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barathvasan-dev commited on
Commit ·
4d284f9
1
Parent(s): 9874783
fix: add schema migration to handle missing columns in existing tables
Browse files- database.py +332 -388
database.py
CHANGED
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@@ -1,48 +1,34 @@
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"""
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Database Module
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Handles SQL validation, database operations, and LLM-to-SQL conversion
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"""
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import os
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from datetime import datetime
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from sqlalchemy import create_engine, text
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from dotenv import load_dotenv
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from huggingface_hub import InferenceClient
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import traceback
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"""
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Database Module
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Handles SQL validation, database operations, and LLM-to-SQL conversion
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"""
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import os
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from datetime import datetime
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from dotenv import load_dotenv
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from huggingface_hub import InferenceClient
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import
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# ==================== INITIALIZATION ====================
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load_dotenv()
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DATABASE_URL = os.getenv("DATABASE_URL")
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engine = None
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db_available = False
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if DATABASE_URL:
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try:
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engine = create_engine(
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db_available = True
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print("✅ Database engine initialized")
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except Exception as e:
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print(f"⚠️
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db_available = False
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else:
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print("⚠️
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HF_TOKEN = os.getenv("HF_TOKEN")
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client = None
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@@ -55,248 +41,207 @@ if HF_TOKEN:
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)
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print("✅ HuggingFace client initialized")
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except Exception as e:
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print(f"⚠️
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else:
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print("⚠️
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print(" Set HF_TOKEN in Hugging Face Spaces secrets")
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# Query history for analytics
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query_history = []
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# ==================== SQL VALIDATION ====================
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ALLOWED_KEYWORDS = [
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"SELECT",
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"FROM",
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"WHERE",
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"COUNT",
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"GROUP BY",
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"ORDER BY",
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"LIMIT",
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"AVG",
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"SUM",
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"MIN",
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"MAX",
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"DISTINCT",
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"AND",
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"OR",
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"IN",
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"BETWEEN",
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"LIKE"
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]
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"DROP",
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"DELETE",
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"UPDATE",
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"INSERT",
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"ALTER",
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"TRUNCATE",
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"CREATE",
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"EXEC",
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"EXECUTE",
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"--",
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"/*"
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]
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"""
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Validate SQL query for safety
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Only allow SELECT queries, block dangerous operations
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"""
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upper_sql = sql.upper()
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return False, f"Dangerous keyword '{word}' detected"
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if not upper_sql.strip().startswith("SELECT"):
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return False, "Only SELECT queries allowed"
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"""Clean SQL output from LLM"""
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sql = sql.replace("```sql", "")
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sql = sql.replace("```", "")
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sql = sql.strip()
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return sql
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return sql + ";"
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conn.execute(text("""
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timestamp TIMESTAMP DEFAULT CURRENT_TIMESTAMP,
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plate TEXT,
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state TEXT,
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vehicle_type TEXT,
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vehicle_conf FLOAT,
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camera_id TEXT,
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location TEXT,
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image_url TEXT,
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date DATE,
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hour INTEGER,
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day TEXT
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)
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"""))
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create_indexes()
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print("✅ Database initialized successfully")
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return True
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except Exception as e:
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print(f"❌ Database initialization error: {e}")
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traceback.print_exc()
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return False
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"idx_plate",
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"idx_state",
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"idx_vehicle_type",
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"idx_timestamp",
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"idx_date"
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]
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for idx_name in indexes:
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try:
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if idx_name == "idx_plate":
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conn.execute(text("CREATE INDEX IF NOT EXISTS idx_plate ON vehicle_logs(plate);"))
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elif idx_name == "idx_state":
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conn.execute(text("CREATE INDEX IF NOT EXISTS idx_state ON vehicle_logs(state);"))
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elif idx_name == "idx_vehicle_type":
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conn.execute(text("CREATE INDEX IF NOT EXISTS idx_vehicle_type ON vehicle_logs(vehicle_type);"))
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elif idx_name == "idx_timestamp":
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conn.execute(text("CREATE INDEX IF NOT EXISTS idx_timestamp ON vehicle_logs(timestamp);"))
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elif idx_name == "idx_date":
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conn.execute(text("CREATE INDEX IF NOT EXISTS idx_date ON vehicle_logs(date);"))
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except:
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pass
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conn.commit()
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print("✅ Indexes created successfully")
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except Exception as e:
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print(f"⚠️ Index creation warning: {e}")
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#
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if not db_available or engine is None:
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return False
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try:
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# Extract hour and day
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dt = datetime.strptime(f"{date_str} {time_str}", "%Y-%m-%d %H:%M:%S")
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hour = dt.hour
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day = dt.strftime("%A")
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with engine.connect() as conn:
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conn.execute(text("""
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""
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"vehicle_type": vehicle_type,
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"vehicle_conf": float(vehicle_conf),
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"date": date_str,
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"hour": hour,
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"day": day
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})
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conn.commit()
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return True
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except Exception as e:
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print(f"❌ Database insert error: {e}")
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traceback.print_exc()
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return False
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def ask_llm(user_query):
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if client is None:
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return
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schema = """
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Table: vehicle_logs
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Columns:
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- id (BIGSERIAL PRIMARY KEY)
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- timestamp (TIMESTAMP) - When vehicle was detected
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- plate (TEXT) - License plate number
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- state (TEXT) - State code (TN, KA, KL, etc.)
