ⭐ 1,848
Thin-wrapper around the mock package for easier use with pytest
🔗 pytest-mock.readthedocs.io/en/latest
pytest-dev/pytest-cov ⭐ 1,753
Coverage plugin for pytest.
pytest-dev/pytest-xdist ⭐ 1,466
pytest plugin for distributed testing and loop-on-failures testing modes.
🔗 pytest-xdist.readthedocs.io
pytest-dev/pytest-asyncio ⭐ 1,411
Asyncio support for pytest
🔗 pytest-asyncio.readthedocs.io
taverntesting/tavern ⭐ 1,025
A command-line tool and Python library and Pytest plugin for automated testing of RESTful APIs, with a simple, concise and flexible YAML-based syntax
🔗 taverntesting.github.io

Machine Learning - Time Series

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

facebook/prophet ⭐ 18,378
Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.
🔗 facebook.github.io/prophet
blue-yonder/tsfresh ⭐ 8,402
Automatic extraction of relevant features from time series:
🔗 tsfresh.readthedocs.io
unit8co/darts ⭐ 7,995
A python library for user-friendly forecasting and anomaly detection on time series.
🔗 unit8co.github.io/darts
sktime/sktime ⭐ 7,852
A unified framework for machine learning with time series
🔗 www.sktime.net
facebookresearch/Kats ⭐ 4,914
Kats, a kit to analyze time series data, a lightweight, easy-to-use, generalizable, and extendable framework to perform time series analysis, from understanding the key statistics and characteristics, detecting change points and anomalies, to forecasting future trends.
awslabs/gluonts ⭐ 4,583
Probabilistic time series modeling in Python
🔗 ts.gluon.ai
nixtla/statsforecast ⭐ 3,918
Lightning ⚡️ fast forecasting with statistical and econometric models.
🔗 nixtlaverse.nixtla.io/statsforecast
google-research/timesfm ⭐ 3,693
TimesFM (Time Series Foundation Model) is a pretrained time-series foundation model developed by Google Research for time-series forecasting.
🔗 research.google/blog/a-decoder-only-foundation-model-for-time-series-forecasting
tdameritrade/stumpy ⭐ 3,651
STUMPY is a powerful and scalable Python library for modern time series analysis
🔗 stumpy.readthedocs.io/en/latest
salesforce/Merlion ⭐ 3,373
Merlion: A Machine Learning Framework for Time Series Intelligence
amazon-science/chronos-forecasting ⭐ 2,432
Chronos: Pretrained (Language) Models for Probabilistic Time Series Forecasting
🔗 arxiv.org/abs/2403.07815
rjt1990/pyflux ⭐ 2,108
Open source time series library for Python
aistream-peelout/flow-forecast ⭐ 2,031
Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).
🔗 flow-forecast.atlassian.net/wiki/spaces/ff/overview
uber/orbit ⭐ 1,867
A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.
🔗 orbit-ml.readthedocs.io/en/stable
alkaline-ml/pmdarima ⭐ 1,580
A statistical library designed to fill the void in Python's time series analysis capabilities, including the equivalent of R's auto.arima function.
🔗 www.alkaline-ml.com/pmdarima
bashtage/arch ⭐ 1,334
ARCH models in Python
time-series-foundation-models/lag-llama ⭐ 1,226
Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting
winedarksea/AutoTS ⭐ 1,105
Automated Time Series Forecasting
autoviml/Auto_TS ⭐ 728
Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost Models on Time Series data sets with a Single Line of Code. Created by Ram Seshadri. Collaborators welcome.
google/temporian ⭐ 670
Temporian is an open-source Python library for preprocessing ⚡ and feature engineering 🛠 temporal data 📈 for machine learning applications 🤖
🔗 temporian.readthedocs.io

Typing

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

python/mypy ⭐ 18,336
Optional static typing for Python
🔗 www.mypy-lang.org
microsoft/pyright ⭐ 13,267
Static Type Checker for Python
facebook/pyre-check ⭐ 6,841
Performant type-checking for python.
🔗 pyre-check.org
python-attrs/attrs ⭐ 5,268
Python Classes Without Boilerplate
🔗 www.attrs.org
instagram/MonkeyType ⭐ 4,760
A Python library that generates static type annotations by collecting runtime types
google/pytype ⭐ 4,754
A static type analyzer for Python code
🔗 google.github.io/pytype
python/typeshed ⭐ 4,347
Collection of library stubs for Python, with static types
mtshiba/pylyzer ⭐ 2,427
A fast, feature-rich static code analyzer & language server for Python
🔗 mtshiba.github.io/pylyzer
microsoft/pylance-release ⭐ 1,706
Fast, feature-rich language support for Python. Documentation and issues for Pylance.
agronholm/typeguard ⭐ 1,518
Run-time type checker for Python
patrick-kidger/torchtyping ⭐ 1,396
Type annotations and dynamic checking for a tensor's shape, dtype, names, etc.
robertcraigie/pyright-python ⭐ 174
Python command line wrapper for pyright, a static type checker
🔗 pypi.org/project/pyright

