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Delete app.py
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app.py
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from flask import Flask, request, jsonify
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import pymongo
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import requests
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import json
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from transformers import MT5ForConditionalGeneration, MT5Tokenizer
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import torch
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from torch.nn.functional import softmax
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app = Flask(__name__)
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#hazırladığım verilere ait database
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mongo_client = pymongo.MongoClient('mongodb://localhost:27017/')
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db = mongo_client['EgitimDatabase']
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collection = db['test']
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#kullanıcılara ait inputların kaydedileceği database
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mongo_client = pymongo.MongoClient('mongodb://localhost:27017/')
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db = mongo_client['EgitimDatabase']
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collection = db['input']
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outputs = model.generate(**inputs, output_scores=True, return_dict_in_generate=True, num_beams=5)
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generated_text = tokenizer.decode(outputs.sequences[0], skip_special_tokens=True)
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return generated_text
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@app.route('/predict', methods=['POST'])
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def predict():
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data = request.json
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title = data.get('title')
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keywords = data.get('keywords')
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subheadings = data.get('subheadings')
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# MongoDB'den ilgili verileri çekme
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query = {
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'title': title,
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'keywords': {'$in': keywords.split(',')},
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'subheadings': {'$in': subheadings.split(',')}
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}
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documents = list(collection.find(query))
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if not documents:
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return jsonify({'error': 'No documents found matching the query'}), 404
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# Verilerle metin oluşturma
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generated_texts = []
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for doc in documents:
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generated_text = generate_text(doc['title'], doc['keywords'], doc['subheadings'])
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generated_texts.append(generated_text)
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# Sonuçları döndürme
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response = {
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'title': title,
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'keywords': keywords,
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'subheadings': subheadings,
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'generated_texts': generated_texts
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}
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return jsonify(response)
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if __name__ == "__main__":
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app.run(host='0.0.0.0', port=8080)
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