test_autograd.py 文件源码

def test_hook_none(self):
        # WARNING: this is a test for autograd internals.
        # You should never have to use such things in your code.
        class NoneGradientFunction(Function):

            def forward(self, x, y):
                assert self.needs_input_grad[0]
                assert not self.needs_input_grad[1]
                return x, y

            def backward(self, grad_x, grad_y):
                return grad_x, None

        fn = NoneGradientFunction()
        was_called = [False]

        def hook(grad_input, grad_output):
            self.assertIsInstance(grad_input, tuple)
            self.assertIsInstance(grad_output, tuple)
            self.assertIsNotNone(grad_input[0])
            self.assertIsNone(grad_input[1])
            self.assertIsNotNone(grad_output[0])
            self.assertIsNotNone(grad_output[1])
            was_called[0] = True
        fn.register_hook(hook)

        x = Variable(torch.randn(5, 5), requires_grad=True)
        y = Variable(torch.randn(5, 5))
        sum(fn(x, y)).sum().backward()
        self.assertTrue(was_called[0])