Utility

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

yt-dlp/yt-dlp ⭐ 85,193
A feature-rich command-line audio/video downloader
🔗 discord.gg/h5mncfw63r
home-assistant/core ⭐ 72,650
🏡 Open source home automation that puts local control and privacy first.
🔗 www.home-assistant.io
python/cpython ⭐ 63,076
The Python programming language
🔗 www.python.org
localstack/localstack ⭐ 55,940
💻 A fully functional local AWS cloud stack. Develop and test your cloud & Serverless apps offline
🔗 localstack.cloud
faif/python-patterns ⭐ 40,358
A collection of design patterns/idioms in Python
mingrammer/diagrams ⭐ 37,501
🎨 Diagram as Code for prototyping cloud system architectures
🔗 diagrams.mingrammer.com
ggerganov/whisper.cpp ⭐ 35,110
Port of OpenAI's Whisper model in C/C++
keon/algorithms ⭐ 23,998
Minimal examples of data structures and algorithms in Python
modularml/mojo ⭐ 23,085
The Mojo Programming Language
🔗 docs.modular.com/mojo/manual
norvig/pytudes ⭐ 22,768
Python programs, usually short, of considerable difficulty, to perfect particular skills.
openai/openai-python ⭐ 22,559
The official Python library for the OpenAI API
🔗 pypi.org/project/openai
pydantic/pydantic ⭐ 20,840
Data validation using Python type hints
🔗 docs.pydantic.dev
facebookresearch/audiocraft ⭐ 20,791
Audiocraft is a library for audio processing and generation with deep learning. It features the state-of-the-art EnCodec audio compressor / tokenizer, along with MusicGen, a simple and controllable music generation LM with textual and melodic conditioning.
squidfunk/mkdocs-material ⭐ 20,649
Documentation that simply works
🔗 squidfunk.github.io/mkdocs-material
chriskiehl/Gooey ⭐ 20,621
Turn (almost) any Python command line program into a full GUI application with one line
paul-gauthier/aider ⭐ 20,611
Aider is a command line tool that lets you pair program with LLMs, to edit code stored in your local git repository
🔗 aider.chat
delgan/loguru ⭐ 19,753
Python logging made (stupidly) simple
micropython/micropython ⭐ 19,271
MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems
🔗 micropython.org
mkdocs/mkdocs ⭐ 19,264
Project documentation with Markdown.
🔗 www.mkdocs.org
rustpython/RustPython ⭐ 19,071
A Python Interpreter written in Rust
🔗 rustpython.github.io
blakeblackshear/frigate ⭐ 18,748
NVR with realtime local object detection for IP cameras
🔗 frigate.video
kivy/kivy ⭐ 17,629
Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS
🔗 kivy.org
higherorderco/Bend ⭐ 17,320
A massively parallel, high-level programming language
🔗 higherorderco.com
ipython/ipython ⭐ 16,286
Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.
🔗 ipython.readthedocs.org
alievk/avatarify-python ⭐ 16,261
Avatars for Zoom, Skype and other video-conferencing apps.
openai/triton ⭐ 13,096
Development repository for the Triton language and compiler
🔗 triton-lang.org
zulko/moviepy ⭐ 12,485
Video editing with Python
🔗 zulko.github.io/moviepy
pytube/pytube ⭐ 12,206
A lightweight, dependency-free Python library (and command-line utility) for downloading YouTube Videos.
🔗 pytube.io
python-pillow/Pillow ⭐ 12,194
The Python Imaging Library adds image processing capabilities to Python (Pillow is the friendly PIL fork)
🔗 python-pillow.org
pyo3/pyo3 ⭐ 12,165
Rust bindings for the Python interpreter
🔗 pyo3.rs
pyodide/pyodide ⭐ 12,154
Pyodide is a Python distribution for the browser and Node.js based on WebAssembly
🔗 pyodide.org/en/stable
nuitka/Nuitka ⭐ 11,875
Nuitka is a Python compiler written in Python. It's fully compatible with Python 2.6, 2.7, 3.4-3.12. You feed it your Python app, it does a lot of clever things, and spits out an executable or extension module.
🔗 nuitka.net
caronc/apprise ⭐ 11,809
Apprise - Push Notifications that work with just about every platform!
🔗 hub.docker.com/r/caronc/apprise
dbader/schedule ⭐ 11,798
Python job scheduling for humans.
🔗 schedule.readthedocs.io
ninja-build/ninja ⭐ 11,160
Ninja is a small build system with a focus on speed.
🔗 ninja-build.org
secdev/scapy ⭐ 10,685
Scapy: the Python-based interactive packet manipulation program & library.
🔗 scapy.net
magicstack/uvloop ⭐ 10,367
Ultra fast asyncio event loop.
pallets/jinja ⭐ 10,299
A very fast and expressive template engine.
🔗 jinja.palletsprojects.com
asweigart/pyautogui ⭐ 10,288
