1177 lines
36 KiB
Plaintext
1177 lines
36 KiB
Plaintext
tree
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version=v4
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threshold=19.000000000000004 15.949999809265138 24.450000762939457 2.5000000000000004 1.0000000180025095e-35
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right_child=1 -3 -4 -5
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threshold=16.500000000000004 25.250000000000004 2.5000000000000004 1.0000000180025095e-35
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threshold=20.10000038146973 2.5000000000000004 14.500000000000002 25.60000038146973 10.750000000000002
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Tree=25
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threshold=19.000000000000004 24.450000762939457 14.500000000000002 2.4500000476837163
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Tree=26
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Tree=27
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Tree=28
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threshold=16.500000000000004 25.60000038146973 12.150000095367433 16.19999980926514
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Tree=29
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threshold=19.000000000000004 16.19999980926514 24.450000762939457 12.200000286102297
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Tree=30
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threshold=21.60000038146973 25.250000000000004 15.949999809265138 2.7500000000000004
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Tree=31
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threshold=19.000000000000004 16.19999980926514 24.450000762939457 11.84999990463257
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Tree=32
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split_gain=139.609 16.2024 2.99663 1.61411
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threshold=15.949999809265138 24.450000762939457 26.050000190734867 17.099999427795414
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decision_type=2 2 2 2
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Tree=33
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split_gain=68.2268 6.95329 6.60298 15.0135 2.5217
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threshold=16.500000000000004 25.60000038146973 2.5000000000000004 1.0000000180025095e-35 2.0499999523162846
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decision_type=2 2 2 10 2
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right_child=1 -3 3 -5 -6
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leaf_value=-0.019063188433647151 0.095134383440017734 0.14780099391937254 -0.15070011615753173 -0.028170542903244489 0.03899061046540736
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Tree=34
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split_gain=64.4868 7.99851 5.97112 1.72567
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threshold=18.500000000000004 2.4500000476837163 24.450000762939457 10.750000000000002
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decision_type=2 2 2 2
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Tree=35
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split_gain=45.7006 9.51823 12.8164 8.09556
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threshold=20.10000038146973 16.19999980926514 12.000000000000002 25.250000000000004
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Tree=36
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split_gain=61.0685 17.1927 2.87348
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threshold=19.000000000000004 2.5000000000000004 24.450000762939457
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Tree=37
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threshold=21.60000038146973 16.19999980926514 12.000000000000002 25.150000572204593
