LightGBM RF classifier with num_class > 2 is currently not supported

[jmhIcoding]

Hi sir, I have a multi-class classification model generated from lightgbm, but I can not use treelite to export its. Here goes the error:

Check failed: !average_output_ Ill-formed LightGBM model file: cannot use random forest mode for multi-class classification

I only have such trained model, and I donot have the train dataset. So is there any method to load multi-class models directly instead of retraining a model by ModelBuilder of treelite ?

[hcho3]

Is it possible to post your model?

[jmhIcoding]

Is it possible to post your model?

Sure.

tree
version=v3
num_class=95
num_tree_per_iteration=95
label_index=0
max_feature_idx=2304
objective=multiclass num_class:95
average_output
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tree_sizes=5336 5348 5357 5346 5337 5339 5324 5377 5336 5359 5351 5332 5362 5339 5372 5315 5329 5367 5357 5347 5398 5347 5349 5335 5375 5324 5335 5308 5349 5363 5338 5346 5355 5372 5364 5365 5341 5379 5335 5361 5350 5348 5360 5353 5326 5334 5327 5331 5340 5337 5360 5360 5377 5342 5363 5346 5389 5354 5355 5416 5343 5373 5370 5349 5341 5363 5378 5358 5340 1085 5391 5373 5363 5350 5359 5345 5320 5337 5352 5349 5363 5382 5363 5332 5346 5316 5369 5347 5303 5311 5317 5341 5366 5341 5353 5337 5335 5362 5324 5344 5326 5327 5381 5328 5354 5331 5346 5357 5319 5366 5304 5344 5354 5346 5370 5378 5347 5328 5339 5378 5337 5358 5283 5356 5358 5346 5343 5356 5379 5368 5382 5340 5368 5340 5348 5355 5347 5364 5354 5326 5331 5318 5357 5353 5357 5357 5351 5379 5349 5354 5343 5391 5329 5371 5425 5356 5384 5368 5349 5326 5370 5370 5361 5347 1086 5401 5369 5358 5347 5366 5353 5322 5366 5355 5350 5362 5384 5341 5328 5344 5331 5368 5351 5304 5315 5316 5338 5361 5334 5359 5337 5352 5366 5355 5347 5333 5320 5387 5337 5367 5343 5351 5367 5333 5379 5301 5336 5378 5354 5343 5349 5337 5357 5340 5371 5323 5357 5307 5344 5371 5334 5328 5360 5371 5359 5378 5349 5361 5328 5362 5330 5349 5352 5372 5326 5329 5317 5353 5351 5335 5363 5355 5368 5355 5352 5330 5407 5342 5358 5394 5343 5364 5363 5364 5319 5360 5363 5344 5347 981 5398 5364 5347 5329 5359 5340 5332 5364 5359 5351 5363 5350 5357 5332 5355 5319 5376 5349 5293 5326 5326 5352 5346 5342 5332 5326 5348 5380 5331 5324 5353 5336 5386 5338 5363 5335 5345 5369 5323 5363 5323 5346 5367 5346 5378 5353 5333 5358 5322 5385 5321 5361 5303 5351 5389 5341 5377 5353 5378 5353 5374 5357 5383 5355 5349 5353 5341 5350 5342 5335 5327 5321 5353 5365 5345 5347 5360 5385 5353 5346 5340 5393 5341 5348 5408 5348 5359 5361 5351 5315 5360 5370 5360 5353 981 5395 5375 5364 5342 5354 5342 5311 5356 5356 5336 5357 5386 5333 5346 5346 5333 5349 5356 5310 5321 5327 5347 5361 5333 5352 5308 5358 5378 5316 5316 5332 5309 5377 5341 5363 5336 