from config import config
from models import Model
from utils.dataset import ClipConditions

model = Model(config['system'], config['model'], config['hyperparameter'])

# 3 models for different conditions
dataset_selectors = {
    'nm': {'conditions': ClipConditions({r'nm-0\d'})},
    'bg': {'conditions': ClipConditions({r'nm-0\d', r'bg-0\d'})},
    'cl': {'conditions': ClipConditions({r'nm-0\d', r'cl-0\d'})},
}

model.fit_all(config['dataset'], dataset_selectors, config['dataloader'])