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@ -1559,7 +1559,7 @@ class FeedforwardModule(nn.Module):
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class NonlinAttentionModule(nn.Module):
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"""This is like the ConvolutionModule, but refactored so that we use multiplication by attention weights (borrowed
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from the attention module) in palce of actual convolution.
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from the attention module) in place of actual convolution.
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Args:
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channels (int): The number of channels of conv layers.
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