Reproducibility Python Packages

wandb

The AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from experimentation to production.

dvc

🦉 Data Versioning and ML Experiments

scooby

Great Dane turned Python environment detective

pystow

👜 Easily pick a place to store data for your Python code.

snakemake

This is the development home of the workflow management system Snakemake. For general information, see

hydra-zen

Create powerful Hydra applications without the yaml files and boilerplate code.

pipestat

Pipeline results reporting package

sacred

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

accelerator

The Accelerator is a tool for fast and reproducible processing of eBay-scale datasets on a single computer.

scitex

Python toolkit for reproducible science — from raw data to manuscript. Includes 42 modules, 312 CLI commands, 0 MCP tools, and 0 skills.

figrecipe

Reproducible, publication-ready scientific figures as first-class objects. Millimeter-precise layout, 47 plot types, GUI editor, and diagram engine. Part of SciTeX. AGPL-3.0.

scitex-clew

Verifiable knowledge graph for scientific experiments

agi-env

Open-source platform for reproducible AI/ML workflows, from local experimentation to distributed workers and long-lived services.

agi-node

Open-source platform for reproducible AI/ML workflows, from local experimentation to distributed workers and long-lived services.

datajoint

Relational Workflows: where database schemas define executable data pipelines.

catalyst

Accelerated deep learning R&D

reverse-argparse

A Python library to determine what exactly the user ran at the command line, along with default values, and any transformations that happened after parsing arguments.

agi-cluster

Open-source platform for reproducible AI/ML workflows, from local experimentation to distributed workers and long-lived services.

agi-core

Open-source platform for reproducible AI/ML workflows, from local experimentation to distributed workers and long-lived services.

agilab

Open-source platform for reproducible AI/ML workflows, from local experimentation to distributed workers and long-lived services.

agi-gui

Open-source platform for reproducible AI/ML workflows, from local experimentation to distributed workers and long-lived services.

scitex-container

Unified container management for Apptainer and Docker — part of the SciTeX ecosystem

calkit-python

That's a nice result you got there, but how did you calculate it?

signac

Manage large and heterogeneous data spaces on the file system.