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chanelcolgate
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Parent(s):
286a1e3
new file: app.py
Browse files- app.py +29 -0
- examples/captcha-0.png +0 -0
- examples/captcha-1.png +0 -0
- examples/captcha-2.png +0 -0
- examples/captcha-3.png +0 -0
- examples/captcha-4.png +0 -0
- examples/captcha-5.png +0 -0
- examples/captcha-6.png +0 -0
- examples/captcha-7.png +0 -0
- examples/captcha-8.png +0 -0
- examples/captcha-9.png +0 -0
- requirements.txt +1 -0
app.py
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import gradio as gr
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from transformers import TrOCRProcessor, VisionEncoderDecoderModel
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name = "chanelcolgate/trocr-base-printed_captcha_ocr"
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model = VisionEncoderDecoderModel.from_pretrained(name)
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processor = TrOCRProcessor.from_pretrained("microsoft/trocr-base-printed")
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def process_image(image):
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# prepare image
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pixel_values = processor(image, return_tensors="pt").pixel_values
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# generate (no beam search)
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generated_ids = model.generate(pixel_values)
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# decode
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generated_text = processor.batch_decode(generated_ids, skip_special_tokens=True)[0]
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return generated_text
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title = "Interactive demo: Captcha OCR"
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description = "Demo tracuumasothue captcha"
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interface = gr.Interface(fn=process_image,
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inputs="image",
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examples=[f"captcha-{i}.png" for i in range(10)],
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outputs="text",
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title=title,
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description=description).launch()
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examples/captcha-0.png
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examples/captcha-1.png
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examples/captcha-2.png
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examples/captcha-3.png
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examples/captcha-4.png
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examples/captcha-5.png
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examples/captcha-6.png
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examples/captcha-7.png
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examples/captcha-8.png
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examples/captcha-9.png
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requirements.txt
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transformers
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