Upload 4 files
Browse files- Dockerfile +32 -0
- app.py +279 -0
- dockerignore +9 -0
- requirements.txt +8 -0
Dockerfile
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# استخدام صورة أساسية خفيفة الوزن مع بايثون
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FROM python:3.9-slim
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# تعيين مجلد العمل
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WORKDIR /app
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# تثبيت الاعتمادات النظامية المطلوبة
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RUN apt-get update && apt-get install -y \
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build-essential \
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libpq-dev \
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&& rm -rf /var/lib/apt/lists/*
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# نسخ ملفات المشروع
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COPY . .
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# إنشاء مجلد للذاكرة المؤقتة
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RUN mkdir -p /app/model_cache && chmod -R 777 /app
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# تثبيت متطلبات بايثون
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RUN pip install --no-cache-dir -r requirements.txt
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# تعيين متغيرات البيئة
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ENV FLASK_APP=app.py
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ENV FLASK_ENV=production
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ENV TRANSFORMERS_CACHE=/app/model_cache
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ENV TORCH_CACHE=/app/model_cache
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# فتح المنفذ
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EXPOSE 7860
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# تشغيل التطبيق مع Gunicorn
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CMD ["gunicorn", "--workers", "2", "--threads", "4", "--bind", "0.0.0.0:7860", "--timeout", "120", "app:app"]
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app.py
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import os
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import re
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import logging
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from flask import Flask, request, jsonify, Response
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from flask_cors import CORS
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from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
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import torch
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import psycopg2
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import json
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app = Flask(__name__)
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CORS(app)
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# --- إعداد السجل ---
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logging.basicConfig(level=logging.INFO)
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logger = logging.getLogger(__name__)
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# --- إعداد النموذج ---
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MODEL_NAME = "tscholak/cxmefzzi"
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SUPABASE_DB_URL = os.getenv('SUPABASE_DB_URL')
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# تأكد من وجود مجلد الذاكرة المؤقتة
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os.makedirs("model_cache", exist_ok=True)
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os.environ["TRANSFORMERS_CACHE"] = "model_cache"
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os.environ["TORCH_CACHE"] = "model_cache"
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tokenizer = None
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model = None
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def initialize():
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global tokenizer, model
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try:
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logger.info("جاري تحميل النموذج...")
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tokenizer = AutoTokenizer.from_pretrained(
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MODEL_NAME,
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cache_dir="model_cache",
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local_files_only=False
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)
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model = AutoModelForSeq2SeqLM.from_pretrained(
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MODEL_NAME,
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cache_dir="model_cache",
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device_map="auto"
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)
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model.eval()
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logger.info("تم تحميل النموذج بنجاح")
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except Exception as e:
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logger.error(f"فشل في تحميل النموذج: {str(e)}")
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raise
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initialize()
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# --- سكيمة قاعدة البيانات ---
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DB_SCHEMA = """
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CREATE TABLE public.profiles (
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id uuid NOT NULL,
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updated_at timestamp with time zone,
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username text UNIQUE CHECK (char_length(username) >= 3),
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full_name text,
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avatar_url text,
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website text,
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cam_mac text UNIQUE,
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fcm_token text,
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notification_enabled boolean DEFAULT true,
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CONSTRAINT profiles_pkey PRIMARY KEY (id),
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CONSTRAINT profiles_id_fkey FOREIGN KEY (id) REFERENCES auth.users(id)
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);
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+
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CREATE TABLE public.place (
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id bigint GENERATED ALWAYS AS IDENTITY NOT NULL,
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created_at timestamp with time zone DEFAULT (now() AT TIME ZONE 'utc'::text),
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name text,
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CONSTRAINT place_pkey PRIMARY KEY (id)
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);
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CREATE TABLE public.user_place (
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id bigint GENERATED ALWAYS AS IDENTITY NOT NULL,
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created_at timestamp with time zone NOT NULL DEFAULT now(),
