Update README.md

README.md

@@ -19,11 +19,34 @@ This model is based on the Facebook BART (Bidirectional and Auto-Regressive Tran
 ## Usage:
 
 ### Installation:
-
 You can install the necessary libraries using pip:
-
-```bash
-pip install transformers
-pip datasets
-pip evaluate
-pip rouge_score
+    ```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)
+    
+