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48ed931
1
Parent(s): 8ff20e4
Create app.py
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app.py
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from transformers import Blip2VisionConfig, Blip2QFormerConfig, OPTConfig, Blip2Config, Blip2ForConditionalGeneration, Blip2VisionModel, Blip2Processor
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from PIL import Image
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import requests
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import torch
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import gradio as gr
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config = Blip2Config()
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model = Blip2ForConditionalGeneration(config)
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config = model.config
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vis_config = Blip2VisionConfig()
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model = Blip2VisionModel(vis_config)
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config_2 = model.config
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processor = Blip2Processor.from_pretrained('Salesforce/blip2-opt-2.7b')
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model = Blip2ForConditionalGeneration.from_pretrained('Salesforce/blip2-opt-2.7b')
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def captioning(image):
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inputs = processor(images=image, return_tensors='pt')
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generated_ids = model.generate(**inputs)
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generated_text = processor.batch_decode(generated_ids, skip_special_tokens=True)[0].strip()
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return image, generated_text
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demo = gr.Interface(
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captioning,
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inputs=gr.Image(type="pil"),
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outputs = ['image', 'text']
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)
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demo.launch()
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