Upload hf_trifecta_ranker_model.txt with huggingface_hub
Browse files- hf_trifecta_ranker_model.txt +964 -0
hf_trifecta_ranker_model.txt
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|
| 1 |
+
tree
|
| 2 |
+
version=v4
|
| 3 |
+
num_class=1
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| 4 |
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num_tree_per_iteration=1
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| 5 |
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label_index=0
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| 6 |
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max_feature_idx=8
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| 7 |
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objective=lambdarank
|
| 8 |
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feature_names=distance barrier weight jockey_win_rate trainer_win_rate days_since_last_run career_win_rate recent_form_score condition_encoded
|
| 9 |
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feature_infos=[900:2200] [1:20] [54:66] none none none [0:1] [0.20000000000000001:1] [0:7]
|
| 10 |
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tree_sizes=1700 1688 1693 1694 1702 1689 1699 1699 1690 1692 1695 1697 1706 1692 1692 1691 1687 1708 1688 1707 1697 1708 1702 1699 1719 1703 1699 1708 1706 1705 1695 1708 1706 1701 1709 1703 1705 1703 1704 1702 1710 1717 1711
|
| 11 |
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|
| 12 |
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Tree=0
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| 13 |
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num_leaves=15
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| 14 |
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num_cat=0
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| 15 |
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| 16 |
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split_gain=65.7919 7.78658 3.43236 3.31364 6.44609 2.791 1.9584 1.95175 1.8957 1.72817 1.63736 3.5656 0.902268 0.660097
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| 17 |
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threshold=57.750000000000007 59.750000000000007 0.33500000000000002 0.072000000000000008 58.250000000000007 1205.0000000000002 3.5000000000000004 0.092000000000000012 56.750000000000007 0.24250000000000002 5.5000000000000009 0.072000000000000008 1.0000000180025095e-35 1.0000000180025095e-35
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| 18 |
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
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| 19 |
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left_child=8 2 6 13 -5 7 -2 -6 -1 -9 11 12 -10 -4
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| 20 |
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| 21 |
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| 22 |
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| 24 |
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| 25 |
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| 26 |
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internal_count=537 218 175 156 81 56 19 27 319 25 81 51 17 75
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| 27 |
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is_linear=0
|
| 28 |
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shrinkage=0.03