5343 5363 5316 5354 5313 5321 5352 5341 5368 5357 5332 5344 5343 5375 5323 5349 5311 5352 5379 5346 5346 5373 5375 5362 5370 5345 5345 5366 5335 5343 5363 5370 5386 5325 5338 5317 5350 5369 5340 5360 5364 5374 5353 5342 5350 5393 5343 5355 5418 5361 5377 5347 5348 5326 5362 5373 5360 5337 1085 5391 5363 5367 5344 5344 5345 5302 5362 5352 5353 5344 5385 5333 5332 5351 5315 5364 5356 5300 5313 5325 5338 5354 5338 5351 5313 5355 5339 5342 5346 5359 5337 5346 5336 5347 5340 5333 5351 5333 5370 5333 5354 5338 5316 5337 5349 5352 5348 5328 5378 5328 5355 5305 5344 5373 5344 5335 5360 5379 5368 5378 5324 5355 5352 5360 5326 5340 5353 5361 5341 5339 5333 5345 5342 5347 5339 5366 5389 5345 5347 5342 5377 5353 5378 5379 5345 5384 5352 5338 5340 5358 5380 5374 5358 1298 5396 5375 5388 5348 5367 5339 5304 5342 5362 5353 5376 5348 5346 5347 5339 5339 5356 5345 5295 5324 5327 5340 5352 5335 5331 5331 5334 5346 5346 5348 5042 5324 5358 5338 5367 5332 5338 5345 5338 5371 5327 5324 5345 5330 5356 5354 5344 5337 5324 5382 5314 5357 5307 5342 5365 5336 5340 5334 5379 5334 5390 5324 5358 5354 5351 5332 5342 5353 5349 5342 5315 5341 5364 5324 5352 5330 5356 5391 5351 5352 5328 5390 5359 5362 5404 5351 5384 5381 5347 5349 5363 5371 5379 5355 1295 5401 5373 5365 5348 5369 5358 5325 5351 5360 5352 5382 5373 5332 5346 5341 5332 5351 5345 5291 5328 5329 5335 5372 5345 5334 5323 5366 5345 5360 5343 5039 5338 5340 5333 5330 5339 5352 5346 5333 5350 5317 5309 5359 5336 5353 5352 5358 5360 5332 5382 5339 5367 5302 5358 5357 5335 5343 5368 5375 5346 5383 5321 5361 5369 5356 5328 5354 5353 5354 5344 5343 5330 5348 5340 5343 5334 5357 5382 5356 5344 5360 5384 5352 5373 5419 5337 5385 5381 5348 5348 5356 5372 5376 5360 1298 5391 5375 5364 5356 5358 5385 5335 5351 5351 5369 5364 5349 5349 5336 5355 5337 5345 5346 5283 5330 5324 5361 5370 5320 5353 5316 5355 5362 5355 5308 5332 5321 5386 5339 5349 5333 5327 5342 5340 5368 5325 5329 5348 5333 5362 5348 5355 5375 5353 5378 5330 5347 5298 5344 5365 5340 5342 5329 5384 5337 5382 5312 5362 5364 5337 5334 5345 5354 5354 5333 5344 5341 5357 5340 5350 5332 5348 5392 5328 5350 5353 5390 5348 5384 5389 5362 5382 5374 5337 5340 5340 5381 5358 5373 1296 5402 5364 5373 5354 5365 5350 5325 5350 5354 5350 5364 5356 5335 5345 5360 5327 5357 5352 5313 5314 5338 5345 5376 5330 5342 5333 5358 5347 5352 5341 5146 5327 5379 5338 5358 5336 5331 5341 5329 5372 5324 5320 5354 5343 5347 5366 5348 5331 5308 5372 5332 5364 5297 5321 5374 5331 5347 5365 5381 5329 5384 5315 5372 5358 5345 5333 5341 5353 5393 5330 5338 5338 5346 5334 5340 5343 5375 5398 5334 5351 5347 5375 5350 5373 5385 5346 5391 5374 5345 5340 5358 5362 5366 5358 1299 5372 5348 5368 5350 5369 5367 5307 5339 5351 5350 5377 5344 5337 5348 5345 5341 5369 5342 5290 5312 5331 5348 5348 5335 5335

