def METHOD_NAME() -> None:
    X = np.arange(9).astype(np.float32)
    X.shape = (1, 1, 3, 3)
    W = np.ones((1, 1, 2, 2), dtype=np.float32)
    # Convolution with padding
    offset_with_padding = np.zeros((1, 8, 4, 4), dtype=np.float32)
    offset_with_padding[
        0, 0, 0, 0
    ] = 0.5  # h-coord of [0, 0] element of kernel, at output position [0, 0]
    offset_with_padding[
        0, 5, 1, 2
    ] = -0.1  # w-coord of [1, 0] element of kernel, at output position [1, 2]
    node_with_padding = onnx.helper.make_node(
        "DeformConv",
        inputs=["X", "W", "offset_with_padding"],
        outputs=["Y_with_padding"],
        kernel_shape=[2, 2],
        pads=[1, 1, 1, 1],
    )
    Y_with_padding = np.array(
        [
            [
                [
                    [0.0, 1.0, 3.0, 2.0],  # (1, 1, 4, 4) output tensor
                    [3.0, 8.0, 11.9, 7.0],
                    [9.0, 20.0, 24.0, 13.0],
                    [6.0, 13.0, 15.0, 8.0],
                ]
            ]
        ]
    ).astype(np.float32)
    expect(
        node_with_padding,
        inputs=[X, W, offset_with_padding],
        outputs=[Y_with_padding],
        name="test_basic_deform_conv_with_padding",
    )
    # Convolution without padding
    offset_without_padding = np.zeros((1, 8, 2, 2), dtype=np.float32)
    offset_without_padding[
        0, 0, 0, 0
    ] = 0.5  # h-coord of [0, 0] element of kernel, at output position [0, 0]
    offset_without_padding[
        0, 5, 0, 1
    ] = -0.1  # w-coord of [1, 0] element of kernel, at output position [0, 1]
    node_without_padding = onnx.helper.make_node(
        "DeformConv",
        inputs=["X", "W", "offset_without_padding"],
        outputs=["Y_without_padding"],
        kernel_shape=[2, 2],
        pads=[0, 0, 0, 0],
    )
    Y_without_padding = np.array(
        [
            [
                [
                    [9.5, 11.9],  # (1, 1, 2, 2) output tensor
                    [20.0, 24.0],
                ]
            ]
        ]
    ).astype(np.float32)
    expect(
        node_without_padding,
        inputs=[X, W, offset_without_padding],
        outputs=[Y_without_padding],
        name="test_basic_deform_conv_without_padding",
    )