tree
version=v4
num_class=3
num_tree_per_iteration=3
label_index=0
max_feature_idx=1
objective=multiclass num_class:3
average_output
feature_names=Column_0 Column_1
feature_infos=[0:5] [0:2]
tree_sizes=527 545 430 535 527 526 351 541 533 528 338 528 537 523 516 539 524 525 542 538 531 530 442 540 529 529 525 537 535 516 528 436 533 539 531 527

Tree=0
num_leaves=4
num_cat=0
split_feature=0 1 0
split_gain=2 1.6 0.9
threshold=1.0000000180025095e-35 1.5000000000000002 3.5000000000000004
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=0.90138771133188622 -2.0986122886681082 0.90138771133188489 -0.59861228866811045
leaf_weight=0.66666668653488192 1.0000000298023226 0.33333334326744068 0.66666668653488148
leaf_count=2 3 1 2
internal_value=-0.598612 -1.09861 -1.49861
internal_weight=2.66667 2 1.66667
internal_count=8 6 5
is_linear=0
shrinkage=1


Tree=1
num_leaves=4
num_cat=0
split_feature=0 0 0
split_gain=1.33929 0.685714 1.6
threshold=4.5000000000000009 2.5000000000000004 1.0000000180025095e-35
decision_type=2 2 2
left_child=1 2 -1
right_child=-2 -3 -4
leaf_value=-2.0986122886681073 0.90138771133188489 -2.0986122886681082 -0.09861228866811067
leaf_weight=0.66666668653488237 0.33333334326744068 0.66666668653488148 1.0000000298023222
leaf_count=2 1 2 3
internal_value=-0.973612 -1.24147 -0.898612
internal_weight=2.66667 2.33333 1.66667
internal_count=8 7 5
is_linear=0
shrinkage=1


Tree=2
num_leaves=3
num_cat=0
split_feature=0 0
split_gain=0.625 2
threshold=2.5000000000000004 3.5000000000000004
decision_type=2 2
left_child=-1 -2
right_child=1 -3
leaf_value=-2.0986122886681091 0.90138771133188555 -2.0986122886681082
leaf_weight=1.6666667163372042 0.33333334326744057 0.66666668653488159
leaf_count=5 1 2
internal_value=-1.72361 -1.09861
internal_weight=2.66667 1
internal_count=8 3
is_linear=0
shrinkage=1


Tree=3
num_leaves=4
num_cat=0
split_feature=0 0 1
split_gain=2.9697 0.595238 1.5
threshold=1.0000000180025095e-35 1.5000000000000002 1.5000000000000002
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=0.90138771133188622 -2.0986122886681056 -1.670040860096681 0.90138771133188422
leaf_weight=0.66666668653488192 0.33333334326744113 2.3333334028720856 0.3333333432674408
leaf_count=2 1 7 1
internal_value=-1.0077 -1.43195 -0.598612
internal_weight=3.66667 3 0.666667
internal_count=11 9 2
is_linear=0
shrinkage=1


Tree=4
num_leaves=4
num_cat=0
split_feature=0 0 0
split_gain=0.545455 1.5 1
threshold=1.0000000180025095e-35 2.5000000000000004 4.5000000000000009
decision_type=2 2 2
left_child=-1 -2 -3
right_child=1 2 -4
leaf_value=-2.0986122886681078 -0.098612288668111114 -2.0986122886681087 -0.59861228866811045
leaf_weight=0.66666668653488192 1.0000000298023226 1.3333333730697634 0.66666668653488148
leaf_count=2 3 4 2
internal_value=-1.28043 -1.09861 -1.59861
internal_weight=3.66667 3 2
internal_count=11 9 6
is_linear=0
shrinkage=1


Tree=5
num_leaves=4
num_cat=0
split_feature=0 1 0
split_gain=3.63636 1 3
threshold=2.5000000000000004 1.5000000000000002 3.5000000000000004
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=-2.0986122886681091 0.90138771133188667 0.90138771133188755 -2.0986122886681082
leaf_weight=1.6666667163372042 0.66666668653488181 0.66666668653488148 0.66666668653488159
leaf_count=5 2 2 2
internal_value=-1.0077 -0.0986123 -0.598612
internal_weight=3.66667 2 1.33333
internal_count=11 6 4
is_linear=0
shrinkage=1


