{ "default_variant": "knn_21T_k1_euclidean", "model_type": "knn", "description": "DOM Formula Assignment using KNN - Multiple model variants trained on different data sources", "total_variants": 16, "ensemble_count": 8, "single_count": 8, "variants": { "knn_21T_k1_euclidean": { "data_source": "21T", "k_neighbors": 1, "metric": "Euclidean", "is_ensemble": false, "filename": "models/knn_model_Model-21T_K1_Euclidean.joblib", "training_version": null, "performance": { "description": "KNN model trained on 21T data with k=1, metric=Euclidean" } }, "knn_21T_k1_manhattan": { "data_source": "21T", "k_neighbors": 1, "metric": "Manhattan", "is_ensemble": false, "filename": "models/knn_model_Model-21T_K1_Manhattan.joblib", "training_version": null, "performance": { "description": "KNN model trained on 21T data with k=1, metric=Manhattan" } }, "knn_21T_k3_euclidean": { "data_source": "21T", "k_neighbors": 3, "metric": "Euclidean", "is_ensemble": false, "filename": 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"models/knn_model_Model-7T-21T_K1_Euclidean_DOM_training_set_ver2.joblib", "performance": { "description": "KNN model trained on 7T-21T data with k=1, metric=Euclidean" } }, "knn_7T21T_k1_manhattan_ensemble": { "data_source": "7T-21T", "k_neighbors": 1, "metric": "Manhattan", "is_ensemble": true, "ensemble_members": [ "models/knn_model_Model-7T-21T_K1_Manhattan_DOM_training_set_ver2.joblib", "models/knn_model_Model-7T-21T_K1_Manhattan_DOM_training_set_ver3.joblib" ], "filename": "models/knn_model_Model-7T-21T_K1_Manhattan_DOM_training_set_ver2.joblib", "performance": { "description": "KNN model trained on 7T-21T data with k=1, metric=Manhattan" } }, "knn_7T21T_k3_euclidean_ensemble": { "data_source": "7T-21T", "k_neighbors": 3, "metric": "Euclidean", "is_ensemble": true, "ensemble_members": [ "models/knn_model_Model-7T-21T_K3_Euclidean_DOM_training_set_ver2.joblib", "models/knn_model_Model-7T-21T_K3_Euclidean_DOM_training_set_ver3.joblib" ], "filename": "models/knn_model_Model-7T-21T_K3_Euclidean_DOM_training_set_ver2.joblib", "performance": { "description": "KNN model trained on 7T-21T data with k=3, metric=Euclidean" } }, "knn_7T21T_k3_manhattan_ensemble": { "data_source": "7T-21T", "k_neighbors": 3, "metric": "Manhattan", "is_ensemble": true, "ensemble_members": [ "models/knn_model_Model-7T-21T_K3_Manhattan_DOM_training_set_ver2.joblib", "models/knn_model_Model-7T-21T_K3_Manhattan_DOM_training_set_ver3.joblib" ], "filename": "models/knn_model_Model-7T-21T_K3_Manhattan_DOM_training_set_ver2.joblib", "performance": { "description": "KNN model trained on 7T-21T data with k=3, metric=Manhattan" } }, "knn_Synthetic_k1_euclidean_ensemble": { "data_source": "Synthetic", "k_neighbors": 1, "metric": "Euclidean", "is_ensemble": true, "ensemble_members": [ "models/knn_model_Model-Synthetic_K1_Euclidean_DOM_training_set_ver2.joblib", "models/knn_model_Model-Synthetic_K1_Euclidean_DOM_training_set_ver3.joblib", "models/knn_model_Model-Synthetic_K1_Euclidean_synthetic_data.joblib" ], "filename": "models/knn_model_Model-Synthetic_K1_Euclidean_DOM_training_set_ver2.joblib", "performance": { "description": "KNN model trained on Synthetic data with k=1, metric=Euclidean" } }, "knn_Synthetic_k1_manhattan_ensemble": { "data_source": "Synthetic", "k_neighbors": 1, "metric": "Manhattan", "is_ensemble": true, "ensemble_members": [ "models/knn_model_Model-Synthetic_K1_Manhattan_DOM_training_set_ver2.joblib", "models/knn_model_Model-Synthetic_K1_Manhattan_DOM_training_set_ver3.joblib", "models/knn_model_Model-Synthetic_K1_Manhattan_synthetic_data.joblib" ], "filename": "models/knn_model_Model-Synthetic_K1_Manhattan_DOM_training_set_ver2.joblib", "performance": { "description": "KNN model trained on Synthetic data with k=1, metric=Manhattan" } }, "knn_Synthetic_k3_euclidean_ensemble": { "data_source": "Synthetic", "k_neighbors": 3, "metric": "Euclidean", "is_ensemble": true, "ensemble_members": [ "models/knn_model_Model-Synthetic_K3_Euclidean_DOM_training_set_ver2.joblib", "models/knn_model_Model-Synthetic_K3_Euclidean_DOM_training_set_ver3.joblib", "models/knn_model_Model-Synthetic_K3_Euclidean_synthetic_data.joblib" ], "filename": "models/knn_model_Model-Synthetic_K3_Euclidean_DOM_training_set_ver2.joblib", "performance": { "description": "KNN model trained on Synthetic data with k=3, metric=Euclidean" } }, "knn_Synthetic_k3_manhattan_ensemble": { "data_source": "Synthetic", "k_neighbors": 3, "metric": "Manhattan", "is_ensemble": true, "ensemble_members": [ "models/knn_model_Model-Synthetic_K3_Manhattan_DOM_training_set_ver2.joblib", "models/knn_model_Model-Synthetic_K3_Manhattan_DOM_training_set_ver3.joblib", "models/knn_model_Model-Synthetic_K3_Manhattan_synthetic_data.joblib" ], "filename": "models/knn_model_Model-Synthetic_K3_Manhattan_DOM_training_set_ver2.joblib", "performance": { "description": "KNN model trained on Synthetic data with k=3, metric=Manhattan" } } } }