def template(x_order=OrderNHWC, y_order=OrderNHW, axis=Axis.C, description: str = ""):
vx = np.arange(120).reshape(2, 3, 4, 5)
vy = np.max(vx, axis=OrderNHWC.axes_dict[axis])
x = Variable(vx.shape, order=OrderNHWC)
y, = Max(None, axis=axis)(x)
x.change_order(x_order)
y.change_order(y_order)
generate_kernel_test_case(
description=f"Max {description}",
graph=Graph([x], [y]),
backend=["webgpu", "webgl", "webassembly"],
inputs={x: np.transpose(vx, [OrderNHWC.axes_dict[a] for a in x.order.axes])},
expected={y: np.transpose(vy, [OrderNHW.axes_dict[a] for a in y.order.axes])},
)
def template(x_shape=[2, 3, 4, 5],
x_order=OrderNHWC,
y_order=OrderNHWC,
axis=Axis.C,
description: str = ""):
vx = np.random.rand(*x_shape)
vy = np.max(vx, axis=x_order.axes_dict[axis], keepdims=True)
x = Variable(vx.shape, order=x_order)
y, = Max(None, axis=axis)(x)
y.change_order(y_order)
generate_kernel_test_case(
description=f"Max {description}",
graph=Graph([x], [y]),
backend=["webgpu", "webgl", "webassembly"],
inputs={x: vx},
expected={
y: np.transpose(vy, [x.order.axes_dict[a] for a in y.order.axes])
},
)