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wandbfs's Introduction

Wandb fsspec implementation

Wandb is a machine learning tool which allows you to tracks your experiments. While the experiment is running, it tracks its metrics and helps you visualize the progress. You can also upload files such as configuration files, models, datasets (some files are uploaded automatically). After the experiment is finished, you can access the experiment's files (only read-only). This implementation allows researchers who use wandb to access the finished experiment's files using the fsspec interface.

Getting started

Install the package by running:

pip install wandbfs

Then, you can open any file from your wandb runs as follows:

import fsspec

f = fsspec.open('wandb://{entity}/{project}/{run_name_or_run_id}/{path}')

You can also list the files and subdirectories by using the ls command.

import fsspec

fs = fsspec.filesystem('wandb')

files = fs.ls('{entity}/{project}/{run_name_or_run_id}/{path}')

Alternatively, you can list projects or runs:

import fsspec

fs = fsspec.filesystem('wandb')

projects = fs.ls('{entity}')
runs = fs.ls('{entity}/{project}')

wandbfs's People

Contributors

jkulhanek avatar

Stargazers

Marc Romeyn avatar Lukas Biewald avatar Jacob A Rose avatar Thomas Wollmann avatar Ruslan Kuprieiev avatar

Watchers

James Cloos avatar  avatar

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