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--- |
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language: |
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- en |
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library_name: transformers |
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base_model: google/paligemma-3b-pt-224 |
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pipeline_tag: visual-question-answering |
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inference: false |
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tags: |
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- paligemma |
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- coffe |
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- caption |
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license: mit |
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--- |
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# Model Card for Model ID |
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Google's Paligemma VLM (Vision Language Model) finetuned to provide captions to coffe machine images |
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### Model Description |
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<!-- Provide a longer summary of what this model is. --> |
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- **Developed by:** Komorebi AI |
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- **Language(s) (NLP):** English |
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- **License:** MIT |
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- **Finetuned from model :** google/paligemma-3b-pt-224 |
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- **Demo :** https://huggingface.co/spaces/Fer14/coffe_machine_caption |
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## Usage |
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```python |
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from transformers import PaliGemmaForConditionalGeneration, PaliGemmaProcessor |
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from PIL import Image |
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model_id = "Fer14/paligemma_coffee_machine_caption" |
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model = PaliGemmaForConditionalGeneration.from_pretrained(model_id) |
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processor = PaliGemmaProcessor.from_pretrained(model_id) |
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image = Image.open("path to your image").convert("RGB") |
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prompt = ( |
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f"Generate a caption for the following coffee maker image. The caption has to be of the following structure:\n" |
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"\"A <color> <type>, <accessories>, <shape> shaped, with <screen> and <number> <b_color> butons\"\n\n" |
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"in which:\n" |
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"- color: red, black, blue...\n" |
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"- type: coffee machine, coffee maker, espresso coffee machine...\n" |
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"- accessories: a list of accessories like the ones described above\n" |
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"- shape: cubed, round...\n" |
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"- screen: screen, no screen.\n" |
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"- number: amount of buttons to add\n" |
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"- b_color: color of the buttons" |
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) |
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inputs = processor( |
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text=prompt, |
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images=image, |
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return_tensors="pt", |
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padding="longest", |
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) |
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output = model.generate(**inputs, max_length=1000) |
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decoded_output = processor.decode(output[0], skip_special_tokens=True)[len(prompt) :] |
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``` |
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### Framework versions |
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- PEFT 0.11.1 |
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- Transformers 4.41.2 |