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Showing content from https://docs.pytorch.org/docs/stable/generated/torch.quantized_max_pool1d.html below:

torch.quantized_max_pool1d — PyTorch 2.8 documentation

Applies a 1D max pooling over an input quantized tensor composed of several input planes.

>>> qx = torch.quantize_per_tensor(torch.rand(2, 2), 1.5, 3, torch.quint8)
>>> torch.quantized_max_pool1d(qx, [2])
tensor([[0.0000],
        [1.5000]], size=(2, 1), dtype=torch.quint8,
    quantization_scheme=torch.per_tensor_affine, scale=1.5, zero_point=3)

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