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Upload hf_trifecta_ranker_model.txt with huggingface_hub

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  1. hf_trifecta_ranker_model.txt +964 -0
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+ is_linear=0
712
+ shrinkage=0.03
713
+
714
+
715
+ Tree=37
716
+ num_leaves=15
717
+ num_cat=0
718
+ split_feature=2 2 2 8 7 7 6 1 7 8 1 6 7 1
719
+ split_gain=9.81891 2.48002 1.32983 0.88746 0.640187 0.696787 1.0793 0.630302 0.759806 1.1638 1.22816 0.905874 0.855117 1.2809
720
+ threshold=57.750000000000007 59.750000000000007 55.750000000000007 5.5000000000000009 0.47100000000000003 0.55500000000000016 0.16050000000000003 12.500000000000002 0.54500000000000015 1.5000000000000002 8.5000000000000018 0.092000000000000012 0.33500000000000002 3.5000000000000004
721
+ decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
722
+ left_child=2 7 -1 -4 -3 -6 -7 8 12 11 -11 -10 13 -2
723
+ right_child=1 4 3 -5 5 6 -8 -9 9 10 -12 -13 -14 -15
724
+ leaf_value=-0.034408506208043359 0.015038536012827012 0.0053131836185864485 -0.011049474737954902 -0.035526341882388589 0.037339817807490953 0.0051972835042987343 0.029077257844040128 -0.022523252324988037 0.023532487726574087 -0.022401621580417225 0.0042382121452921384 -0.0018000553864614935 0.010524333250648754 -0.039793621724303389
725
+ leaf_weight=4.5586338918656102 0.74766742810607378 2.274999387562274 8.508064201101659 1.5808604490011919 2.3111277222633344 3.1044310480356216 3.7744071558117867 0.84575160034000774 2.1235967427492124 3.5447573773562908 2.7782583255320787 3.162232993170619 13.80007442086935 0.78706485591828823
726
+ leaf_count=140 5 11 113 66 6 13 13 13 6 38 16 24 59 14
727
+ internal_value=1.19802e-10 0.00782149 -0.020961 -0.0148848 0.0195612 0.0230883 0.0183002 0.00297808 0.00377856 -0.00201158 -0.0106964 0.00837736 0.00816184 -0.0130813
728
+ internal_weight=53.9019 39.2544 14.6476 10.0889 11.465 9.18997 6.87884 27.7894 26.9437 11.6088 6.32302 5.28583 15.3348 1.53473
729
+ internal_count=537 218 319 179 43 32 26 175 162 84 54 30 78 19
730
+ is_linear=0
731
+ shrinkage=0.03
732
+
733
+
734
+ Tree=38
735
+ num_leaves=15
736
+ num_cat=0
737
+ split_feature=2 2 2 8 2 8 6 2 0 7 6 2 2 7
738
+ split_gain=9.2888 2.38779 1.28784 0.857064 0.658462 0.527901 0.79721 0.514037 1.00855 0.501442 0.542334 0.983392 0.482038 1.84874
739
+ threshold=57.750000000000007 59.750000000000007 55.750000000000007 5.5000000000000009 61.250000000000007 1.5000000000000002 0.11850000000000001 60.250000000000007 1550.0000000000002 0.49000000000000005 0.032500000000000008 57.250000000000007 58.750000000000007 0.39000000000000007
740
+ decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
741
+ left_child=2 12 -1 9 5 -3 -7 -8 -9 -4 -11 -12 13 -2
742
+ right_child=1 4 3 -5 -6 6 7 8 -10 10 11 -13 -14 -15
743
+ leaf_value=-0.034146602261352216 -0.039204864056366813 0.031220913501192122 -0.027783460957349224 -0.03533205457865711 0.031129964823097937 0.025340986023299622 -0.0076663078336406294 -0.0070215203529552898 0.031968169676345068 -0.0029358648959106081 -0.037810777723067124 0.0096485507179181456 0.0065106494074201587 0.0020518477166748678
744
+ leaf_weight=4.3951834859326473 1.0685892831534172 1.4544424563646297 1.3328196592628936 1.5264156702905882 3.0703310295939437 2.3572933375835419 1.9687267690896986 1.1607490479946139 1.2295893728733061 5.317742982879281 1.1863649394363163 0.58754148893058289 14.961694257333873 11.471331438049672
745
+ leaf_count=140 16 5 30 66 10 8 9 7 4 43 33 7 83 76
746
