fairseq/modules/same_pad.py

# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.


from torch import nn


class SamePad(nn.Module):
    def __init__(self, kernel_size, causal=False):
        super().__init__()
        if causal:
            self.remove = kernel_size - 1
        else:
            self.remove = 1 if kernel_size % 2 == 0 else 0

    def forward(self, x):
        if self.remove > 0:
            x = x[:, :, : -self.remove]
        return x


class SamePad2d(nn.Module):
    def __init__(self, kernel_size):
        super().__init__()
        self.remove = 1 if kernel_size % 2 == 0 else 0

    def forward(self, x):
        assert len(x.size()) == 4
        if self.remove > 0:
            x = x[:, :, : -self.remove, : -self.remove]
        return x