A cross-platform GUI automation Python module for human beings. Used to programmatically control the mouse & keyboard.
aristocratos/bpytop ⭐ 10,138
Linux/OSX/FreeBSD resource monitor
cython/cython ⭐ 9,457
The most widely used Python to C compiler
🔗 cython.org
aws/serverless-application-model ⭐ 9,344
The AWS Serverless Application Model (AWS SAM) transform is a AWS CloudFormation macro that transforms SAM templates into CloudFormation templates.
🔗 aws.amazon.com/serverless/sam
paramiko/paramiko ⭐ 9,091
The leading native Python SSHv2 protocol library.
🔗 paramiko.org
boto/boto3 ⭐ 9,029
AWS SDK for Python
🔗 aws.amazon.com/sdk-for-python
facebookresearch/hydra ⭐ 8,727
Hydra is a framework for elegantly configuring complex applications
🔗 hydra.cc
arrow-py/arrow ⭐ 8,710
🏹 Better dates & times for Python
🔗 arrow.readthedocs.io
xonsh/xonsh ⭐ 8,376
🐚 Python-powered shell. Full-featured and cross-platform.
🔗 xon.sh
py-pdf/pypdf ⭐ 8,213
A pure-python PDF library capable of splitting, merging, cropping, and transforming the pages of PDF files
🔗 pypdf.readthedocs.io/en/latest
eternnoir/pyTelegramBotAPI ⭐ 8,072
Python Telegram bot api.
kellyjonbrazil/jc ⭐ 7,861
CLI tool and python library that converts the output of popular command-line tools, file-types, and common strings to JSON, YAML, or Dictionaries. This allows piping of output to tools like jq and simplifying automation scripts.
googleapis/google-api-python-client ⭐ 7,710
🐍 The official Python client library for Google's discovery based APIs.
🔗 googleapis.github.io/google-api-python-client/docs
theskumar/python-dotenv ⭐ 7,593
Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications following the 12-factor principles.
🔗 saurabh-kumar.com/python-dotenv
jasonppy/VoiceCraft ⭐ 7,584
Zero-Shot Speech Editing and Text-to-Speech in the Wild
googlecloudplatform/python-docs-samples ⭐ 7,431
Code samples used on cloud.google.com
google/latexify_py ⭐ 7,205
A library to generate LaTeX expression from Python code.
marshmallow-code/marshmallow ⭐ 7,022
A lightweight library for converting complex objects to and from simple Python datatypes.
🔗 marshmallow.readthedocs.io
pygithub/PyGithub ⭐ 6,961
Typed interactions with the GitHub API v3
🔗 pygithub.readthedocs.io
hugapi/hug ⭐ 6,860
Embrace the APIs of the future. Hug aims to make developing APIs as simple as possible, but no simpler.
icloud-photos-downloader/icloud_photos_downloader ⭐ 6,755
A command-line tool to download photos from iCloud
jd/tenacity ⭐ 6,649
Retrying library for Python
🔗 tenacity.readthedocs.io
pyca/cryptography ⭐ 6,630
cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.
🔗 cryptography.io
gorakhargosh/watchdog ⭐ 6,559
Python library and shell utilities to monitor filesystem events.
🔗 packages.python.org/watchdog
openai/point-e ⭐ 6,503
Point cloud diffusion for 3D model synthesis
sphinx-doc/sphinx ⭐ 6,497
The Sphinx documentation generator
🔗 www.sphinx-doc.org
bndr/pipreqs ⭐ 6,404
pipreqs - Generate pip requirements.txt file based on imports of any project. Looking for maintainers to move this project forward.
sdispater/pendulum ⭐ 6,218
Python datetimes made easy
🔗 pendulum.eustace.io
agronholm/apscheduler ⭐ 6,214
Task scheduling library for Python
timdettmers/bitsandbytes ⭐ 6,176
Accessible large language models via k-bit quantization for PyTorch.
🔗 huggingface.co/docs/bitsandbytes/main/en/index
ijl/orjson ⭐ 6,174
Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy
scikit-image/scikit-image ⭐ 6,069
Image processing in Python
🔗 scikit-image.org
wireservice/csvkit ⭐ 5,995
A suite of utilities for converting to and working with CSV, the king of tabular file formats.
🔗 csvkit.readthedocs.io
pdfminer/pdfminer.six ⭐ 5,890
Community maintained fork of pdfminer - we fathom PDF
🔗 pdfminersix.readthedocs.io
pytransitions/transitions ⭐ 5,711
A lightweight, object-oriented finite state machine implementation in Python with many extensions
rsalmei/alive-progress ⭐ 5,484
A new kind of Progress Bar, with real-time throughput, ETA, and very cool animations!
buildbot/buildbot ⭐ 5,251
Python-based continuous integration testing framework; your pull requests are more than welcome!
🔗 www.buildbot.net
prompt-toolkit/ptpython ⭐ 5,218
A better Python REPL
spotify/pedalboard ⭐ 5,182
🎛 🔊 A Python library for audio.
🔗 spotify.github.io/pedalboard
pycqa/pycodestyle ⭐ 5,031