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| 29 |
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|
| 30 |
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|
| 31 |
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Tree=1
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| 32 |
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num_leaves=15
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| 33 |
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num_cat=0
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| 34 |
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split_feature=2 2 2 6 7 2 0 0 8 6 0 7 8 7
|
| 35 |
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split_gain=75.9422 25.1181 6.96414 5.96491 9.95546 9.81456 8.60671 8.39472 5.39382 8.92475 4.02336 6.85756 3.66891 7.70917
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| 36 |
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threshold=56.750000000000007 59.750000000000007 61.250000000000007 0.049000000000000009 0.72250000000000003 58.250000000000007 1550.0000000000002 1604.5000000000002 1.5000000000000002 0.11850000000000001 1550.0000000000002 0.75500000000000012 4.5000000000000009 0.41000000000000009
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| 37 |
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
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| 38 |
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left_child=-1 3 8 12 5 6 -5 -7 -3 -10 11 -11 -2 -14
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| 39 |
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| 44 |
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| 47 |
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| 49 |
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| 50 |
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| 55 |
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| 56 |
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| 57 |
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split_gain=68.766 10.3988 4.96405 4.74476 3.60623 3.54039 4.41185 6.76188 3.3561 3.60713 8.12965 6.05097 2.4817 5.70608
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| 77 |
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Tree=4
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split_gain=62.0463 11.3155 4.23452 4.04138 3.45782 3.09154 2.81696 2.67604 2.40116 3.41827 3.35099 2.42727 2.29396 6.6131
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Tree=5
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split_gain=57.5002 12.7321 3.46166 3.44128 3.04205 4.03475 5.81667 3.82244 2.77882 2.84052 2.68156 2.22632 5.95797 2.0989
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internal_count=537 218 319 175 162 138 77 35 25 12 81 61 37 51
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is_linear=0
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Tree=6
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split_gain=52.5191 9.42933 3.02364 2.61521 7.14579 4.77116 2.2469 3.00785 2.10216 2.26752 2.02151 1.99767 2.48271 5.8552
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internal_weight=101.299 70.438 30.8608 43.7301 15.3447 12.798 11.6304 1.81298 19.2304 7.76717 11.4632 26.7079 22.3151 18.3569
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internal_count=537 218 319 175 87 60 140 16 179 89 90 43 32 28
