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README.md
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## Model Usage
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### Example Code:
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```python
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from transformers import PaliGemmaProcessor, PaliGemmaForConditionalGeneration
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import torch
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model_id = "ACIDE/User-VLM-10B-
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processor = PaliGemmaProcessor.from_pretrained(model_id)
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model = PaliGemmaForConditionalGeneration.from_pretrained(model_id, torch_dtype=torch.bfloat16).to(device)
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def
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prompt =
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model_inputs = processor(text=prompt, images=image, return_tensors="pt").to(torch.bfloat16).to(model.device)
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input_len = model_inputs["input_ids"].shape[-1]
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from transformers.image_utils import load_image
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url = "https://media.istockphoto.com/id/1282695693/photo/little-boy-sitting-on-chair-at-the-table.jpg"
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image = load_image(url)
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print(
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```
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## Ethical Considerations & Limitations
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## Model Usage
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### Example Code:
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```python
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# The base model is not instruction-tuned and therefore is not suitable for use in a conversational mode.
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from transformers import PaliGemmaProcessor, PaliGemmaForConditionalGeneration
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import torch
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model_id = "ACIDE/User-VLM-10B-base"
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processor = PaliGemmaProcessor.from_pretrained(model_id)
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model = PaliGemmaForConditionalGeneration.from_pretrained(model_id, torch_dtype=torch.bfloat16).to(device)
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def generate_description(image, model, processor):
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prompt = "<image> "
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model_inputs = processor(text=prompt, images=image, return_tensors="pt").to(torch.bfloat16).to(model.device)
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input_len = model_inputs["input_ids"].shape[-1]
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from transformers.image_utils import load_image
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url = "https://media.istockphoto.com/id/1282695693/photo/little-boy-sitting-on-chair-at-the-table.jpg"
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image = load_image(url)
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description = generate_description(image, model, processor)
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print(description)
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```
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## Ethical Considerations & Limitations
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