Simple Python style checker in one Python file
🔗 pycodestyle.pycqa.org
pywinauto/pywinauto ⭐ 4,938
Windows GUI Automation with Python (based on text properties)
🔗 pywinauto.github.io
tebelorg/RPA-Python ⭐ 4,902
Python package for doing RPA
jorgebastida/awslogs ⭐ 4,845
AWS CloudWatch logs for Humans™
pytoolz/toolz ⭐ 4,677
A functional standard library for Python.
🔗 toolz.readthedocs.org
hhatto/autopep8 ⭐ 4,573
A tool that automatically formats Python code to conform to the PEP 8 style guide.
🔗 pypi.org/project/autopep8
pyinvoke/invoke ⭐ 4,391
Pythonic task management & command execution.
🔗 pyinvoke.org
bogdanp/dramatiq ⭐ 4,301
A fast and reliable background task processing library for Python 3.
🔗 dramatiq.io
ashleve/lightning-hydra-template ⭐ 4,184
PyTorch Lightning + Hydra. A very user-friendly template for ML experimentation. ⚡🔥⚡
adafruit/circuitpython ⭐ 4,089
CircuitPython - a Python implementation for teaching coding with microcontrollers
🔗 circuitpython.org
evhub/coconut ⭐ 4,080
Coconut (coconut-lang.org) is a variant of Python that adds on top of Python syntax new features for simple, elegant, Pythonic functional programming.
🔗 coconut-lang.org
blealtan/efficient-kan ⭐ 3,990
An efficient pure-PyTorch implementation of Kolmogorov-Arnold Network (KAN).
miguelgrinberg/python-socketio ⭐ 3,979
Python Socket.IO server and client
ets-labs/python-dependency-injector ⭐ 3,901
Dependency injection framework for Python
🔗 python-dependency-injector.ets-labs.org
pyinfra-dev/pyinfra ⭐ 3,884
pyinfra turns Python code into shell commands and runs them on your servers. Execute ad-hoc commands and write declarative operations. Target SSH servers, local machine and Docker containers. Fast and scales from one server to thousands.
🔗 pyinfra.com
joblib/joblib ⭐ 3,846
Computing with Python functions.
🔗 joblib.readthedocs.org
pyo3/maturin ⭐ 3,829
Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
🔗 maturin.rs
rspeer/python-ftfy ⭐ 3,795
Fixes mojibake and other glitches in Unicode text, after the fact.
🔗 ftfy.readthedocs.org
python-markdown/markdown ⭐ 3,775
A Python implementation of John Gruber’s Markdown with Extension support.
🔗 python-markdown.github.io
more-itertools/more-itertools ⭐ 3,719
More routines for operating on iterables, beyond itertools
🔗 more-itertools.rtfd.io
zeromq/pyzmq ⭐ 3,701
PyZMQ: Python bindings for zeromq
🔗 zguide.zeromq.org/py:all
pydata/xarray ⭐ 3,589
N-D labeled arrays and datasets in Python
🔗 xarray.dev
pypi/warehouse ⭐ 3,581
The Python Package Index
🔗 pypi.org
tartley/colorama ⭐ 3,545
Simple cross-platform colored terminal text in Python
hynek/structlog ⭐ 3,514
Simple, powerful, and fast logging for Python.
🔗 www.structlog.org
osohq/oso ⭐ 3,473
Deprecated: See README
spotify/basic-pitch ⭐ 3,409
A lightweight yet powerful audio-to-MIDI converter with pitch bend detection
🔗 basicpitch.io
jorisschellekens/borb ⭐ 3,385
borb is a library for reading, creating and manipulating PDF files in python.
🔗 borbpdf.com
suor/funcy ⭐ 3,364
A fancy and practical functional tools
pyserial/pyserial ⭐ 3,227
Python serial port access library
camelot-dev/camelot ⭐ 2,976
A Python library to extract tabular data from PDFs
🔗 camelot-py.readthedocs.io
legrandin/pycryptodome ⭐ 2,821
A self-contained cryptographic library for Python
🔗 www.pycryptodome.org
tox-dev/pipdeptree ⭐ 2,795
A command line utility to display dependency tree of the installed Python packages
🔗 pypi.python.org/pypi/pipdeptree
libaudioflux/audioFlux ⭐ 2,784
A library for audio and music analysis, feature extraction.
🔗 audioflux.top
lxml/lxml ⭐ 2,686
The lxml XML toolkit for Python
🔗 lxml.de
liiight/notifiers ⭐ 2,669
The easy way to send notifications
🔗 notifiers.readthedocs.io
whylabs/whylogs ⭐ 2,645
An open-source data logging library for machine learning models and data pipelines. 📚 Provides visibility into data quality & model performance over time. 🛡️ Supports privacy-preserving data collection, ensuring safety & robustness. 📈
🔗 whylogs.readthedocs.io
pexpect/pexpect ⭐ 2,603
A Python module for controlling interactive programs in a pseudo-terminal
🔗 pexpect.readthedocs.io
litl/backoff ⭐ 2,598
Python library providing function decorators for configurable backoff and retry
cdgriffith/Box ⭐ 2,575
Python dictionaries with advanced dot notation access
🔗 github.com/cdgriffith/box/wiki
