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@wphicks
Created December 3, 2021 19:38
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Reproducer for FIL/LightGBM mismatch
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tree
version=v3
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=31
objective=binary sigmoid:1
feature_names=0 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
feature_infos=[-6.5546088218688965:6.2278804779052734] -1:1:0 [-4.965395450592041:6.5972399711608887] [-4.6478652954101562:6.5585684776306152] [-8.2879343032836914:7.7419576644897461] [-6.8546819686889648:7.0196652412414551] [-8.7973241806030273:5.5609464645385742] [-6.5725240707397461:7.2596492767333984] -1:0:1 [-6.8401269912719727:6.9245181083679199] [-11.817563056945801:12.412569046020508] [-14.371319770812988:12.11441707611084] [-2.6720693111419678:3.1814792156219482] [-3.1954507827758789:3.3344674110412598] [-3.2284896373748779:3.2031958103179932] [-4.0048222541809082:3.3795340061187744] [-3.2715401649475098:2.9391093254089355] [-3.5124735832214355:2.8368351459503174] [-2.8929731845855713:3.4158065319061279] [-3.7133853435516357:3.583622932434082] [-2.697335958480835:3.3189976215362549] [-2.9512476921081543:3.3829400539398193] [-3.5988059043884277:2.945188045501709] -1:0:1 [-3.300701379776001:3.0906422138214111] [-3.132082462310791:3.1528604030609131] [-2.9600803852081299:3.1746981143951416] [-3.3740308284759521:3.2765915393829346] [-2.8621206283569336:3.2689967155456543] [-3.3815498352050781:2.7025766372680664] [-3.0758681297302246:3.1015768051147461] [-3.216130256652832:2.6690890789031982]
tree_sizes=985 975 978 980 984 980 974 980 877 882 862 883 855 878 976 879 975 980 879 967 978 981 981 979 959 971 869 877 858 756 978 964 963 861 776 860 762 774 858 757 672 957 982 758 758 767 759 960 657 776 859 869 866 763 758 984 867 857 973 758 659 880 972 653 859 672 655 770 973 986 661 968 963 661 865 656 660 776 757 970 865 862 969 658 987 762 656 867 662 970 555 765 988 970 973 757 978 858 966 971 760 863 863 765 963 983 961 985 879 764 865 659 768 865 978 553 965 981 967 860 766 964 768 658 557 974 865 981 975 970 557 975 994 863 765 769 868 981 663 656 864 966 978 987 873 860 989 970 555 871 557 966 966 560 663 989 985 868 972 663 978 976 763 989 659 771 864 859 972 988 869 971 978 980 656 979 992 668 765 870 979 860 659 863 963 963 965 666 985 866 873 990 766 868 864 872 968 994 869 763 966 965 996 661 971 973 989 661 667 980 664 561 670 866 775 978 971 662 661 988 985 664 870 764 660 963 864 872 987 879 988 766 771 659 664 875 869 968 988 773 994 868 659 972 760 771 873 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Tree=0
num_leaves=8
num_cat=1
split_feature=8 7 4 0 5 3 4
split_gain=155.357 86.5605 50.5997 29.0653 20.8205 6.42475 4.56277
threshold=0 -0.24360075592994687 -0.1948781609535217 -0.53437867760658253 -0.61190077662467945 -1.3030912876129148 -1.1332715749740598
decision_type=1 2 2 2 2 2 2
left_child=1 2 -1 6 -5 -3 -2
right_child=3 5 -4 4 -6 -7 -8
leaf_value=0.076142990867663102 -0.10154780913191197 0.056934325767037879 -0.091675151548042955 -0.12770363762140524 -0.029971801317804712 0.16001047576302094 -0.20027438497060204
leaf_weight=30.492191940546036 5.4985919892787924 6.998207986354827 43.738799914717674 44.488607913255692 42.739055916666985 44.488607913255692 31.491935938596725
leaf_count=122 22 28 175 178 171 178 126
internal_value=-0.0320027 0.0463664 -0.0227398 -0.111318 -0.0798178 0.146 -0.185599
internal_weight=0 125.718 74.231 124.218 87.2277 51.4868 36.9905
internal_count=1000 503 297 497 349 206 148
cat_boundaries=0 1
cat_threshold=1
is_linear=0
shrinkage=1
Tree=1
num_leaves=8
num_cat=1
split_feature=8 7 3 0 9 4 6
split_gain=126.338 70.788 41.3893 23.9623 19.4891 7.40211 3.92575
threshold=0 -0.80342191457748402 -0.9943212866783141 -0.53437867760658253 1.3687919378280642 0.74304640293121349 -1.2840110063552854
decision_type=1 2 2 2 2 2 2
left_child=1 2 -1 6 -5 -3 -2
right_child=3 5 -4 4 -6 -7 -8
