weights_logger_callback.py

from keras.callbacks import Callback
import os
import shutil


class WeightsLogger(Callback):
    """
    Keeps track of model weights by saving them at the end of each epoch.
    """

    def __init__(self, root_path):
        super(WeightsLogger, self).__init__()
        self.weights_root_path = os.path.join(root_path, 'weights/')
        shutil.rmtree(self.weights_root_path, ignore_errors=True)
        os.makedirs(self.weights_root_path, exist_ok=True)

    def on_epoch_end(self, epoch, logs={}):
        self.model.save_weights(os.path.join(self.weights_root_path, 'model_epoch_{}.h5'.format(epoch + 1)))