proverka obuchenya

.ipynb_checkpoints/proverkabert-checkpoint.py

@@ -120,15 +120,14 @@ class MultiTaskBert(nn.Module):
         self.classifier_safety = nn.Linear(768, 2)  # safe/unsafe
         self.classifier_attack = nn.Linear(768, 4)  # 4 attack types
 
-    def forward(self, input_ids, attention_mask):
-        outputs = self.bert(input_ids=input_ids, attention_mask=attention_mask)
+    def forward(self, input_ids, attention_mask, token_type_ids=None):
+        outputs = self.bert(input_ids=input_ids, attention_mask=attention_mask, token_type_ids=token_type_ids)
         pooled_output = outputs.last_hidden_state[:, 0, :]
         logits_safety = self.classifier_safety(pooled_output)
         logits_attack = self.classifier_attack(pooled_output)
         return logits_safety, logits_attack
 
 def load_model(model_path):
-    # Проверяем наличие файлов
     if not os.path.exists(model_path):
         raise FileNotFoundError(f"Директория {model_path} не существует")
     
@@ -219,14 +218,4 @@ def main():
             print(f"Ошибка при классификации промпта '{prompt}': {e}")
 
 if __name__ == "__main__":
-    main()
-
+    main()
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proverkabert.py

@@ -120,15 +120,14 @@ class MultiTaskBert(nn.Module):
         self.classifier_safety = nn.Linear(768, 2)  # safe/unsafe
         self.classifier_attack = nn.Linear(768, 4)  # 4 attack types
 
-    def forward(self, input_ids, attention_mask):
-        outputs = self.bert(input_ids=input_ids, attention_mask=attention_mask)
+    def forward(self, input_ids, attention_mask, token_type_ids=None):
+        outputs = self.bert(input_ids=input_ids, attention_mask=attention_mask, token_type_ids=token_type_ids)
         pooled_output = outputs.last_hidden_state[:, 0, :]
         logits_safety = self.classifier_safety(pooled_output)
         logits_attack = self.classifier_attack(pooled_output)
         return logits_safety, logits_attack
 
 def load_model(model_path):
-    # Проверяем наличие файлов
     if not os.path.exists(model_path):
         raise FileNotFoundError(f"Директория {model_path} не существует")
     
@@ -219,14 +218,4 @@ def main():
             print(f"Ошибка при классификации промпта '{prompt}': {e}")
 
 if __name__ == "__main__":
-    main()
-
+    main()
\ No newline at end of file
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