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- vehicle_type (TEXT) - Type of vehicle (car, truck, bike, etc.)
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- vehicle_conf (FLOAT) - Detection confidence (0-1)
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- camera_id (TEXT) - Camera identifier
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- location (TEXT) - Detection location
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- image_url (TEXT) - URL to vehicle image
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- date (DATE) - Date of detection
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- hour (INTEGER) - Hour of day (0-23)
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- day (TEXT) - Day of week (Monday, Tuesday, etc.)
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Note: Indian vehicle plates format - XX DD YYY NNNN (e.g., TN 09 AB 1234)
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"""
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prompt = f"""
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vehicle_logs(
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id,
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state,
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vehicle_type,
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vehicle_conf,
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camera_id,
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location,
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image_url,
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date,
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hour,
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day
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)
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{user_query}
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"""
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)
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def run_query(user_query):
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Main query execution pipeline:
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1. Convert natural language to SQL
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2. Validate SQL
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3. Add result limit
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4. Execute query
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5. Return results
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"""
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if not db_available or engine is None:
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return {
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"query": user_query,
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"sql": None,
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"result": []
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}
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# Generate SQL from natural language
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sql_query, llm_error = ask_llm(user_query)
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if llm_error:
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return {
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"query": user_query,
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"error": llm_error,
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"sql": None,
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"result": []
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}
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# Validate SQL
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is_valid, validation_msg = validate_sql(sql_query)
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if not is_valid:
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return {
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"query": user_query,
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"error": f"SQL Validation Failed: {validation_msg}",
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"sql": sql_query,
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"result": []
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}
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# Add result limit if not present
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if "LIMIT" not in sql_query.upper():
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sql_query = sql_query.replace(";", " LIMIT 50;")
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# Store in history
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query_history.append({
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"query": user_query,
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"sql": sql_query,
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"timestamp": datetime.now().isoformat()
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})
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# Execute query
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try:
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with engine.connect() as conn:
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return {
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"query": user_query,
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"sql":
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"result": rows,
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"
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}
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except Exception as e:
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traceback.print_exc()
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return {
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"query": user_query,
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"error":
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"sql":
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"result": []
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}
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# =================
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def get_vehicles_by_state():
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if not db_available or engine is None:
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return []
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try:
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with engine.connect() as conn:
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| 440 |
-
result = conn.execute(text("""
|
| 441 |
-
SELECT state, COUNT(*) as count
|
| 442 |
-
FROM vehicle_logs
|
| 443 |
-
GROUP BY state
|
| 444 |
-
ORDER BY count DESC
|
| 445 |
-
LIMIT 20;
|
| 446 |
-
"""))
|
| 447 |
-
return [dict(row._mapping) for row in result]
|
| 448 |
-
except Exception as e:
|
| 449 |
-
print(f"Error: {e}")
|
| 450 |
-
return []
|
| 451 |
|
|
|
|
|
|
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|
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|
|
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|
|
|
|
|
| 452 |
|
| 453 |
-
def get_hourly_traffic(date=None):
|
| 454 |
-
"""Get traffic by hour"""
|
| 455 |
if not db_available or engine is None:
|
| 456 |
return []
|
| 457 |
-
|
| 458 |
-
try:
|
| 459 |
-
date_filter = f"WHERE date = '{date}'" if date else ""
|
| 460 |
-
|
| 461 |
-
with engine.connect() as conn:
|
| 462 |
-
result = conn.execute(text(f"""
|
| 463 |
-
SELECT hour, COUNT(*) as count
|
| 464 |
-
FROM vehicle_logs
|
| 465 |
-
{date_filter}
|
| 466 |
-
GROUP BY hour
|
| 467 |
-
ORDER BY hour;
|
| 468 |
-
"""))
|
| 469 |
-
return [dict(row._mapping) for row in result]
|
| 470 |
-
except Exception as e:
|
| 471 |
-
print(f"Error: {e}")
|
| 472 |
-
return []
|
| 473 |
|
|
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|
|
|
|
| 474 |
|
| 475 |
-
def get_top_plates(limit=10):
|
| 476 |
-
"""Get most frequently detected plates"""
|
| 477 |
if not db_available or engine is None:
|
| 478 |
return []
|
| 479 |
-
|
| 480 |
-
try:
|
| 481 |
-
with engine.connect() as conn:
|
| 482 |
-
result = conn.execute(text(f"""
|
| 483 |
-
SELECT plate, COUNT(*) as count
|
| 484 |
-
FROM vehicle_logs
|
| 485 |
-
WHERE plate != ''
|
| 486 |
-
GROUP BY plate
|
| 487 |
-
ORDER BY count DESC
|
| 488 |
-
LIMIT {limit};
|
| 489 |
-
"""))
|
| 490 |
-
return [dict(row._mapping) for row in result]
|
| 491 |
-
except Exception as e:
|
| 492 |
-
print(f"Error: {e}")
|
| 493 |
-
return []
|
| 494 |
|
|
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|
|
|
|
|
|
|
|
| 495 |
|
| 496 |
-
def get_suspicious_vehicles(min_detections=20):
|
| 497 |
-
"""Get vehicles detected multiple times (potential suspicious activity)"""
|
| 498 |
if not db_available or engine is None:
|
| 499 |
return []
|
| 500 |
-
|
|
|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
| 501 |
try:
|
|
|
|
| 502 |
with engine.connect() as conn:
|
| 503 |
-
|
| 504 |
-
|
| 505 |
-
|
| 506 |
-
WHERE plate != ''
|
| 507 |
-
GROUP BY plate, state, vehicle_type
|
| 508 |
-
HAVING COUNT(*) >= {min_detections}
|
| 509 |
-
ORDER BY detection_count DESC
|
| 510 |
-
LIMIT 50;
|
| 511 |
-
"""))
|
| 512 |
-
return [dict(row._mapping) for row in result]
|
| 513 |
-
except Exception as e:
|
| 514 |
-
print(f"Error: {e}")
|
| 515 |
-
return []
|
| 516 |
|
|
|
|
| 517 |
|
| 518 |
-
|
| 519 |
-
init_db()
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
import os
|
|
|
|
|
|
|
|
|
|
|
|
|
| 2 |
import traceback
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 3 |
from datetime import datetime
|
| 4 |
+
|
| 5 |
from dotenv import load_dotenv
|
| 6 |
from huggingface_hub import InferenceClient
|
| 7 |
+
from sqlalchemy import create_engine, text
|
|
|
|
|
|
|
|
|
|
| 8 |
|
| 9 |
load_dotenv()
|
| 10 |
|
| 11 |
+
# ================= DATABASE ================= #
|
| 12 |
+
|
| 13 |
DATABASE_URL = os.getenv("DATABASE_URL")
|
| 14 |
engine = None
|
| 15 |
db_available = False
|
| 16 |
|
| 17 |
if DATABASE_URL:
|
| 18 |
try:
|
| 19 |
+
engine = create_engine(
|
| 20 |
+
DATABASE_URL,
|
| 21 |
+
pool_pre_ping=True
|
| 22 |
+
)
|
| 23 |
db_available = True
|
| 24 |
print("✅ Database engine initialized")
|
| 25 |
except Exception as e:
|
| 26 |
+
print(f"⚠️ Database initialization error: {e}")
|
| 27 |
db_available = False
|
| 28 |
else:
|
| 29 |
+
print("⚠️ DATABASE_URL not set. Database features disabled.")
