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from fastapi import FastAPI, HTTPException, UploadFile
from fastapi.middleware.cors import CORSMiddleware
from fastapi import FastAPI, UploadFile
from typing import Union
import json
import csv
from modeles import bert, squeezebert, deberta
from uploadFile import file_to_text
app = FastAPI()
app.add_middleware(
CORSMiddleware,
allow_origins=["*"],
allow_credentials=True,
allow_methods=["*"],
allow_headers=["*"],
)
@app.on_event("startup")
async def startup_event():
print("start")
@app.get("/")
async def root():
return {"message": "Hello World"}
@app.post("/uploadfile/")
async def create_upload_file(file: UploadFile, texte: str, model: str):
fileToText = await file_to_text(file)
return {"model": model, "texte": texte, "filename": file.filename, "file_to_text": fileToText}
@app.post("/contextText/")
async def create_upload_file(context: str, texte: str, model: str):
return {"model": model, "texte": texte, "context": context}
@app.post("/withoutFile/")
async def create_upload_file(texte: str, model: str):
return {"model": model, "texte": texte}
# # Modèle Pydantic pour les requêtes SqueezeBERT
# class SqueezeBERTRequest(BaseModel):
# context: str
# question: str
@app.post("/squeezebert/")
async def qasqueezebert(context: str, question: str):
try:
squeezebert_answer = squeezebert(context, question)
if squeezebert_answer:
return squeezebert_answer
else:
raise HTTPException(status_code=404, detail="No answer found")
except Exception as e:
raise HTTPException(status_code=500, detail=f"An error occurred: {str(e)}")
# # Modèle Pydantic pour les requêtes BERT
# class BERTRequest(BaseModel):
# context: str
# question: str
@app.post("/bert/")
async def qabert(context: str, question: str):
try:
bert_answer = bert(context, question)
if bert_answer:
return bert_answer
else:
raise HTTPException(status_code=404, detail="No answer found")
except Exception as e:
raise HTTPException(status_code=500, detail=f"An error occurred: {str(e)}")
# # Modèle Pydantic pour les requêtes DeBERTa
# class DeBERTaRequest(BaseModel):
# context: str
# question: str
@app.post("/deberta-v2/")
async def qadeberta(context: str, question: str):
try:
deberta_answer = deberta(context, question)
if deberta_answer:
return deberta_answer
else:
raise HTTPException(status_code=404, detail="No answer found")
except Exception as e:
raise HTTPException(status_code=500, detail=f"An error occurred: {str(e)}")
def extract_data(file: UploadFile) -> Union[str, dict, list]:
if file.filename.endswith(".txt"):
data = file.file.read()
return data.decode("utf-8")
elif file.filename.endswith(".csv"):
data = file.file.read().decode("utf-8")
rows = data.split("\n")
reader = csv.DictReader(rows)
return [dict(row) for row in reader]
elif file.filename.endswith(".json"):
data = file.file.read().decode("utf-8")
return json.loads(data)
else:
return "Invalid file format" |