Tree=6
num_leaves=2
num_cat=0
split_feature=0
split_gain=2.57143
threshold=1.0000000180025095e-35
decision_type=2
left_child=-1
right_child=-2
leaf_value=0.90138771133188222 -2.0986122886681091
leaf_weight=0.33333334326744113 2.0000000596046448
leaf_count=1 6
internal_value=-1.67004
internal_weight=2.33333
internal_count=7
is_linear=0
shrinkage=1


Tree=7
num_leaves=4
num_cat=0
split_feature=1 0 0
split_gain=1.54286 1.35 0.75
threshold=1.5000000000000002 1.0000000180025095e-35 2.5000000000000004
decision_type=2 2 2
left_child=1 -1 -3
right_child=-2 2 -4
leaf_value=-2.0986122886681056 -2.0986122886681082 0.901387711331888 -0.59861228866811045
leaf_weight=0.33333334326744113 0.66666668653488148 0.66666668653488137 0.66666668653488159
leaf_count=1 2 2 2
internal_value=-0.812898 -0.298612 0.151388
internal_weight=2.33333 1.66667 1.33333
internal_count=7 5 4
is_linear=0
shrinkage=1


Tree=8
num_leaves=4
num_cat=0
split_feature=0 0 1
split_gain=2.89286 0.75 1.5
threshold=2.5000000000000004 4.5000000000000009 1.5000000000000002
decision_type=2 2 2
left_child=-1 -2 -3
right_child=1 2 -4
leaf_value=-2.0986122886681082 0.901387711331888 -2.0986122886681069 0.90138771133188422
leaf_weight=1.0000000298023226 0.66666668653488137 0.3333333432674408 0.3333333432674408
leaf_count=3 2 1 1
internal_value=-0.812898 0.151388 -0.598612
internal_weight=2.33333 1.33333 0.666667
internal_count=7 4 2
is_linear=0
shrinkage=1


Tree=9
num_leaves=4
num_cat=0
split_feature=0 1 0
split_gain=1.6 0.9 1.5
threshold=2.5000000000000004 1.0000000180025095e-35 3.5000000000000004
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=0.90138771133188222 -2.0986122886681073 -2.0986122886681091 0.90138771133188422
leaf_weight=0.33333334326744113 0.33333334326744068 1.0000000298023222 0.3333333432674408
leaf_count=1 1 3 1
internal_value=-1.09861 -1.49861 -0.598612
internal_weight=2 1.66667 0.666667
internal_count=6 5 2
is_linear=0
shrinkage=1


Tree=10
num_leaves=2
num_cat=0
split_feature=0
split_gain=2.5
threshold=4.5000000000000009
decision_type=2
left_child=-1
right_child=-2
leaf_value=-2.0986122886681091 0.90138771133188489
leaf_weight=1.6666667163372042 0.33333334326744068
leaf_count=5 1
internal_value=-1.59861
internal_weight=2
internal_count=6
is_linear=0
shrinkage=1


Tree=11
num_leaves=4
num_cat=0
split_feature=0 0 0
split_gain=0.9 1.35 0.75
threshold=4.5000000000000009 2.5000000000000004 3.5000000000000004
decision_type=2 2 2
left_child=1 -1 -3
right_child=-2 2 -4
leaf_value=-2.0986122886681056 -2.0986122886681073 0.901387711331888 -0.59861228866811045
leaf_weight=0.33333334326744113 0.33333334326744068 0.66666668653488137 0.66666668653488159
leaf_count=1 1 2 2
internal_value=-0.598612 -0.298612 0.151388
internal_weight=2 1.66667 1.33333
internal_count=6 5 4
is_linear=0
shrinkage=1


Tree=12
num_leaves=4
num_cat=0
split_feature=0 1 0
split_gain=3.42857 1.07143 1.5
threshold=1.5000000000000002 1.0000000180025095e-35 3.5000000000000004
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=0.90138771133188622 -2.0986122886681056 -2.0986122886681091 0.90138771133188422
leaf_weight=0.66666668653488192 0.33333334326744113 1.6666667163372038 0.3333333432674408
leaf_count=2 1 5 1
internal_value=-1.09861 -1.67004 -0.598612
internal_weight=3 2.33333 0.666667
internal_count=9 7 2
is_linear=0
shrinkage=1