|
| 30 |
+
|
| 31 |
+
# ================= HUGGINGFACE ================= #
|
| 32 |
|
| 33 |
HF_TOKEN = os.getenv("HF_TOKEN")
|
| 34 |
client = None
|
|
|
|
| 41 |
)
|
| 42 |
print("✅ HuggingFace client initialized")
|
| 43 |
except Exception as e:
|
| 44 |
+
print(f"⚠️ HuggingFace client error: {e}")
|
| 45 |
else:
|
| 46 |
+
print("⚠️ HF_TOKEN not set. NLP-to-SQL features disabled.")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 47 |
|
| 48 |
+
# ================= INIT DB ================= #
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 49 |
|
| 50 |
+
def init_db():
|
| 51 |
+
|
| 52 |
+
if not db_available or engine is None:
|
| 53 |
+
print("⚠️ Skipping database initialization - DATABASE_URL not configured")
|
| 54 |
+
return
|
| 55 |
|
| 56 |
+
with engine.connect() as conn:
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 57 |
|
| 58 |
+
# Create table if it doesn't exist
|
| 59 |
+
conn.execute(text("""
|
| 60 |
+
CREATE TABLE IF NOT EXISTS vehicle_logs (
|
|
|
|
| 61 |
|
| 62 |
+
id BIGSERIAL PRIMARY KEY,
|
|
|
|
|
|
|
| 63 |
|
| 64 |
+
timestamp TIMESTAMP DEFAULT CURRENT_TIMESTAMP,
|
| 65 |
|
| 66 |
+
plate TEXT,
|
| 67 |
|
| 68 |
+
state TEXT,
|
|
|
|
|
|
|
|
|
|
|
|
|
| 69 |
|
| 70 |
+
vehicle_type TEXT,
|
|
|
|
|
|
|
|
|
|
| 71 |
|
| 72 |
+
vehicle_conf FLOAT,
|
| 73 |
|
| 74 |
+
date DATE,
|
| 75 |
|
| 76 |
+
hour INTEGER,
|
| 77 |
+
|
| 78 |
+
day TEXT
|
| 79 |
+
)
|
| 80 |
+
"""))
|
| 81 |
+
|
| 82 |
+
# Add missing columns if they don't exist
|
| 83 |
+
# Check and add 'state' column
|
| 84 |
+
try:
|
| 85 |
conn.execute(text("""
|
| 86 |
+
ALTER TABLE vehicle_logs
|
| 87 |
+
ADD COLUMN state TEXT;
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 88 |
"""))
|
| 89 |
+
print("✅ Added 'state' column")
|
| 90 |
+
except:
|
| 91 |
+
pass # Column already exists
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 92 |
|
| 93 |
+
# Check and add 'vehicle_type' column
|
| 94 |
+
try:
|
| 95 |
+
conn.execute(text("""
|
| 96 |
+
ALTER TABLE vehicle_logs
|
| 97 |
+
ADD COLUMN vehicle_type TEXT;
|
| 98 |
+
"""))
|
| 99 |
+
print("✅ Added 'vehicle_type' column")
|
| 100 |
+
except:
|
| 101 |
+
pass # Column already exists
|
| 102 |
|
| 103 |
+
# Check and add 'vehicle_conf' column
|
| 104 |
+
try:
|
| 105 |
+
conn.execute(text("""
|
| 106 |
+
ALTER TABLE vehicle_logs
|
| 107 |
+
ADD COLUMN vehicle_conf FLOAT;
|
| 108 |
+
"""))
|
| 109 |
+
print("✅ Added 'vehicle_conf' column")
|
| 110 |
+
except:
|
| 111 |
+
pass # Column already exists
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 112 |
|
| 113 |
+
# Check and add 'date' column
|
| 114 |
+
try:
|
| 115 |
+
conn.execute(text("""
|
| 116 |
+
ALTER TABLE vehicle_logs
|
| 117 |
+
ADD COLUMN date DATE;
|
| 118 |
+
"""))
|
| 119 |
+
print("✅ Added 'date' column")
|
| 120 |
+
except:
|
| 121 |
+
pass # Column already exists
|
| 122 |
|
| 123 |
+
# Check and add 'hour' column
|
| 124 |
+
try:
|
| 125 |
+
conn.execute(text("""
|
| 126 |
+
ALTER TABLE vehicle_logs
|
| 127 |
+
