add app and reqs
Browse files- app.py +39 -0
- requirements.txt +2 -0
app.py
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import gradio as gr
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from PIL import Image, ImageOps
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from transformers import VisionEncoderDecoderModel, GPT2Tokenizer, AutoFeatureExtractor
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text_processor = GPT2Tokenizer.from_pretrained("gpt2", pad_token="<|pad|>")
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# text_processor = AutoTokenizer.from_pretrained("yuewu/toc_titler")
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image_processor = AutoFeatureExtractor.from_pretrained("yuewu/toc_titler")
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model = VisionEncoderDecoderModel.from_pretrained("yuewu/toc_titler")
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def array_to_square_image(image):
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# Numpy array to PIL image
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image = Image.fromarray(image)
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# Pad to square image
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if image.size[0] != image.size[1]:
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if image.size[0] > image.size[1]:
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delta = image.size[0] - image.size[1]
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padding = (0, delta//2, 0, delta//2)
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if image.size[0] < image.size[1]:
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delta = image.size[1] - image.size[0]
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padding = (delta//2, 0, delta//2, 0)
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image = ImageOps.expand(image, padding, fill=(255, 255, 255))
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# In case size is off by 1
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if image.size[0] != image.size[1]:
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image.resize((image.size[0], image.size[0]))
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return image
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def greet(image):
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image = array_to_square_image(image)
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pixel_values = image_processor(image, return_tensors="pt").pixel_values
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generated_ids = model.generate(pixel_values)
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generated_text = text_processor.batch_decode(generated_ids, skip_special_tokens=True)
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return generated_text[0]
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demo = gr.Interface(fn=greet, inputs="image", outputs="text")
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demo.launch()
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requirements.txt
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Pillow >= 9.2.0
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transformers >= 4.0.0
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