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is_linear=0
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Tree=7
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split_gain=50.5363 10.4654 3.81789 3.21263 2.19234 5.91776 3.14946 2.75115 2.09713 1.95227 2.92162 5.10596 1.87024 1.85217
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split_gain=15.061 4.02274 1.83632 0.881375 0.806187 0.793681 0.83466 1.3596 1.30197 0.689955 0.767767 1.1671 0.91034 1.7152
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Tree=30
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split_gain=14.1522 3.86135 1.73158 0.789912 0.777056 0.764351 3.0941 3.00027 2.81479 1.87453 2.46318 1.72703 1.6507 1.61328
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Tree=31
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Tree=32
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Tree=38
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split_gain=8.45199 2.27582 1.16504 0.604671 0.572506 0.665311 0.970971 1.08285 0.751851 0.664172 1.17106 0.57741 0.569265 0.882738
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| 782 |
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leaf_weight=8.5222461847588402 0.72972129285335963 2.2169566527009001 5.1145082814618936 2.0464720577001554 0.49249472469091315 5.2438502535223943 3.380745405331254 0.90534261986613307 1.8433153275400398 13.523259658366442 0.72821794264018536 0.31711577251553535 2.8959188014268875 3.4119459763169289
|
| 783 |
+
leaf_count=238 5 11 81 6 10 30 38 5 11 59 14 3 13 13
|
| 784 |
+
internal_value=-3.32848e-10 0.00731507 -0.0202421 0.0191251 0.00271904 0.00348239 -0.00198824 -0.0100959 0.00388838 0.00763552 -0.0116024 -0.0221296 0.0228211 0.0183606
|
| 785 |
+
internal_weight=51.3721 37.7354 13.6368 10.5713 27.1641 26.3545 11.3733 6.1294 2.74866 14.9812 1.45794 0.80961 8.35434 6.30786
|
| 786 |
+
internal_count=537 218 319 43 175 162 84 54 16 78 19 13 32 26
|
| 787 |
+
is_linear=0
|
| 788 |
+
shrinkage=0.03
|
| 789 |
+
|
| 790 |
+
|
| 791 |
+
Tree=41
|
| 792 |
+
num_leaves=15
|
| 793 |
+
num_cat=0
|
| 794 |
+
split_feature=2 2 2 8 2 1 1 6 1 7 1 1 1 7
|
| 795 |
+
split_gain=7.89057 2.16575 1.16948 0.761179 0.556623 0.539531 0.574188 0.582459 0.57881 0.782157 0.658298 1.22622 0.521638 0.535377
|
| 796 |
+
threshold=57.750000000000007 59.750000000000007 55.750000000000007 5.5000000000000009 61.250000000000007 12.500000000000002 2.5000000000000004 0.032500000000000008 3.5000000000000004 0.56350000000000011 9.5000000000000018 5.5000000000000009 12.500000000000002 0.6100000000000001
|
| 797 |
+
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
| 798 |
+
left_child=2 12 -1 5 -3 6 -4 8 -8 10 11 -10 -2 -14
|
| 799 |
+
right_child=1 4 3 -5 -6 -7 7 -9 9 -11 -12 -13 13 -15
|
| 800 |
+
leaf_value=-0.033410195929745853 0.0033233864900550072 0.014523325058466091 -0.032939532720920491 -0.0348186926781913 0.030223759618175368 -0.042485996250513844 0.028694091904058604 -0.019143221523883369 0.0069752129715331323 -0.031598878996589044 0.019022116295791185 -0.042749358078569596 -0.041836154853704996 0.008845963472159964
|
| 801 |
+
leaf_weight=3.9881000332534304 26.315186912193898 7.5486712083220464 0.78163146972656061 1.3531072018668044 2.7809580937027931 0.44776973500847805 0.55830450356006611 2.0487023424357176 1.4734626635909087 0.74899840727448452 1.3031597286462782 0.64030823297798622 0.46862895973026653 0.31278379261493683
|
| 802 |