Tree=0
num_leaves=50
num_cat=0
split_feature=119 69 0 2 3 3 3 2 11 5 7 109 1 1 25 93 80 13 7 85 7 33 1 1 25 0 10 29 6 5 0 139 3 11 7 23 15 63 87 19 9 5 77 9 11 67 81 29 109
split_gain=296.751 2181.23 1180.62 1322.93 1206.88 1108.2 1789.78 1393.34 1184.79 789.675 693.629 637.97 632.817 591.877 453.898 278.162 185.21 149.308 91.3444 87.9327 88.6004 81.2331 57.1648 256.046 139.15 97.2052 134.075 50.7689 46.3979 36.7002 36.2773 52.2572 34.475 88.1131 30.638 37.2663 40.9803 51.8494 37.2823 41.4943 27.7557 18.8014 40.375 18.2865 17.5043 17.0732 21.6511 14.8769 13.489
threshold=-1.0000000180025095e-35 -1.0000000180025095e-35 0.013636363636363637 0.031818181818181822 -0.0030991735537190079 -0.0051652892561983464 -0.0092975206611570233 0.013636363636363637 -0.0072314049586776853 -0.0051652892561983464 -0.013429752066115701 -0.0030991735537190079 -0.0072314049586776853 -0.0092975206611570233 -0.042355371900826437 -0.0030991735537190079 1.0000000180025095e-35 -0.0030991735537190079 -0.032024793388429749 -0.0072314049586776853 -0.0030991735537190079 -0.073347107438016521 -0.0072314049586776853 -0.011363636363636362 -0.042355371900826437 0.013636363636363637 0.013636363636363637 -0.023760330578512394 0.013636363636363637 -0.0092975206611570233 -0.011363636363636362 1.0000000180025095e-35 -0.011363636363636362 -0.027892561983471072 -0.0051652892561983464 -0.011363636363636362 -0.01549586776859504 -0.0051652892561983464 -0.0030991735537190079 -0.011363636363636362 -0.027892561983471072 -0.036157024793388427 -0.0030991735537190079 -0.0051652892561983464 -0.011363636363636362 -0.032024793388429749 -0.0092975206611570233 -0.0051652892561983464 1.0000000180025095e-35
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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 5 13 6 32 8 9 -8 -11 27 -6 15 -13 -5 -9 44 -7 20 -10 28 23 -23 -25 26 47 -12 -3 -28 31 -24 -2 -34 40 36 -36 38 39 -38 -20 42 -4 -21 -16 46 -37 -26 -32
right_child=1 21 41 4 12 18 7 16 19 10 11 14 -14 -15 17 -17 -18 -19 34 43 -22 22 30 24 25 -27 29 -29 -30 -31 48 -33 33 -35 35 45 37 -39 -40 -41 -42 -43 -44 -45 -46 -47 -48 -49 -50
leaf_value=-5.0424942904373076 -5.0449599722432543 6.9156323027886986 -4.9588823337500001 -1.7288392156958823 36.984783275943343 7.2184021700704024 -4.9339083710813654 11.283034339734932 -2.2965008101327555 -4.8968617256398899 -4.8523877761487864 0.091523390650347203 -4.8371817295315376 -3.781030065095984 38.810753608867628 28.620024803345931 -4.80330552549992 10.87719237390467 1.0953990943347698 -4.985730033857152 15.220826526290441 -5.0526547411846838 6.2060675575310364 17.929379925747803 1.2565107851546733 -3.8406270574269312 3.2030795596151389 9.1051312232978674 -4.8656443794769419 19.642808810651879 -4.688951208665884 -4.9477776547181076 8.2358602560365242 -4.2433535679210692 -4.1434865911912739 -4.9194077469561446 0.65787690639182106 -4.2545700209242021 -1.0515242472495729 13.224225631983462 -4.904856260770182 -4.5188226832467766 4.5222822940517586 1.3399633293953315 19.439120283913013 -4.5104757960609696 2.0863544052032585 -4.9126220370862619 -5.0485774784355737
leaf_weight=606.12031330727041 8.6865371223539096 0.77074789814650901 1.10404428653419 0.45828253403306007 2.3955677915364508 0.66659277677535911 0.8540719952434318 0.70825482532381911 0.58326867967844009 0.62493072822690177 0.45828253403306007 0.43745150975883168 0.41662048548459912 2.9996674954891205 4.7286425102502117 0.97905814088880994 4.2495289519429207 0.47911355830728464 0.66659277677535911 1.5623268205672505 0.54160663112998031 19.081218235194687 0.56243765540420898 0.41662048548460001 0.64576175250113022 2.3330747187137604 0.45828253403306007 0.41662048548460079 0.49994458258152008 0.45828253403306002 143.33827803097665 0.97905814088880994 0.60409970395267043 2.3330747187137595 2.0622714031487703 0.74991687387228012 0.72908584959805023 1.1248753108084208 1.1040442865341904 0.56243765540421009 13.623489875346424 35.058613853529096 0.58326867967843909 0.47911355830728902 0.70825482532382 7.1867033746093538 0.8332409709692008 0.70825482532381934 388.39444759301841
leaf_count=29097 417 37 53 22 115 32 41 34 28 30 22 21 20 144 227 47 204 23 32 75 26 916 27 20 31 112 22 20 24 22 6881 47 29 112 99 36 35 54 53 27 654 1683 28 23 34 345 40 34 18645
internal_value=0 0.480253 4.73487 7.29084 19.9058 5.65939 10.0881 16.6325 22.4515 28.4001 31.4847 34.1942 35.6253 9.09261 37.6322 24.7103 2.43643 39.8879 1.3286 5.53325 12.0652 -0.295715 -0.314968 1.18636 7.42961 5.39031 9.83343 7.32547 7.25554 18.2707 -0.383229 4.23947 0.516092 3.39009 1.02374 2.04773 4.03455 6.04043 8.54013 11.9994 -0.0118457 0.200065 3.31863 1.33174 41.562 0.730776 3.54844 2.83626 -0.397916
internal_weight=0 660.406 101.76 65.0136 7.2492 57.7644 28.4552 16.8315 11.8737 8.70737 7.8533 7.22837 2.81219 4.43701 6.35346 1.43734 4.95778 5.91601 29.3093 3.16632 1.12488 558.646 557.376 24.1015 5.02028 4.60366 2.27058 0.874903 1.27069 0.916565 533.274 1.5415 11.6237 2.93717 28.6427 14.3526 5.58271 3.52044 2.39557 1.29152 14.2901 36.7459 1.68731 2.04144 5.4369 8.76986 1.58316 1.35402 531.733
internal_count=60800 31703 4885 3121 348 2773 1366 808 570 418 377 347 135 213 305 69 238 284 1407 152 54 26818 26757 1157 241 221 109 42 61 44 25600 74 558 141 1375 689 268 169 115 62 686 1764 81 98 261 421 76 65 25526
shrinkage=1

