EEG Phrase Predictor ver 2
Project description
EEG Phase Predictor ver 2
**Note: This is beta version, use for training with default dataset and inference only
Setup
- Requirements: python >= 3.10
- Installing:
pip install eegpp2-beta
Train with default dataset
python -m eegpp2 --mode "train" --model_type <mode_type> --lr <learning_rate> --batch_size <batch_size> --n_epochs <num_epochs> --n_splits <num_folds> --resume_checkpoint <resume_from_checkpoint>
ex: python -m eegpp2 --mode "train" --model_type "stftcnn1dnc" --n_epochs 20 --n_splits 10 --resume_checkpoint False
Inference
- Old version (Recommend)
python -m eegpp2 --yaml_config_path <path_to_infer_config.yml>
ex: python -m eegpp2 --yaml_config_path "data_config_infer.yml"
- New version
python -m eegpp2 --mode "infer" --data_path <path_to_data_file> --infer_path <path_to_saving_file> --model_type <model_type>
ex:
python -m eegpp2 --mode "infer" --data_path "./dump_eeg_1.pkl" --infer_path './inference_result.txt" --model_type "stftcnn1dnc"
Model type
- stftcnn1dnc: Multi-channels STFT-CNN
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