tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=7
objective=binary sigmoid:1
feature_names=atr3_pct range_24h_pct bb_upper_distance_pct round_level_lower_pct price_position_24h_pct ema50_distance_pct ema1_delta_1h_pct di_plus
feature_infos=[0.0048386037671497998:12.186778971439001] [0.40678638753844998:53.248047964305997] [-3.817427699465:40.186858723058997] [0.0001030927835111:6.6639999999999997] [0:100] [-21.385549048015001:11.898455885572] [-22.969329896906999:18.044426005173001] [0.37050275816702999:89.654144400220005]
tree_sizes=1905 1906 1910 1902 1902 1898 1915 1910 1908 1912 1915 1910 1906 1888 1902 1875 1886 1915 1782 1901 1914 1885 1899 1910 1906 1891 1909 1883 1900 1857 1879 1797 1791 1860 1881 1909 1890 1906 1800 1851 1887 1885 1847 1860 1863 1784 1887 1893 1906 1893 1872 1898 1899 1902 1889 1912 1877 1813 1895 1845 1882 1768 1870 1794 1791 1807 1783 1875 1864 1906 1789 1886 1776 1798 1905 1870 1773 1909 1874 1865 1886 1891 1758 1759 1886 1753 1900 1773 1783 1912 1860 1777 1857 1778 1907 1876 1892 1876 1892 1867 1875 1873 1837 1864 1894 1872 1879 1829 1908 1855 1869 1864 1890 1882 1751 1758 1880 1815 1817 1886 1831 1737 1758 1898 1866 1870 1878 1826 1745 1882 1863 1881 1876 1687 1849 1780 1841 1886 1862 1836

Tree=0
num_leaves=16
num_cat=0
split_feature=5 1 2 0 6 0 0 7 0 3 0 2 7 5 5
split_gain=1498.28 532.878 306.767 290.759 187.145 143.101 126.325 61.0175 45.0084 43.6818 42.8501 31.3373 28.6141 24.8374 7.96051
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 3 7 5 -1 10 -2 -5 14 -3 -8 -11 -6 -4
right_child=2 6 9 8 13 -7 11 -9 -10 12 -12 -13 -14 -15 -16
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leaf_weight=2156.4156278818846 1147.8398645371199 1013.5563574284315 697.92196217179298 1245.8636593073606 784.9943083524704 2898.496335297823 804.08989360928535 1144.4246837049723 1539.6441807299852 3100.0114687085152 3707.4818582385778 513.79318198561668 469.38932520151138 448.42437840998173 338.32163743674755
leaf_count=8646 4583 4058 2793 4977 3142 11608 3215 4564 6156 12395 14832 2052 1875 1793 1353
internal_value=-3.32848e-05 0.00385102 -0.00499213 -0.00785198 0.00727953 0.00871795 0.000257451 -0.0123197 -0.00412229 -0.00180806 0.00156469 -0.00431855 -0.00270247 0.00127052 0.00114023
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internal_count=88042 49346 38696 20280 25189 20254 24157 9147 11133 18416 18890 5267 14270 4935 4146
is_linear=0
shrinkage=1

Tree=1
num_cat=0
split_feature=5 1 2 0 6 0 0 7 3 0 0 2 5 5 5
split_gain=1473.95 534.199 324.221 289.551 182.581 167.902 123.728 73.2958 45.864 45.1862 33.9634 32.2569 25.9462 24.8282 10.0513
threshold=0.062149353106901506 6.2836052734007515 0.24999309147125504 0.29362928929654503 1.0000000180025095e-35 0.24717770569090003 0.76852419125460003 26.039766070760503 0.54140659340659514 0.32406327898778503 0.39086925364268005 3.7604150125030005 0.26166973042217007 -0.13831248316983999 1.2293531365061001
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leaf_weight=1726.207049369812 815.64161336421967 1018.2601898759604 1072.9050172567368 838.44834914803505 616.50846517086029 3390.8455880135298 810.57957136631012 1223.2352632880211 859.80188794434071 3714.965395078063 1710.2025189995766 511.54047322273254 2850.5542304366827 620.87543371319771 252.37972012162209
leaf_count=6923 3257 4077 4293 3349 2468 13581 3241 4878 3439 14862 6837 2043 11394 2483 1009
internal_value=6.58995e-05 0.00390412 -0.00486938 -0.00811369 0.00731236 0.00871991 0.000304113 -0.012872 -0.00188527 0.00159642 -0.00424885 -0.0042159 -0.00285248 0.001378 0.000719392
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internal_count=88134 49678 38456 18321 25455 20504 24223 8135 20135 18939 10186 5284 14833 4951 5302
shrinkage=0.0168256

