{ "task": "message", "created_at": "20260923T175009Z", "python": "3.12.13", "platform": "Linux-7.2.6-1-cachyos-x86_64-with-glibc2.44", "config": { "seed": 42, "output_dir": "ml/artifacts", "data": { "url_dataset": "PhiUSIIL_Phishing_URL_Dataset.csv", "phishtank_dataset": "verified_online.csv", "benign_domains": "top-1m.csv", "message_dataset": "Dataset_5971.csv", "sms_collection": "SMSSpamCollection", "transaction_n_sample": 1000000, "transaction_cache": "ml/.txn-cache" }, "split": { "train": 0.7, "validation": 0.15, "test": 0.15 }, "model": { "n_estimators": 300, "max_depth": 5, "learning_rate": 0.04, "min_child_weight": 3, "subsample": 0.85, "colsample_bytree": 0.85, "reg_alpha": 0.2, "reg_lambda": 2.0, "tree_method": "hist" }, "transaction_model": { "n_estimators": 200, "max_depth": 6, "learning_rate": 0.1, "min_child_weight": 3, "subsample": 0.9, "colsample_bytree": 0.9, "reg_alpha": 0.2, "reg_lambda": 2.0, "tree_method": "hist" } } }