Update app.py

app.py

@@ -1,45 +1,78 @@
-# 🔧 FastAPI & middlewares
+import from fastapi import FastAPI
+from fastapi.staticfiles import StaticFiles
+from fastapi.responses import RedirectResponse
+
 from fastapi import FastAPI, File, UploadFile, Form
-from fastapi.responses import FileResponse, RedirectResponse, JSONResponse
+from fastapi.responses import JSONResponse, RedirectResponse
 from fastapi.staticfiles import StaticFiles
 from fastapi.middleware.cors import CORSMiddleware
-
-# 🧠 Transformers (NLP)
-from transformers import (
-    pipeline,
-    AutoTokenizer,
-    AutoModelForCausalLM,
-    MarianMTModel,
-    MarianTokenizer,
-    M2M100ForConditionalGeneration,
-    M2M100Tokenizer
-)
-
-# 📄 Lecture de fichiers
+from transformers import pipeline, M2M100ForConditionalGeneration, M2M100Tokenizer, MarianMTModel, MarianTokenizer
+import shutil
+#
+import os
+import logging
 from PyPDF2 import PdfReader
-from pdfminer.high_level import extract_text
-from docx import Document
-import docx2txt
+import docx
+from PIL import Image
+import openpyxl  # 📌 Pour lire les fichiers Excel (.xlsx)
 from pptx import Presentation
-import openpyxl  # Pour fichiers Excel (.xlsx)
 import fitz  # PyMuPDF
-
-# 🖼️ Images
-from PIL import Image
-
-# 📊 Visualisation (Matplotlib/Seaborn)
+import io
+from docx import Document
+import matplotlib.pyplot as plt
+import seaborn as sns
+import torch
+import re
+import pandas as pd
+from transformers import AutoTokenizer, AutoModelForCausalLM
+from fastapi.responses import FileResponse
+import os
+from fastapi.middleware.cors import CORSMiddleware
 import matplotlib
 matplotlib.use('Agg')
+
+import re
+import torch
+import pandas as pd
 import matplotlib.pyplot as plt
 import seaborn as sns
-
-# 🧰 Divers
+from transformers import AutoTokenizer, AutoModelForCausalLM
+from fastapi import FastAPI, File, UploadFile, Form
+from fastapi.responses import FileResponse
 import os
+from fastapi.middleware.cors import CORSMiddleware
+from fastapi import FastAPI, File, UploadFile, Form
+from fastapi.responses import JSONResponse, RedirectResponse
+from fastapi.staticfiles import StaticFiles
+from transformers import pipeline, M2M100ForConditionalGeneration, M2M100Tokenizer
 import shutil
-import io
+import os
 import logging
-import re
+from fastapi.middleware.cors import CORSMiddleware
+from PyPDF2 import PdfReader
+import docx
+from PIL import Image  # Pour ouvrir les images avant analyse
+from transformers import MarianMTModel, MarianTokenizer
+import os
+import fitz 
+from transformers import M2M100ForConditionalGeneration, M2M100Tokenizer
+
+import logging
+import openpyxl   
+
+from fastapi import FastAPI, File, UploadFile, Form
+from fastapi.responses import FileResponse, RedirectResponse, JSONResponse
+from fastapi.staticfiles import StaticFiles
+from io import BytesIO
+from pdfminer.high_level import extract_text
+from docx import Document
 import pandas as pd
+from pptx import Presentation
+import logging
+from transformers import pipeline
+from PIL import Image 
+import io
+import docx2txt
 
 
 # Configuration du logging