tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=13
objective=regression
feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13
feature_infos=[-2.9093487734454206:2.0776377241031123] [-2.5588101041675602:3.6902430232774219] [-1.567056733317304:9.9628718294376437] [-1.724344720790236:1.8643358868980722] [-3.0923600707202361:1.4836307087269318] [-1.6946438637740793:1.7476749736058605] [-1.5056130225756348:1.5910513403762698] [-2.9266074471548333:2.1116273144150561] [-2.4835113058501173:3.6320613169730915] [-1.6041018438073069:9.9681795760667686] [-1.7243449085861988:1.8643286893366069] [-3.0921334488370071:1.4827206773547279] [-1.6961235500151945:1.7464245616286433] [-1.5830589041496261:1.5201016785146584]
tree_sizes=2721 2845 2806 2841 2853 2825 2841 2818 2820 2833 2840 2832 2840 2841 2768 2857 2817 2824 2806 2839 2843 2796 2809 2808 2804 2801 2781 2795 2800 2787 2755 2786 2814 2791 2786 2791 2792 2773 2808 2761 2779 2812 2761 2781 2759 2784 2766 2764 2769 2786 2793 2750 2778 2802 2751 2723 2809 2764 2776 2783 2773 2801 2769 2782 2787 2784 2761 2753 2778 2782 2776 2745 2744 2810 2787 2774 2779 2743 2789 2771 2761 2786 2787 2778 2750 2762 2754 2812 2774 2784 2797 2771 2788 2750 2783 2785 2793 2807 2755 2747

Tree=0
num_leaves=31
num_cat=0
split_feature=9 7 7 8 1 9 3 7 3 7 5 1 8 7 11 5 8 9 9 4 4 8 9 9 3 3 7 7 3 3
split_gain=17009.6 4645.49 4369.97 2151.01 2103.33 1462.99 1294.01 1554.67 1028.07 852.659 1145.77 812.426 736.899 1065.7 707.833 887.909 750.163 622.486 615.544 579.237 563.267 562.413 557.659 534.926 529.855 582.624 518.94 929.432 504.909 784.518
threshold=1.0000000180025095e-35 0.83747914112228516 1.2848899500647852 -1.2461745193719305 -0.58467741163380349 -0.42057306222927643 -0.065194439838449705 -0.75763765597706223 -1.3925146645998785 0.37061568831271996 -1.0635520769210902 0.92077629634157787 0.20449619580938702 0.68185799018576365 1.0000000180025095e-35 -0.4898322706911003 -0.47817237604064516 -0.68357945813550536 2.2094908968330143 -0.38836551922872764 -0.80436468099665193 -1.6728423767782008 0.63145252139563957 -1.4725986458541922 1.1883857724362334 1.139225764111736 0.7985738533881549 -0.11570040836391039 -1.1958746313018891 -0.43389450227217996
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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right_child=1 4 -4 5 8 26 7 18 -10 10 12 -13 -14 14 16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=6.6934610204680958 6.8119685950226962 6.8335365392474339 6.692688564008936 6.8678427993518856 6.7631881079424323 6.9526882770041603 7.0869131625902089 7.191131605038497 7.0675320155475125 6.8576094876642291 6.9002103124264487 7.1986855628167472 6.8722839830707985 6.3749651115549968 7.013306123330886 7.0508872692565419 6.5768963278754828 6.8482169901455947 7.4056329039839897 7.1706312416192564 6.9345790105560212 7.0785233925859563 7.3905430987498928 7.1205163174721058 6.9651238405953793 7.6328222448807184 6.906338382222537 7.0633578281368674 7.444114389256038 7.0633295002891989
leaf_weight=454 82 840 935 3407 123 1866 869 278 1137 94 67 556 1607 35 62 323 108 608 169 1335 37 2282 283 438 441 20 775 1279 89 138
leaf_count=454 82 840 935 3407 123 1866 869 278 1137 94 67 556 1607 35 62 323 108 608 169 1335 37 2282 283 438 441 20 775 1279 89 138
internal_value=6.97536 7.08495 6.90051 6.91758 6.95611 6.93152 7.1278 7.16281 7.03782 6.90207 6.94096 7.09718 6.91225 6.98702 6.90667 6.9801 6.73606 6.78206 7.22276 7.20646 6.66254 7.06928 7.29173 7.07406 7.05474 7.09919 6.97963 6.9977 7.14143 7.21262
internal_weight=0 8415 12322 11387 2100 10325 6315 3951 1260 6405 2998 1886 2466 859 565 395 170 1062 2065 1896 72 2364 561 532 1330 889 3920 3145 294 227
internal_count=20737 8415 12322 11387 2100 10325 6315 3951 1260 6405 2998 1886 2466 859 565 395 170 1062 2065 1896 72 2364 561 532 1330 889 3920 3145 294 227
is_linear=0
shrinkage=1

