def METHOD_NAME():
    verify_conv2d_hwcn(1, 256, 32, 128, 3, 1, "SAME")
    verify_conv2d_hwcn(1, 256, 32, 256, 3, 1, "SAME")
    verify_conv2d_hwcn(4, 128, 16, 128, 5, 2, "SAME")
    verify_conv2d_hwcn(4, 128, 16, 256, 5, 2, "SAME")
    verify_conv2d_hwcn(1, 256, 32, 128, 3, 1, "VALID")
    verify_conv2d_hwcn(1, 256, 32, 256, 3, 1, "VALID")
    verify_conv2d_hwcn(4, 128, 16, 128, 5, 2, "VALID")
    verify_conv2d_hwcn(4, 128, 16, 256, 5, 2, "VALID")
    # dilation = 2
    verify_conv2d_hwcn(1, 256, 32, 256, 3, 1, "SAME", dilation=2)
    # Pass stride as tuple
    verify_conv2d_hwcn(1, 256, 32, 128, 3, (1, 1), "SAME")
    verify_conv2d_hwcn(1, 256, 32, 256, 3, (1, 1), "SAME")
    verify_conv2d_hwcn(4, 128, 16, 128, 5, (2, 2), "SAME")
    verify_conv2d_hwcn(4, 128, 16, 256, 5, (2, 2), "SAME")
    verify_conv2d_hwcn(1, 256, 32, 128, 3, (1, 1), "VALID")
    verify_conv2d_hwcn(1, 256, 32, 256, 3, (1, 1), "VALID")
    verify_conv2d_hwcn(4, 128, 16, 128, 5, (2, 2), "VALID")
    verify_conv2d_hwcn(4, 128, 16, 256, 5, (2, 2), "VALID")