Tree=1
num_leaves=50
num_cat=0
split_feature=2 214 135 1 131 4 208 143 11 0 129 17 9 23 26 27 3 5 121 15 137 23 9 125 85 134 93 13 3 1 137 145 117 123 91 138 97 75 99 83 53 175 29 121 17 73 9 112 67
split_gain=456.08 556.652 1579.31 509.852 468.34 218.24 361.224 1628.48 1083.73 670.489 267.07 250.185 231.329 224.838 212.72 210.621 193.922 170.97 154.741 141.893 133.804 131.603 86.321 66.3224 54.7875 580.334 328.155 231.632 159.903 63.4968 48.2571 50.1326 38.5376 31.8557 24.8672 164.555 137.306 118.824 70.2589 36.2044 53.7933 28.4732 59.7956 107.225 20.1566 39.6746 19.3596 14.4311 15.9588
threshold=0.040909090909090916 1.0000000180025095e-35 -0.013429752066115701 -0.0092975206611570233 -0.021694214876033055 0.022727272727272731 1.0000000180025095e-35 -0.011363636363636362 -0.013429752066115701 0.013636363636363637 -0.023760330578512394 -0.0030991735537190079 -0.0072314049586776853 -0.011363636363636362 0.013636363636363637 -0.011363636363636362 -0.0092975206611570233 -0.0030991735537190079 -0.029958677685950411 -0.0092975206611570233 -0.0072314049586776853 -0.023760330578512394 -0.013429752066115701 -0.027892561983471072 -0.056818181818181816 1.0000000180025095e-35 -0.021694214876033055 -0.021694214876033055 -0.0051652892561983464 -0.0051652892561983464 -0.021694214876033055 -0.013429752066115701 -0.034090909090909081 -0.023760330578512394 -0.038223140495867759 1.0000000180025095e-35 -0.067148760330578497 -0.050619834710743793 -0.040289256198347105 -0.042355371900826437 -0.025826446280991733 -1.0000000180025095e-35 -0.0030991735537190079 -0.011363636363636362 -0.011363636363636362 -0.017561983471074377 -0.0051652892561983464 0.022727272727272731 -0.01549586776859504
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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 3 19 21 24 7 8 9 13 11 44 -13 -7 -5 22 -17 20 -6 -2 -18 -4 -10 -21 25 26 27 -1 -29 -28 31 -12 -20 -11 35 36 -26 38 -38 40 -39 -37 -43 -44 -9 -46 -40 -32 -49
right_child=1 -3 4 14 18 6 -8 10 15 33 30 12 -14 -15 -16 16 17 -19 32 23 -22 -23 -24 -25 34 -27 29 28 -30 -31 47 -33 -34 -35 -36 41 37 39 46 -41 -42 42 43 -45 45 -47 -48 48 -50
leaf_value=-4.8371817295315376 -2.6056075376154459 -4.9625765616440916 22.120663194388484 32.530179192754566 8.4753669640086642 5.5754317423179076 -4.9333046242458662 -4.9778092517485426 8.1349983349261521 5.5754317423179218 7.6981160257348007 22.852944166940464 -3.5299247625530636 35.835498919833057 3.8105820018279397 -4.9255929621307804 23.199095674852032 -3.4809109100646887 3.2030795596150838 21.286781735755547 0.28088252084797194 1.9617932606742157 -4.7507255144843743 1.7937915781546208 13.224225631983462 -4.9542468572664449 6.9057560311463719 28.990768565911861 5.2975980452176126 -4.5308341125958584 -4.8872176802851746 -3.5444317571509711 -4.9167086490616549 -4.8826222024568633 -4.9204238511619405 -5.0030279059964711 15.411937078188696 6.9097756394769041 3.8105820018279397 -4.6446985980377598 -4.9194077469561446 -4.3562109916132439 11.341065398236246 -4.9364548278842957 -4.9011112272353561 6.1085778516499341 -4.8450543559656429 -4.9194077469561446 1.4262842090046179
