Ram Rachum

Never use print for debugging again

The Python programming language

Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more

Flax is a neural network library for JAX that is designed for flexibility.

A framework for multi-agent reinforcement learning.

Two extension scripts for merging in Git

A collection of useful Python tools

Pythonic framework for working with simulations.

Pythonic package for combinatorics

Quickly check out your favorite branches

Having fun with music synthesizers

A collection of scripts for Wing IDE

Obsidian plugin for selecting text in backticks

Pretty and useful exceptions in Python, automatically.

Pythonic framework for working with simulations.

An application which automatically renames ugly movie file names such as "Inception.DVDRiP.XviD-ARROW" into beautiful file names such as "Inception (2010)".

No description.

Quickly amend code in past commits

Like builtins, but boltons. Constructs/recipes/snippets that would be handy in the standard library. Nothing like Michael Bolton.

Dodo: Desktop Switcher for Windows

No description.

Emergent Dominance Hierarchies in Reinforcement Learning Agents

Community plugins list, theme list, and releases of Obsidian.

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Website to track people, organizations, and products (tools, websites, etc.) in AI safety

An elegant PyTorch deep reinforcement learning library.

Transparent calculations with uncertainties on the quantities involved (aka "error propagation") ; calculation of derivatives. [Python package]

A curated list about Python in Education :snake: :mortar_board:

Curated list of python software and packages related to scientific research in audio

Tutorial on how to structure Python packages

A library of reinforcement learning components and agents

A Python interface for reinforcement learning environments

Ray RLlib tutorial material

Code for Gym documentation website

Python Enhancement Proposals

A library of multi-agent reinforcement learning components and systems

Gym for multi-agent reinforcement learning

High-quality single file implementation of Deep Reinforcement Learning algorithms with research-friendly features (PPO, DQN, C51, DDPG, TD3, SAC, PPG)

PyTorch version of Stable Baselines, reliable implementations of reinforcement learning algorithms.

A suite of test scenarios for multi-agent reinforcement learning.

Python 3.9 and 3.10 installers that support Windows 7 and Windows Server 2008 R2

No description.

Full-screen console debugger for Python

A Fast, Extensible Progress Bar for Python and CLI

A grid-world game engine for game AI research

A library to generate LaTeX expression from Python code.

An open source framework that provides a simple, universal API for building distributed applications. Ray is packaged with RLlib, a scalable reinforcement learning library, and Tune, a scalable hyperparameter tuning library.

Tensors and Dynamic neural networks in Python with strong GPU acceleration

Open source code for AlphaFold.

Multi-Joint dynamics with Contact. A general purpose physics simulator.

StarCraft II Learning Environment

A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.

Build Graph Nets in Tensorflow

TensorFlow Reinforcement Learning

JAX-based neural network library

A standard API for reinforcement learning and a diverse set of reference environments (formerly Gym)

OpenSpiel is a collection of environments and algorithms for research in general reinforcement learning and search/planning in games.

Python curses command line CSV and tabular data viewer

The interactive graphing library for Python (includes Plotly Express) :sparkles:

Source files for "An Introduction to VisiData"

Repo for reproduction of sequential social dilemmas

No description.

A customisable 3D platform for agent-based AI research

100% free and interactive Python course for beginners

A simple, yet elegant, HTTP library.

GTP engine and self-play learning in Go

Python library for Smart Game Format (SGF) files

Large-scale Self-supervised Pre-training Across Tasks, Languages, and Modalities

Sacred is a tool to help you configure, organize, log and reproduce experiments developed at IDSIA.

Automatically exported from code.google.com/p/key-mon

Library for graphical models of decision making, based on pgmpy and networkx

A terminal spreadsheet multitool for discovering and arranging data

A *personal* personal assistant

An experiment in implicit communication between learning agents

Stubborn: An Environment for Evaluating Stubbornness between Agents with Aligned Incentives

Computing with Python functions.

A library of extension and helper modules for Python's data analysis and machine learning libraries.

:sound: Play and Record Sound with Python :snake:

Trax — your path to advanced deep learning

No description.

Subcommand REPL for click apps

Programming articles (Python mostly)

Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more.

asyncio-compatible timeout class

Source code and logic to build ZeroMQ from source

Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster by executing routine tasks, explaining complex code, and handling git workflows - all through natural language commands.

A minimalist environment for decision-making in autonomous driving

The new Windows Terminal and the original Windows console host, all in the same place!

Mobile Shell

A JAX-native LLM Post-Training Library

A machine learning compiler for GPUs, CPUs, and ML accelerators

The best ChatGPT that $100 can buy.

A simple, performant and scalable Jax LLM!

OAuth2 goodies for the Djangonauts!

SBX: Stable Baselines Jax (SB3 + Jax) RL algorithms

Jax implementation of Proximal Policy Optimization (PPO) specifically tuned for Procgen, with benchmarked results and saved model weights on all environments.

