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_minus
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] [0.32494544850946999:84.985465610337002]
tree_sizes=1020 1028 1030 1032 1028 1030 1030 1030 1029 1028 1029 1034 1031 1032 1040 1030 1028 1026 1010 1036 1028 1034 1030 1025 1024 1026 1030 1031 1029 1028 1029 1026 1033 1037 1030 1033 1030 1015 1031 1034 1030 1030 1023 1024 1026 1027 1021 1028 1021 1038 1032 1028 1039 1022 1028 1026 1026 1037 1026 1026 1028 1032 1011 1034 1035 1025 1029 1031 1023 1031 1029 1032 1029 1023 1018 1038 1026 1030 1024 1026 1033 1025 1033 1035 1024 1019 1011 1030 1031 1011 1030 1025 1028 1025 1023 1033 1024 1024 1030 1033 1037 1026 1027 1029 1028 1026 1033 1024 1031 1033 1025 1019 1030 1028 1025 1031 1027 1033 1022 1035 1028 1024 1025 1032 1028 1029 1024 1030 1030 1003 1026 1036 1030 1028 1027 1027 1029 1022 1025 1028 1017 1023 1028 1021 1024 1024 1022 1016 1023 1001 1019 1002 1007 1024 1004 1032 1025 1027 919 1030 1026 1019 1028 804 1037 1032 1005 1028 810 1026 1030 1030 1019 919 1002 1026 1024 1027 917 807 1029 805 811 1021

Tree=0
num_leaves=8
num_cat=0
split_feature=5 0 1 2 6 1 3
split_gain=1589.33 342.43 331.778 260.461 197.2 73.7066 53.3524
threshold=0.062149353106901506 0.27357398224519508 5.4676648106830514 0.31264018492887508 -1.0000000180025095e-35 9.6608028223959526 0.65735767991407013
decision_type=2 2 2 2 2 2 2
left_child=2 3 4 -2 -1 -3 -4
right_child=1 5 6 -5 -6 -7 -8
leaf_value=-0.0099072923472599394 0.014329613326784278 0.004680169056825341 -0.0043315089017206508 0.0022063806747457289 -0.00056450098933371088 0.00054289842792092308 -0.00082183770766091095
leaf_weight=3926.6430450230837 2068.2780177742243 4247.5393049418926 2083.8034887313843 846.27604423463345 950.2797177284956 2224.2515343129635 4913.5070869028568
leaf_count=15830 8179 16927 8364 3379 3803 8893 19667
internal_value=1.99735e-06 0.00562401 -0.0044375 0.0108322 -0.00809927 0.00326752 -0.00187591
internal_weight=21260.6 9386.34 11874.2 2914.55 4876.92 6471.79 6997.31
internal_count=85042 37378 47664 11558 19633 25820 28031
is_linear=0
shrinkage=1

Tree=1
num_cat=0
split_feature=5 2 1 0 6 0 7
split_gain=1558.46 357.443 353.65 307.731 166.144 51.206 42.0802
threshold=0.031781855350955006 0.26873090230357005 5.4676648106830514 0.37337440839065505 -1.0000000180025095e-35 0.32560597004534003 15.023344703810002
left_child=2 3 4 -2 -1 -4 -3
right_child=1 6 5 -5 -6 -7 -8
leaf_value=-0.010033331337280845 0.012624025536098697 0.0040583409176302111 -0.0050634112883278957 0.0030088242432866454 -0.0010697723334548044 -0.0011126847491892489 0.00053831034994234589
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leaf_count=15710 11518 7344 5591 7300 3433 21821 12262
internal_value=-8.01489e-05 0.00534332 -0.00459743 0.00892602 -0.00842923 -0.0019258 0.00187164
internal_weight=21243.1 9647.47 11595.6 4738.47 4753.31 6842.33 4909
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shrinkage=0.0182749