yaml/pyyaml ⭐ 2,548
Canonical source repository for PyYAML
scrapinghub/dateparser ⭐ 2,547
python parser for human readable dates
pyston/pyston ⭐ 2,504
(No longer maintained) A faster and highly-compatible implementation of the Python programming language.
🔗 www.pyston.org
pypa/setuptools ⭐ 2,499
Official project repository for the Setuptools build system
🔗 pypi.org/project/setuptools
dosisod/refurb ⭐ 2,481
A tool for refurbishing and modernizing Python codebases
nschloe/tikzplotlib ⭐ 2,405
📊 Save matplotlib figures as TikZ/PGFplots for smooth integration into LaTeX.
hgrecco/pint ⭐ 2,396
Operate and manipulate physical quantities in Python
🔗 pint.readthedocs.org
dateutil/dateutil ⭐ 2,355
Useful extensions to the standard Python datetime features
grantjenks/python-diskcache ⭐ 2,353
Python disk-backed cache (Django-compatible). Faster than Redis and Memcached. Pure-Python.
🔗 www.grantjenks.com/docs/diskcache
jcrist/msgspec ⭐ 2,332
A fast serialization and validation library, with builtin support for JSON, MessagePack, YAML, and TOML
🔗 jcristharif.com/msgspec
tkem/cachetools ⭐ 2,330
Various memoizing collections and decorators, including variants of the Python Standard Library's @lru_cache function decorator
pndurette/gTTS ⭐ 2,296
Python library and CLI tool to interface with Google Translate's text-to-speech API
🔗 gtts.readthedocs.org
kiminewt/pyshark ⭐ 2,226
Python wrapper for tshark, allowing python packet parsing using wireshark dissectors
pyparsing/pyparsing ⭐ 2,208
Python library for creating PEG parsers
ianmiell/shutit ⭐ 2,151
Automation framework for programmers
🔗 ianmiell.github.io/shutit
astanin/python-tabulate ⭐ 2,148
Pretty-print tabular data in Python, a library and a command-line utility. Repository migrated from bitbucket.org/astanin/python-tabulate.
🔗 pypi.org/project/tabulate
nateshmbhat/pyttsx3 ⭐ 2,112
Offline Text To Speech synthesis for python
rhettbull/osxphotos ⭐ 2,092
Python app to work with pictures and associated metadata from Apple Photos on macOS. Also includes a package to provide programmatic access to the Photos library, pictures, and metadata.
pydantic/logfire ⭐ 2,075
Uncomplicated Observability for Python and beyond! 🪵🔥
🔗 logfire.pydantic.dev/docs
google/gin-config ⭐ 2,054
Gin provides a lightweight configuration framework for Python
grahamdumpleton/wrapt ⭐ 2,050
A Python module for decorators, wrappers and monkey patching.
seperman/deepdiff ⭐ 2,018
DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents. Delta: Use deltas to reconstruct objects by adding deltas together.
🔗 zepworks.com
pyfilesystem/pyfilesystem2 ⭐ 1,990
Python's Filesystem abstraction layer
🔗 www.pyfilesystem.org
omry/omegaconf ⭐ 1,956
Flexible Python configuration system. The last one you will ever need.
python-rope/rope ⭐ 1,945
a python refactoring library
landscapeio/prospector ⭐ 1,944
Inspects Python source files and provides information about type and location of classes, methods etc
mitmproxy/pdoc ⭐ 1,942
API Documentation for Python Projects
🔗 pdoc.dev
julienpalard/Pipe ⭐ 1,939
A Python library to use infix notation in Python
numba/llvmlite ⭐ 1,914
A lightweight LLVM python binding for writing JIT compilers
🔗 llvmlite.pydata.org
carpedm20/emoji ⭐ 1,887
emoji terminal output for Python
chaostoolkit/chaostoolkit ⭐ 1,887
Chaos Engineering Toolkit & Orchestration for Developers
🔗 chaostoolkit.org
pydoit/doit ⭐ 1,861
CLI task management & automation tool
🔗 pydoit.org
pygments/pygments ⭐ 1,810
Pygments is a generic syntax highlighter written in Python
🔗 pygments.org
joowani/binarytree ⭐ 1,808
Python Library for Studying Binary Trees
🔗 binarytree.readthedocs.io
hbldh/bleak ⭐ 1,781
A cross platform Bluetooth Low Energy Client for Python using asyncio
open-telemetry/opentelemetry-python ⭐ 1,774
OpenTelemetry Python API and SDK
🔗 opentelemetry.io
p0dalirius/Coercer ⭐ 1,774
A python script to automatically coerce a Windows server to authenticate on an arbitrary machine through 12 methods.
🔗 podalirius.net
konradhalas/dacite ⭐ 1,747
Simple creation of data classes from dictionaries.
home-assistant/supervisor ⭐ 1,746
🏡 Home Assistant Supervisor
🔗 home-assistant.io/hassio
samuelcolvin/watchfiles ⭐ 1,742
Simple, modern and fast file watching and code reload in Python.
🔗 watchfiles.helpmanual.io
rubik/radon ⭐ 1,724
