{ "metrics": { "mae": 117.6025, "rmse": 156.0875, "mape": 11.6433, "bias": -4.5986, "mase": 0.2473, "r_squared": 0.9034 }, "feature_names": [ "year", "month", "day", "day_of_week", "week_of_year", "quarter", "is_weekend", "is_holiday", "product_id", "region_id", "temperature", "humidity", "rainfall", "wind_speed", "inflation_rate", "gdp_growth", "unemployment_rate", "exchange_rate", "market_price", "supply_index", "demand_index", "competitor_price_avg", "competitor_count", "market_share", "quantity_sold_lag_1", "quantity_sold_lag_7", "quantity_sold_lag_30", "price_lag_1", "price_lag_7", "price_lag_30" ], "training_date": "2025-12-30T15:54:59.080189", "training_config": { "iterations": "1000", "learning_rate": "0.05", "depth": "8", "loss_function": "MAE", "eval_metric": "MAE", "random_seed": "42", "verbose": "100", "early_stopping_rounds": "100", "l2_leaf_reg": "3", "border_count": "128", "thread_count": "-1" } }