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place_id bigint,
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user_cam_mac text,
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CONSTRAINT user_place_pkey PRIMARY KEY (id),
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CONSTRAINT user_place_place_id_fkey FOREIGN KEY (place_id) REFERENCES public.place(id),
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CONSTRAINT user_place_user_cam_mac_fkey FOREIGN KEY (user_cam_mac) REFERENCES public.profiles(cam_mac)
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);
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CREATE TABLE public.data (
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id bigint GENERATED ALWAYS AS IDENTITY NOT NULL,
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created_at timestamp without time zone,
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caption text,
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image_url text,
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latitude double precision DEFAULT '36.1833854'::double precision,
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longitude double precision DEFAULT '37.1309255'::double precision,
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user_place_id bigint,
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cam_mac text,
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CONSTRAINT data_pkey PRIMARY KEY (id),
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CONSTRAINT data_user_place_id_fkey FOREIGN KEY (user_place_id) REFERENCES public.user_place(id)
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);
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+
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CREATE TABLE public.biodata (
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id bigint GENERATED ALWAYS AS IDENTITY NOT NULL,
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created_at timestamp with time zone NOT NULL DEFAULT now(),
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mac_address text,
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acceleration_x double precision,
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acceleration_y double precision,
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acceleration_z double precision,
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gyro_x double precision,
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gyro_y double precision,
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gyro_z double precision,
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temperature double precision,
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CONSTRAINT biodata_pkey PRIMARY KEY (id),
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CONSTRAINT biodata_mac_address_fkey FOREIGN KEY (mac_address) REFERENCES public.profiles(cam_mac)
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);
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CREATE TABLE public.notification (
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id bigint GENERATED ALWAYS AS IDENTITY NOT NULL,
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created_at timestamp without time zone NOT NULL DEFAULT now(),
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user_cam_mac text,
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title text,
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message text,
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is_read boolean,
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acceleration_x double precision,
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acceleration_y double precision,
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| 122 |
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acceleration_z double precision,
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| 123 |
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gyro_x double precision,
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gyro_y double precision,
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| 125 |
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gyro_z double precision,
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| 126 |
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CONSTRAINT notification_pkey PRIMARY KEY (id),
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| 127 |
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CONSTRAINT notification_user_cam_mac_fkey FOREIGN KEY (user_cam_mac) REFERENCES public.profiles(cam_mac)
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| 128 |
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);
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| 129 |
+
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| 130 |
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CREATE TABLE public.flag (
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| 131 |
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id bigint GENERATED ALWAYS AS IDENTITY NOT NULL,
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| 132 |
+
flag smallint,
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| 133 |
+
user_mac_address text,
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| 134 |
+
CONSTRAINT flag_pkey PRIMARY KEY (id),
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| 135 |
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CONSTRAINT flag_user_mac_address_fkey FOREIGN KEY (user_mac_address) REFERENCES public.profiles(cam_mac)
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| 136 |
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);
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| 137 |
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""".strip()
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| 138 |
+
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| 139 |
+
# --- الاتصال بقاعدة البيانات ---
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| 140 |
+
def get_db_connection():
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| 141 |
+
try:
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| 142 |
+
return psycopg2.connect(SUPABASE_DB_URL)
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| 143 |
+
except Exception as err:
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| 144 |
+
logger.error(f"Database connection error: {err}")
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| 145 |
+
return None
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| 146 |
+
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| 147 |
+
# --- التحقق من صحة cam_mac ---
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| 148 |
+
def validate_cam_mac(cam_mac):
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| 149 |
+
conn = get_db_connection()
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| 150 |
+
if not conn:
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| 151 |
+
return False
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| 152 |
+
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| 153 |
+
try:
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| 154 |
+
cursor = conn.cursor()
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| 155 |
+
cursor.execute("SELECT 1 FROM profiles WHERE cam_mac = %s;", (cam_mac,))
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| 156 |
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return cursor.fetchone() is not None
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| 157 |
+
except Exception as e:
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| 158 |
+
logger.error(f"Validation error: {e}")