Various code metrics for Python code
🔗 radon.readthedocs.org
kalliope-project/kalliope ⭐ 1,718
Kalliope is a framework that will help you to create your own personal assistant.
🔗 kalliope-project.github.io
mkdocstrings/mkdocstrings ⭐ 1,709
📘 Automatic documentation from sources, for MkDocs.
🔗 mkdocstrings.github.io
quodlibet/mutagen ⭐ 1,546
Python module for handling audio metadata
🔗 mutagen.readthedocs.io
instagram/LibCST ⭐ 1,538
A concrete syntax tree parser and serializer library for Python that preserves many aspects of Python's abstract syntax tree
🔗 libcst.readthedocs.io
facebookincubator/Bowler ⭐ 1,535
Safe code refactoring for modern Python.
🔗 pybowler.io
nficano/python-lambda ⭐ 1,501
A toolkit for developing and deploying serverless Python code in AWS Lambda.
lcompilers/lpython ⭐ 1,500
Python compiler
🔗 lpython.org
fabiocaccamo/python-benedict ⭐ 1,495
📘 dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist, query-string, toml, xls, xml, yaml), s3 support and many utilities.
aws-samples/aws-glue-samples ⭐ 1,432
AWS Glue code samples
anthropics/anthropic-sdk-python ⭐ 1,395
SDK providing access to Anthropic's safety-first language model APIs
lidatong/dataclasses-json ⭐ 1,368
Easily serialize Data Classes to and from JSON
ossf/criticality_score ⭐ 1,320
Gives criticality score for an open source project
brandon-rhodes/python-patterns ⭐ 1,318
Source code behind the python-patterns.guide site by Brandon Rhodes
aio-libs/yarl ⭐ 1,317
Yet another URL library
🔗 yarl.aio-libs.org
oracle/graalpython ⭐ 1,234
A high-performance embeddable Python 3 runtime for Java
🔗 www.graalvm.org/python
pdoc3/pdoc ⭐ 1,128
🐍 ➡️ 📜 Auto-generate API documentation for Python projects
🔗 pdoc3.github.io/pdoc
pyo3/rust-numpy ⭐ 1,118
PyO3-based Rust bindings of the NumPy C-API
pyfpdf/fpdf2 ⭐ 1,094
Simple PDF generation for Python
🔗 py-pdf.github.io/fpdf2
c4urself/bump2version ⭐ 1,056
Version-bump your software with a single command
🔗 pypi.python.org/pypi/bump2version
metachris/logzero ⭐ 1,028
Robust and effective logging for Python 2 and 3.
🔗 logzero.readthedocs.io
fsspec/filesystem_spec ⭐ 1,014
A specification that python filesystems should adhere to.
milvus-io/pymilvus ⭐ 1,003
Python SDK for Milvus.
pypy/pypy ⭐ 990
PyPy is a very fast and compliant implementation of the Python language.
🔗 pypy.org
fastai/fastcore ⭐ 968
Python supercharged for the fastai library
🔗 fastcore.fast.ai
lastmile-ai/aiconfig ⭐ 946
AIConfig saves prompts, models and model parameters as source control friendly configs. This allows you to iterate on prompts and model parameters separately from your application code.
🔗 aiconfig.lastmileai.dev
ariebovenberg/whenever ⭐ 861
⏰ Modern datetime library for Python
🔗 whenever.rtfd.io
barracuda-fsh/pyobd ⭐ 842
An OBD-II compliant car diagnostic tool
samuelcolvin/dirty-equals ⭐ 797
Doing dirty (but extremely useful) things with equals.
🔗 dirty-equals.helpmanual.io
qdrant/qdrant-client ⭐ 760
Python client for Qdrant vector search engine
🔗 qdrant.tech
pypa/build ⭐ 738
A simple, correct Python build frontend
🔗 build.pypa.io
open-telemetry/opentelemetry-python-contrib ⭐ 722
OpenTelemetry instrumentation for Python modules
🔗 opentelemetry.io
modal-labs/modal-examples ⭐ 712
Examples of programs built using Modal
🔗 modal.com/docs
gefyrahq/gefyra ⭐ 685
Blazingly-fast 🚀, rock-solid, local application development ➡️ with Kubernetes.
🔗 gefyra.dev
instagram/Fixit ⭐ 669
Advanced Python linting framework with auto-fixes and hierarchical configuration that makes it easy to write custom in-repo lint rules.
🔗 fixit.rtfd.io/en/latest
fastai/ghapi ⭐ 613
A delightful and complete interface to GitHub's amazing API
🔗 ghapi.fast.ai
juanbindez/pytubefix ⭐ 595
Python3 library for downloading YouTube Videos.
🔗 pytubefix.rtfd.io
argoproj-labs/hera ⭐ 588
Hera makes Python code easy to orchestrate on Argo Workflows through native Python integrations. It lets you construct and submit your Workflows entirely in Python. ⭐️ Remember to star!
🔗 hera.rtfd.io
platformdirs/platformdirs ⭐ 584
A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
🔗 platformdirs.readthedocs.io
methexis-inc/terminal-copilot ⭐ 572
A smart terminal assistant that helps you find the right command.
google/pyglove ⭐ 560
Manipulating Python Programs
steamship-core/steamship-langchain ⭐ 512
steamship-langchain

