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Added image captioning
Browse files- app.py +34 -4
- requirements.txt +5 -5
app.py
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import gradio as gr
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from PIL import Image
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from transformers import BlipProcessor, BlipForConditionalGeneration
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import gradio as gr
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# Initialization of the BLIP processor and model
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processor = BlipProcessor.from_pretrained("Salesforce/blip-image-captioning-large")
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model = BlipForConditionalGeneration.from_pretrained("Salesforce/blip-image-captioning-large")
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def generate_captions(image, text=""):
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# Convert the uploaded image to PIL Image
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raw_image = Image.fromarray(image).convert('RGB')
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if text: # Conditional image captioning
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inputs = processor(raw_image, text, return_tensors="pt")
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else: # Unconditional image captioning
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inputs = processor(raw_image, return_tensors="pt")
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# Generate captions for the image
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out = model.generate(**inputs)
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caption = processor.decode(out[0], skip_special_tokens=True)
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return caption
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# Gradio Interface
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iface = gr.Interface(
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fn=generate_captions,
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inputs=[
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gr.Image(label="Upload/Drag Image"), # Removed the 'tool' argument
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gr.Textbox(label="Conditional Text (optional)", placeholder="Enter conditional text (optional)...")
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],
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outputs=gr.Textbox(label="Generated Caption"),
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title="BLIP Image Caption Generator",
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description="This app generates captions for uploaded images. You can also provide conditional text to guide the caption generation."
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)
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if __name__ == "__main__":
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iface.launch()
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requirements.txt
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@@ -1,5 +1,5 @@
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diffusers
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gradio
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torch
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transformers
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Pillow
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