prithivMLmods
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Upload app.py
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app.py
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import gradio as gr
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import requests
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from PIL import Image
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from transformers import BlipProcessor, BlipForConditionalGeneration
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import time
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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 caption(img, min_len, max_len):
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raw_image = Image.open(img).convert('RGB')
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inputs = processor(raw_image, return_tensors="pt")
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out = model.generate(**inputs, min_length=min_len, max_length=max_len)
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return processor.decode(out[0], skip_special_tokens=True)
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def greet(img, min_len, max_len):
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start = time.time()
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result = caption(img, min_len, max_len)
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end = time.time()
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total_time = str(end - start)
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result = result + '\n' + total_time + ' seconds'
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return result
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iface = gr.Interface(fn=greet,
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title='Blip Image Captioning Large',
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description="[Salesforce/blip-image-captioning-large](https://huggingface.co/Salesforce/blip-image-captioning-large)",
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inputs=[gr.Image(type='filepath', label='Image'), gr.Slider(label='Minimum Length', minimum=1, maximum=1000, value=30), gr.Slider(label='Maximum Length', minimum=1, maximum=1000, value=100)],
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outputs=gr.Textbox(label='Caption'),
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theme = gr.themes.Base(primary_hue="teal",secondary_hue="teal",neutral_hue="slate"),)
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iface.launch()
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