Vizualisation

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

apache/superset ⭐ 62,331
Apache Superset is a Data Visualization and Data Exploration Platform
🔗 superset.apache.org
streamlit/streamlit ⭐ 35,205
Streamlit — A faster way to build and share data apps.
🔗 streamlit.io
gradio-app/gradio ⭐ 33,280
Build and share delightful machine learning apps, all in Python. 🌟 Star to support our work!
🔗 www.gradio.app
plotly/dash ⭐ 21,344
Data Apps & Dashboards for Python. No JavaScript Required.
🔗 plotly.com/dash
matplotlib/matplotlib ⭐ 20,159
matplotlib: plotting with Python
🔗 matplotlib.org/stable
bokeh/bokeh ⭐ 19,295
Interactive Data Visualization in the browser, from Python
🔗 bokeh.org
plotly/plotly.py ⭐ 16,147
The interactive graphing library for Python ✨ This project now includes Plotly Express!
🔗 plotly.com/python
mwaskom/seaborn ⭐ 12,488
Statistical data visualization in Python
🔗 seaborn.pydata.org
visgl/deck.gl ⭐ 12,194
WebGL2 powered visualization framework
🔗 deck.gl
marceloprates/prettymaps ⭐ 11,136
A small set of Python functions to draw pretty maps from OpenStreetMap data. Based on osmnx, matplotlib and shapely libraries.
altair-viz/altair ⭐ 9,282
Declarative statistical visualization library for Python
🔗 altair-viz.github.io
nvidia/TensorRT-LLM ⭐ 8,444
TensorRT-LLM provides users with an easy-to-use Python API to define Large Language Models (LLMs) and build TensorRT engines that contain state-of-the-art optimizations to perform inference efficiently on NVIDIA GPUs. TensorRT-LLM also contains components to create Python and C++ runtimes that execute those TensorRT...
🔗 nvidia.github.io/tensorrt-llm
lux-org/lux ⭐ 5,164
Automatically visualize your pandas dataframe via a single print! 📊 💡
renpy/renpy ⭐ 4,990
The Ren'Py Visual Novel Engine
🔗 www.renpy.org
man-group/dtale ⭐ 4,746
Visualizer for pandas data structures
🔗 alphatechadmin.pythonanywhere.com
holoviz/panel ⭐ 4,727
Panel: The powerful data exploration & web app framework for Python
🔗 panel.holoviz.org
has2k1/plotnine ⭐ 4,006
A Grammar of Graphics for Python
🔗 plotnine.org
residentmario/missingno ⭐ 3,933
missingno provides a small toolset of flexible and easy-to-use missing data visualizations and utilities that allows you to get a quick visual summary of the completeness (or lack thereof) of your dataset.
pyqtgraph/pyqtgraph ⭐ 3,882
Fast data visualization and GUI tools for scientific / engineering applications
🔗 www.pyqtgraph.org
vispy/vispy ⭐ 3,309
Main repository for Vispy
🔗 vispy.org
ml-tooling/opyrator ⭐ 3,076
🪄 Turns your machine learning code into microservices with web API, interactive GUI, and more.
🔗 opyrator-playground.mltooling.org
netflix/flamescope ⭐ 3,017
FlameScope is a visualization tool for exploring different time ranges as Flame Graphs.
facebookresearch/hiplot ⭐ 2,744
HiPlot makes understanding high dimensional data easy
🔗 facebookresearch.github.io/hiplot
holoviz/holoviews ⭐ 2,696
With Holoviews, your data visualizes itself.
🔗 holoviews.org
mckinsey/vizro ⭐ 2,662
Vizro is a toolkit for creating modular data visualization applications.
🔗 vizro.readthedocs.io/en/stable
pyvista/pyvista ⭐ 2,662
3D plotting and mesh analysis through a streamlined interface for the Visualization Toolkit (VTK)
🔗 docs.pyvista.org
kozea/pygal ⭐ 2,647
pygal is a dynamic SVG charting library written in python.
🔗 www.pygal.org
napari/napari ⭐ 2,199
A fast, interactive, multi-dimensional image viewer for Python. It's designed for browsing, annotating, and analyzing large multi-dimensional images.
🔗 napari.org
marcomusy/vedo ⭐ 2,036
A python module for scientific analysis of 3D data based on VTK and Numpy
🔗 vedo.embl.es
datapane/datapane ⭐ 1,381
Build and share data reports in 100% Python
🔗 datapane.com
facultyai/dash-bootstrap-components ⭐ 1,110
Bootstrap components for Plotly Dash
🔗 dash-bootstrap-components.opensource.faculty.ai
nomic-ai/deepscatter ⭐ 1,021
Zoomable, animated scatterplots in the browser that scales over a billion points
holoviz/holoviz ⭐ 844
High-level tools to simplify visualization in Python.
🔗 holoviz.org
hazyresearch/meerkat ⭐ 824
Creative interactive views of any dataset.