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| 159 |
+
return False
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| 160 |
+
finally:
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| 161 |
+
if conn:
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| 162 |
+
conn.close()
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| 163 |
+
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| 164 |
+
@app.route('/api/query', methods=['POST'])
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| 165 |
+
def handle_query():
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| 166 |
+
if tokenizer is None or model is None:
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| 167 |
+
return jsonify({"error": "النموذج غير محمل، يرجى المحاولة لاحقاً"}), 503
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| 168 |
+
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| 169 |
+
try:
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| 170 |
+
data = request.get_json()
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| 171 |
+
if not data or 'text' not in data or 'cam_mac' not in data:
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| 172 |
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return jsonify({"error": "يرجى إرسال 'text' و 'cam_mac'"}), 400
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| 173 |
+
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| 174 |
+
natural_query = data['text']
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| 175 |
+
cam_mac = data['cam_mac']
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| 176 |
+
logger.info(f"استعلام من {cam_mac}: {natural_query}")
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| 177 |
+
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| 178 |
+
if not validate_cam_mac(cam_mac):
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| 179 |
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return jsonify({"error": "عنوان MAC غير صالح"}), 403
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| 180 |
+
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| 181 |
+
prompt = f"""
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| 182 |
+
### Postgres SQL table definitions
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| 183 |
+
{DB_SCHEMA}
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| 184 |
+
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| 185 |
+
### Rules:
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| 186 |
+
- Always filter by cam_mac = '{cam_mac}'
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| 187 |
+
- Use only SELECT statements
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| 188 |
+
- Use proper JOINs
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| 189 |
+
- Use table aliases when helpful
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| 190 |
+
- The output must contain only the SQL query
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| 191 |
+
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| 192 |
+
### User question: {natural_query}
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| 193 |
+
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| 194 |
+
### SQL query:
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| 195 |
+
SELECT
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| 196 |
+
""".strip()
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| 197 |
+
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| 198 |
+
inputs = tokenizer(prompt, return_tensors="pt").to(model.device)
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| 199 |
+
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| 200 |
+
with torch.no_grad():
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| 201 |
+
outputs = model.generate(**inputs, max_length=256)
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| 202 |
+
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| 203 |
+
sql = tokenizer.decode(outputs[0], skip_special_tokens=True)
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| 204 |
+
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| 205 |
+
# تنظيف الناتج
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| 206 |
+
sql = re.sub(r"^```sql\s*", "", sql, flags=re.IGNORECASE)
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| 207 |
+
sql = re.sub(r"\s*```$", "", sql)
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| 208 |
+
sql = re.sub(r"^SQL:\s*", "", sql, flags=re.IGNORECASE)
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| 209 |
+
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| 210 |
+
if not sql.upper().startswith("SELECT"):
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| 211 |
+
sql = "SELECT " + sql.split("SELECT")[-1] if "SELECT" in sql else f"SELECT * FROM ({sql}) AS subquery"
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| 212 |
+
|
| 213 |
+
if not sql.endswith(";"):
|
| 214 |
+
sql += ";"
|
| 215 |
+
|
| 216 |
+
logger.info(f"استعلام SQL المولد: {sql}")
|
| 217 |
+
|
| 218 |
+
if not sql.upper().strip().startswith("SELECT"):
|
| 219 |
+
return jsonify({"error": "يُسمح فقط باستعلامات SELECT"}), 403
|
| 220 |
+
|
| 221 |
+
conn = get_db_connection()
|
| 222 |
+
if not conn:
|
| 223 |
+
return jsonify({"error": "فشل الاتصال بقاعدة البيانات"}), 500
|
| 224 |
+
|
| 225 |
+
cursor = None
|
| 226 |
+
try:
|
| 227 |
+
cursor = conn.cursor()
|
| 228 |
+
cursor.execute(sql)
|
| 229 |
+
columns = [desc[0] for desc in cursor.description]
|
| 230 |
+
rows = cursor.fetchall()
|
| 231 |
+
data = [dict(zip(columns, row)) for row in rows]
|
| 232 |
+
|
| 233 |
+
response_data = {
|
| 234 |
+
"data": data,
|
| 235 |
+
"generated_sql": sql
|
| 236 |
+
}
|
| 237 |
+
|
| 238 |
+
response_json = json.dumps(response_data, ensure_ascii=False)
|
| 239 |
+
|
| 240 |
+
return Response(
|
| 241 |
+
response_json,
|
| 242 |
+
status=200,
|
| 243 |
+
mimetype='application/json; charset=utf-8'
|
| 244 |
+
)
|
| 245 |
+
|
| 246 |
+
except Exception as e:
|
| 247 |
+
logger.error(f"خطأ في تنفيذ SQL: {e}")
|
| 248 |
+
return jsonify({
|
| 249 |
+
"error": str(e),
|
| 250 |
+
"generated_sql": sql
|
| 251 |
+
}), 500
|
| 252 |
+
finally:
|
| 253 |
+
if cursor:
|
| 254 |
+
cursor.close()
|
| 255 |
+
if conn:
|
| 256 |
+
conn.close()
|
| 257 |
+
|
| 258 |
+
except Exception as e:
|
| 259 |
+
logger.error(f"خطأ في التوليد: {str(e)}")
|
| 260 |
+
return jsonify({"error": "فشل في توليد الاستعلام"}), 500
|
| 261 |
+
|
| 262 |
+
@app.route('/health')
|
| 263 |
+
def health_check():
|
| 264 |
+
return jsonify({
|
| 265 |
+
"status": "healthy",
|
| 266 |
+
"model_loaded": model is not None,
|
| 267 |
+
"db_connection": get_db_connection() is not None
|
| 268 |
+
})
|
| 269 |
+
|
| 270 |
+
@app.route('/')
|
| 271 |
+
def home():
|
| 272 |
+
return """
|
| 273 |
+
<h1>Text2SQL API</h1>
|
| 274 |
+
<p>استخدم <code>/api/query</code> مع POST {"text": "سؤالك", "cam_mac": "عنوان MAC"}</p>
|
| 275 |
+
<p>تحقق من حالة الخدمة: <a href="/health">/health</a></p>
|
| 276 |
+
"""
|
| 277 |
+
|
| 278 |
+
if __name__ == '__main__':
|
| 279 |
+
app.run(host='0.0.0.0', port=7860)
|
dockerignore
ADDED
|
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
__pycache__
|
| 2 |
+
*.pyc
|
| 3 |
+
*.pyo
|
| 4 |
+
*.pyd
|
| 5 |
+
.DS_Store
|
| 6 |
+
.env
|
| 7 |
+
venv/
|
| 8 |
+
model_cache/
|
| 9 |
+
*.log
|
requirements.txt
ADDED
|
@@ -0,0 +1,8 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
flask==2.3.2
|
| 2 |
+
flask-cors==3.0.10
|
| 3 |
+
torch==2.0.1
|
| 4 |
+
transformers==4.30.2
|
| 5 |
+
psycopg2-binary==2.9.7
|
| 6 |
+
gunicorn==20.1.0
|
| 7 |
+
accelerate==0.21.0
|
| 8 |
+
python-dotenv==1.0.0
|