Michael Nolan 2021.11.17
numpy scipy torch yaml pandas tqdm
This package contains model code and analysis/evaluation scripts for a small instance of the multiblock LFADS model (1 block, 256 units). The model checkpoint is ~15MB in pytorch's .pth format.
A trained model is included in the models directory. The ECoG dataset is found in the data directory.
From the package directory, run either example_eval_ecog_lfads.bat
or example_eval_ecog_lfads.sh
to run the model evalution. This will assess model performance and create reconstruction task figures. The analysis.py
script contains all functions required to load and evaluate the model.
The current code is quite raw and lacks documentation. Please reach out to me with any questions: [email protected]