update readme

README.md

@@ -30,10 +30,15 @@ This repository contains a fine-tuned version of the Hugging Face [Idefics3-8B-L
 For immediate use, you can load the model directly from Hugging Face:  
 
 ```python
+from transformers import AutoProcessor, Idefics3ForConditionalGeneration, image_utils
 import torch
-from transformers import AutoModelForImageTextToText
-device = torch.device('cuda') if torch.cuda.is_available() else torch.device('cpu')
-model = AutoModelForImageTextToText.from_pretrained("eltorio/IDEFICS3_ROCO").to(device)
+device = torch.device('cuda') if torch.cuda.is_available() else torch.device('cpu') # on CPU it requires ≈ 3h/query 🙈
+processor = AutoProcessor.from_pretrained(v)
+model = Idefics3ForConditionalGeneration.from_pretrained(
+        v, torch_dtype=torch.bfloat16
+    ).to(device)
+
+model.load_adapter("eltorio/IDEFICS3_ROCO")
 ```
 
 ### Model Information