leaf_value=-0.1163865502388183 -0.17598965431686908 0.16531145568151662 0.05388398728823296 -0.063366770182543108 0.067464445622060748 0.075232444325644313 -0.1101611452145221
leaf_weight=21.209802687168121 16.339339941740036 49.248934000730515 43.669745653867722 73.589386120438576 13.470078617334364 11.196261897683142 20.332739382982254
leaf_count=85 66 198 175 295 54 45 82
internal_value=0 0.0707626 -0.00177923 -0.0716859 -0.0431242 0.148626 -0.139491
internal_weight=0 125.325 64.8795 123.732 87.0595 60.4452 36.6721
internal_count=1000 503 260 497 349 243 148
cat_boundaries=0 1
cat_threshold=1
is_linear=0
shrinkage=0.1
Tree=2
num_leaves=8
num_cat=1
split_feature=8 4 0 3 0 9 13
split_gain=103.281 61.8 39.7789 20.9206 20.3346 15.5706 1.95178
threshold=0 -0.29410147666931147 -1.5799034237861631 -0.81044566631317128 -1.2200167775154112 0.023247927427291874 0.75571724772453319
decision_type=1 2 2 2 2 2 2
left_child=1 3 -3 -1 6 -6 -2
right_child=4 2 -4 -5 5 -7 -8
leaf_value=0.023976336031074796 -0.16175036272073248 -0.15816980547177614 0.03553569073424126 0.16035508445985461 -0.078494387448185501 0.002049934378398904 -0.090890516340490793
leaf_weight=14.387326791882513 19.213121265172962 13.925320878624914 44.415969848632812 51.551983520388603 57.607241854071617 41.143095970153809 4.8730499595403662
leaf_count=58 79 56 179 210 232 166 20
internal_value=0 0.0642688 -0.0106993 0.130599 -0.0650307 -0.0449366 -0.147414
internal_weight=0 124.281 58.3413 65.9393 122.837 98.7503 24.0862
internal_count=1000 503 235 268 497 398 99
cat_boundaries=0 1
cat_threshold=1
is_linear=0
shrinkage=0.1
Tree=3
num_leaves=8
num_cat=1
split_feature=8 7 3 0 5 5 4
split_gain=84.755 56.1666 38.3088 18.2962 17.8169 4.92884 3.893
threshold=0 -0.24360075592994687 1.0190169811248782 -0.53437867760658253 -1.5012819170951841 -1.0008283853530882 -1.1332715749740598
decision_type=1 2 2 2 2 2 2
left_child=1 2 -1 6 -5 -3 -2
right_child=3 5 -4 4 -6 -7 -8
leaf_value=-0.053346599218822101 -0.041257885853181513 0.085403106966297646 0.095524873347651404 -0.098434394684858262 -0.0021955476764876115 0.15907804296833539 -0.13387383627043201
leaf_weight=45.521923989057541 5.3501923233270636 11.998454019427298 27.866466581821442 28.89188289642334 57.563531324267387 37.336731269955635 29.915120095014572
leaf_count=184 22 50 113 117 232 156 126
internal_value=0 0.0586494 0.00318171 -0.0591183 -0.0343569 0.14116 -0.119823
internal_weight=0 122.724 73.3884 121.721 86.4554 49.3352 35.2653
internal_count=1000 503 297 497 349 206 148
cat_boundaries=0 1
cat_threshold=1
is_linear=0
shrinkage=0.1
Tree=4
num_leaves=8
num_cat=1
split_feature=8 4 3 7 0 3 30
split_gain=69.8118 49.6401 21.8527 20.5792 15.8878 14.3686 1.06136
threshold=0 0.45788866281509405 -0.94009315967559803 -0.17649734020233152 -1.4239488244056699 -0.49797442555427546 -0.19639471918344495
decision_type=1 2 2 2 2 2 2
left_child=1 2 -1 -3 6 -6 -2
right_child=4 3 -4 -5 5 -7 -8
leaf_value=0.0052461096451089373 -0.10812277510954321 -0.066520026489273867 0.13133998500497665 0.10224492189994878 -0.08709727853181104 -0.0086502912960014586 -0.15468054228533507
leaf_weight=17.905513226985931 8.4591778218746203 34.642746150493622 59.137792065739632 9.1296006292104703 37.025384411215782 63.209217324852943 11.625719487667082
leaf_count=73 37 140 252 38 151 258 51
internal_value=0 0.0537191 0.102035 -0.0313207 -0.0538939 -0.0376276 -0.135072
internal_weight=0 120.816 77.0433 43.7723 120.319 100.235 20.0849
internal_count=1000 503 325 178 497 409 88
cat_boundaries=0 1
cat_threshold=1
is_linear=0
shrinkage=0.1
Tree=5
num_leaves=8
num_cat=1
split_feature=8 7 3 0 5 5 6
split_gain=57.6221 43.217 29.2498 14.6154 15.2673 4.56902 3.69472
threshold=0 -0.24360075592994687 1.0190169811248782 -0.53437867760658253 -0.61190077662467945 -1.0008283853530882 -1.2840110063552854
decision_type=1 2 2 2 2 2 2
left_child=1 2 -1 6 -5 -3 -2
right_child=3 5 -4 4 -6 -7 -8
leaf_value=-0.048225027969016544 -0.14317368210236059 0.070182123846196737 0.083059306340676917 -0.069054884526687621 0.015383611532000133 0.14300862057413583 -0.076001315619820931
