dentor_api / app.py
medodeyaa's picture
Create app.py
e578f95 verified
Raw
History Blame Contribute Delete
2.04 kB
from fastapi import FastAPI, Depends, HTTPException, Security
from fastapi.security.api_key import APIKeyHeader
from fastapi.middleware.cors import CORSMiddleware
from pydantic import BaseModel
from transformers import pipeline
import os
# سحب الباسوورد من الإعدادات
SECRET_API_KEY = os.environ.get("API_KEY")
api_key_header = APIKeyHeader(name="X-API-Key", auto_error=False)
app = FastAPI(title="Dentor NLP API")
# السماح للموقع بتبادل البيانات
app.add_middleware(
CORSMiddleware,
allow_origins=["*"],
allow_credentials=True,
allow_methods=["*"],
allow_headers=["*"],
)
def get_api_key(api_key_header: str = Security(api_key_header)):
if api_key_header == SECRET_API_KEY:
return api_key_header
raise HTTPException(status_code=403, detail="Access Denied: Invalid API Key")
# تحميل الموديلات (من الفولدرات اللي لسه رافعينها)
print("Loading BioBART Summarizer...")
summarizer = pipeline("summarization", model="./biobart", tokenizer="./biobart")
print("Loading Helsinki Translator...")
translator = pipeline("translation", model="./helsinki", tokenizer="./helsinki")
print("All Models Loaded!")
class TextRequest(BaseModel):
text: str
# مسار التلخيص
@app.post("/summarize")
async def summarize_text(request: TextRequest, api_key: str = Depends(get_api_key)):
try:
summary = summarizer(request.text, max_length=150, min_length=30, do_sample=False)
return {"status": "success", "summary": summary[0]['summary_text']}
except Exception as e:
raise HTTPException(status_code=500, detail=str(e))
# مسار الترجمة
@app.post("/translate")
async def translate_text(request: TextRequest, api_key: str = Depends(get_api_key)):
try:
translation = translator(request.text)
return {"status": "success", "translation": translation[0]['translation_text']}
except Exception as e:
raise HTTPException(status_code=500, detail=str(e))