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Update README.md

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@@ -23,8 +23,38 @@ PROMPT = "<s>[INST]Describe the images.\n[IMG][IMG][IMG][IMG][/INST]"
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  inputs = processor(text=PROMPT, images=IMG_URLS, return_tensors="pt").to("cuda")
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  generate_ids = model.generate(**inputs, max_new_tokens=500)
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- ouptut = processor.batch_decode(generate_ids, skip_special_tokens=True, clean_up_tokenization_spaces=False)[0]
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  ```
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  I got something like this:
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  ```
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  inputs = processor(text=PROMPT, images=IMG_URLS, return_tensors="pt").to("cuda")
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  generate_ids = model.generate(**inputs, max_new_tokens=500)
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+ output = processor.batch_decode(generate_ids, skip_special_tokens=True, clean_up_tokenization_spaces=False)[0]
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  ```
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+
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+ You can also use a chat template to format your chat history for Pixtral. Here's an example - note how you can interleave text and multiple images in the same message!
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+
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+ ```python
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+ from PIL import Image
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+ from transformers import AutoProcessor, LlavaForConditionalGeneration
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+ model_id = "mistral-community/pixtral-12b"
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+ model = LlavaForConditionalGeneration.from_pretrained(model_id)
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+ processor = AutoProcessor.from_pretrained(model_id)
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+
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+ url_dog = "https://picsum.photos/id/237/200/300"
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+ url_mountain = "https://picsum.photos/seed/picsum/200/300"
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+
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+ chat = [
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+ {
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+ "role": "user", "content": [
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+ {"type": "text", "content": "Can this animal"},
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+ {"type": "image"},
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+ {"type": "text", "content": "live here?"},
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+ {"type": "image"}
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+ ]
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+ }
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+ ]
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+
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+ prompt = processor.apply_chat_template(chat)
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+ inputs = processor(text=PROMPT, images=[url_dog, url_mountain], return_tensors="pt").to(model.device)
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+ generate_ids = model.generate(**inputs, max_new_tokens=500)
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+ output = processor.batch_decode(generate_ids, skip_special_tokens=True, clean_up_tokenization_spaces=False)[0]
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+ ```
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+
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  I got something like this:
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  ```
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