Tree=2
num_cat=0
split_feature=5 1 2 0 6 3 3
split_gain=1543.49 346.655 344.428 301.692 194.66 50.6045 40.2376
threshold=0.062149353106901506 5.330321875065251 0.26873090230357005 0.39907102062496008 -1.0000000180025095e-35 0.65735767991407013 0.49004950495049504
left_child=1 4 3 -2 -1 -3 -4
right_child=2 5 6 -5 -6 -7 -8
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leaf_weight=3813.6118292063475 3013.1682480871677 2152.3010961413383 1083.6315893083811 1646.9618074297905 923.22530613839626 5033.880315169692 3591.8881471008062
leaf_count=15382 11931 8639 4338 6573 3695 20150 14333
internal_value=-3.61272e-05 -0.00439582 0.00552558 0.0090442 -0.00823654 -0.00185495 0.00200442
internal_weight=21258.7 11923 9335.65 4660.13 4736.84 7186.18 4675.52
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Tree=3
num_cat=0
split_feature=5 2 0 0 6 1 7
split_gain=1427.44 315.612 292.924 288.902 268.315 73.2975 42.6801
threshold=0.062149353106901506 0.26873090230357005 0.31829349408192004 0.31080302959324008 -1.0000000180025095e-35 6.2938005332364506 13.230066900280503
leaf_value=-0.010712088185523603 0.01327480291665189 0.0047873778411785684 -0.0045151998252197312 0.0041330151232593986 -0.00037298550975907349 -0.0007234328910388037 0.0008275551758314978
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internal_value=-6.68722e-05 0.00527166 -0.00426397 0.00863767 -0.00802278 -0.00206696 0.00190622
internal_weight=21275.5 9358.28 11917.3 4668.99 4384.92 7532.34 4689.28
internal_count=85115 37272 47843 18545 17658 30185 18727

Tree=4
num_cat=0
split_gain=1450.55 333.786 268.947 210.718 183.201 77.3651 47.1382
threshold=0.094579472235040513 0.28104688012485007 5.330321875065251 0.31264018492887508 -1.0000000180025095e-35 9.6608028223959526 0.65735767991407013
leaf_value=-0.0092282796078949816 0.013977448307204519 0.0046821279709708076 -0.0041337913541696749 0.0029487249888124419 -0.00045657571600482311 0.00035652426531613483 -0.00090015312537107051
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leaf_count=15591 7950 15906 8684 3326 4076 8622 20702
internal_value=1.07598e-05 0.0055839 -0.00408599 0.010768 -0.00741154 0.00317476 -0.00186238
internal_weight=21211 8991.84 12219.1 2843.54 4884.55 6148.3 7334.58
internal_count=84857 35804 49053 11276 19667 24528 29386

Tree=5
num_cat=0
split_feature=5 1 2 0 6 3 1
split_gain=1385.37 307.561 289.444 276.651 120.683 47.9287 44.4509
threshold=0.031781855350955006 5.330321875065251 0.31264018492887508 0.28875307515747506 -1.0000000180025095e-35 0.49004950495049504 7.3100893879519004
left_child=1 4 3 -2 -1 -4 -3
right_child=2 6 5 -5 -6 -7 -8
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leaf_count=15031 9261 9859 4210 11382 3309 13662 18226
internal_value=-3.68266e-06 -0.00427529 0.00509805 0.00803501 -0.00797729 0.00167427 -0.00186205
internal_weight=21229.6 11561 9668.54 5194.11 4551.5 4474.42 7009.54
internal_count=84940 46425 38515 20643 18340 17872 28085

