# SQLite + file logging import sqlite3 import json from datetime import datetime from app.core.config import DB_PATH, MODEL_VERSION def get_connection(): return sqlite3.connect(DB_PATH, check_same_thread=False) def init_db(): conn = get_connection() cursor = conn.cursor() cursor.execute(""" CREATE TABLE IF NOT EXISTS predictions ( id INTEGER PRIMARY KEY AUTOINCREMENT, timestamp TEXT, model_version TEXT, input_features TEXT, prediction INTEGER, probability REAL ) """) conn.commit() conn.close() def log_prediction(features: dict, prediction: int, probability: float): conn = get_connection() cursor = conn.cursor() cursor.execute( """ INSERT INTO predictions (timestamp, model_version, input_features, prediction, probability) VALUES (?, ?, ?, ?, ?) """, ( datetime.utcnow().isoformat(), MODEL_VERSION, json.dumps(features), prediction, probability, ) ) conn.commit() conn.close()