Autoencoders-demo

This repository contains a demo of autoencoders. Source

How to run

python train.py --config-name <config>

where <config> is a .yaml file in the configs folder.

• use ecg_config.yaml for 1D signal data
• config.yaml for MNIST/CIFAR10 images

Expected results

LTAFDB: blue/green: original signal

red/orange: reconstructed signal

channel 0 on the left, channel 1 on the right

MNIST:

Code Style

This repository uses pre-commit hooks with forced python formatting (black, flake8, and isort):

pip install pre-commit
pre-commit install

Whenever you execute git commit the files altered / added within the commit will be checked and corrected. black and isort can modify files locally - if that happens you have to git add them again. You might also be prompted to introduce some fixes manually.

To run the hooks against all files without running git commit:

pre-commit run --all-files