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    | @@ -129,7 +129,7 @@ To load the model: | |
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            ```python
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            import uform
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            model = uform.get_model('unum-cloud/uform-vl-multilingual-v2')
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            ```
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            To encode data:
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| @@ -140,11 +140,11 @@ from PIL import Image | |
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            text = 'a small red panda in a zoo'
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            image = Image.open('red_panda.jpg')
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            image_data =  | 
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            text_data =  | 
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            image_embedding = model.encode_image(image_data)
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            text_embedding = model.encode_text(text_data)
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            joint_embedding = model.encode_multimodal(image=image_data, text=text_data)
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            ```
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|  | |
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            ```python
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            import uform
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            model, processor = uform.get_model('unum-cloud/uform-vl-multilingual-v2')
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            ```
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            To encode data:
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|  | |
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            text = 'a small red panda in a zoo'
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            image = Image.open('red_panda.jpg')
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            image_data = processor.preprocess_image(image)
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            text_data = processor.preprocess_text(text)
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            image_features, image_embedding = model.encode_image(image_data, return_features=True)
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            text_features, text_embedding = model.encode_text(text_data, return_features=True)
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            joint_embedding = model.encode_multimodal(image=image_data, text=text_data)
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            ```
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