Tree=6
num_cat=0
split_feature=5 0 2 0 6 1 7
split_gain=1301.23 315.31 290.05 259.64 224.287 71.1462 45.2401
threshold=0.031781855350955006 0.28875307515747506 0.31264018492887508 0.27357398224519508 1.0000000180025095e-35 7.1283458155686512 14.141665068991001
leaf_value=-0.011420237358656292 0.012804919838791217 -0.0039059998195520125 0.0043397606643087059 0.0044825836120024835 -0.00059272237775777499 -0.00046027685384429163 0.00033745867701847834
leaf_weight=2569.3593216389418 2162.2468355149031 3819.2495493143797 1378.7713677436113 3052.1173294186592 865.43301932513714 4291.9993634223938 3093.1395240724087
leaf_count=10385 8564 15338 5495 12163 3464 17177 12368
internal_value=7.53448e-05 -0.00406546 0.00501688 0.00794753 -0.00871025 -0.00209018 0.00158528
internal_weight=21232.3 11546 9686.28 5214.36 3434.79 8111.25 4471.91
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Tree=7
num_cat=0
split_gain=1272.53 316.582 274.482 254.445 204.479 59.2694 46.5542
threshold=0.031781855350955006 0.26873090230357005 0.31829349408192004 0.37337440839065505 1.0000000180025095e-35 6.2938005332364506 13.230066900280503
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internal_value=4.09066e-05 0.00493938 -0.00405202 0.00830531 -0.0078202 -0.00193077 0.00166763
internal_weight=21191.6 9652.62 11538.9 4748.02 4144.82 7394.11 4904.61
internal_count=84803 38461 46342 18871 16705 29637 19590

Tree=8
num_cat=0
split_feature=5 0 1 6 2 0 3
split_gain=1208.2 301.344 239.619 188.744 181.154 74.2986 52.5758
threshold=0.094579472235040513 0.28104688012485007 5.4676648106830514 -1.0000000180025095e-35 0.15767788693969001 0.88930420118995013 0.65735767991407013
left_child=2 4 3 -1 -2 -3 -4
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internal_value=3.30859e-05 0.00510843 -0.00370723 -0.00674328 0.0100215 0.00282071 -0.00153861
internal_weight=21248.1 9021.32 12226.8 5082.14 2856.41 6164.91 7144.64
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Tree=9
num_cat=0
split_feature=5 0 2 0 7 1 3
split_gain=1206.18 334.589 282.88 233.573 145.668 83.5878 50.9478
threshold=1.0000000180025095e-35 0.27357398224519508 0.26873090230357005 0.37337440839065505 28.351325683728003 7.1283458155686512 0.49004950495049504
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internal_weight=21233.4 11227.5 10005.9 4852.14 2878.99 8348.53 5153.73
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Tree=10
num_cat=0
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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
num_cat=0
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Tree=17
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Tree=18
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split_gain=21.8399 43.7219 20.7843 17.6113 25.2767 12.7101 10.5474
threshold=0.088676464153822507 0.20447896233561502 0.53521856823373504 3.4272640216462507 24.986849755014003 1.1036457881256501 0.062702132557914014
leaf_value=0.0084504329193978728 -0.0047051963004241387 0.0017377915890576751 -0.0021581985958131146 0.00015063840277410679 -0.00038778465803182951 -0.0025624843310739238 0.0012860943264168525
leaf_weight=337.96291340887547 655.87108927965164 1460.684432476759 655.61798216402531 15189.15515832603 1566.7108999043703 596.95083265006542 111.64298413693905
leaf_count=1610 3014 6232 2649 62001 6692 2413 511
internal_value=5.51239e-05 0.00163398 0.000503341 -0.000166824 -0.00168991 4.41902e-05 0.00680846
internal_weight=20574.6 2565.91 2116.3 18008.7 2222.58 15786.1 449.606
internal_count=85122 11002 8881 74120 9706 64414 2121

Tree=176
num_cat=0
split_feature=2 6 3 1 4 4 3
split_gain=19.4163 33.877 29.6493 26.0782 31.6773 12.3865 9.9447
threshold=0.15767788693969001 0.82301296097867505 1.3716397849462501 2.8417173808727507 32.692699503604011 97.554688645016526 0.45711309523810006
leaf_value=0.00113696404594554 -0.006708075990211301 -0.0001413309372483988 0.0057592320541069129 -0.0008635915329807441 -0.00014047201281938839 -0.0052886533362468385 0.00023651932519603693
leaf_weight=1367.9154929071665 439.96120236814022 1247.3359036445618 734.30003343522549 3515.6737045496702 592.84205266833305 181.38083116710186 12477.267525941133
leaf_count=5959 2062 5123 3290 14461 2529 754 50886
internal_value=6.56217e-05 0.00130062 0.00278178 -0.000187281 -0.00299936 -0.000839906 -1.84103e-06
internal_weight=20556.7 3530.93 2102.22 17025.7 1032.8 1428.72 15992.9
internal_count=85064 15126 9249 69938 4591 5877 65347

