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Update app.py
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app.py
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@@ -2,6 +2,9 @@ import gradio as gr
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import easyocr
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from transformers import pipeline
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import numpy as np
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from PIL import Image
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# Initialisation du lecteur EasyOCR (anglais par dΓ©faut)
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@@ -46,10 +49,21 @@ def extraire_et_resumer(image):
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# RΓ©sumΓ©
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resume = summarizer(
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)
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texte_resume = resume[0]["summary_text"]
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@@ -59,6 +73,34 @@ def extraire_et_resumer(image):
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except Exception as e:
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return f"Erreur : {str(e)}", "Impossible de gΓ©nΓ©rer le rΓ©sumΓ©."
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# Interface Gradio
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with gr.Blocks(title="OCR & Text Summarizer") as demo:
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gr.Markdown("""
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@@ -72,9 +114,11 @@ with gr.Blocks(title="OCR & Text Summarizer") as demo:
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with gr.Row():
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with gr.Column():
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submit_btn = gr.Button("Extraire et rΓ©sumer", variant="primary")
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@@ -89,11 +133,12 @@ with gr.Blocks(title="OCR & Text Summarizer") as demo:
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submit_btn.click(
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fn=
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inputs=
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outputs=[sortie_texte, sortie_resume]
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)
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# Lancer l'application
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if __name__ == "__main__":
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demo.launch()
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import easyocr
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from transformers import pipeline
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import numpy as np
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from docx import Document
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from pptx import Presentation
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import os
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from PIL import Image
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# Initialisation du lecteur EasyOCR (anglais par dΓ©faut)
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# RΓ©sumΓ©
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resume = summarizer(
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if not text or len(text.split()) < 30:
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return "Texte trop court pour Γͺtre rΓ©sumΓ©."
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max_length = min(150, len(text.split()))
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min_length = min(30, len(text.split()) // 2)
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summary = summarizer(
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text,
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max_length=max_length,
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min_length=min_length,
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do_sample=False
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)
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return summary[0]["summary_text"]
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)
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texte_resume = resume[0]["summary_text"]
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except Exception as e:
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return f"Erreur : {str(e)}", "Impossible de gΓ©nΓ©rer le rΓ©sumΓ©."
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def extract_text_from_file(file_path):
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ext = os.path.splitext(file_path)[1].lower()
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# TXT
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if ext == ".txt":
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with open(file_path, "r", encoding="utf-8", errors="ignore") as f:
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return f.read()
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# WORD
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elif ext == ".docx":
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doc = Document(file_path)
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return "\n".join([p.text for p in doc.paragraphs])
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# POWERPOINT
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elif ext == ".pptx":
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prs = Presentation(file_path)
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text = []
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for slide in prs.slides:
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for shape in slide.shapes:
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if hasattr(shape, "text"):
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text.append(shape.text)
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return "\n".join(text)
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else:
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return ""
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# Interface Gradio
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with gr.Blocks(title="OCR & Text Summarizer") as demo:
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gr.Markdown("""
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with gr.Row():
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with gr.Column():
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file_input = gr.File(
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label="TΓ©lΓ©verser un fichier (TXT, DOCX, PPTX)",
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file_types=[".txt", ".docx", ".pptx"]
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)
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)
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submit_btn = gr.Button("Extraire et rΓ©sumer", variant="primary")
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submit_btn.click(
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fn=process_file,
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inputs=file_input,
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outputs=[sortie_texte, sortie_resume]
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)
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# Lancer l'application
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if __name__ == "__main__":
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demo.launch()
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