Some useful utility scripts

chainer_caffe_wrapper.py

from chainer.functions.caffe import CaffeFunction
import pickle, logging
from os.path import isfile

class CaffeNetWrapper(object):
	def __init__(self, caffe_model, chainer_model, force_caffe_load = False):
		super(CaffeNetWrapper, self).__init__()

		if not force_caffe_load and isfile(chainer_model):
			logging.info("loading chainer model from \"{}\"".format(chainer_model))
			self.net = pickle.load(open(chainer_model, "rb"))
		else:
			logging.info("loading caffe model from \"{}\"".format(caffe_model))
			self.net = CaffeFunction(caffe_model)
			try:
				logging.info("saving loaded model to \"{}\"".format(chainer_model))
				with open(chainer_model, "wb") as f:
					pickle.dump(self.net, f)
			except Exception as e:
				logging.warn("could not save loadded model to \"{}\" Error: {}".format(chainer_model, e))


	def __call__(self, *args, **kw):
		return self.net(*args, **kw)