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This is a pytest plugin, that enables you to test your code that relies on a running PostgreSQL Database. It allows you to specify fixtures for PostgreSQL process and client.

Custom plugins for https://github.com/saulpw/visidata/

FastAPI framework, high performance, easy to learn, fast to code, ready for production

General-purpose programming language and toolchain for maintaining robust, optimal, and reusable software.

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RL Environments in JAX 🌍

Multi-Agent Reinforcement Learning with JAX

bsuite is a collection of carefully-designed experiments that investigate core capabilities of a reinforcement learning (RL) agent

Enable Next-Gen Large Language Model Applications. Join our Discord: https://discord.gg/pAbnFJrkgZ

Python client library for Mistral AI platform

A library for generative social simulation

Multi-Agent Experiments in JAX

Really Fast End-to-End Jax RL Implementations

Utils for streaming large files (S3, HDFS, gzip, bz2...)

ChatArena (or Chat Arena) is a Multi-Agent Language Game Environments for LLMs. The goal is to develop communication and collaboration capabilities of AIs.

Fast and modular sklearn replacement for generalized linear models

Fast hyperparameter settings for non-smooth estimators:

The content behind MDN Web Docs

python parser for human readable dates

S3 Filesystem

Sensibo Python SDK

Py2neo is a comprehensive toolkit for working with Neo4j from within Python applications or from the command line.

The Python scientific stack, compiled to WebAssembly

Freeze (package) Python programs into stand-alone executables

Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.

A research tool for the Iterated Prisoner's Dilemma

The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications.

Repository for most of the code from my YouTube channel

Library for website analysis and requests

The top-like text-based user interface for Austin

Non-Sucking Service Manager

Brython (Browser Python) is an implementation of Python 3 running in the browser

Python related videos and metadata powering =>

The Python package installer

python time libraries mocking

This is a package that allows indexing of django models in elasticsearch with elasticsearch-dsl-py.

A transport and architecture agnostic RPC library that focuses on exposing services with a well-defined API using popular protocols.

Python Stream Processing

Python library for reading and writing tabular data via streams.

Tools for manipulating biological data, particularly multiple sequence alignments

With Holoviews, your data visualizes itself.

A Python library to encode/decode DNS wire-format packets

SQLAlchemy mock helpers.

Python bindings for libgit2

Official git repository for Biopython (originally converted from CVS)

A scales package for python

Core ML Community Tools.

Per object permissions for Django

Read, modify and write DICOM files with python code

Pure-Python Git implementation

Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler; for Python, R, Julia, Scala, Go, Javascript and more

GeoMet - Convert GeoJSON to WKT/WKB, and vice versa

Scrapy, a fast high-level web crawling & scraping framework for Python.

The agile query language for semi-structured data

Python port of Moses tokenizer, truecaser and normalizer

A stats collection and distributed tracing framework

Kazoo is a high-level Python library that makes it easier to use Apache Zookeeper.

Data parsing and validation using Python type hints

Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set

Python Classes Without Boilerplate

A natural language modeling framework based on PyTorch

Web APIs for Django. 🎸

Optional static typing for Python 3 and 2 (PEP 484)

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, Flink and DataFlow

A lightweight library for converting complex objects to and from simple Python datatypes.

Library for building WebSocket servers and clients in Python

nose is nicer testing for python

NLTK Source

Jupyter Terminal Console

IO of git-style object databases

Mako Templates for Python

Extended pickling support for Python objects

Jupyter Interactive Notebook

Jupyter protocol client APIs

It's not just a linter that annoys you!

Apache Arrow is a cross-language development platform for in-memory data. It specifies a standardized language-independent columnar memory format for flat and hierarchical data, organized for efficient analytic operations on modern hardware. It also provides computational libraries and zero-copy streaming messaging and interprocess communication. Languages currently supported include C, C++, Java, JavaScript, Python, and Ruby.

IPython Kernel for Jupyter

Asynchronous HTTP client/server framework for asyncio and Python

Yet another URL library

A common base representation of python source code for pylint and other projects

Reference implementation of the Jupyter Notebook format

gunicorn 'Green Unicorn' is a WSGI HTTP Server for UNIX, fast clients and sleepy applications.

A Python implementation of John Gruber’s Markdown with Extension support.

Utilities for interacting with PyPI

docstring style checker

Library for building powerful interactive command line applications in Python

backport of configparser from Python 3

The Python mock library

Persistent/Immutable/Functional data structures for Python

The friendly PIL fork (Python Imaging Library)

Pygments is a generic syntax highlighter written in Python

Scipy library main repository

No description.

Extensible memoizing collections and decorators

Official project repository for the Setuptools build system

Python-RSA is a pure-Python RSA implementation.

Main repository for the Sphinx documentation builder

The pytest framework makes it easy to write small tests, yet scales to support complex functional testing

scikit-learn: machine learning in Python

More routines for operating on iterables, beyond itertools

Official NetworkX source code repository.