Tree=13
num_leaves=4
num_cat=0
split_feature=1 0 0
split_gain=1.5 0.9 1.6
threshold=1.0000000180025095e-35 1.5000000000000002 2.5000000000000004
decision_type=2 2 2
left_child=-1 -2 -3
right_child=1 2 -4
leaf_value=-2.0986122886681082 -2.0986122886681056 0.90138771133188755 -1.0986122886681098
leaf_weight=1.0000000298023226 0.33333334326744113 0.66666668653488148 1.0000000298023222
leaf_count=3 1 2 3
internal_value=-1.09861 -0.598612 -0.298612
internal_weight=3 2 1.66667
internal_count=9 6 5
is_linear=0
shrinkage=1


Tree=14
num_leaves=4
num_cat=0
split_feature=0 0 1
split_gain=2.4 1.6 2
threshold=2.5000000000000004 3.5000000000000004 1.5000000000000002
decision_type=2 2 2
left_child=-1 -2 -3
right_child=1 2 -4
leaf_value=-2.0986122886681087 0.90138771133188755 -2.0986122886681087 0.90138771133188422
leaf_weight=1.3333333730697634 0.66666668653488148 0.66666668653488137 0.3333333432674408
leaf_count=4 2 2 1
internal_value=-1.09861 -0.298612 -1.09861
internal_weight=3 1.66667 1
internal_count=9 5 3
is_linear=0
shrinkage=1


Tree=15
num_leaves=4
num_cat=0
split_feature=0 1 1
split_gain=1.72857 2 1.07143
threshold=1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-2.098612288668106 -0.59861228866811067 0.90138771133188733 -2.0986122886681091
leaf_weight=0.33333334326744102 0.6666666865348817 0.66666668653488159 1.666666716337204
leaf_count=1 2 2 5
internal_value=-1.19861 -0.0986123 -1.67004
internal_weight=3.33333 1 2.33333
internal_count=10 3 7
is_linear=0
shrinkage=1


Tree=16
num_leaves=4
num_cat=0
split_feature=0 0 1
split_gain=0.8 1 1.5
threshold=2.5000000000000004 4.5000000000000009 1.5000000000000002
decision_type=2 2 2
left_child=-1 -2 -3
right_child=1 2 -4
leaf_value=-0.59861228866811023 -2.0986122886681087 0.90138771133188489 -2.0986122886681069
leaf_weight=1.3333333730697634 1.3333333730697634 0.33333334326744068 0.3333333432674408
leaf_count=4 4 1 1
internal_value=-1.19861 -1.59861 -0.598612
internal_weight=3.33333 2 0.666667
internal_count=10 6 2
is_linear=0
shrinkage=1


Tree=17
num_leaves=4
num_cat=0
split_feature=0 1 0
split_gain=3.2 1 3
threshold=2.5000000000000004 1.5000000000000002 3.5000000000000004
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=-2.0986122886681087 0.90138771133188667 0.90138771133188755 -2.0986122886681082
leaf_weight=1.3333333730697634 0.66666668653488181 0.66666668653488148 0.66666668653488159
leaf_count=4 2 2 2
internal_value=-0.898612 -0.0986123 -0.598612
internal_weight=3.33333 2 1.33333
internal_count=10 6 4
is_linear=0
shrinkage=1


Tree=18
num_leaves=4
num_cat=0
split_feature=0 1 0
split_gain=4.05 0.75 1.5
threshold=1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2
left_child=1 2 -1
right_child=-2 -3 -4
leaf_value=0.90138771133188289 -2.0986122886681091 0.90138771133188733 -2.0986122886681069
leaf_weight=0.33333334326744102 2.0000000596046448 0.66666668653488159 0.3333333432674408
leaf_count=1 6 2 1
internal_value=-1.19861 0.151388 -0.598612
internal_weight=3.33333 1.33333 0.666667
internal_count=10 4 2
is_linear=0
shrinkage=1


Tree=19
num_leaves=4
num_cat=0
split_feature=0 0 0
split_gain=1.2 1.5 0.75
threshold=1.0000000180025095e-35 2.5000000000000004 1.5000000000000002
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=-2.0986122886681078 -0.59861228866811067 -1.3486122886681096 0.90138771133188733
leaf_weight=0.66666668653488192 0.66666668653488181 1.333333373069763 0.66666668653488159
leaf_count=2 2 4 2
internal_value=-0.898612 -0.598612 0.151388
internal_weight=3.33333 2.66667 1.33333
internal_count=10 8 4
is_linear=0
shrinkage=1