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Tree=38
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threshold=19.000000000000004 14.500000000000002 2.4500000476837163 25.250000000000004
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Tree=39
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threshold=18.500000000000004 12.000000000000002 16.19999980926514 2.0499999523162846
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Tree=40
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|
|
is_linear=0
|
|
shrinkage=0.05
|
|
|
|
|
|
Tree=41
|
|
num_leaves=5
|
|
num_cat=0
|
|
split_feature=0 7 8 8
|
|
split_gain=30.9277 6.6852 10.0167 4.88011
|
|
threshold=19.000000000000004 16.19999980926514 12.150000095367433 24.450000762939457
|
|
decision_type=2 2 2 2
|
|
left_child=1 2 -1 -2
|
|
right_child=3 -3 -4 -5
|
|
leaf_value=-0.066878687590360572 0.02567629516124726 -0.090010862350463877 0.024484723185499505 0.090352048618452876
|
|
leaf_weight=6.0000000000000053 4.9999999999999982 4.9999999999999991 6 7
|
|
leaf_count=6 5 5 6 7
|
|
internal_value=0.00194578 -0.0414364 -0.021197 0.0634038
|
|
internal_weight=29 17 12 12
|
|
internal_count=29 17 12 12
|
|
is_linear=0
|
|
shrinkage=0.05
|
|
|
|
|
|
Tree=42
|
|
num_leaves=5
|
|
num_cat=0
|
|
split_feature=8 11 25 1
|
|
split_gain=28.5355 6.34384 5.30562 10.4336
|
|
threshold=18.500000000000004 24.450000762939457 2.5000000000000004 14.000000000000002
|
|
decision_type=2 2 2 8
|
|
left_child=2 -2 -1 -4
|
|
right_child=1 -3 3 -5
|
|
leaf_value=-0.0040137021243572225 0.019529772975615096 0.086844800199781136 -0.0045439243316650396 -0.10879524437089759
|
|
leaf_weight=5.0000000000000009 6.9999999999999982 7 3.9999999999999991 6.0000000000000009
|
|
leaf_count=5 7 7 4 6
|
|
internal_value=0.00184849 0.0531873 -0.0460677 -0.0670947
|
|
internal_weight=29 14 15 10
|
|
internal_count=29 14 15 10
|
|
is_linear=0
|
|
shrinkage=0.05
|
|
|
|
|
|
Tree=43
|
|
num_leaves=6
|
|
num_cat=0
|
|
split_feature=0 17 8 11 17
|
|
split_gain=26.6717 12.8972 8.65111 2.70049 0.773571
|
|
threshold=14.500000000000002 2.4500000476837163 18.500000000000004 25.60000038146973 2.0499999523162846
|
|
decision_type=2 2 2 2 2
|
|
left_child=1 -1 -2 4 -4
|
|
right_child=2 -3 3 -5 -6
|
|
leaf_value=0.0060157436132431 -0.022258963063359241 -0.099125871488026207 0.063024595379829421 0.096011102199554443 0.033524291813373561
|
|
leaf_weight=5.0000000000000018 4.0000000000000027 7 3.9999999999999982 3.9999999999999991 5
|
|
leaf_count=5 4 7 4 4 5
|
|
internal_value=0.00175607 -0.0553169 0.0420428 0.061828 0.0466355
|
|
internal_weight=29 12 17 13 9
|
|
internal_count=29 12 17 13 9
|
|
is_linear=0
|
|
shrinkage=0.05
|
|
|
|
|
|
Tree=44
|
|
num_leaves=6
|
|
num_cat=0
|
|
split_feature=0 17 8 11 0
|
|
split_gain=24.0712 11.6397 7.80763 2.4372 0.718832
|
|
threshold=14.500000000000002 2.4500000476837163 18.500000000000004 25.60000038146973 27.149999618530277
|
|
decision_type=2 2 2 2 2
|
|
left_child=1 -1 -2 4 -4
|
|
right_child=2 -3 3 -5 -6
|
|
leaf_value=0.0057149547338485691 -0.021146014332771284 -0.094169578381947103 0.056942607164382944 0.091210547089576724 0.028505202569067474
|
|
leaf_weight=5.0000000000000018 4.0000000000000027 7 4.9999999999999982 3.9999999999999991 4
|
|
leaf_count=5 4 7 5 4 4
|
|
internal_value=0.00166827 -0.052551 0.0399407 0.0587366 0.0443038
|
|
internal_weight=29 12 17 13 9
|
|
internal_count=29 12 17 13 9
|
|
is_linear=0
|
|
shrinkage=0.05
|
|
|
|
|
|
Tree=45
|
|
num_leaves=5
|
|
num_cat=0
|
|
split_feature=0 17 8 11
|
|
split_gain=21.7243 10.5049 7.04638 2.23565
|
|
threshold=14.500000000000002 2.4500000476837163 18.500000000000004 24.450000762939457
|
|
decision_type=2 2 2 2
|
|
left_child=1 -1 -2 -4
|
|
right_child=2 -3 3 -5
|
|
leaf_value=0.0054292047023773169 -0.020088713057339176 -0.089461099249976014 0.033403639619549119 0.074996486306190477