Tree=1
num_cat=0
split_feature=9 7 0 8 1 3 7 9 9 3 11 3 3 7 9 11 3 3 3 3 9 1 3 0 1 0 1 1 12 4
split_gain=13777.8 3784.96 3543.03 1763.46 1521.03 1232.39 1241.44 1196.46 703.659 663.505 519.542 501.314 500.124 1396.59 1347.53 708.987 659.138 635.724 834.848 758.83 1085.54 1079 948.26 549.173 512.189 491.325 520.298 491.105 677.409 481.235
threshold=1.0000000180025095e-35 0.89583707272348101 1.2529415134190163 -1.1608409478906772 -0.58467741163380349 -0.065194439838449705 -0.75763765597706223 -0.68357945813550536 0.89445891730186855 -1.3925146645998785 -1.6364980450487276 0.32808562675752934 0.30350562259528063 -1.4579328351914096 -1.2095922499479632 -0.80470638574113962 1.7537258681679533 -1.4416746729243759 -1.2450346396263863 -1.5645746937356193 -1.2095922499479632 0.097037474996557738 -1.6383147062223655 -0.68752015877885631 0.38108534442587516 -0.18300012400740953 0.43789491831173738 -0.10179603360396523 -1.6387477481544639 -0.38836551922872764
left_child=2 5 3 -1 -3 27 8 12 11 -6 -9 -7 13 14 -5 -15 25 19 23 20 22 -21 -17 -19 -23 -14 -27 -2 -29 -8
right_child=1 4 -4 7 9 6 29 10 -10 -11 -12 -13 16 15 -16 17 -18 18 -20 21 -22 24 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.16585011388597382 0.037510560618882832 -0.13271913978124633 -0.23983982535049964 0.78426835411473328 -0.18978034068758673 0.23883237374960917 0.29586259527923237 -0.11529406769973477 0.17714211328220594 0.076012534639722185 0.0015644703006227547 0.028160455648167805 -0.18985553310602832 -0.15779034997026126 0.023215717871983847 -0.036085908603051615 0.16775407048120894 -0.22278428125381469 -0.030294853850912393 0.085694813095482006 -0.18170588178816591 -0.48931347161997113 0.55503723165568186 0.28659207635707612 -0.20148299916282944 0.022381305228918791 -0.17419516244518612 0.56574173324248367 0.11297970821569812 0.19089138327758823
leaf_weight=1189 1320 788 1086 38 104 129 612 410 849 969 5279 908 814 645 60 58 73 25 1442 83 138 112 51 138 138 296 247 34 1177 1525
leaf_count=1189 1320 788 1086 38 104 129 612 410 849 969 5279 908 814 645 60 58 73 25 1442 83 138 112 51 138 138 296 247 34 1177 1525
internal_value=0 0.0986349 -0.0673602 -0.0506894 -0.0272239 0.134372 0.168767 -0.0370609 0.109636 0.0502507 -0.0068574 0.0543675 -0.076489 -0.0528147 0.318318 -0.0656666 -0.124963 -0.0384722 -0.00604678 -0.128201 0.00460933 -0.226712 0.240495 0.208467 -0.330431 -0.14071 -0.0670375 0.0797022 0.125691 0.220953
internal_weight=0 8415 12322 11236 1861 6554 4023 10047 1886 1073 5689 1037 4358 2928 98 2830 1430 2185 1605 580 247 333 109 163 250 1357 543 2531 1211 2137
internal_count=20737 8415 12322 11236 1861 6554 4023 10047 1886 1073 5689 1037 4358 2928 98 2830 1430 2185 1605 580 247 333 109 163 250 1357 543 2531 1211 2137
shrinkage=0.1

