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@@ -23,6 +23,33 @@ It achieves the following results on the evaluation set:
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  More information needed
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  ## Intended uses & limitations
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  More information needed
 
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  More information needed
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+ ## Usage
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+ ```python
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+ import torch
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+ from PIL import Image
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+ from transformers import AutoProcessor, AutoModelForCausalLM
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+ import requests
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+
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+ # Load model directly
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+ processor = AutoProcessor.from_pretrained("tonyassi/git-base-lucy1")
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+ model = AutoModelForCausalLM.from_pretrained("tonyassi/git-base-lucy1")
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+
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+ # Load image
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+ url = "https://datasets-server.huggingface.co/cached-assets/tonyassi/lucy-caption-2/--/94d2ffc965a7a0a50beebbeb60d04fa38a24ff66/--/default/train/6/image/image.jpg?Expires=1727109954&Signature=IMpoIBQV-ICPaC8V4NF2SUn0OQE7cOtIJZIeGSpOQLifkjlXl3rx6CAukc2Ax3Gkl4eQ3BfcDrnV2HNzE-c3c5WC5lcj30PWTkSczcqN7YtkKGFHOxlS6-Gv8zotQw8NJPn0d-LoCERHlxA75Sbh8vF8X6DE1SCRJIitT3DFcObTdKpZpHYDv21BYq4-A4EN04wX6aKHWyz8xR0NorlOtcB8dzPdsSpRGy3gcgLU9kHeBNWpa22KsMDJmDP8QferzrnG5bnb5fi9RxrMCTURCPUB8AyNJ1mVwuAorW4GJIdm40UEoqanQzrST3hIp-dTEH47w5-GY5PnOrWUcaxYGQ__&Key-Pair-Id=K3EI6M078Z3AC3"
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+ image = Image.open(requests.get(url, stream=True).raw)
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+
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+ # GPU or CPU
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+ device = "cuda" if torch.cuda.is_available() else "cpu"
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+
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+ # Inference
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+ inputs = processor(images=image, return_tensors="pt").to(device)
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+ pixel_values = inputs.pixel_values
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+ generated_ids = model.generate(pixel_values=pixel_values, max_length=50)
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+ generated_caption = processor.batch_decode(generated_ids, skip_special_tokens=True)[0]
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+ print(generated_caption)
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+
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+ ```
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+
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  ## Intended uses & limitations
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  More information needed