Python count_model_params Examples

Example #1

def test_custom_module(verbose: bool = False):
    model = Model(
        os.path.join("tests", "test_configs", "custom_module_model.yaml"),
        verbose=verbose,
    )

    assert model(torch.rand(1, 3, 32, 32)).shape == torch.Size([1, 10])
    assert count_model_params(model) == 138568

Example #2

File: test_model_parser.py Project: baagie7/kindle

 def test_show_case(self, verbose: bool = False):
     """Test show case model."""
     model = Model(
         os.path.join("tests", "test_configs", "show_case.yaml"),
         verbose=verbose,
     )
     assert model(TestModelParser.INPUT).shape == torch.Size([1, 10])
     assert count_model_params(model) == 168866

Example #3

 def test_gap_model(self, verbose: bool = False):
     """Test example model."""
     model = Model(
         os.path.join("tests", "test_configs", "gap_test_model.yaml"),
         verbose=verbose,
     )
     assert model(TestModelParser.INPUT).shape == torch.Size([1, 10])
     assert count_model_params(model) == 20148

Example #4

File: test_model_parser.py Project: baagie7/kindle

 def test_vgg(self, verbose: bool = False):
     """Test vgg model."""
     model = Model(os.path.join("tests", "test_configs", "vgg.yaml"),
                   verbose=verbose)
     assert model(TestModelParser.INPUT).shape == torch.Size([1, 10])
     assert count_model_params(model) == 3732970