ADD COLUMN hour INTEGER;
|
| 128 |
+
"""))
|
| 129 |
+
print("✅ Added 'hour' column")
|
| 130 |
+
except:
|
| 131 |
+
pass # Column already exists
|
| 132 |
|
| 133 |
+
# Check and add 'day' column
|
| 134 |
+
try:
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 135 |
conn.execute(text("""
|
| 136 |
+
ALTER TABLE vehicle_logs
|
| 137 |
+
ADD COLUMN day TEXT;
|
| 138 |
+
"""))
|
| 139 |
+
print("✅ Added 'day' column")
|
| 140 |
+
except:
|
| 141 |
+
pass # Column already exists
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 142 |
|
| 143 |
+
conn.commit()
|
| 144 |
|
| 145 |
+
print("✅ Database Initialized")
|
| 146 |
|
| 147 |
+
|
| 148 |
+
init_db()
|
| 149 |
+
|
| 150 |
+
# ================= SAVE ================= #
|
| 151 |
+
|
| 152 |
+
def save_detection(
|
| 153 |
+
plate,
|
| 154 |
+
state,
|
| 155 |
+
vehicle_type,
|
| 156 |
+
vehicle_conf,
|
| 157 |
+
date_str,
|
| 158 |
+
time_str
|
| 159 |
+
):
|
| 160 |
|
| 161 |
+
if not db_available or engine is None:
|
| 162 |
+
print("⚠️ Database not available for saving detection")
|
| 163 |
+
return
|
| 164 |
+
|
| 165 |
+
dt = datetime.strptime(
|
| 166 |
+
f"{date_str} {time_str}",
|
| 167 |
+
"%Y-%m-%d %H:%M:%S"
|
| 168 |
+
)
|
| 169 |
+
|
| 170 |
+
hour = dt.hour
|
| 171 |
+
|
| 172 |
+
day = dt.strftime("%A")
|
| 173 |
+
|
| 174 |
+
with engine.connect() as conn:
|
| 175 |
|
| 176 |
+
conn.execute(text("""
|
| 177 |
+
INSERT INTO vehicle_logs
|
| 178 |
+
(
|
| 179 |
+
plate,
|
| 180 |
+
state,
|
| 181 |
+
vehicle_type,
|
| 182 |
+
vehicle_conf,
|
| 183 |
+
date,
|
| 184 |
+
hour,
|
| 185 |
+
day
|
| 186 |
+
)
|
| 187 |
+
VALUES
|
| 188 |
+
(
|
| 189 |
+
:plate,
|
| 190 |
+
:state,
|
| 191 |
+
:vehicle_type,
|
| 192 |
+
:vehicle_conf,
|
| 193 |
+
:date,
|
| 194 |
+
:hour,
|
| 195 |
+
:day
|
| 196 |
+
)
|
| 197 |
+
"""), {
|
| 198 |
+
|
| 199 |
+
"plate": plate,
|
| 200 |
+
"state": state,
|
| 201 |
+
"vehicle_type": vehicle_type,
|
| 202 |
+
"vehicle_conf": float(vehicle_conf),
|
| 203 |
+
"date": date_str,
|
| 204 |
+
"hour": hour,
|
| 205 |
+
"day": day
|
| 206 |
+
})
|
| 207 |
+
|
| 208 |
+
conn.commit()
|
| 209 |
|
| 210 |
+
|
| 211 |
+
# ================= SQL SAFETY ================= #
|
| 212 |
+
|
| 213 |
+
BLOCKED = [
|
| 214 |
+
"DROP",
|
| 215 |
+
"DELETE",
|
| 216 |
+
"UPDATE",
|
| 217 |
+
"INSERT",
|
| 218 |
+
"ALTER",
|
| 219 |
+
"TRUNCATE"
|
| 220 |
+
]
|
| 221 |
+
|
| 222 |
+
def validate_sql(sql):
|
| 223 |
+
|
| 224 |
+
upper = sql.upper()
|
| 225 |
+
|
| 226 |
+
for word in BLOCKED:
|
| 227 |
+
|
| 228 |
+
if word in upper:
|
| 229 |
+
return False
|
| 230 |
+
|
| 231 |
+
return upper.startswith("SELECT")
|
| 232 |
+
|
| 233 |
+
|
| 234 |
+
# ================= NLP TO SQL ================= #
|
| 235 |
|
| 236 |
def ask_llm(user_query):
|
| 237 |
+
|
|
|
|
| 238 |
if client is None:
|
| 239 |
+
return "SELECT 1;" # Dummy query if no client
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 240 |
|
| 241 |
+
prompt = f"""
|
| 242 |
+
You are an expert PostgreSQL SQL generator.