Tree=2
num_cat=0
split_feature=5 1 2 0 6 0 0 7 3 2 0 3 1 4 7
split_gain=1453.43 532.406 338.627 262.797 193.519 159.172 122.438 53.9957 43.0061 42.747 34.4566 29.2561 20.1601 19.3202 9.17136
threshold=0.062149353106901506 6.2836052734007515 0.24999309147125504 0.35667992308999008 -1.0000000180025095e-35 0.32406327898778503 0.76852419125460003 26.039766070760503 0.74651056997591503 3.7604150125030005 0.32406327898778503 0.81700000000000517 12.688528155794502 55.770633408395504 36.430295396956502
left_child=1 4 3 7 5 -1 10 -2 14 -8 -3 -6 -10 -5 -4
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leaf_weight=2794.2515564858913 971.30608122050762 1002.8343491852283 1677.5361587405205 504.56384173035622 513.79298974573612 2309.4182417392731 809.54784706234932 1654.5253697186708 2468.8546718657017 508.58352836966515 3719.4479158073664 721.39515337347984 756.09401018917561 1478.5725661218166 135.63174477219582
leaf_count=11204 3879 4015 6711 2018 2057 9248 3237 6601 9868 2031 14880 2885 3024 5909 542
internal_value=-5.4879e-06 0.00380358 -0.0049074 -0.00821145 0.00720996 0.00866013 0.000205444 -0.0117247 -0.00185628 -0.00429964 0.00149278 0.0011044 -0.00302394 -0.0034861 0.000145666
internal_weight=22026.4 12379.3 9647.08 4608.97 6338.86 5103.67 6040.41 2625.83 5038.12 1318.13 4722.28 1235.19 3224.95 1983.14 1813.17
internal_count=88109 49557 38552 18407 25394 20452 24163 10480 20145 5268 18895 4942 12892 7927 7253

Tree=3
num_cat=0
split_feature=5 1 2 0 6 0 0 7 0 3 2 3 4 5 5
split_gain=1399.2 465.844 307.206 253.165 173.29 150.283 115.576 50.345 41.4216 40.1409 37.069 27.5063 25.4382 23.3744 9.19341
threshold=0.062149353106901506 6.2836052734007515 0.24999309147125504 0.30881406508777004 -1.0000000180025095e-35 0.27806387685089007 0.76852419125460003 26.039766070760503 0.32406327898778503 0.54140659340659514 3.7604150125030005 0.74651056997591503 55.770633408395504 0.26166973042217007 1.2293531365061001
left_child=1 4 3 7 5 -1 8 -2 -3 14 -8 -6 -5 -11 -4
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leaf_weight=2172.0845097303391 871.63726785778999 1007.9565491676331 1069.181109175086 625.87393416464329 472.29619307816029 2931.2323452681303 808.77007621526718 1347.5774952769279 3706.8700116127729 867.06090904772282 511.24880307912827 771.10654635727406 1778.0066845268011 2859.2318119853735 252.88171996176243
leaf_count=8712 3481 4036 4278 2503 1891 11740 3234 5377 14830 3468 2042 3084 7105 11429 1011
internal_value=3.2099e-05 0.00378383 -0.00475663 -0.00789891 0.00696721 0.0083441 0.000412472 -0.0120273 0.00166513 -0.00185065 -0.00395531 0.00120318 -0.00402631 -0.0027509 0.000583367
internal_weight=22053 12381.6 9671.45 4623.1 6346.72 5103.32 6034.85 2219.21 4714.83 5048.36 1320.02 1243.4 2403.88 3726.29 1322.06
internal_count=88221 49569 38652 18466 25427 20452 24142 8858 18866 20186 5276 4975 9608 14897 5289