|
|
leaf_weight=5.0000000000000018 4.0000000000000027 7 5.9999999999999982 7
|
|
leaf_count=5 4 7 6 7
|
|
internal_value=0.00158485 -0.0499235 0.0379437 0.0557998
|
|
internal_weight=29 12 17 13
|
|
internal_count=29 12 17 13
|
|
is_linear=0
|
|
shrinkage=0.05
|
|
|
|
|
|
Tree=46
|
|
num_leaves=6
|
|
num_cat=0
|
|
split_feature=0 17 8 11 17
|
|
split_gain=19.6062 9.48064 6.35936 2.06483 0.674355
|
|
threshold=14.500000000000002 2.4500000476837163 18.500000000000004 25.60000038146973 2.0499999523162846
|
|
decision_type=2 2 2 2 2
|
|
left_child=1 -1 -2 4 -4
|
|
right_child=2 -3 3 -5 -6
|
|
leaf_value=0.0051577466726303077 -0.019084277842193825 -0.08498804313795906 0.055027168244123473 0.082900194823741918 0.027483583539724344
|
|
leaf_weight=5.0000000000000018 4.0000000000000027 7 3.9999999999999982 3.9999999999999991 5
|
|
leaf_count=5 4 7 4 4 5
|
|
internal_value=0.00150561 -0.0474273 0.0360465 0.0530098 0.0397252
|
|
internal_weight=29 12 17 13 9
|
|
internal_count=29 12 17 13 9
|
|
is_linear=0
|
|
shrinkage=0.05
|
|
|
|
|
|
Tree=47
|
|
num_leaves=5
|
|
num_cat=0
|
|
split_feature=0 17 8 11
|
|
split_gain=17.6946 8.55628 5.73932 1.86565
|
|
threshold=14.500000000000002 2.4500000476837163 18.500000000000004 24.450000762939457
|
|
decision_type=2 2 2 2
|
|
left_child=1 -1 -2 -4
|
|
right_child=2 -3 3 -5
|
|
leaf_value=0.0048998612165451032 -0.01813006475567816 -0.080738642386027737 0.029900218360126025 0.067895670873778208
|
|
leaf_weight=5.0000000000000018 4.0000000000000027 7 5.9999999999999982 7
|
|
leaf_count=5 4 7 6 7
|
|
internal_value=0.00143033 -0.0450559 0.0342442 0.0503593
|
|
internal_weight=29 12 17 13
|
|
internal_count=29 12 17 13
|
|
is_linear=0
|
|
shrinkage=0.05
|
|
|
|
|
|
Tree=48
|
|
num_leaves=7
|
|
num_cat=0
|
|
split_feature=0 8 25 4 11 0
|
|
split_gain=15.9693 5.17974 4.82807 3.49022 1.7502 0.626879
|
|
threshold=14.500000000000002 18.500000000000004 2.5000000000000004 10.750000000000002 25.60000038146973 27.149999618530277
|
|
decision_type=2 2 2 2 2 2
|
|
left_child=2 -2 -1 -4 5 -3
|
|
right_child=1 4 3 -5 -6 -7
|
|
leaf_value=0.0020488075911998739 -0.017223561555147156 0.047413467168807996 -0.098254744708538039 -0.032203470170497892 0.075360403954982766 0.020857126638293262
|
|
leaf_weight=4.0000000000000009 4.0000000000000027 4.9999999999999982 4 4 3.9999999999999991 4
|
|
leaf_count=4 4 5 4 4 4 4
|
|
internal_value=0.00135881 0.032532 -0.0428031 -0.0652291 0.0478413 0.0356106
|
|
internal_weight=29 17 12 8 13 9
|
|
internal_count=29 17 12 8 13 9
|
|
is_linear=0
|
|
shrinkage=0.05
|
|
|
|
|
|
Tree=49
|
|
num_leaves=6
|
|
num_cat=0
|
|
split_feature=0 17 8 11 17
|
|
split_gain=14.4123 7.43288 4.67472 1.57956 0.58844
|
|
threshold=14.500000000000002 2.4500000476837163 18.500000000000004 25.60000038146973 2.0499999523162846
|
|
decision_type=2 2 2 2 2
|
|
left_child=1 -1 -2 4 -4
|
|
right_child=2 -3 3 -5 -6
|
|
leaf_value=0.0058979833126068084 -0.016362382937222707 -0.073920809371130811 0.048124146461486828 0.071592382341623309 0.02239489287137985
|
|
leaf_weight=5.0000000000000018 4.0000000000000027 7 3.9999999999999982 3.9999999999999991 5
|
|
leaf_count=5 4 7 4 4 5
|
|
internal_value=0.00129087 -0.040663 0.0309054 0.0454493 0.0338301
|
|
internal_weight=29 12 17 13 9
|
|
internal_count=29 12 17 13 9
|
|
is_linear=0
|
|
shrinkage=0.05
|
|
|
|
|
|
Tree=50
|
|
num_leaves=5
|
|
num_cat=0
|
|
split_feature=0 17 8 11
|
|
split_gain=13.0071 6.70817 4.21893 1.44844
|
|
threshold=14.500000000000002 2.4500000476837163 18.500000000000004 24.450000762939457
|
|
decision_type=2 2 2 2
|
|
left_child=1 -1 -2 -4
|
|
right_child=2 -3 3 -5
|
|
leaf_value=0.0056030857563018769 -0.015544263552874313 -0.070224771329334787 0.025149877386866144 0.058628469705581658
|
|
leaf_weight=5.0000000000000018 4.0000000000000027 7 5.9999999999999982 7
|
|
leaf_count=5 4 7 6 7
|
|
internal_value=0.00122633 -0.0386298 0.0293601 0.0431768
|