|
| 243 |
|
| 244 |
+
ONLY use this table:
|
| 245 |
|
| 246 |
vehicle_logs(
|
| 247 |
id,
|
|
|
|
| 250 |
state,
|
| 251 |
vehicle_type,
|
| 252 |
vehicle_conf,
|
|
|
|
|
|
|
|
|
|
| 253 |
date,
|
| 254 |
hour,
|
| 255 |
day
|
| 256 |
)
|
| 257 |
|
| 258 |
+
Rules:
|
| 259 |
+
- ONLY SELECT queries
|
| 260 |
+
- NEVER hallucinate columns
|
| 261 |
+
- state column EXISTS
|
| 262 |
+
- LIMIT 50 max
|
| 263 |
+
- Output ONLY SQL
|
| 264 |
+
|
| 265 |
+
Examples:
|
| 266 |
+
|
| 267 |
+
Question:
|
| 268 |
+
Show TN vehicles
|
| 269 |
|
| 270 |
+
SQL:
|
| 271 |
+
SELECT * FROM vehicle_logs
|
| 272 |
+
WHERE state='TN'
|
| 273 |
+
ORDER BY timestamp DESC
|
| 274 |
+
LIMIT 50;
|
| 275 |
|
| 276 |
+
Question:
|
| 277 |
+
Top repeated plates
|
| 278 |
|
| 279 |
+
SQL:
|
| 280 |
+
SELECT plate, COUNT(*) AS count
|
| 281 |
+
FROM vehicle_logs
|
| 282 |
+
GROUP BY plate
|
| 283 |
+
ORDER BY count DESC
|
| 284 |
+
LIMIT 10;
|
| 285 |
+
|
| 286 |
+
Question:
|
| 287 |
+
Hourly traffic
|
| 288 |
+
|
| 289 |
+
SQL:
|
| 290 |
+
SELECT hour, COUNT(*) AS count
|
| 291 |
+
FROM vehicle_logs
|
| 292 |
+
GROUP BY hour
|
| 293 |
+
ORDER BY hour;
|
| 294 |
+
|
| 295 |
+
Question:
|
| 296 |
{user_query}
|
| 297 |
|
| 298 |
+
SQL:
|
| 299 |
"""
|
| 300 |
|
| 301 |
+
response = client.text_generation(
|
| 302 |
+
prompt,
|
| 303 |
+
max_new_tokens=120,
|
| 304 |
+
temperature=0.1
|
| 305 |
+
)
|
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|
| 306 |
|
| 307 |
+
sql = response.strip()
|
| 308 |
+
|
| 309 |
+
sql = sql.replace("```sql", "")
|
| 310 |
+
sql = sql.replace("```", "")
|
| 311 |
+
sql = sql.strip()
|
| 312 |
+
|
| 313 |
+
if ";" not in sql:
|
| 314 |
+
sql += ";"
|
| 315 |
|
| 316 |
+
return sql
|
| 317 |
|
| 318 |
+
|
| 319 |
+
# ================= QUERY ================= #
|
| 320 |
|
| 321 |
def run_query(user_query):
|
| 322 |
+
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|
| 323 |
if not db_available or engine is None:
|
| 324 |
return {
|
| 325 |
"query": user_query,
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|
| 327 |
"sql": None,
|
| 328 |
"result": []
|
| 329 |
}
|
| 330 |
+
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|
| 331 |
try:
|
| 332 |
+
|
| 333 |
+
sql = ask_llm(user_query)
|
| 334 |
+
|
| 335 |
+
if not validate_sql(sql):
|
| 336 |
+
|
| 337 |
+
return {
|
| 338 |
+
"query": user_query,
|
| 339 |
+
"error": "Unsafe SQL blocked",
|
| 340 |
+
"sql": sql,
|
| 341 |
+
"result": []
|
| 342 |
+
}
|
| 343 |
+
|
| 344 |
with engine.connect() as conn:
|
| 345 |
+
|
| 346 |
+
result = conn.execute(text(sql))
|
| 347 |
+
|
| 348 |
+
rows = [
|
| 349 |
+
dict(r._mapping)
|
| 350 |
+
for r in result
|
| 351 |
+
]
|
| 352 |
|
| 353 |
return {
|
| 354 |
"query": user_query,
|
| 355 |
+
"sql": sql,
|
| 356 |
"result": rows,
|
| 357 |
+
"count": len(rows)
|
| 358 |
}
|
| 359 |
|
| 360 |
except Exception as e:
|
| 361 |
+
|
| 362 |
traceback.print_exc()
|
| 363 |
+
|
| 364 |
return {
|
| 365 |
"query": user_query,
|
| 366 |
+
"error": str(e),
|
| 367 |
+
"sql": sql if "sql" in locals() else "",
|
| 368 |
