Update README.md

README.md

@@ -21,33 +21,8 @@ This model is based on the Facebook BART (Bidirectional and Auto-Regressive Tran
 ### Installation:
 
 You can install the necessary libraries using pip:
-
   ```bash
     pip install transformers
     pip datasets
     pip evaluate
     pip rouge_score
-
-### Inference
-
-  ```bash
-     # Load model directly
-     from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
-    
-     tokenizer = AutoTokenizer.from_pretrained("suriya7/text_summarize")
-     model = AutoModelForSeq2SeqLM.from_pretrained("suriya7/text_summarize")
-
-     def generate_summary(text):
-
-       inputs = tokenizer([text], max_length=1024, return_tensors='pt', truncation=True)
-
-       summary_ids = model.generate(inputs['input_ids'],max_new_tokens=100, do_sample=False)
-  
-       summary = tokenizer.decode(summary_ids[0], skip_special_tokens=True)
-       return summary
-
-    text_to_summarize = "Now, there is no doubt that one of the most important aspects of any Pixel phone is its camera.
-                         And there might be good news for all camera lovers. Rumours have suggested  that the Pixel 9 could come with a telephoto lens,
-                         improving its photography capabilities even further. Google will likely continue to focus on using AI to
-                         enhance its camera performance, in order to make sure that Pixel phones remain top contenders in the world of mobile photography"
-    summary = generate_summary(text_to_summarize)