cvmodelz/tests/model_tests/factory_tests.py

import unittest

from contextlib import contextmanager

from cvmodelz.models import ModelFactory


@contextmanager
def clear_print(msg):
	print(msg)
	yield
	print("\033[A{}\033[A".format(" "*len(msg)))

class FactoryTests(unittest.TestCase):

	def test_model_creation(self):
		for key in ModelFactory.get_all_models():

			with clear_print(f"Creating {key}..."):
				model = ModelFactory.new(key)

			self.assertIsNotNone(model)

	def test_cv2model_load(self):
		for key in ModelFactory.get_models(["chainercv2"]):
			with clear_print(f"Loading default weights for {key}..."):

				model_rnd = ModelFactory.new(key, pretrained=False)
				model_loaded1 = ModelFactory.new(key, pretrained=True)
				model_loaded2 = ModelFactory.new(key, pretrained=True)

				params_rnd = dict(model_rnd.namedparams())
				params_loaded1 = dict(model_loaded1.namedparams())
				params_loaded2 = dict(model_loaded2.namedparams())

				for name, param in params_rnd.items():
					loaded1 = params_loaded1[name]
					loaded2 = params_loaded2[name]

					self.assertTrue((  param.array != loaded1.array).any())
					self.assertTrue((  param.array != loaded2.array).any())
					self.assertTrue((loaded1.array == loaded2.array).all())