diff options
Diffstat (limited to 'paramsaveload.py')
-rw-r--r-- | paramsaveload.py | 37 |
1 files changed, 37 insertions, 0 deletions
diff --git a/paramsaveload.py b/paramsaveload.py new file mode 100644 index 0000000..9c05926 --- /dev/null +++ b/paramsaveload.py @@ -0,0 +1,37 @@ +import logging + +import numpy + +import cPickle + +from blocks.extensions import SimpleExtension + +logging.basicConfig(level='INFO') +logger = logging.getLogger('extensions.SaveLoadParams') + +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) + + 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() + |