Tree=2
num_cat=0
split_feature=9 7 8 9 1 7 3 7 11 8 3 7 7 3 7 4 3 7 3 5 1 4 8 4 3 3 4 9 1 5
split_gain=11471.6 3487.43 2648.54 1874.83 1512.95 1237.01 877.441 863.541 1289.57 897.552 826.825 780.642 751.877 839.883 735.276 619.095 616.413 800.159 591.639 562.66 561.989 525.046 482.525 479.391 556.865 477.557 507.333 476.542 643.776 475.944
threshold=-0.15756666632304742 0.81802649725522003 -1.1892854717177623 0.63145252139563957 -0.58467741163380349 1.1098161552611983 -1.3925146645998785 0.37061568831271996 -0.80470638574113962 0.23294071963647214 0.15602559762178847 -0.75763765597706223 -0.40749006636988838 0.15602559762178847 0.74021592178695916 -1.220363842764576 0.91800572665149782 -0.15460569609804067 0.42640564340652404 -1.0635520769210902 -0.13020082054689736 0.44363280430712104 0.88716476765942132 0.85963196607504544 0.37724563508202669 -1.4908346812488733 -2.4683613280683487 1.6834781050205556 -0.27222475526155604 -1.1782960381670879
left_child=2 3 -1 12 -3 7 -6 25 -9 14 20 18 -2 -14 21 16 -13 -18 -12 -16 -5 -10 -19 24 -17 -4 -27 -25 -29 -7
right_child=1 4 5 10 6 29 -8 8 9 -11 11 15 13 -15 19 23 17 22 -20 -21 -22 -23 -24 27 -26 26 -28 28 -30 -31
leaf_value=-0.20940658510573684 0.020574702492213229 -0.11885600475920628 -0.20415029822203976 0.035619607270198382 -0.18342382608059637 0.041625294275581842 0.058267109762313696 -0.12111885014062514 0.23771559880161197 -0.017968538133643817 0.31620678462182422 0.17927895017464957 0.051193787199861812 0.17679511152281621 0.26344922287628436 0.42311413174943086 0.29419501743146353 0.58435828058009454 0.10611565142313684 -0.029568293705219174 0.15970529400003264 -0.041240910932789615 1.1354632318019868 0.25018313715916984 0.1387566854167917 -0.22745720187171559 -0.057269610698439881 1.042397608757019 0.36914357774111695 -0.19412747138822251
leaf_weight=1309 2208 1062 260 686 167 96 1494 746 404 1593 158 75 1285 909 78 79 70 47 884 410 780 81 24 161 537 183 4089 20 49 793
leaf_count=1309 2208 1062 260 686 167 96 1494 746 404 1593 158 75 1285 909 78 79 70 47 884 410 780 81 24 161 537 183 4089 20 49 793
internal_value=0 0.0720706 -0.0767572 0.105444 -0.0256356 -0.0568742 0.0339671 -0.0442039 -0.00539128 0.0282536 0.159295 0.199466 0.0617719 0.103232 0.103929 0.259802 0.410905 0.534111 0.137972 0.0172665 0.101641 0.191127 0.770647 0.221222 0.175225 -0.0725682 -0.0645599 0.344415 0.56429 -0.168669
internal_weight=0 10695 10042 7972 2723 8733 1661 7844 3312 2566 3570 2104 4402 2194 973 1062 216 141 1042 488 1466 485 71 846 616 4532 4272 230 69 889
internal_count=20737 10695 10042 7972 2723 8733 1661 7844 3312 2566 3570 2104 4402 2194 973 1062 216 141 1042 488 1466 485 71 846 616 4532 4272 230 69 889

