fixed BertForMultipleChoice model init and forward pass
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@@ -1034,13 +1034,13 @@ class BertForMultipleChoice(BertPreTrainedModel):
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self.num_choices = num_choices
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self.bert = BertModel(config)
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self.dropout = nn.Dropout(config.hidden_dropout_prob)
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self.classifier = nn.Linear(config.hidden_size, 1)
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self.classifier = nn.Linear(config.hidden_size, num_choices)
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self.apply(self.init_bert_weights)
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def forward(self, input_ids, token_type_ids=None, attention_mask=None, labels=None):
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flat_input_ids = input_ids.view(-1, input_ids.size(-1))
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flat_token_type_ids = token_type_ids.view(-1, token_type_ids.size(-1))
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flat_attention_mask = attention_mask.view(-1, attention_mask.size(-1))
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flat_token_type_ids = token_type_ids.view(-1, token_type_ids.size(-1)) if token_type_ids is not None else None
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flat_attention_mask = attention_mask.view(-1, attention_mask.size(-1)) if attention_mask is not None else None
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_, pooled_output = self.bert(flat_input_ids, flat_token_type_ids, flat_attention_mask, output_all_encoded_layers=False)
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pooled_output = self.dropout(pooled_output)
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logits = self.classifier(pooled_output)
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