import cPickle import logging from blocks.extensions import SimpleExtension logger = logging.getLogger(__name__) class SaveLoadParams(SimpleExtension): def __init__(self, path, model, **kwargs): super(SaveLoadParams, self).__init__(**kwargs) self.path = path self.model = model def do_save(self): with open(self.path, 'w') as f: logger.info('Saving parameters to %s...'%self.path) cPickle.dump(self.model.get_parameter_values(), f, protocol=cPickle.HIGHEST_PROTOCOL) logger.info('Done saving.') def do_load(self): try: with open(self.path, 'r') as f: logger.info('Loading parameters from %s...'%self.path) self.model.set_parameter_values(cPickle.load(f)) except IOError: pass def do(self, which_callback, *args): if which_callback == 'before_training': self.do_load() else: self.do_save()