|
internal_weight=29 12 17 13
|
|
internal_count=29 12 17 13
|
|
is_linear=0
|
|
shrinkage=0.05
|
|
|
|
|
|
Tree=51
|
|
num_leaves=6
|
|
num_cat=0
|
|
split_feature=10 11 1 7 1
|
|
split_gain=11.7643 3.67241 2.87184 11.2515 0.582723
|
|
threshold=15.949999809265138 24.450000762939457 25.000000000000004 12.200000286102297 1.0000000180025095e-35
|
|
decision_type=2 2 8 2 10
|
|
left_child=2 4 -1 -4 -2
|
|
right_child=1 -3 3 -5 -6
|
|
leaf_value=-0.0021472714841365803 0.018332585987324509 0.055697047923292435 -0.11333190500736234 0.0052616555942222466 -0.0063048541545867908
|
|
leaf_weight=4.0000000000000009 6.0000000000000018 6.9999999999999991 4 4 4
|
|
leaf_count=4 6 7 4 4 4
|
|
internal_value=0.00116501 0.0279209 -0.0367392 -0.0540351 0.00847761
|
|
internal_weight=29 17 12 8 10
|
|
internal_count=29 17 12 8 10
|
|
is_linear=0
|
|
shrinkage=0.05
|
|
|
|
|
|
Tree=52
|
|
num_leaves=6
|
|
num_cat=0
|
|
split_feature=0 7 4 17 11
|
|
split_gain=10.7969 7.03751 8.34685 4.42031 2.13665
|
|
threshold=19.000000000000004 16.19999980926514 8.7500000000000018 2.7500000000000004 24.450000762939457
|
|
decision_type=2 2 2 2 2
|
|
left_child=1 2 -1 -4 -2
|
|
right_child=4 -3 3 -5 -6
|
|
leaf_value=-0.062733021378517037 0.016320943273603918 -0.07436351835727692 -0.011439524823799728 0.062893457710742937 0.058517393966515854
|
|
leaf_weight=4.0000000000000062 5.9999999999999982 4.9999999999999991 4 4 6
|
|
leaf_count=4 6 5 4 4 6
|
|
internal_value=0.00110676 -0.0245255 -0.0037597 0.025727 0.0374192
|
|
internal_weight=29 17 12 8 12
|
|
internal_count=29 17 12 8 12
|
|
is_linear=0
|
|
shrinkage=0.05
|
|
|
|
|
|
Tree=53
|
|
num_leaves=7
|
|
num_cat=0
|
|
split_feature=10 8 1 7 25 7
|
|
split_gain=10.114 2.78729 2.48769 10.1288 1.37513 0.370549
|
|
threshold=15.949999809265138 24.450000762939457 25.000000000000004 12.200000286102297 2.5000000000000004 17.099999427795414
|
|
decision_type=2 2 8 2 2 2
|
|
left_child=2 5 -1 -4 -3 -2
|
|
right_child=1 4 3 -5 -6 -7
|
|
leaf_value=-0.0018985368311405177 0.018114815652370442 0.026604005694389338 -0.1064521662890911 0.0060691058868542307 0.068063744157552716 -0.0023025212436914438
|
|
leaf_weight=4.0000000000000009 4.0000000000000018 4 4 4 4 5
|
|
leaf_count=4 4 4 4 4 4 5
|
|
internal_value=0.00105142 0.0258599 -0.0340939 -0.0501915 0.0473339 0.00677185
|
|
internal_weight=29 17 12 8 8 9
|
|
internal_count=29 17 12 8 8 9
|
|
is_linear=0
|
|
shrinkage=0.05
|
|
|
|
|
|
end of trees
|
|
|
|
feature_importances:
|
|
actual_high_lag_1=52
|
|
ecmwf=46
|
|
open_meteo=28
|
|
jma=27
|
|
model_spread=24
|
|
weekday=20
|
|
gem=11
|
|
actual_high_mean_7=10
|
|
actual_high_lag_2=9
|
|
gfs=4
|
|
|
|
parameters:
|
|
[boosting: gbdt]
|
|
[objective: regression]
|
|
[metric: l1]
|
|
[tree_learner: serial]
|
|
[device_type: cpu]
|
|
[data_sample_strategy: bagging]
|
|
[data: ]
|
|
[valid: ]
|
|
[num_iterations: 54]
|
|
[learning_rate: 0.05]
|
|
[num_leaves: 15]
|
|
[num_threads: 0]
|
|
[seed: 42]
|
|
[deterministic: 0]
|
|
[force_col_wise: 0]
|
|
[force_row_wise: 0]
|
|
[histogram_pool_size: -1]
|
|
[max_depth: -1]
|
|
[min_data_in_leaf: 4]
|
|
[min_sum_hessian_in_leaf: 0.001]
|
|
[bagging_fraction: 0.9]
|
|
[pos_bagging_fraction: 1]
|
|
[neg_bagging_fraction: 1]
|
|
[bagging_freq: 1]
|
|
[bagging_seed: 400]
|
|
[bagging_by_query: 0]
|
|
[feature_fraction: 0.9]
|
|
[feature_fraction_bynode: 1]
|
|
[feature_fraction_seed: 30056]
|
|
[extra_trees: 0]
|
|
[extra_seed: 12879]
|
|
[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: 17869]
|
|
[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: 3]
|
|
[bin_construct_sample_cnt: 200000]
|
|
[data_random_seed: 175]
|
|
[is_enable_sparse: 1]
|
|
[enable_bundle: 1]
|
|
[use_missing: 1]
|
|
[zero_as_missing: 0]
|
|
[feature_pre_filter: 1]
|
|
[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: 16083]
|
|
[num_class: 1]
|
|
[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
|