583e6a38f9a7e399e8378f18dfc991591bdf781a,models/pos/model.py,Tagger,__init__,#Tagger#Any#Any#Any#,10

Before Change

        self.upos_emb = nn.Embedding(len(vocab["upos"]), self.args["tag_emb_dim"], padding_idx=0)

        // char embeddings
        self.char_emb = nn.Embedding(len(vocab["char"]), self.args["char_emb_dim"], padding_idx=0)

        // modules
        self.charlstm = PackedLSTM(self.args["char_emb_dim"], self.args["char_hidden_dim"], self.args["char_num_layers"], batch_first=True)

After Change

        // criteria
        self.upos_crit = nn.CrossEntropyLoss(ignore_index=0) // ignore padding

        self.drop = nn.Dropout(args["dropout"])

    def forward(self, word, word_mask, wordchars, wordchars_mask, upos, xpos, ufeats, pretrained, word_orig_idx, sentlens):
        char_reps = self.charmodel(wordchars, wordchars_mask, word_orig_idx, sentlens)
        pretrained_emb = self.pretrained_emb(pretrained)

Instances