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| import os | |
| # Directories | |
| MODEL_DIR = "models" | |
| # Model File Paths | |
| CATBOOST_MODEL_PATH = os.path.join(MODEL_DIR, "catboost_model.cbm") | |
| XGB_MODEL_PATH = os.path.join(MODEL_DIR, "xgb_model.json") | |
| RF_MODEL_PATH = os.path.join(MODEL_DIR, "rf_model.pkl") | |
| # Model Parameters | |
| CATBOOST_PARAMS = {"iterations": 800, "depth": 6, "learning_rate": 0.05, "random_seed": 42, "task_type": "CPU", "verbose": 100} | |
| XGB_PARAMS = {"n_estimators": 800, "learning_rate": 0.05, "max_depth": 6, "tree_method": "hist", "random_state": 42} | |
| RF_PARAMS = {"n_estimators": 200, "max_depth": 15, "random_state": 42, "n_jobs": -1} | |