Tree=20
num_leaves=4
num_cat=0
split_feature=0 0 1
split_gain=4.05 0.75 1.5
threshold=2.5000000000000004 4.5000000000000009 1.5000000000000002
decision_type=2 2 2
left_child=-1 -2 -3
right_child=1 2 -4
leaf_value=-2.0986122886681091 0.901387711331888 -2.0986122886681069 0.90138771133188422
leaf_weight=2.0000000596046452 0.66666668653488137 0.3333333432674408 0.3333333432674408
leaf_count=6 2 1 1
internal_value=-1.19861 0.151388 -0.598612
internal_weight=3.33333 1.33333 0.666667
internal_count=10 4 2
is_linear=0
shrinkage=1


Tree=21
num_leaves=4
num_cat=0
split_feature=0 1 0
split_gain=1.78571 1 1.5
threshold=1.5000000000000002 1.0000000180025095e-35 3.5000000000000004
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=0.90138771133188222 -2.0986122886681056 -2.0986122886681091 0.90138771133188422
leaf_weight=0.33333334326744113 0.33333334326744113 1.333333373069763 0.3333333432674408
leaf_count=1 1 4 1
internal_value=-1.24147 -1.59861 -0.598612
internal_weight=2.33333 2 0.666667
internal_count=7 6 2
is_linear=0
shrinkage=1


Tree=22
num_leaves=3
num_cat=0
split_feature=0 0
split_gain=1.07143 1.5
threshold=2.5000000000000004 1.5000000000000002
decision_type=2 2
left_child=1 -1
right_child=-2 -3
leaf_value=-2.0986122886681056 -2.0986122886681091 0.90138771133188422
leaf_weight=0.33333334326744113 1.6666667163372038 0.3333333432674408
leaf_count=1 5 1
internal_value=-1.67004 -0.598612
internal_weight=2.33333 0.666667
internal_count=7 2
is_linear=0
shrinkage=1


Tree=23
num_leaves=4
num_cat=0
split_feature=0 1 0
split_gain=2.74286 0.9 1.5
threshold=2.5000000000000004 1.0000000180025095e-35 3.5000000000000004
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=-2.0986122886681078 0.90138771133188489 0.90138771133188844 -2.0986122886681069
leaf_weight=0.66666668653488192 0.33333334326744068 1.0000000298023222 0.3333333432674408
leaf_count=2 1 3 1
internal_value=-0.384327 0.301388 -0.598612
internal_weight=2.33333 1.66667 0.666667
internal_count=7 5 2
is_linear=0
shrinkage=1


Tree=24
num_leaves=4
num_cat=0
split_feature=0 1 0
split_gain=3.125 1 1.5
threshold=1.5000000000000002 1.0000000180025095e-35 3.5000000000000004
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=0.90138771133188622 -2.0986122886681056 -2.0986122886681091 0.90138771133188422
leaf_weight=0.66666668653488192 0.33333334326744113 1.333333373069763 0.3333333432674408
leaf_count=2 1 4 1
internal_value=-0.973612 -1.59861 -0.598612
internal_weight=2.66667 2 0.666667
internal_count=8 6 2
is_linear=0
shrinkage=1


Tree=25
num_leaves=4
num_cat=0
split_feature=0 0 0
split_gain=1.92857 0.571429 2
threshold=4.5000000000000009 2.5000000000000004 1.5000000000000002
decision_type=2 2 2
left_child=1 2 -1
right_child=-2 -3 -4
leaf_value=-2.0986122886681073 0.90138771133188489 -2.0986122886681091 0.90138771133188422
leaf_weight=0.66666668653488226 0.33333334326744068 1.333333373069763 0.3333333432674408
leaf_count=2 1 4 1
internal_value=-1.34861 -1.67004 -1.09861
internal_weight=2.66667 2.33333 1
internal_count=8 7 3
is_linear=0
shrinkage=1


Tree=26
num_leaves=4
num_cat=0
split_feature=0 0 1
split_gain=2.025 1.6 2
threshold=2.5000000000000004 3.5000000000000004 1.5000000000000002
decision_type=2 2 2
left_child=-1 -2 -3
right_child=1 2 -4
leaf_value=-2.0986122886681082 0.90138771133188755 -2.0986122886681087 0.90138771133188422
leaf_weight=1.0000000298023226 0.66666668653488148 0.66666668653488137 0.3333333432674408
leaf_count=3 2 2 1
internal_value=-0.973612 -0.298612 -1.09861
internal_weight=2.66667 1.66667 1
internal_count=8 5 3
is_linear=0
shrinkage=1


