scikit-learn_bench/configs/weekly/svm.json at 098b21b041c65308ab5017f284c8dead4dc07413 · IntelPython/scikit-learn_bench · GitHub

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{
    "INCLUDE": ["../common/sklearn.json", "../common/svm.json"],
    "PARAMETERS_SETS": {
        "high-load svc binary datasets": [
            {
                "data": { "dataset": "a9a", "split_kwargs": { "ignore": true }  },
                "algorithm": { "estimator_params": { "C": 1.0, "kernel": "linear" } }
            },
            {
                "data": { "dataset": "skin_segmentation", "split_kwargs": { "ignore": true } },
                "algorithm": { "estimator_params": { "C": 10.0, "kernel": "rbf" } }
            },
            {
                "data": { "dataset": "ijcnn", "split_kwargs": { "ignore": true } },
                "algorithm": { "estimator_params": { "C": 100.0, "kernel": "rbf" } }
            }
        ],
        "high-load svc multiclass datasets": [
            {
                "data": { "dataset": "connect", "split_kwargs": { "ignore": true } },
                "algorithm": { "estimator_params": { "C": 10.0, "kernel": ["poly", "rbf"] } }
            },
            {
                "data": {
                    "dataset": "mnist",
                    "split_kwargs": { "ignore": true },
                    "preprocessing_kwargs": { "normalize": false }
                },
                "algorithm": { "estimator_params": { "C": 1.0, "kernel": ["poly", "rbf"] } }
            }
        ],
        "high-load svr datasets": [
            {
                "data": { "dataset": "year_prediction_msd", "split_kwargs": { "train_size": 50000, "test_size": null } },
                "algorithm": { "estimator_params": { "C": 1.0, "kernel": "rbf" } }
            },
            {
                "data": { "dataset": "twodplanes", "split_kwargs": { "ignore": true } },
                "algorithm": { "estimator_params": { "C": 1.0, "kernel": ["linear", "poly", "rbf"] } }
            },
            {
                "data": {
                    "source": "make_regression",
                    "generation_kwargs": {
                        "n_samples": 200000,
                        "n_features": 1000,
                        "n_informative": "[SPECIAL_VALUE]0.5"
                    },
                    "split_kwargs": { "train_size": 0.5 }
                },
                "algorithm": { "estimator_params": { "C": 0.1, "kernel": "linear" } }
            }
        ],
        "high-load nusvc datasets": [
            {
                "data": { "dataset": "a9a", "split_kwargs": { "ignore": true }  },
                "algorithm": { "estimator_params": { "nu": 0.1, "kernel": ["poly", "rbf"] } }
            },
            {
                "data": { "dataset": "codrnanorm", "split_kwargs": { "ignore": true } },
                "algorithm": { "estimator_params": { "nu": 0.5, "kernel": "poly" } }
            },
            {
                "data": { "dataset": "ijcnn", "split_kwargs": { "ignore": true } },
                "algorithm": { "estimator_params": { "nu": 0.1, "kernel": "rbf" } }
            }
        ],
        "high-load nusvr datasets": [
            {
                "data": { "dataset": "year_prediction_msd", "split_kwargs": { "train_size": 50000, "test_size": null } },
                "algorithm": { "estimator_params": { "C": 1.0, "kernel": "rbf" } }
            },
            {
                "data": { "dataset": "twodplanes", "split_kwargs": { "ignore": true } },
                "algorithm": { "estimator_params": { "C": 1.0, "kernel": ["linear", "poly", "rbf"] } }
            },
            {
                "data": { "dataset": "fried", "split_kwargs": { "ignore": true } },
                "algorithm": { "estimator_params": { "nu": 0.8, "C": 2.0, "kernel": "rbf" } }
            },
            {
                "data": {
                    "source": "make_regression",
                    "generation_kwargs": {
                        "n_samples": 100000,
                        "n_features": 1000,
                        "n_informative": "[SPECIAL_VALUE]0.5"
                    },
                    "split_kwargs": { "train_size": 0.5 }
                },
                "algorithm": { "estimator_params": { "nu": 0.5, "C": 0.1, "kernel": "linear" } }
            }
        ]
    },
    "TEMPLATES": {
        "svc binary": {
            "SETS": [
                "binary svc implementations",
                "common svm parameters",
                "svm clsf parameters",
                "svc parameters",
                "high-load svc binary datasets"
            ]
        },
        "svc multiclass": {
            "SETS": [
                "multi svc implementations",
                "common svm parameters",
                "svm clsf parameters",
                "svc parameters",
                "high-load svc multiclass datasets"
            ]
        },
        "svr": {
            "SETS": [
                "svr implementations",
                "common svm parameters",
                "svr parameters",
                "high-load svr datasets"
            ]
        },
        "nusvc": {
            "SETS": [
                "nusvm implementations",
                "common svm parameters",
                "svm clsf parameters",
                "nusvc parameters",
                "high-load nusvc datasets"
            ]
        },
        "nusvr": {
            "SETS": [
                "nusvm implementations",
                "common svm parameters",
                "nusvr parameters",
                "high-load nusvr datasets"
            ]
        }
    }
}