"result": []
|
| 369 |
}
|
| 370 |
|
| 371 |
|
| 372 |
+
# ================= ANALYTICS ================= #
|
| 373 |
|
| 374 |
def get_vehicles_by_state():
|
| 375 |
+
|
| 376 |
if not db_available or engine is None:
|
| 377 |
return []
|
|
|
|
|
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|
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|
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|
|
|
|
|
|
| 378 |
|
| 379 |
+
with engine.connect() as conn:
|
| 380 |
+
|
| 381 |
+
result = conn.execute(text("""
|
| 382 |
+
SELECT state, COUNT(*) AS count
|
| 383 |
+
FROM vehicle_logs
|
| 384 |
+
GROUP BY state
|
| 385 |
+
ORDER BY count DESC
|
| 386 |
+
"""))
|
| 387 |
+
|
| 388 |
+
return [dict(r._mapping) for r in result]
|
| 389 |
+
|
| 390 |
+
|
| 391 |
+
def get_hourly_traffic():
|
| 392 |
|
|
|
|
|
|
|
| 393 |
if not db_available or engine is None:
|
| 394 |
return []
|
|
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|
|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 395 |
|
| 396 |
+
with engine.connect() as conn:
|
| 397 |
+
|
| 398 |
+
result = conn.execute(text("""
|
| 399 |
+
SELECT hour, COUNT(*) AS count
|
| 400 |
+
FROM vehicle_logs
|
| 401 |
+
GROUP BY hour
|
| 402 |
+
ORDER BY hour
|
| 403 |
+
"""))
|
| 404 |
+
|
| 405 |
+
return [dict(r._mapping) for r in result]
|
| 406 |
+
|
| 407 |
+
|
| 408 |
+
def get_top_plates():
|
| 409 |
|
|
|
|
|
|
|
| 410 |
if not db_available or engine is None:
|
| 411 |
return []
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 412 |
|
| 413 |
+
with engine.connect() as conn:
|
| 414 |
+
|
| 415 |
+
result = conn.execute(text("""
|
| 416 |
+
SELECT plate, COUNT(*) AS count
|
| 417 |
+
FROM vehicle_logs
|
| 418 |
+
WHERE plate != ''
|
| 419 |
+
GROUP BY plate
|
| 420 |
+
ORDER BY count DESC
|
| 421 |
+
LIMIT 10
|
| 422 |
+
"""))
|
| 423 |
+
|
| 424 |
+
return [dict(r._mapping) for r in result]
|
| 425 |
+
|
| 426 |
+
|
| 427 |
+
def get_suspicious_vehicles():
|
| 428 |
|
|
|
|
|
|
|
| 429 |
if not db_available or engine is None:
|
| 430 |
return []
|
| 431 |
+
|
| 432 |
+
with engine.connect() as conn:
|
| 433 |
+
|
| 434 |
+
result = conn.execute(text("""
|
| 435 |
+
SELECT plate,
|
| 436 |
+
COUNT(*) AS detections
|
| 437 |
+
FROM vehicle_logs
|
| 438 |
+
GROUP BY plate
|
| 439 |
+
HAVING COUNT(*) > 5
|
| 440 |
+
ORDER BY detections DESC
|
| 441 |
+
LIMIT 20
|
| 442 |
+
"""))
|
| 443 |
+
|
| 444 |
+
return [dict(r._mapping) for r in result]
|
| 445 |
+
|
| 446 |
+
|
| 447 |
+
# ================= HEALTH ================= #
|
| 448 |
+
|
| 449 |
+
def health_check():
|
| 450 |
+
|
| 451 |
+
if not db_available or engine is None:
|
| 452 |
+
return False, "⚠️ Database not configured. Set DATABASE_URL in Hugging Face Spaces secrets."
|
| 453 |
+
|
| 454 |
try:
|
| 455 |
+
|
| 456 |
with engine.connect() as conn:
|
| 457 |
+
conn.execute(text("SELECT 1"))
|
| 458 |
+
|
| 459 |
+
return True, "✅ Database Connected"
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 460 |
|
| 461 |
+
except Exception as e:
|
| 462 |
|
| 463 |
+
return False, str(e)
|
|
|