+
leaf_count=140 162 33 16 66 10 9 3 51 7 10 5 12 10 3
|
| 803 |
+
internal_value=3.8206e-10 0.00706188 -0.0198073 -0.0140086 0.0187502 -0.0104898 -0.00859334 -0.00578367 9.80827e-06 -0.00383437 0.00225167 -0.00808747 0.00260611 -0.0215491
|
| 804 |
+
internal_weight=50.7698 37.4262 13.3435 9.35544 10.3296 8.00234 7.55457 6.77294 4.72423 4.16593 3.41693 2.11377 27.0966 0.781413
|
| 805 |
+
internal_count=537 218 319 179 43 113 104 88 37 34 24 19 175 13
|
| 806 |
+
is_linear=0
|
| 807 |
+
shrinkage=0.03
|
| 808 |
+
|
| 809 |
+
|
| 810 |
+
Tree=42
|
| 811 |
+
num_leaves=15
|
| 812 |
+
num_cat=0
|
| 813 |
+
split_feature=2 2 2 6 7 7 0 2 8 7 7 8 7 6
|
| 814 |
+
split_gain=7.46691 2.66101 0.846754 1.77376 1.72992 1.20915 0.983654 0.822624 0.786199 0.761108 0.815649 0.705813 2.58601 0.612932
|
| 815 |
+
threshold=56.750000000000007 59.750000000000007 58.750000000000007 0.072000000000000008 0.39000000000000007 0.74500000000000011 1550.0000000000002 59.250000000000007 3.5000000000000004 0.43250000000000005 0.6100000000000001 1.0000000180025095e-35 0.65500000000000014 0.24250000000000002
|
| 816 |
+
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
|
| 817 |
+
left_child=-1 2 3 4 -2 13 -5 -7 -8 -6 -11 -12 -13 -4
|
| 818 |
+
right_child=1 -3 5 6 9 7 8 -9 -10 10 11 12 -14 -15
|
| 819 |
+
leaf_value=-0.026505521470579135 -0.035566293084035902 0.018430631854846287 0.0066864243670990108 -0.032297941961030328 0.029272210172145357 -0.046762146594278846 0.018441821857758924 0.0034978178208211986 -0.035428905444733497 -0.0034097123041370485 0.030408427647974048 0.028812143497610482 -0.035893030316649172 0.02988723050187396
|
| 820 |
+
leaf_weight=8.0315273934975249 1.053361177444464 10.162611268460749 12.471296610310672 2.583363244310021 1.022562907077371 0.62282098084688076 0.76701716706156708 0.55360660329461098 0.35744486190378666 7.5871243113651854 1.4153910577297213 1.4245436824858191 0.91164860036224116 1.1165757551789273
|
| 821 |
+
leaf_count=238 17 43 67 62 7 4 7 6 12 45 4 5 14 6
|
| 822 |
+
internal_value=-2.80828e-10 0.00506262 0.000802103 -0.0037375 0.00133889 0.00606678 -0.0221035 -0.0231107 0.00131735 0.00448375 0.00224825 0.0136908 0.00356235 0.00859294
|
| 823 |
+
internal_weight=50.0809 42.0494 31.8868 17.1225 13.4146 14.7643 3.70783 1.17643 1.12446 12.3613 11.3387 3.75158 2.33619 13.5879
|
| 824 |
+
internal_count=537 299 256 173 92 83 81 10 19 75 68 23 19 73
|
| 825 |
+
is_linear=0
|
| 826 |
+
shrinkage=0.03
|
| 827 |
+
|
| 828 |
+
|
| 829 |
+
end of trees
|
| 830 |
+
|
| 831 |
+
feature_importances:
|
| 832 |
+
weight=159
|
| 833 |
+
recent_form_score=129
|
| 834 |
+
barrier=99
|
| 835 |
+
career_win_rate=90
|
| 836 |
+
condition_encoded=77
|
| 837 |
+
distance=48
|
| 838 |
+
|
| 839 |
+
parameters:
|
| 840 |
+
[boosting: gbdt]
|
| 841 |
+
[objective: lambdarank]
|
| 842 |
+
[metric: ndcg]
|
| 843 |
+
[tree_learner: serial]
|
| 844 |
+
[device_type: cpu]
|
| 845 |
+
[data_sample_strategy: bagging]
|
| 846 |
+
[data: ]
|
| 847 |
+
[valid: ]
|
| 848 |
+
[num_iterations: 500]
|
| 849 |
+
[learning_rate: 0.03]
|
| 850 |
+
[num_leaves: 15]
|
| 851 |
+
[num_threads: 2]
|
| 852 |
+
[seed: 42]
|
| 853 |
+
[deterministic: 0]
|
| 854 |
+
[force_col_wise: 0]
|
| 855 |
+
[force_row_wise: 0]
|
| 856 |
+
[histogram_pool_size: -1]
|
| 857 |
+
[max_depth: -1]
|
| 858 |
+
[min_data_in_leaf: 5]
|
| 859 |
+
[min_sum_hessian_in_leaf: 0.001]
|
| 860 |
+
[bagging_fraction: 0.8]
|
| 861 |
