def test_quantization_num_parameters(self):
        r"""
        Test if the number of returned parameters is correct
        """
        num_params_4bit = self.model_4bit.num_parameters()
        num_params_fp16 = self.model_fp16.num_parameters()

        self.assertEqual(num_params_4bit, num_params_fp16)

        Test if the number of returned parameters is correct
        
tests/quantization/bnb/test_4bit.py