model_BiLSTM_1.py 文件源码

def forward(self, x):
        x = self.embed(x)
        x = self.dropout_embed(x)
        # x = x.view(len(x), x.size(1), -1)
        # x = embed.view(len(x), embed.size(1), -1)
        bilstm_out, self.hidden = self.bilstm(x, self.hidden)
        # print(self.hidden)

        bilstm_out = torch.transpose(bilstm_out, 0, 1)
        bilstm_out = torch.transpose(bilstm_out, 1, 2)
        bilstm_out = F.tanh(bilstm_out)
        bilstm_out = F.max_pool1d(bilstm_out, bilstm_out.size(2)).squeeze(2)
        bilstm_out = F.tanh(bilstm_out)
        # bilstm_out = self.dropout(bilstm_out)

        # bilstm_out = self.hidden2label1(bilstm_out)
        # logit = self.hidden2label2(F.tanh(bilstm_out))

        logit = self.hidden2label(bilstm_out)

        return logit