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

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
{
    "INCLUDE": ["../common/sklearn.json", "../common/svm.json"],
    "PARAMETERS_SETS": {
        "svc binary datasets": [
            {
                "data": { "dataset": "a9a", "split_kwargs": { "train_size": 5000, "test_size": null }  },
                "algorithm": { "estimator_params": { "C": 1.0, "kernel": "linear" } }
            },
            {
                "data": { "dataset": "skin_segmentation", "split_kwargs": { "train_size": 20000, "test_size": null } },
                "algorithm": { "estimator_params": { "C": 10.0, "kernel": "rbf" } }
            },
            {
                "data": { "dataset": "ijcnn", "split_kwargs": { "train_size": 20000, "test_size": null } },
                "algorithm": { "estimator_params": { "C": 100.0, "kernel": "rbf" } }
            },
            {
                "data": { "dataset": "gisette", "preprocessing_kwargs": { "normalize": false } },
                "algorithm": {
                    "estimator_params": { "C": 100.0, "kernel": ["linear", "poly", "rbf"] }
                }
            }
        ],
        "svc multiclass datasets": [
            {
                "data": { "dataset": "connect", "split_kwargs": { "train_size": 20000, "test_size": null } },
                "algorithm": { "estimator_params": { "C": 10.0, "kernel": ["poly", "rbf"] } }
            },
            {
                "data": {
                    "dataset": "mnist",
                    "split_kwargs": { "train_size": 20000, "test_size": null },
                    "preprocessing_kwargs": { "normalize": false }
                },
                "algorithm": { "estimator_params": { "C": 1.0, "kernel": ["poly", "rbf"] } }
            }
        ],
        "svr datasets": [
            {
                "data": { "dataset": "year_prediction_msd", "split_kwargs": { "train_size": 20000, "test_size": null } },
                "algorithm": { "estimator_params": { "C": 1.0, "kernel": "rbf" } }
            },
            {
                "data": { "dataset": "fried", "split_kwargs": { "train_size": 0.5, "test_size": 0.5 } },
                "algorithm": { "estimator_params": { "C": 2.0, "kernel": "rbf" } }
            },
            {
                "data": { "dataset": "twodplanes", "split_kwargs": { "train_size": 25000, "test_size": null } },
                "algorithm": { "estimator_params": { "C": 1.0, "kernel": ["linear", "poly", "rbf"] } }
            },
            {
                "data": { "dataset": "gisette", "preprocessing_kwargs": { "normalize": false } },
                "algorithm": { "estimator_params": { "C": 1.0, "kernel": ["poly", "rbf"] } }
            },
            {
                "data": {
                    "source": "make_regression",
                    "generation_kwargs": {
                        "n_samples": 20000,
                        "n_features": 1000,
                        "n_informative": "[SPECIAL_VALUE]0.5"
                    },
                    "split_kwargs": { "train_size": 0.5 }
                },
                "algorithm": { "estimator_params": { "C": 0.1, "kernel": "linear" } }
            }
        ],
        "nusvc datasets": [
            {
                "data": { "dataset": "a9a", "split_kwargs": { "train_size": 5000, "test_size": null }  },
                "algorithm": { "estimator_params": { "nu": 0.1, "kernel": ["poly", "rbf"] } }
            },
            {
                "data": { "dataset": "codrnanorm", "split_kwargs": { "train_size": 20000, "test_size": null } },
                "algorithm": { "estimator_params": { "nu": 0.5, "kernel": "poly" } }
            },
            {
                "data": { "dataset": "ijcnn", "split_kwargs": { "train_size": 20000, "test_size": null } },
                "algorithm": { "estimator_params": { "nu": 0.1, "kernel": "rbf" } }
            },
            {
                "data": { "dataset": "gisette", "preprocessing_kwargs": { "normalize": false } },
                "algorithm": { "estimator_params": { "nu": 0.9, "kernel": ["linear", "rbf"] } }
            }
        ],
        "nusvr datasets": [
            {
                "data": { "dataset": "year_prediction_msd", "split_kwargs": { "train_size": 20000, "test_size": null } },
                "algorithm": { "estimator_params": { "C": 1.0, "kernel": "rbf" } }
            },
            {
                "data": { "dataset": "twodplanes", "split_kwargs": { "train_size": 25000, "test_size": null } },
                "algorithm": { "estimator_params": { "C": 1.0, "kernel": ["linear", "poly", "rbf"] } }
            },
            {
                "data": { "dataset": "fried" },
                "algorithm": { "estimator_params": { "nu": 0.8, "C": 2.0, "kernel": "rbf" } }
            },
            {
                "data": { "dataset": "gisette", "preprocessing_kwargs": { "normalize": false } },
                "algorithm": { "estimator_params": { "nu": 0.9, "C": 1.0, "kernel": "rbf" } }
            },
            {
                "data": {
                    "source": "make_regression",
                    "generation_kwargs": {
                        "n_samples": 20000,
                        "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",
                "svc binary datasets"
            ]
        },
        "svc multiclass": {
            "SETS": [
                "multi svc implementations",
                "common svm parameters",
                "svm clsf parameters",
                "svc parameters",
                "svc multiclass datasets"
            ]
        },
        "svr": {
            "SETS": [
                "svr implementations",
                "common svm parameters",
                "svr parameters",
                "svr datasets"
            ]
        },
        "nusvc": {
            "SETS": [
                "nusvm implementations",
                "common svm parameters",
                "svm clsf parameters",
                "nusvc parameters",
                "nusvc datasets"
            ]
        },
        "nusvr": {
            "SETS": [
                "nusvm implementations",
                "common svm parameters",
                "nusvr parameters",
                "nusvr datasets"
            ]
        }
    }
}