Tree=3
num_cat=0
split_feature=9 8 8 9 0 7 7 7 11 8 7 9 7 0 7 3 1 9 0 4 3 3 8 9 3 4 5 5 3 4
split_gain=9291.98 2938.24 2148.24 1670.08 1487.4 1083.71 852.029 705.787 1040.91 718.524 658.477 608.779 592.292 539.305 622.202 530.534 538.207 480.879 471.59 460.806 448.431 419.024 412.863 409.503 390.759 535.468 488.555 427.929 388.178 391.361
threshold=-0.15756666632304742 -0.53506142369481313 -1.2461745193719305 0.89445891730186855 0.5349706947058035 1.1098161552611983 -0.62146914890760552 0.37061568831271996 -0.80470638574113962 0.20449619580938702 0.97364764819174188 2.2094908968330143 1.4794163887354375 0.76782609536954805 0.7596685656540243 0.082285585135042402 -0.471058263862077 -0.68357945813550536 0.049855276656335198 0.44363280430712104 0.37724563508202669 -1.4170946687621273 -0.30750523307813654 -0.42057306222927643 -0.99923459800389969 1.0000000180025095e-35 -1.1782960381670879 0.77235130301487764 -1.4908346812488733 -2.0523621663004246
left_child=2 4 -1 10 6 7 -2 28 22 13 21 -8 20 19 -15 -5 -17 -11 -13 -10 -6 -3 -9 -16 25 -7 -26 -28 -4 -30
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leaf_weight=1194 1029 299 264 962 1152 213 793 50 400 1019 640 35 121 44 278 23 1459 626 20 83 257 3905 696 125 89 34 393 197 248 4089
leaf_count=1194 1029 299 264 962 1152 213 793 50 400 1019 640 35 121 44 278 23 1459 626 20 83 257 3905 696 125 89 34 393 197 248 4089
internal_value=0 0.0648636 -0.0690814 0.100701 -0.0117969 -0.0520907 0.0478573 -0.0401255 -0.00499285 0.0251409 0.0666982 0.122075 -0.0849805 0.0953953 0.0162372 0.168094 0.205632 -0.0145773 0.443801 0.168653 -0.0667475 0.0810838 -0.109007 0.0552212 -0.154454 -0.0467493 -0.193634 -0.226579 -0.0654842 -0.0583179
internal_weight=0 10695 10042 7288 3407 8848 1877 7922 3321 2575 4844 848 1530 930 447 2444 1482 1645 55 483 1409 4204 746 403 926 247 679 590 4601 4337
internal_count=20737 10695 10042 7288 3407 8848 1877 7922 3321 2575 4844 848 1530 930 447 2444 1482 1645 55 483 1409 4204 746 403 926 247 679 590 4601 4337

Tree=4
num_cat=0
split_feature=9 0 7 9 1 1 8 9 1 3 3 8 9 7 3 9 3 7 5 12 3 1 12 5 0 2 7 12 0 3
split_gain=7657.7 2185.51 2104.34 980.785 934.126 802.477 703.025 600.574 543.099 523.043 423.148 584.638 629.873 655.004 610.343 565.025 531.495 455.255 449.196 447.792 416.788 406.769 399.229 371.952 370.745 383.17 364.493 527.259 461.771 334.518
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leaf_count=454 1503 891 467 1581 173 51 2887 32 1424 1221 1699 1094 236 130 192 39 76 188 116 88 42 1345 745 154 40 66 192 242 3071 298
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internal_weight=0 12322 8415 11431 1861 4921 6554 5051 6510 1394 4467 2692 1058 634 1634 90 1775 424 544 1442 2164 1387 777 1354 260 106 4929 434 4495 428
internal_count=20737 12322 8415 11431 1861 4921 6554 5051 6510 1394 4467 2692 1058 634 1634 90 1775 424 544 1442 2164 1387 777 1354 260 106 4929 434 4495 428