Tree=177
num_cat=0
split_feature=7 0 5 1 4 4 0
split_gain=18.7435 25.689 14.2114 20.8855 19.4312 10.2611 10.1165
threshold=30.608515071027501 0.35714723124557007 2.0807442277949506 11.173745311701502 87.998236273873019 49.890357119868007 0.16766584630919504
leaf_value=9.2831969717110938e-05 -0.0089902015113754799 -0.00072313715885055944 0.00068559016783207704 -0.0056789750122040461 0.0019334417348014009 0.0025624887538205614 -0.0029421876926195999
leaf_weight=14100.362023666501 117.10375243425369 2260.9265187084675 333.88483247160912 325.54523855447769 2230.4904915094376 363.94141091406345 864.07575444877148
leaf_count=58029 605 9184 1347 1312 9432 1466 3869
internal_value=-1.26928e-05 -0.00121163 0.000238535 -0.00237736 0.000347867 -0.000244659 -0.00373596
internal_weight=20596.3 3606.05 16990.3 659.43 16330.9 2624.87 981.18
internal_count=85244 15124 70120 2659 67461 10650 4474

Tree=178
num_cat=0
split_feature=7 0 1 4 4 7
split_gain=16.7217 30.6167 16.193 13.8414 20.0657 9.68551
threshold=28.351325683728003 0.15651976091557004 7.1283458155686512 97.554688645016526 85.105339161322021 9.4645355609512531
leaf_value=4.3269956839613532e-05 -0.0088377250857926987 -0.0015305452966097911 0.00062838008978579978 -0.0067963741813925537 0.001726572588576785 -0.00014719655681875467
leaf_weight=12399.454049810767 157.82457700371742 2863.5882366150618 1903.5898355990648 150.83029808104038 2943.3068819195032 175.9627320766449
leaf_count=50871 793 12209 7667 634 12327 750
internal_value=-1.92062e-06 -0.000933299 -0.000656673 0.000287272 0.000370035 -0.00340779
internal_weight=20594.6 4925 4767.18 15669.6 15342.8 326.793
internal_count=85251 20669 19876 64582 63198 1384

Tree=179
num_cat=0
split_feature=0 7 0 1 1
split_gain=18.9432 16.345 28.2839 13.809 5.353
threshold=1.3664717431225502 12.726790748358001 0.23591128118184004 8.5486428263639507 15.483590923524501
leaf_value=0.0057534547920202904 -0.00076073697895144977 -0.00046974571192868184 0.00058623252018174502 0.00065181602309621314 -0.0061068286116446645
leaf_weight=419.06805416941643 127.23597426712513 12011.77579420805 2472.377282217145 5251.3286289572716 210.04454977810383
leaf_count=1961 516 50188 10191 21117 855
internal_value=9.96384e-06 8.47693e-05 0.00135766 -0.000125264 -0.00427105
internal_weight=20491.8 20154.5 2891.45 17263.1 337.281
internal_count=84828 83457 12152 71305 1371

Tree=180
num_cat=0
split_feature=4 1 0 1 4 4 2
split_gain=16.6949 61.2467 17.6787 17.3335 27.4559 11.8423 10.6062
threshold=80.51386280283802 3.6934821064664005 0.21274171709634002 3.2961289704503005 24.986849755014003 2.5796111792521006 0.80157262813451513
leaf_value=-0.0053244058246191819 0.0099002913462500064 -0.00049802826141542096 0.003372888235667735 0.0033741326785384773 -0.00055850240481540537 -0.00022957207686580741 0.0020328203657253578
leaf_weight=580.27354049682617 257.57833944261074 2932.0415086895227 390.12816815078259 308.28680557012558 1429.18779951334 13934.782232448459 679.41655343770981
leaf_count=2696 1218 12149 1704 1256 6157 57018 2730
internal_value=-0.000106399 0.000907964 0.00607505 -0.000375775 -0.00196625 -0.000147202 -5.50123e-06
internal_weight=20511.7 4259.16 647.707 16252.5 2009.46 14243.1 3611.46
internal_count=84928 17801 2922 67127 8853 58274 14879