Tree=4
num_cat=0
split_feature=5 1 2 0 6 0 0 7 3 0 2 5 0 7 5
split_gain=1376.8 459.193 294.004 240.046 155.979 153.441 117.143 56.4753 47.4193 36.9755 30.9983 30.787 28.2415 24.1453 6.95834
threshold=0.062149353106901506 6.2836052734007515 0.24999309147125504 0.30881406508777004 1.0000000180025095e-35 0.24717770569090003 0.76852419125460003 26.039766070760503 0.54140659340659514 0.32406327898778503 3.7604150125030005 -0.13831248316983999 0.42903491045133507 33.670341382040505 1.2293531365061001
left_child=1 4 3 7 5 -1 9 -2 14 -3 -8 -6 -5 -10 -4
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leaf_weight=1720.3188759088516 855.47203885018826 1010.9411206841469 1077.4180266410112 954.64812296628952 614.19828526675701 3362.3411816507578 804.80865839123726 1345.1556321978569 3242.2483315318823 3716.1021456718445 512.18936844170094 618.15246003866196 1437.7057891786098 499.65212886035442 252.10584445297718
leaf_count=6903 3417 4048 4311 3814 2459 13469 3218 5369 12963 14867 2046 2472 5748 1996 1008
internal_value=-7.99443e-06 0.00370575 -0.00477126 -0.00786438 0.00687942 0.00818701 0.000366388 -0.011907 -0.00194167 0.00162363 -0.00403943 0.00137245 -0.00408411 -0.00291868 0.000705276
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internal_count=88108 49482 38626 18348 25303 20372 24179 8786 20278 18915 5264 4931 9562 14959 5319

Tree=5
num_cat=0
split_feature=5 1 2 0 6 0 0 7 3 2 3 0 3 7 0
split_gain=1318.73 471.61 269.274 251.426 162.555 150.769 97.8626 56.4353 40.8324 37.9917 33.4121 31.7246 30.1608 27.1568 7.18962
threshold=0.062149353106901506 6.2836052734007515 0.2952952945344301 0.27806387685089007 -1.0000000180025095e-35 0.27806387685089007 0.76852419125460003 26.039766070760503 1.2903252247488501 3.7604150125030005 0.47251666666666503 0.32406327898778503 0.74651056997591503 33.670341382040505 0.35667992308999008
left_child=1 4 3 7 5 -1 11 -2 -5 -8 14 -3 -6 -12 -4
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Tree=6
num_cat=0
split_feature=5 1 2 0 6 0 0 2 0 3 3 7 3 2 0
split_gain=1251.43 443.892 267.604 240.192 158.273 203.273 68.2933 61.6615 38.4254 35.2779 31.3446 29.3256 23.4968 23.2667 9.02885
threshold=0.062149353106901506 7.3289110875860013 0.2952952945344301 0.27806387685089007 1.0000000180025095e-35 0.27806387685089007 0.76852419125460003 0.063618764610129011 0.42903491045133507 0.74651056997591503 0.40594627808989009 28.448462758514506 0.67789275956284512 3.7604150125030005 0.35667992308999008
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Tree=7
num_cat=0
split_feature=5 1 2 0 6 0 0 7 3 7 3 3 2 3 5
split_gain=1210.44 426.702 284.209 225.78 142.462 166.627 75.0994 49.3358 40.908 28.6994 27.8051 26.6959 24.5289 19.4371 6.57289
threshold=0.062149353106901506 7.3289110875860013 0.24999309147125504 0.30881406508777004 1.0000000180025095e-35 0.32406327898778503 0.76852419125460003 26.039766070760503 0.47251666666666503 28.448462758514506 1.3821047251249503 0.74651056997591503 3.7604150125030005 0.67789275956284512 1.2293531365061001
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Tree=8
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Tree=9
num_cat=0
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Tree=10
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Tree=11
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Tree=12
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Tree=13
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Tree=14
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Tree=15
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Tree=16
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Tree=17
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Tree=68
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Tree=73
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Tree=75
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Tree=76
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Tree=77
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Tree=78
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Tree=81
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Tree=84
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Tree=85
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Tree=86
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Tree=87
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Tree=88
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Tree=90
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Tree=93
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Tree=95
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Tree=96
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Tree=97
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Tree=98
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Tree=131
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Tree=137
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Tree=138
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split_feature=7 0 3 6 2 0 6 6 4 1 1 6 1 4 7
split_gain=37.531 28.7485 17.5935 16.4407 10.6672 15.8523 13.3614 7.94344 7.33589 13.8631 7.11237 6.00662 5.98085 4.1746 3.6386
threshold=15.341875942926501 0.35667992308999008 0.8856330128205151 -0.062143112376511496 0.34066078647022507 0.19834804253578503 0.82301296097867505 1.0000000180025095e-35 87.625705391217522 5.6761314964734515 8.6095797345822014 -1.0430544242058499 4.3880982213805009 59.75980766186651 12.042018667624502
left_child=1 3 8 11 6 -6 -4 10 12 -10 -3 -1 -2 -5 -9
right_child=2 7 4 13 5 -7 -8 14 9 -11 -12 -13 -14 -15 -16
leaf_value=0 0.0013350532360903321 0.00060972281703023344 -0.0024034957074525048 0.00011951573094619591 0.003131235160739855 -0.00069039249905762407 -1.7129568916602364e-05 0 -0.0029708415687901835 0.00046720479412776179 -0.00087549343165943224 0.0035319294065361919 6.7362073086010398e-05 -0.004060988335392696 0.0041734134456440346
leaf_weight=158.31771671772003 1642.4209026098251 2299.2565540075302 2349.1629203855991 282.80783101916313 318.38194985687733 4673.1955582648516 1089.6879476755857 72.797885626554489 547.46727567911148 708.39050967991352 1509.8871672302485 1758.9927450567484 3660.7939696311951 73.055835768580437 198.27572412788868
leaf_count=670 6904 9337 10119 1173 1343 18871 4484 293 2351 2868 6103 7779 14828 297 797
internal_value=1.15927e-05 0.00110143 -0.000441254 0.00262325 -0.000952516 -0.000418449 -0.00168744 0.000219467 0.000195039 -0.000923992 0 0.00324943 0.000486035 -0.000366241 0.00299653
internal_weight=21342.9 6353.39 14989.5 2273.17 8430.43 4991.58 3438.85 4080.22 6559.07 1255.86 3809.14 1917.31 5303.21 355.864 271.074
internal_count=88217 26449 61768 9919 34817 20214 14603 16530 26951 5219 15440 8449 21732 1470 1090

