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

catalyst

Accelerated deep learning R&D

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.

datajoint

Relational Workflows: where database schemas define executable data pipelines.

figrecipe

Reproducible matplotlib wrapper with mm-precision layouts

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.

scitex-clew

Verifiable knowledge graph for scientific experiments

calkit-python

Integrated, automated, accelerated research projects.

agi-env

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

umls-downloader

Don't worry about UMLS, RxNorm, SNOMED, or SemMedDB licensing - write code that knows how to download it automatically

agi-node

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

signac

Manage large and heterogeneous data spaces on the file system.

agilab

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

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.

scitex

Umbrella package for SciTeX — reproducible science from raw data to manuscript

scitex-container

Unified container management for Apptainer and Docker