scikit-learn_bench/configs/common/xgboost.json at 86cea88c275b226fdc8ae69c2b81046b0820a0a4 · ethanglaser/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
{
    "PARAMETERS_SETS": {
        "xgboost implementations": [
            {
                "algorithm": {
                    "device": "cpu",
                    "estimator_params": {
                        "tree_method": "hist",
                        "n_jobs": "[SPECIAL_VALUE]physical_cpus"
                    },
                    "enable_modelbuilders": false
                }
            },
            {
                "algorithm": {
                    "device": "gpu",
                    "estimator_params": {
                        "tree_method": "hist",
                        "n_jobs": "[SPECIAL_VALUE]physical_cpus"
                    }
                },
                "data": { "format": "cudf" }
            }
        ],
        "xgboost binary classification": {
            "algorithm": {
                "library": "xgboost",
                "estimator": "XGBClassifier",
                "estimator_params": {
                    "objective": "binary:logistic",
                    "scale_pos_weight": "[SPECIAL_VALUE]auto"
                }
            }
        },
        "xgboost multiclassification": {
            "algorithm": {
                "library": "xgboost",
                "estimator": "XGBClassifier",
                "estimator_params": { "objective": "multi:softprob" }
            }
        },
        "xgboost regression": {
            "algorithm": {
                "library": "xgboost",
                "estimator": "XGBRegressor",
                "estimator_methods": { "inference": "predict" },
                "estimator_params": { "objective": "reg:squarederror" }
            }
        }
    }
}