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!pip install git+https://github.com/openai/CLIP.git |
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from PIL import Image |
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import requests |
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from transformers import CLIPProcessor, CLIPModel |
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model = CLIPModel.from_pretrained("openai/clip-vit-base-patch32") |
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processor = CLIPProcessor.from_pretrained("openai/clip-vit-base-patch32") |
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url = "http://images.cocodataset.org/val2017/000000039769.jpg" |
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image = Image.open(requests.get(url, stream=True).raw) |
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inputs = processor(text=["a photo of a cat", "a photo of a dog"], images=image, return_tensors="pt", padding=True) |
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outputs = model(**inputs) |
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logits_per_image = outputs.logits_per_image |
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probs = logits_per_image.softmax(dim=1) |