Web

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

django/django ⭐ 79,711
The Web framework for perfectionists with deadlines.
🔗 www.djangoproject.com
tiangolo/fastapi ⭐ 76,691
FastAPI framework, high performance, easy to learn, fast to code, ready for production
🔗 fastapi.tiangolo.com
pallets/flask ⭐ 67,878
The Python micro framework for building web applications.
🔗 flask.palletsprojects.com
sherlock-project/sherlock ⭐ 59,670
Hunt down social media accounts by username across social networks
🔗 sherlockproject.xyz
psf/requests ⭐ 52,097
A simple, yet elegant, HTTP library.
🔗 requests.readthedocs.io/en/latest
tornadoweb/tornado ⭐ 21,709
Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
🔗 www.tornadoweb.org
reflex-dev/reflex ⭐ 19,801
🕸️ Web apps in pure Python 🐍
🔗 reflex.dev
wagtail/wagtail ⭐ 18,166
A Django content management system focused on flexibility and user experience
🔗 wagtail.org
huge-success/sanic ⭐ 18,051
Accelerate your web app development | Build fast. Run fast.
🔗 sanic.dev
pyscript/pyscript ⭐ 17,916
A framework that allows users to create rich Python applications in the browser using HTML's interface and the power of Pyodide, WASM, and modern web technologies.
🔗 pyscript.net
aio-libs/aiohttp ⭐ 15,074
Asynchronous HTTP client/server framework for asyncio and Python
🔗 docs.aiohttp.org
vincigit00/Scrapegraph-ai ⭐ 15,032
ScrapeGraphAI is a web scraping python library that uses LLM and direct graph logic to create scraping pipelines for websites and local documents
🔗 scrapegraphai.com
encode/httpx ⭐ 13,167
A next generation HTTP client for Python. 🦋
🔗 www.python-httpx.org
getpelican/pelican ⭐ 12,540
Static site generator that supports Markdown and reST syntax. Powered by Python.
🔗 getpelican.com
flet-dev/flet ⭐ 11,167
Flet enables developers to easily build realtime web, mobile and desktop apps in Python. No frontend experience required.
🔗 flet.dev
aws/chalice ⭐ 10,643
Python Serverless Microframework for AWS
encode/starlette ⭐ 10,176
The little ASGI framework that shines. 🌟
🔗 www.starlette.io
benoitc/gunicorn ⭐ 9,805
gunicorn 'Green Unicorn' is a WSGI HTTP Server for UNIX, fast clients and sleepy applications.
🔗 www.gunicorn.org
zauberzeug/nicegui ⭐ 9,743
Create web-based user interfaces with Python. The nice way.
🔗 nicegui.io
falconry/falcon ⭐ 9,509
The no-magic web data plane API and microservices framework for Python developers, with a focus on reliability, correctness, and performance at scale.
🔗 falcon.readthedocs.io/en/stable
encode/uvicorn ⭐ 8,469
An ASGI web server, for Python. 🦄
🔗 www.uvicorn.org
bottlepy/bottle ⭐ 8,428
bottle.py is a fast and simple micro-framework for python web-applications.
🔗 bottlepy.org
graphql-python/graphene ⭐ 8,081
GraphQL framework for Python
🔗 graphene-python.org
reactive-python/reactpy ⭐ 7,867
ReactPy is a library for building user interfaces in Python without Javascript
🔗 reactpy.dev
vitalik/django-ninja ⭐ 7,138
💨 Fast, Async-ready, Openapi, type hints based framework for building APIs
🔗 django-ninja.dev
pyeve/eve ⭐ 6,702
REST API framework designed for human beings
🔗 python-eve.org
pallets/werkzeug ⭐ 6,650
The comprehensive WSGI web application library.
🔗 werkzeug.palletsprojects.com
webpy/webpy ⭐ 5,886
web.py is a web framework for python that is as simple as it is powerful.
🔗 webpy.org
starlite-api/litestar ⭐ 5,454
Production-ready, Light, Flexible and Extensible ASGI API framework | Effortlessly Build Performant APIs
🔗 litestar.dev
stephenmcd/mezzanine ⭐ 4,758
CMS framework for Django
🔗 mezzanine.jupo.org
nameko/nameko ⭐ 4,709
A microservices framework for Python that lets service developers concentrate on application logic and encourages testability.
🔗 www.nameko.io
fastapi-users/fastapi-users ⭐ 4,589
Ready-to-use and customizable users management for FastAPI
🔗 fastapi-users.github.io/fastapi-users
pywebio/PyWebIO ⭐ 4,511
Write interactive web app in script way.
🔗 pywebio.readthedocs.io
h2oai/wave ⭐ 3,998
H2O Wave is a software stack for building beautiful, low-latency, realtime, browser-based applications and dashboards entirely in Python/R without using HTML, Javascript, or CSS.
🔗 wave.h2o.ai
strawberry-graphql/strawberry ⭐ 3,980
A GraphQL library for Python that leverages type annotations 🍓
🔗 strawberry.rocks
pylons/pyramid ⭐ 3,955
Pyramid - A Python web framework
🔗 trypyramid.com
websocket-client/websocket-client ⭐ 3,572
WebSocket client for Python
🔗 github.com/websocket-client/websocket-client
unbit/uwsgi ⭐ 3,454
uWSGI application server container
🔗 projects.unbit.it/uwsgi
pallets/quart ⭐ 2,957
An async Python micro framework for building web applications.
🔗 quart.palletsprojects.com
fastapi-admin/fastapi-admin ⭐ 2,860
A fast admin dashboard based on FastAPI and TortoiseORM with tabler ui, inspired by Django admin
🔗 fastapi-admin-docs.long2ice.io
flipkart-incubator/Astra ⭐ 2,498
Automated Security Testing For REST API's
masoniteframework/masonite ⭐ 2,198
The Modern And Developer Centric Python Web Framework. Be sure to read the documentation and join the Discord channel for questions: https://discord.gg/TwKeFahmPZ
🔗 docs.masoniteproject.com
dot-agent/nextpy ⭐ 2,196
🤖Self-Modifying Framework from the Future 🔮 World's First AMS
🔗 dotagent.ai
python-restx/flask-restx ⭐ 2,158
Fork of Flask-RESTPlus: Fully featured framework for fast, easy and documented API development with Flask
🔗 flask-restx.readthedocs.io/en/latest
s3rius/FastAPI-template ⭐ 1,963
Feature rich robust FastAPI template.
dmontagu/fastapi-utils ⭐ 1,925
Reusable utilities for FastAPI: a number of utilities to help reduce boilerplate and reuse common functionality across projects
neoteroi/BlackSheep ⭐ 1,869
Fast ASGI web framework for Python
🔗 www.neoteroi.dev/blacksheep
cherrypy/cherrypy ⭐ 1,844
CherryPy is a pythonic, object-oriented HTTP framework. https://cherrypy.dev
🔗 docs.cherrypy.dev
indico/indico ⭐ 1,765
Indico - A feature-rich event management system, made @ CERN, the place where the Web was born.
🔗 getindico.io
jordaneremieff/mangum ⭐ 1,695
AWS Lambda support for ASGI applications
🔗 mangum.fastapiexpert.com
wtforms/wtforms ⭐ 1,506
A flexible forms validation and rendering library for Python.
🔗 wtforms.readthedocs.io
awtkns/fastapi-crudrouter ⭐ 1,391
A dynamic FastAPI router that automatically creates CRUD routes for your models
🔗 fastapi-crudrouter.awtkns.com
long2ice/fastapi-cache ⭐ 1,329
fastapi-cache is a tool to cache fastapi response and function result, with backends support redis and memcached.
🔗 github.com/long2ice/fastapi-cache
rstudio/py-shiny ⭐ 1,264
Shiny for Python
🔗 shiny.posit.co/py
whitphx/stlite ⭐ 1,203
A port of Streamlit to WebAssembly, powered by Pyodide.
🔗 edit.share.stlite.net
magicstack/httptools ⭐ 1,201
Fast HTTP parser
koxudaxi/fastapi-code-generator ⭐ 1,036
This code generator creates FastAPI app from an openapi file.
aeternalis-ingenium/FastAPI-Backend-Template ⭐ 632
A backend project template with FastAPI, PostgreSQL with asynchronous SQLAlchemy 2.0, Alembic for asynchronous database migration, and Docker.

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1,592 hand-picked awesome Python libraries and frameworks, updated 02 Nov 2024

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