+
[pos_bagging_fraction: 1]
|
| 862 |
+
[neg_bagging_fraction: 1]
|
| 863 |
+
[bagging_freq: 0]
|
| 864 |
+
[bagging_seed: 400]
|
| 865 |
+
[bagging_by_query: 0]
|
| 866 |
+
[feature_fraction: 0.8]
|
| 867 |
+
[feature_fraction_bynode: 1]
|
| 868 |
+
[feature_fraction_seed: 30056]
|
| 869 |
+
[extra_trees: 0]
|
| 870 |
+
[extra_seed: 12879]
|
| 871 |
+
[early_stopping_round: 0]
|
| 872 |
+
[early_stopping_min_delta: 0]
|
| 873 |
+
[first_metric_only: 0]
|
| 874 |
+
[max_delta_step: 0]
|
| 875 |
+
[lambda_l1: 0]
|
| 876 |
+
[lambda_l2: 0]
|
| 877 |
+
[linear_lambda: 0]
|
| 878 |
+
[min_gain_to_split: 0]
|
| 879 |
+
[drop_rate: 0.1]
|
| 880 |
+
[max_drop: 50]
|
| 881 |
+
[skip_drop: 0.5]
|
| 882 |
+
[xgboost_dart_mode: 0]
|
| 883 |
+
[uniform_drop: 0]
|
| 884 |
+
[drop_seed: 17869]
|
| 885 |
+
[top_rate: 0.2]
|
| 886 |
+
[other_rate: 0.1]
|
| 887 |
+
[min_data_per_group: 100]
|
| 888 |
+
[max_cat_threshold: 32]
|
| 889 |
+
[cat_l2: 10]
|
| 890 |
+
[cat_smooth: 10]
|
| 891 |
+
[max_cat_to_onehot: 4]
|
| 892 |
+
[top_k: 20]
|
| 893 |
+
[monotone_constraints: ]
|
| 894 |
+
[monotone_constraints_method: basic]
|
| 895 |
+
[monotone_penalty: 0]
|
| 896 |
+
[feature_contri: ]
|
| 897 |
+
[forcedsplits_filename: ]
|
| 898 |
+
[refit_decay_rate: 0.9]
|
| 899 |
+
[cegb_tradeoff: 1]
|
| 900 |
+
[cegb_penalty_split: 0]
|
| 901 |
+
[cegb_penalty_feature_lazy: ]
|
| 902 |
+
[cegb_penalty_feature_coupled: ]
|
| 903 |
+
[path_smooth: 0]
|
| 904 |
+
[interaction_constraints: ]
|
| 905 |
+
[verbosity: 1]
|
| 906 |
+
[saved_feature_importance_type: 0]
|
| 907 |
+
[use_quantized_grad: 0]
|
| 908 |
+
[num_grad_quant_bins: 4]
|
| 909 |
+
[quant_train_renew_leaf: 0]
|
| 910 |
+
[stochastic_rounding: 1]
|
| 911 |
+
[linear_tree: 0]
|
| 912 |
+
[max_bin: 255]
|
| 913 |
+
[max_bin_by_feature: ]
|
| 914 |
+
[min_data_in_bin: 3]
|
| 915 |
+
[bin_construct_sample_cnt: 200000]
|
| 916 |
+
[data_random_seed: 175]
|
| 917 |
+
[is_enable_sparse: 1]
|
| 918 |
+
[enable_bundle: 1]
|
| 919 |
+
[use_missing: 1]
|
| 920 |
+
[zero_as_missing: 0]
|
| 921 |
+
[feature_pre_filter: 1]
|
| 922 |
+
[pre_partition: 0]
|
| 923 |
+
[two_round: 0]
|
| 924 |
+
[header: 0]
|
| 925 |
+
[label_column: ]
|
| 926 |
+
[weight_column: ]
|
| 927 |
+
[group_column: ]
|
| 928 |
+
[ignore_column: ]
|
| 929 |
+
[categorical_feature: ]
|
| 930 |
+
[forcedbins_filename: ]
|
| 931 |
+
[precise_float_parser: 0]
|
| 932 |
+
[parser_config_file: ]
|
| 933 |
+
[objective_seed: 16083]
|
| 934 |
+
[num_class: 1]
|
| 935 |
+
[is_unbalance: 0]
|
| 936 |
+
[scale_pos_weight: 1]
|
| 937 |
+
[sigmoid: 1]
|
| 938 |
+
[boost_from_average: 1]
|
| 939 |
+
[reg_sqrt: 0]
|
| 940 |
+
[alpha: 0.9]
|
| 941 |
+
[fair_c: 1]
|
| 942 |
+
[poisson_max_delta_step: 0.7]
|
| 943 |
+
[tweedie_variance_power: 1.5]
|
| 944 |
+
[lambdarank_truncation_level: 30]
|
| 945 |
+
[lambdarank_norm: 1]
|
| 946 |
+
[label_gain: ]
|
| 947 |
+
[lambdarank_position_bias_regularization: 0]
|
| 948 |
+
[eval_at: 1,2,3]
|
| 949 |
+
[multi_error_top_k: 1]
|
| 950 |
+
[auc_mu_weights: ]
|
| 951 |
+
[num_machines: 1]
|
| 952 |
+
[local_listen_port: 12400]
|
| 953 |
+
[time_out: 120]
|
| 954 |
+
[machine_list_filename: ]
|
| 955 |
+
[machines: ]
|
| 956 |
+
[gpu_platform_id: -1]
|
| 957 |
+
[gpu_device_id: -1]
|
| 958 |
+
[gpu_device_id_list: ]
|
| 959 |
+
[gpu_use_dp: 0]
|
| 960 |
+
[num_gpu: 1]
|
| 961 |
+
|
| 962 |
+
end of parameters
|
| 963 |
+
|
| 964 |
+
pandas_categorical:[]
|