Tree=27
num_leaves=4
num_cat=0
split_feature=0 1 0
split_gain=3.42857 1.07143 1.5
threshold=1.5000000000000002 1.0000000180025095e-35 3.5000000000000004
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=0.90138771133188622 -2.0986122886681056 -2.0986122886681091 0.90138771133188422
leaf_weight=0.66666668653488192 0.33333334326744113 1.6666667163372038 0.3333333432674408
leaf_count=2 1 5 1
internal_value=-1.09861 -1.67004 -0.598612
internal_weight=3 2.33333 0.666667
internal_count=9 7 2
is_linear=0
shrinkage=1


Tree=28
num_leaves=4
num_cat=0
split_feature=0 0 0
split_gain=0.857143 2.74286 0.9
threshold=1.5000000000000002 2.5000000000000004 4.5000000000000009
decision_type=2 2 2
left_child=-1 -2 -3
right_child=1 2 -4
leaf_value=-2.0986122886681078 0.90138771133188622 -2.0986122886681091 -0.59861228866811045
leaf_weight=0.66666668653488192 0.66666668653488192 1.0000000298023222 0.66666668653488148
leaf_count=2 2 3 2
internal_value=-1.09861 -0.812898 -1.49861
internal_weight=3 2.33333 1.66667
internal_count=9 7 5
is_linear=0
shrinkage=1


Tree=29
num_leaves=4
num_cat=0
split_feature=0 0 1
split_gain=2.4 1.6 2
threshold=2.5000000000000004 3.5000000000000004 1.5000000000000002
decision_type=2 2 2
left_child=-1 -2 -3
right_child=1 2 -4
leaf_value=-2.0986122886681087 0.90138771133188755 -2.0986122886681087 0.90138771133188422
leaf_weight=1.3333333730697634 0.66666668653488148 0.66666668653488137 0.3333333432674408
leaf_count=4 2 2 1
internal_value=-1.09861 -0.298612 -1.09861
internal_weight=3 1.66667 1
internal_count=9 5 3
is_linear=0
shrinkage=1


Tree=30
num_leaves=4
num_cat=0
split_feature=0 1 0
split_gain=2.04167 0.625 2
threshold=1.0000000180025095e-35 1.0000000180025095e-35 3.5000000000000004
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=0.90138771133188222 -2.0986122886681082 -2.0986122886681091 0.90138771133188422
leaf_weight=0.33333334326744113 0.66666668653488159 1.666666716337204 0.3333333432674408
leaf_count=1 2 5 1
internal_value=-1.43195 -1.72361 -1.09861
internal_weight=3 2.66667 1
internal_count=9 8 3
is_linear=0
shrinkage=1


Tree=31
num_leaves=3
num_cat=0
split_feature=0 0
split_gain=3.75 2.25
threshold=2.5000000000000004 1.0000000180025095e-35
decision_type=2 2
left_child=1 -1
right_child=-2 -3
leaf_value=-2.0986122886681056 -2.0986122886681091 0.90138771133188844
leaf_weight=0.33333334326744113 1.6666667163372038 1.0000000298023222
leaf_count=1 5 3
internal_value=-1.09861 0.151388
internal_weight=3 1.33333
internal_count=9 4
is_linear=0
shrinkage=1


Tree=32
num_leaves=4
num_cat=0
split_feature=0 1 0
split_gain=4.26667 0.9 1.5
threshold=2.5000000000000004 1.0000000180025095e-35 3.5000000000000004
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=-2.0986122886681087 0.90138771133188489 0.90138771133188844 -2.0986122886681069
leaf_weight=1.3333333730697634 0.33333334326744068 1.0000000298023222 0.3333333432674408
leaf_count=4 1 3 1
internal_value=-0.765279 0.301388 -0.598612
internal_weight=3 1.66667 0.666667
internal_count=9 5 2
is_linear=0
shrinkage=1


Tree=33
num_leaves=4
num_cat=0
split_feature=0 1 1
split_gain=1.92045 2 1.125
threshold=1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-2.098612288668106 -0.59861228866811078 0.90138771133188733 -2.0986122886681091
leaf_weight=0.33333334326744102 0.66666668653488192 0.66666668653488159 2.0000000596046448
leaf_count=1 2 2 6
internal_value=-1.28043 -0.0986123 -1.72361
internal_weight=3.66667 1 2.66667
internal_count=11 3 8
is_linear=0
shrinkage=1