+ internal_value=7.63109e-11 0.00763609 -0.0206219 -0.0146482 0.0192853 0.0148345 0.011286 0.00368534 0.0130348 -0.0109005 -0.00772749 -0.0220916 0.00287452 -0.00146384
747
+ internal_weight=53.0888 38.7427 14.3461 9.95088 11.2411 8.1708 6.71636 4.35907 2.39034 8.42447 7.09165 1.77391 27.5016 12.5399
748
+ internal_count=537 218 319 179 43 33 28 20 11 113 83 40 175 92
749
+ is_linear=0
750
+ shrinkage=0.03
751
+
752
+
753
+ Tree=39
754
+ num_leaves=15
755
+ num_cat=0
756
+ split_feature=2 2 2 8 7 7 2 7 6 7 6 2 2 6
757
+ split_gain=8.86975 2.31183 1.21733 0.801959 0.638067 0.63558 1.1069 1.66048 0.95085 0.483906 0.485499 0.853278 0.456424 1.53689
758
+ threshold=57.750000000000007 59.750000000000007 55.750000000000007 5.5000000000000009 0.47100000000000003 0.49000000000000005 61.250000000000007 0.63250000000000017 0.16050000000000003 0.49000000000000005 0.032500000000000008 57.250000000000007 58.750000000000007 0.072000000000000008
759
+ decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
760
+ left_child=2 12 -1 9 -3 -6 7 -7 -9 -4 -11 -12 13 -2
761
+ right_child=1 4 3 -5 5 6 -8 8 -10 10 11 -13 -14 -15
762
+ leaf_value=-0.033848349575870566 0.0035688281449110862 0.0049232225488408344 -0.028061135540270416 -0.035126251880693897 0.040273672977985571 -0.01607181448117986 0.03471759590358707 0.0030103855273756119 0.036690841040169578 -0.0034593111661750092 -0.037225075944861158 0.0078354864202299437 0.0063402705053425771 -0.023620990850719691
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+ leaf_weight=4.2496232418343416 10.147093374282123 2.2664503008127204 1.2655930500477532 1.4569269763305772 1.5407067835330943 1.4723578244447706 2.5866885036230087 1.2958708554506304 1.8054305911064146 5.3211538903415203 1.114234549924731 0.57256912067532528 14.890864029526709 2.293966455385088
764
+ leaf_count=140 54 11 30 66 4 8 8 6 6 43 33 7 83 38
765
+ internal_value=-1.93396e-10 0.00746569 -0.0204528 -0.0146025 0.0191012 0.0227942 0.0190332 0.0101626 0.0226175 -0.0109883 -0.0079051 -0.0219297 0.00279671 -0.00144461
766
+ internal_weight=52.2795 38.2994 13.9801 9.73048 10.9675 8.70105 7.16035 4.57366 3.1013 8.27355 7.00796 1.6868 27.3319 12.4411
767
+ internal_count=537 218 319 179 43 32 28 20 12 113 83 40 175 92
768
+ is_linear=0
769
+ shrinkage=0.03
770
+
771
+
772
+ Tree=40
773
+ num_leaves=15
774
+ num_cat=0
775
+ split_feature=2 2 2 7 1 7 8 1 7 7 1 7 7 6
776
+ 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
777
+ threshold=57.750000000000007 59.750000000000007 56.750000000000007 0.47100000000000003 12.500000000000002 0.54500000000000015 1.5000000000000002 8.5000000000000018 0.6100000000000001 0.33500000000000002 3.5000000000000004 0.6100000000000001 0.55500000000000016 0.16050000000000003
778
+ decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
779
+ left_child=2 4 -1 -3 5 9 -7 -8 -9 10 -2 -6 -5 -14
780
+ right_child=1 3 -4 12 11 6 7 8 -10 -11 -12 -13 13 -15
781
+ leaf_value=-0.027035093985600177 0.015256748684373163 0.0051968841479446718 -0.0089230382539471666 0.03656978726290476 -0.042459435579116689 0.0074886483294969641 -0.021465669337982676 -0.018499873135003984 0.014884344688239213 0.0097095630472840803 -0.038517093700285894 0.0094434622627302522 0.0061790213118873656 0.028699838534933058
782
+ 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
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+ 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
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+ 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:[]