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malaknihed commited on
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c4767a5
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1 Parent(s): 401cfef

Update app.py

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Files changed (1) hide show
  1. app.py +29 -48
app.py CHANGED
@@ -1,64 +1,45 @@
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- from fastapi import FastAPI
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- from fastapi.staticfiles import StaticFiles
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- from fastapi.responses import RedirectResponse
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-
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  from fastapi import FastAPI, File, UploadFile, Form
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- from fastapi.responses import JSONResponse, RedirectResponse
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  from fastapi.staticfiles import StaticFiles
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  from fastapi.middleware.cors import CORSMiddleware
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- from transformers import pipeline, M2M100ForConditionalGeneration, M2M100Tokenizer, MarianMTModel, MarianTokenizer
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- import shutil
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- #
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- import os
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- import logging
 
 
 
 
 
 
 
 
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  from PyPDF2 import PdfReader
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- import docx
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- from PIL import Image
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- import openpyxl # 📌 Pour lire les fichiers Excel (.xlsx)
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  from pptx import Presentation
 
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  import fitz # PyMuPDF
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- import io
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- from docx import Document
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- import matplotlib.pyplot as plt
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- import seaborn as sns
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- import torch
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- import re
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- import pandas as pd
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- from transformers import AutoTokenizer, AutoModelForCausalLM
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- from fastapi.responses import FileResponse
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- import os
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- from fastapi.middleware.cors import CORSMiddleware
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  import matplotlib
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  matplotlib.use('Agg')
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-
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- import re
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- import torch
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- import pandas as pd
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  import matplotlib.pyplot as plt
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  import seaborn as sns
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- from transformers import AutoTokenizer, AutoModelForCausalLM
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- from fastapi import FastAPI, File, UploadFile, Form
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- from fastapi.responses import FileResponse
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  import os
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- from fastapi.middleware.cors import CORSMiddleware
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- from fastapi import FastAPI, File, UploadFile, Form
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- from fastapi.responses import JSONResponse, RedirectResponse
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- from fastapi.staticfiles import StaticFiles
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- from transformers import pipeline, M2M100ForConditionalGeneration, M2M100Tokenizer
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  import shutil
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- import os
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- import logging
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- from fastapi.middleware.cors import CORSMiddleware
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- from PyPDF2 import PdfReader
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- import docx
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- from PIL import Image # Pour ouvrir les images avant analyse
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- from transformers import MarianMTModel, MarianTokenizer
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- import os
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- import fitz
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- from transformers import M2M100ForConditionalGeneration, M2M100Tokenizer
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-
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  import logging
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- import openpyxl
 
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  # Configuration du logging
 
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+ # 🔧 FastAPI & middlewares
 
 
 
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  from fastapi import FastAPI, File, UploadFile, Form
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+ from fastapi.responses import FileResponse, RedirectResponse, JSONResponse
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  from fastapi.staticfiles import StaticFiles
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  from fastapi.middleware.cors import CORSMiddleware
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+
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+ # 🧠 Transformers (NLP)
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+ from transformers import (
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+ pipeline,
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+ AutoTokenizer,
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+ AutoModelForCausalLM,
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+ MarianMTModel,
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+ MarianTokenizer,
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+ M2M100ForConditionalGeneration,
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+ M2M100Tokenizer
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+ )
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+
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+ # 📄 Lecture de fichiers
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  from PyPDF2 import PdfReader
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+ from pdfminer.high_level import extract_text
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+ from docx import Document
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+ import docx2txt
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  from pptx import Presentation
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+ import openpyxl # Pour fichiers Excel (.xlsx)
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  import fitz # PyMuPDF
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+
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+ # 🖼️ Images
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+ from PIL import Image
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+
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+ # 📊 Visualisation (Matplotlib/Seaborn)
 
 
 
 
 
 
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  import matplotlib
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  matplotlib.use('Agg')
 
 
 
 
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  import matplotlib.pyplot as plt
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  import seaborn as sns
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+
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+ # 🧰 Divers
 
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  import os
 
 
 
 
 
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  import shutil
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+ import io
 
 
 
 
 
 
 
 
 
 
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  import logging
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+ import re
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+ import pandas as pd
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  # Configuration du logging