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Create app.py
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app.py
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from pdf2image import convert_from_path
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import pandas as pd, numpy as np
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from PIL import Image
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import pickle
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import gradio as gr
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from transformers import pipeline
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import pandas as pd
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from sentence_transformers import SentenceTransformer, util
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import pickle
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model = SentenceTransformer('clip-ViT-B-32')
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with open('preesmefiletype.h5', 'rb') as file:
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pipe=pickle.load(file)
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def findpdftype(file):
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images = convert_from_path(file.name)
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encodings=model.encode(images)
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predictions=pipe.predict(encodings)
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return pd.DataFrame(predictions, columns=['label']).label.value_counts().sort_values(ascending=False).index[0]
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gr.Interface(fn=findpdftype, inputs="file", outputs="label").launch()
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