Because Conv1 is the first time you calculate on gpu.
if __name__ == '__main__':
    x = Variable(torch.randn(1, 32, 224, 224).cuda(), requires_grad=False)
    cnns = TestConv()
    cnns.cuda()
    for _ in range(100):  cnns(x)

you’ll find it.