Tree=181
num_cat=0
split_feature=4 7 1 1 5
split_gain=13.5747 18.5982 26.3182 15.229 14.2954
threshold=2.5796111792521006 34.569378778004001 5.7003544893337006 6.6295322464963009 2.6236382058862007
left_child=3 4 -3 -1 -2
right_child=1 2 -4 -5 -6
leaf_value=0.0072201108150072024 0.0002141946750153921 -0.0040759228477765105 0.00030336712084241824 -0.00012121060916981472 -0.0036220861684219115
leaf_weight=182.85428556799889 18045.263086542487 874.69600662589073 914.13179457187653 163.08491837978363 327.49203908443451
leaf_count=773 74659 3805 3691 655 1320
internal_value=3.09532e-05 -2.7997e-05 -0.00180823 0.00361275 0.000142403
internal_weight=20507.5 20161.6 1788.83 345.939 18372.8
internal_count=84903 83475 7496 1428 75979

Tree=182
num_cat=0
split_feature=0 2 6 0 1
split_gain=16.0311 13.2066 28.9214 17.2346 6.46582
threshold=1.3664717431225502 0.13536886236392501 0.75300514012061004 0.16766584630919504 15.483590923524501
leaf_value=0.0027209677897592128 -0.00027646813659383968 -0.0023762167376249954 -0.00076240703781185575 -1.8780264287788258e-05 -0.0060022084972927662
leaf_weight=1715.0716398209333 128.269067928195 1110.0604514181614 1447.2745134979486 15932.342794105411 207.225192964077
leaf_count=7621 520 4835 5979 65249 844
internal_value=-4.06134e-05 2.25521e-05 0.00110933 -0.000175876 -0.00399346
internal_weight=20540.2 20204.7 3162.35 17042.4 335.494
internal_count=85048 83684 13600 70084 1364

Tree=183
num_cat=0
split_feature=7 0 1 6 2 2 1
split_gain=17.3877 28.1451 17.5858 12.5208 17.809 6.10438 1.03286
threshold=13.701284896270503 0.17781427644544504 11.173745311701502 1.2123110915181001 0.088676464153822507 0.26873090230357005 3.2961289704503005
leaf_value=0.0092798806119506732 0.002294949546759495 0.0013356729314487391 -0.0020868713202371941 -0.0050688969455428426 -0.00028549748957199764 -0.0012374437956778012 0.0047862442964125623
leaf_weight=114.02811686694622 944.38508689403534 2757.6687169671059 600.8537399917841 239.0596918463707 15288.4382365942 470.80321891605854 126.66858658194542
leaf_count=552 4100 11569 2421 970 62975 1893 581
internal_value=2.95861e-06 0.00115892 0.000705769 -0.000239359 -0.000131661 -0.00261637 0.00719893
internal_weight=20541.9 3599.22 3358.52 16942.7 16232.8 709.863 240.697
internal_count=85061 15123 13990 69938 67075 2863 1133

end of trees

feature_importances:
atr3_pct=335
range_24h_pct=212
round_level_lower_pct=175
di_minus=137
bb_upper_distance_pct=122
price_position_24h_pct=118
ema50_distance_pct=89
ema1_delta_1h_pct=87

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 184]
[learning_rate: 0.0182749]
[num_leaves: 22]
[num_threads: 4]
[seed: 42]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 3]
[min_data_in_leaf: 500]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 0.859828]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 1]
[bagging_seed: 42]
[bagging_by_query: 0]
[feature_fraction: 0.99874]
[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: 3.09789]
[lambda_l2: 1.70518]
[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: 63]
[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:[]