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https://github.com/beacon-biosignals/ondabatches.jl

Local and distributed batch loading for Onda datasets
https://github.com/beacon-biosignals/ondabatches.jl

Last synced: about 6 hours ago
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Local and distributed batch loading for Onda datasets

Host: GitHub
URL: https://github.com/beacon-biosignals/ondabatches.jl
Owner: beacon-biosignals
License: mit
Created: 2023-01-30T18:45:33.000Z (almost 2 years ago)
Default Branch: main
Last Pushed: 2024-04-05T17:09:14.000Z (7 months ago)
Last Synced: 2024-11-05T21:06:05.080Z (10 days ago)
Language: Julia
Homepage:
Size: 2.55 MB
Stars: 2
Watchers: 18
Forks: 0
Open Issues: 16
Metadata Files:
- Readme: README.md
- License: LICENSE

Awesome Lists containing this project

README

        # OndaBatches.jl

[![Build Status](https://github.com/beacon-biosignals/OndaBatches.jl/actions/workflows/CI.yml/badge.svg?branch=main)](https://github.com/beacon-biosignals/OndaBatches.jl/actions/workflows/CI.yml?query=branch%3Amain)

[![codecov](https://codecov.io/gh/beacon-biosignals/OndaBatches.jl/branch/main/graph/badge.svg)](https://codecov.io/gh/beacon-biosignals/OndaBatches.jl)

[![docs](https://img.shields.io/badge/docs-stable-blue.svg)](https://beacon-biosignals.github.io/OndaBatches.jl/stable)

[![docs](https://img.shields.io/badge/docs-dev-blue.svg)](https://beacon-biosignals.github.io/OndaBatches.jl/dev)

[Take the tour!](https://github.com/beacon-biosignals/OndaBatches.jl/tree/master/examples/tour.jl)

OndaBatches.jl provides tooling to enable local and distributed batch loading of Onda-formatted datasets.

In particular, it defines utilites to:

- ...associate existing labels to the corresponding signals to create a hollistic dataset.

- ...systematically construct batches of training / evaluation data from this dataset while being flexible enough in our sampling mechanism so that we can tailor the properties of the outputs.

- ...initiate a batching mechanism, carefully controlled by a scheduler, when working in a distributed environment.

### JuliaCon 2023

Watch our [JuliaCon2023 talk on

OndaBatches.jl](https://www.youtube.com/live/FIeO1yenQ6Y?feature=share&t=23190)!

[Slides](https://beacon-biosignals.github.io/OndaBatches.jl/juliacon2023/)

(and [source + demo](https://github.com/beacon-biosignals/OndaBatches.jl/tree/main/talk/))