Spaces:
Configuration error
Configuration error
Update app.py
Browse files
app.py
CHANGED
@@ -0,0 +1,63 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
from flask import Flask, request, jsonify
|
2 |
+
import pymongo
|
3 |
+
import requests
|
4 |
+
import json
|
5 |
+
|
6 |
+
app = Flask(__name__)
|
7 |
+
|
8 |
+
# MongoDB bağlantısı
|
9 |
+
mongo_client = pymongo.MongoClient('mongodb://localhost:27017/')
|
10 |
+
db = mongo_client['EgitimDatabase']
|
11 |
+
collection = db['test']
|
12 |
+
|
13 |
+
# Model API Endpoint
|
14 |
+
MODEL_API_URL = "https://api.example.com/model" # Hugging Face API URL veya başka bir model URL'si
|
15 |
+
MODEL_API_KEY = "YOUR_API_KEY" # API anahtarınız
|
16 |
+
|
17 |
+
def get_model_prediction(title, keywords, subheadings):
|
18 |
+
headers = {
|
19 |
+
'Authorization': f'Bearer {MODEL_API_KEY}',
|
20 |
+
'Content-Type': 'application/json'
|
21 |
+
}
|
22 |
+
payload = {
|
23 |
+
'title': title,
|
24 |
+
'keywords': keywords,
|
25 |
+
'subheadings': subheadings
|
26 |
+
}
|
27 |
+
response = requests.post(MODEL_API_URL, headers=headers, json=payload)
|
28 |
+
return response.json()
|
29 |
+
|
30 |
+
@app.route('/predict', methods=['POST'])
|
31 |
+
def predict():
|
32 |
+
data = request.json
|
33 |
+
title = data.get('title')
|
34 |
+
keywords = data.get('keywords')
|
35 |
+
subheadings = data.get('subheadings')
|
36 |
+
|
37 |
+
# MongoDB'den ilgili verileri çekme
|
38 |
+
query = {
|
39 |
+
'title': title,
|
40 |
+
'keywords': {'$in': keywords.split(',')},
|
41 |
+
'subheadings': {'$in': subheadings.split(',')}
|
42 |
+
}
|
43 |
+
documents = list(collection.find(query))
|
44 |
+
|
45 |
+
|
46 |
+
predictions = []
|
47 |
+
for doc in documents:
|
48 |
+
result = get_model_prediction(doc['title'], doc['keywords'], doc['subheadings'])
|
49 |
+
predictions.append(result)
|
50 |
+
|
51 |
+
# Sonuçları döndürme
|
52 |
+
response = {
|
53 |
+
'title': title,
|
54 |
+
'keywords': keywords,
|
55 |
+
'subheadings': subheadings,
|
56 |
+
'predictions': predictions
|
57 |
+
}
|
58 |
+
|
59 |
+
return jsonify(response)
|
60 |
+
|
61 |
+
if __name__ == "__main__":
|
62 |
+
app.run(host='0.0.0.0', port=8080)
|
63 |
+
|