Model parameters change

models/summarization.py

@@ -12,18 +12,18 @@ class SummarizationModel:
         # Model and tokenization parameters
         inputs = self.tokenizer.encode(
             text,
-            max_length=512,
+            max_length=1024,
             truncation=True,
             return_tensors='pt'
         ).to(self.device)
         
         summary_ids = self.model.generate(
             inputs,
-            max_length=256,
-            min_length=64,
-            num_beams=4,
-            no_repeat_ngram_size=3,
-            early_stopping=True,
+            max_length=512,
+            min_length=128,
+            num_beams=3,
+            no_repeat_ngram_size=4,
+            early_stopping=False,
         )
         
         return self.tokenizer.decode(summary_ids[0], skip_special_tokens=True)