Tree=139
num_cat=0
split_feature=2 6 1 4 3 3 0 0 2 0 1 2 4 4 5
split_gain=25.0316 26.0642 25.3501 22.0645 17.0592 16.8499 13.5346 8.00086 7.36057 5.41217 5.38307 4.68256 4.01921 3.59215 3.17971
threshold=0.15987258674384502 0.82301296097867505 2.6703011725881001 24.307957103137504 0.74651056997591503 0.47251666666666503 0.35667992308999008 0.32406327898778503 2.3417873611759004 0.17951431987304003 11.454212997275002 0.34066078647022507 95.816389224496518 84.601707561490016 1.2293531365061001
left_child=1 5 3 9 7 13 -7 -4 -6 -2 12 -5 -3 -1 -12
right_child=2 10 4 11 8 6 -8 -9 -10 -11 14 -13 -14 -15 -16
leaf_value=0.0010878248658064641 0.011543950522646729 -0.0005949185303084399 0.0016758319132056118 -0.00034710324614290106 -7.3242912234041128e-05 -0.0040318592865338137 0 0.00034078308443213581 -0.0013946244945759125 0.0040637062267227363 0 0.0023397507209134277 0.001713455289050439 -0.0017812891723561228 0.0037910292335114329
leaf_weight=370.2274707108736 92.660814687609673 937.14964681863785 2209.6021243780851 245.20852233469486 9296.8192679733038 1314.9313340187073 341.02455288171768 3821.4653300195932 1420.9146806150675 181.80129569768906 86.496358647942543 336.29986563324928 273.16702418029308 180.68686291575432 184.68669617176056
leaf_count=1555 469 3855 9270 1029 37971 5956 1396 15448 5759 837 348 1464 1134 789 742
internal_value=1.43021e-05 -0.00123895 0.000284726 0.00311414 0.000131717 -0.00240708 -0.00325555 0.000852877 -0.000261358 0.00712763 0.000409256 0.000973268 0 0 0.00255051
internal_weight=21293.1 3688.37 17604.8 855.97 16748.8 2206.87 1655.96 6031.07 10717.7 274.462 1481.5 581.508 1210.32 550.914 271.183
internal_count=88022 15775 72247 3799 68448 9696 7352 24718 43730 1306 6079 2493 4989 2344 1090

end of trees

feature_importances:
atr3_pct=383
round_level_lower_pct=338
range_24h_pct=310
price_position_24h_pct=279
bb_upper_distance_pct=226
ema1_delta_1h_pct=193
di_plus=185
ema50_distance_pct=157

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 140]
[learning_rate: 0.0168256]
[num_leaves: 17]
[num_threads: 4]
[seed: 42]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 4]
[min_data_in_leaf: 286]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 0.891311]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 1]
[bagging_seed: 42]
[bagging_by_query: 0]
[feature_fraction: 0.982531]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 42]
[extra_trees: 0]
[extra_seed: 42]
[early_stopping_round: 0]
[early_stopping_min_delta: 0]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 8.14662]
[lambda_l2: 1.26568]
[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: 31]
[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: 0]
[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:[]