MMOCR / mmocr /models /textrecog /layers /robust_scanner_fusion_layer.py
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# Copyright (c) OpenMMLab. All rights reserved.
import torch
import torch.nn as nn
from mmcv.runner import BaseModule
class RobustScannerFusionLayer(BaseModule):
def __init__(self, dim_model, dim=-1, init_cfg=None):
super().__init__(init_cfg=init_cfg)
self.dim_model = dim_model
self.dim = dim
self.linear_layer = nn.Linear(dim_model * 2, dim_model * 2)
self.glu_layer = nn.GLU(dim=dim)
def forward(self, x0, x1):
assert x0.size() == x1.size()
fusion_input = torch.cat([x0, x1], self.dim)
output = self.linear_layer(fusion_input)
output = self.glu_layer(output)
return output