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Verified signaturefrom flask import Flask, render_template, request, jsonify import json import numpy as np import pickle import nltk from nltk.stem import PorterStemmer from tensorflow.keras.models import Sequential, load_model from tensorflow.keras.layers import Dense, Dropout, Input from tensorflow.keras.optimizers import Adam import random import os # ======================================================== # 1. إعداد NLTK (تحميل ملفات اللغة) # ======================================================== nltk_data_path = os.path.join(os.getcwd(), 'nltk_data') if not os.path.exists(nltk_data_path): os.makedirs(nltk_data_path, exist_ok=True) nltk.data.path.append(nltk_data_path) print("Downloading NLTK data...") nltk.download('punkt', download_dir=nltk_data_path, quiet=True) nltk.download('wordnet', download_dir=nltk_data_path, quiet=True) nltk.download('punkt_tab', download_dir=nltk_data_path, quiet=True) nltk.download('omw-1.4', download_dir=nltk_data_path, quiet=True) print("✅ NLTK data downloade…db6fae5 -
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