Tree=34
num_leaves=4
num_cat=0
split_feature=0 0 1
split_gain=1.53636 1.6 2
threshold=2.5000000000000004 1.5000000000000002 1.0000000180025095e-35
decision_type=2 2 2
left_child=1 2 -1
right_child=-2 -3 -4
leaf_value=0.90138771133188289 -1.5986122886681096 0.90138771133188755 -2.0986122886681082
leaf_weight=0.33333334326744102 2.0000000596046448 0.66666668653488148 0.66666668653488159
leaf_count=1 6 2 2
internal_value=-1.0077 -0.298612 -1.09861
internal_weight=3.66667 1.66667 1
internal_count=11 5 3
is_linear=0
shrinkage=1


Tree=35
num_leaves=4
num_cat=0
split_feature=0 1 0
split_gain=3.63636 1 3
threshold=2.5000000000000004 1.5000000000000002 3.5000000000000004
decision_type=2 2 2
left_child=-1 2 -2
right_child=1 -3 -4
leaf_value=-2.0986122886681091 0.90138771133188667 0.90138771133188755 -2.0986122886681082
leaf_weight=1.6666667163372042 0.66666668653488181 0.66666668653488148 0.66666668653488159
leaf_count=5 2 2 2
internal_value=-1.0077 -0.0986123 -0.598612
internal_weight=3.66667 2 1.33333
internal_count=11 6 4
is_linear=0
shrinkage=1


end of trees

feature_importances:
Column_0=74
Column_1=27

parameters:
[boosting: rf]
[objective: multiclass]
[metric: multi_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 12]
[learning_rate: 0.1]
[num_leaves: 4]
[num_threads: 1]
[seed: 1610969088]
[deterministic: 1]
[force_col_wise: 0]
[force_row_wise: 1]
[histogram_pool_size: -1]
[max_depth: -1]
[min_data_in_leaf: 1]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 0.7]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 1]
[bagging_seed: 3]
[bagging_by_query: 0]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 11837]
[extra_trees: 0]
[extra_seed: 9745]
[early_stopping_round: 0]
[early_stopping_min_delta: 0]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 0]
[lambda_l2: 0]
[linear_lambda: 0]
[min_gain_to_split: 0]
[drop_rate: 0.1]
[max_drop: 50]
[skip_drop: 0.5]
[xgboost_dart_mode: 0]
[uniform_drop: 0]
[drop_seed: 8611]
[top_rate: 0.2]
[other_rate: 0.1]
[min_data_per_group: 100]
[max_cat_threshold: 32]
[cat_l2: 10]
[cat_smooth: 10]
[max_cat_to_onehot: 4]
[top_k: 20]
[monotone_constraints: ]
[monotone_constraints_method: basic]
[monotone_penalty: 0]
[feature_contri: ]
[forcedsplits_filename: ]
[refit_decay_rate: 0.9]
[cegb_tradeoff: 1]
[cegb_penalty_split: 0]
[cegb_penalty_feature_lazy: ]
[cegb_penalty_feature_coupled: ]
[path_smooth: 0]
[interaction_constraints: ]
[verbosity: -1]
[saved_feature_importance_type: 0]
[use_quantized_grad: 0]
[num_grad_quant_bins: 4]
[quant_train_renew_leaf: 0]
[stochastic_rounding: 1]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 1]
[bin_construct_sample_cnt: 1000000]
[data_random_seed: 8662]
[is_enable_sparse: 1]
[enable_bundle: 1]
[use_missing: 1]
[zero_as_missing: 0]
[feature_pre_filter: 0]
[pre_partition: 0]
[two_round: 0]
[header: 0]
[label_column: ]
[weight_column: ]
[group_column: ]
[ignore_column: ]
[categorical_feature: ]
[forcedbins_filename: ]
[precise_float_parser: 0]
[parser_config_file: ]
[objective_seed: 557]
[num_class: 3]
[is_unbalance: 0]
[scale_pos_weight: 1]
[sigmoid: 1]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[lambdarank_position_bias_regularization: 0]
[eval_at: ]
[multi_error_top_k: 1]
[auc_mu_weights: ]
[num_machines: 1]
[local_listen_port: 12400]
[time_out: 120]
[machine_list_filename: ]
[machines: ]
[gpu_platform_id: -1]
[gpu_device_id: -1]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

pandas_categorical:null