leaf_weight=45.139292806386948 14.551671132445334 11.455717936158178 27.194794371724129 43.286056652665138 42.3761176019907 34.737975165247917 18.725480243563652
leaf_count=184 66 50 113 178 171 156 82
internal_value=0 0.0493872 0.00113276 -0.0491326 -0.0272841 0.124948 -0.105375
internal_weight=0 118.528 72.3341 118.939 85.6622 46.1937 33.2772
internal_count=1000 503 297 497 349 206 148
cat_boundaries=0 1
cat_threshold=1
is_linear=0
shrinkage=0.1
Tree=6
num_leaves=8
num_cat=1
split_feature=8 0 3 0 9 2 5
split_gain=47.6883 41.7137 39.4293 12.8905 14.5101 5.29499 1.08196
threshold=0 -1.8935308456420896 -1.5538635253906248 -1.4239488244056699 0.023247927427291874 1.0198284387588503 0.1806716322898865
decision_type=1 2 2 2 2 2 2
left_child=1 5 -3 6 -5 -1 -2
right_child=3 2 -4 4 -6 -7 -8
leaf_value=-0.038814632778376226 -0.13505142207181861 -0.067477272228192706 0.095829651984763467 -0.063429559535841826 0.014105804127331416 -0.16774763694242095 -0.077884679246097516
leaf_weight=5.10581250488758 14.122144162654878 17.914354801177979 84.626041322946548 56.985876426100731 41.870409846305847 8.4676465243101102 4.3245623856782904
leaf_count=22 68 74 372 236 173 35 20
internal_value=0 0.0454921 0.0672991 -0.0449094 -0.0305896 -0.119248 -0.12165
internal_weight=0 116.114 102.54 117.303 98.8563 13.5735 18.4467
internal_count=1000 503 446 497 409 57 88
cat_boundaries=0 1
cat_threshold=1
is_linear=0
shrinkage=0.1
Tree=7
num_leaves=8
num_cat=1
split_feature=8 4 0 0 3 3 6
split_gain=39.3757 38.8929 22.4159 11.9542 14.3692 11.9053 3.58779
threshold=0 -0.42436847090721125 0.026437759399414066 -0.53437867760658253 0.42707633972167974 -0.81044566631317128 -1.2840110063552854
decision_type=1 2 2 2 2 2 2
left_child=1 5 -3 6 -5 -1 -2
right_child=3 2 -4 4 -6 -7 -8
leaf_value=0.019125787456148794 -0.13329074069883765 -0.078380919127109649 0.046398068008623679 -0.057515354874404505 0.025622401932868508 0.126691830104218 -0.064655716596966076
leaf_weight=13.544166520237921 13.311020568013193 28.801869690418243 28.786358281970024 48.038813158869743 36.649241864681244 42.817658945918083 17.801701113581657
leaf_count=56 66 121 122 199 150 204 82
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num_cat=0
split_feature=31 31 3
split_gain=0.00163572 0.0038003 0.00294609
threshold=-2.0173729658126827 -1.7747542858123777 -0.81044566631317128
decision_type=2 2 2
left_child=-1 -2 -3
right_child=1 2 -4
leaf_value=0.048262852115167454 -0.073166942467489962 -0.017023125434737937 0.0057897576286700001
leaf_weight=0.006881931740168489 0.0071381321900148001 0.073270409159841066 0.24894489321483515
leaf_count=24 20 255 701
internal_value=0 -0.000996607 0.000602204
internal_weight=0 0.329353 0.322215
internal_count=1000 976 956
is_linear=0
shrinkage=0.1
Tree=1044
num_leaves=4
num_cat=0
split_feature=9 31 31
split_gain=0.00165408 0.00252353 0.00332747
threshold=-4.1324503421783438 -2.0173729658126827 -1.7747542858123777
decision_type=2 2 2
left_child=-1 -2 -3
right_child=1 2 -4
leaf_value=-0.052485708953100646 0.065997067381384653 -0.069570594200818639 0.001251857137961735
leaf_weight=0.0058973003308739882 0.0058575715173496681 0.0067757924564979524 0.31690978331998809
leaf_count=24 22 20 934
internal_value=0 0.000946499 -0.000230687
internal_weight=0 0.329543 0.323686
internal_count=1000 976 954
is_linear=0
shrinkage=0.1
Tree=1045
num_leaves=7
num_cat=0
split_feature=0 4 21 9 6 11
split_gain=0.00164483 0.00376637 0.00484871 0.00305176 0.00755169 0.00356864
threshold=-1.608339190483093 -0.97413113713264454 0.79399952292442333 1.2183623313903811 -1.5804541110992429 5.1782035827636728
decision_type=2 2 2 2 2 2
left_child=1 -1 -3 5 -5 -2
right_child=3 2 -4 4 -6 -7
leaf_value=0.075374241070134324 -0.0076530410578960475 -0.068931235436739208 0.025832091075085013 -0.045463376963022814 0.03743939312791808 0.030527469725361186
leaf_weight=0.0033889265977080632 0.21109648
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