This time series encoder was adapted form the pytorch sequence to sequence encoder tutorials. http://pytorch.org/tutorials/intermediate/seq2seq_translation_tutorial.html

Data used for this encoder can be found here: https://physionet.org/pn6/capslpdb/

To use this code please install pytorch, and mne

http://pytorch.org

MNE can be installed alongside other useful tools by installing braindecode

https://robintibor.github.io/braindecode/index.html

Initialize the data with

python -i ts_ae.py

To train an encoder use the following to train the basic encoder and sequence to sequence encoders respectively.

run()
# or
run_seq()

If you want to run with different parameters, channels or data, you will need to modify the code.