Tree=5
num_cat=0
split_feature=9 8 7 9 0 8 7 7 5 3 1 9 1 3 7 7 7 7 9 7 13 3 9 7 1 3 3 3 0 0
split_gain=6233.81 2004.6 1472.55 1157.64 1054.66 690.021 682.56 495.263 928.735 703.701 674.753 483.706 476.544 469.489 465.537 433.917 417.457 409.244 386.368 383.853 364.118 363.081 563.995 433.609 352.461 346.832 327.687 322.103 319.261 460.736
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Tree=6
num_cat=0
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Tree=11
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Tree=88
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Tree=89
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Tree=90
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Tree=91
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split_feature=5 9 3 7 0 0 4 8 2 3 4 9 7 1 1 3 3 6 0 0 9 3 3 13 3 5 4 6 1 1
split_gain=13.9868 116.052 301.557 97.6779 137.214 98.2604 225.331 202.518 125.752 114.148 97.363 62.8502 58.321 73.3768 58.1005 59.5567 55.8377 44.035 37.4978 27.1062 23.4725 123.948 171.259 91.7082 109.58 84.1538 124.297 56.9963 101.366 96.5973
threshold=-1.6372718831510802 -0.42057306222927643 -0.70427454805691536 0.95419500432467641 0.39913837765195215 -1.3084678938821757 0.85963196607504544 0.74494214852399787 0.66031582994217441 0.50014565589327009 -0.38836551922872764 1.1574653132080976 0.68185799018576365 -0.55627262469087324 0.43789491831173738 -0.80259456470591017 0.30350562259528063 1.0000000180025095e-35 -1.6965602283217502 0.82603994553548443 -1.2095922499479632 -1.5891546978978679 -1.6628947103846141 -0.91809592215013647 1.2375457807607309 -0.83406415442909421 1.0000000180025095e-35 -0.39966146437852601 0.89237150939864562 0.21065662276828431
left_child=1 12 10 4 5 11 7 9 -8 -7 -3 18 13 -1 15 -15 -17 -6 -4 -14 21 22 -2 24 -23 -24 -27 28 29 -25
right_child=20 2 3 -5 17 6 8 -9 -10 -11 -12 -13 19 14 -16 16 -18 -19 -20 -21 -22 23 25 27 -26 26 -28 -29 -30 -31
leaf_value=0.04856376363230603 -0.037324525577560913 0.40203851420770997 -0.096372338756918918 -0.16596562239390455 0.22011826382667732 0.32350776529312136 -0.096765153864171449 -0.1242690694052726 -0.37168820315439788 0.0029874229431152348 0.12875869474373758 0.21932741104625167 0.084924087558801362 -0.043955192037604077 -0.056334225551432207 -0.31449788245889876 -0.11502931584482608 0.034880583343051733 0.081614043383762769 -0.03464923715817609 -0.0006201824114830379 -0.064690510728412698 0.014064890034496786 0.065760817778201155 0.12039563352656034 0.14661897800681067 0.4412630022926764 0.0010768026365597446 0.19857736377714155 -0.036356547949314637
leaf_weight=28 53 22 20 38 33 25 41 42 28 20 32 20 26 22 63 36 23 21 29 70 18263 287 20 263 36 41 22 931 39 143
leaf_count=28 53 22 20 38 33 25 41 42 28 20 32 20 26 22 63 36 23 21 29 70 18263 287 20 263 36 41 22 931 39 143
internal_value=0 -0.0145651 0.0216556 -0.0155549 0.0049312 -0.0294248 -0.073375 0.0336568 -0.208328 0.181054 0.240095 0.0699407 -0.0647064 -0.0995575 -0.128359 -0.184378 -0.236739 0.148081 0.00896654 -0.0022648 0.000463084 0.0112444 0.103105 0.00389123 -0.0440617 0.192777 0.249511 0.0151476 0.0445857 0.0297934
internal_weight=0 639 371 317 279 225 156 87 69 45 54 69 268 172 144 81 59 54 49 96 20098 1835 136 1699 323 83 63 1376 445 406
internal_count=20737 639 371 317 279 225 156 87 69 45 54 69 268 172 144 81 59 54 49 96 20098 1835 136 1699 323 83 63 1376 445 406

end of trees

feature_importances:
Column_3=708
Column_7=285
Column_0=281
Column_1=276
Column_8=269
Column_5=258
Column_9=248
Column_4=212
Column_12=201
Column_2=123
Column_11=70
Column_6=41
Column_13=26
Column_10=2

parameters:
[boosting: gbdt]
[objective: regression]
[metric: l2]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 100]
[learning_rate: 0.1]
[num_leaves: 31]
[num_threads: 1]
[seed: 0]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: -1]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 3]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 2]
[extra_trees: 0]
[extra_seed: 6]
[early_stopping_round: 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: 4]
[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: 1]
[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: 5]
[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