leaf_weight=0.41662048548460001 1.08321326225996 21.851744463667274 0.77074789814651012 1.9789473060518532 0.81240994669497613 0.41662048548460079 80.282767552882433 1.3956786263734104 0.45828253403306041 0.41662048548460007 0.47911355830729002 0.85407199524343003 0.52077560685574942 2.1247644759714603 0.41662048548460001 0.79157892242074046 1.1248753108084204 0.49994458258151803 0.4582825340330644 0.45828253403306007 0.41662048548460018 0.70825482532382256 3.4996120780706406 0.43745150975883001 0.56243765540420998 39.162325635552406 0.52077560685574997 0.93739609234035004 0.62493072822689999 1.7914680875837796 47.098945884034038 1.1873683836311091 14.769196210429062 0.56243765540420998 944.74944390915334 73.304374421015382 0.43745150975883007 0.6040997039526701 0.41662048548460007 4.9786148015409699 0.74991687387227901 6.9992241561412811 0.58326867967844009 0.87490301951765803 0.6457617525011301 0.47911355830728986 0.43745150975882985 0.74991687387228012 0.62493072822689899
leaf_count=20 52 1049 37 95 39 20 3854 67 22 20 23 41 25 102 20 38 54 24 22 22 20 34 168 21 27 1880 25 45 30 86 2261 57 709 27 45353 3519 21 29 20 239 36 336 28 42 31 23 21 36 30
internal_value=0 3.1631 6.70889 23.3703 2.38257 -0.117623 1.03513 2.79756 14.218 28.1086 0.584006 8.40005 18.5299 36.2883 32.8962 6.55799 12.9126 17.7593 0.731613 10.3103 22.5664 18.5406 1.69186 18.6447 -0.272429 0.82544 11.6594 20.644 25.7898 3.16036 -0.0454729 5.01403 -0.0419274 4.83169 -0.318697 0.183104 4.41585 3.09968 11.3057 1.1955 5.49581 -0.24741 1.47272 6.97261 2.12552 5.00565 4.5001 -0.235373 2.79062
internal_weight=0 43.7452 21.8934 4.37452 17.5189 1222.78 144.63 64.347 10.3114 3.52044 54.0357 3.8954 1.37485 2.54138 2.39557 6.79091 2.83302 2.04144 16.0399 1.97895 1.5415 1.479 3.95789 0.895734 1078.15 43.4535 4.29119 1.97895 1.56233 2.31224 50.1403 1.66648 15.2275 0.979058 1034.7 89.9484 8.18659 7.62415 1.29152 6.33263 1.35402 81.7618 8.4574 1.45817 2.52055 1.12488 0.854072 48.4738 1.37485
internal_count=60800 2100 1051 210 841 58700 6943 3089 495 169 2594 187 66 122 115 326 136 98 770 95 74 71 190 43 51757 2086 206 95 75 111 2407 80 731 47 49671 4318 393 366 62 304 65 3925 406 70 121 54 41 2327 66
shrinkage=1

Tree=2
num_leaves=50
num_cat=0
split_feature=160 313 201 0 4 1 1 3 3 7 19 225 1 1 165 0 52 147 210 177 111 197 227 173 72 74 49 177 123 149 139 7 3 3 157 0 145 161 85 205 39 57 181 75 173 105 147 13 127
split_gain=348.248 387.5 575.238 481.466 585.006 310.929 634.739 308.901 438.404 281.906 230.309 204.941 179.153 883.48 356.327 237.095 165.784 154.829 186.067 135.619 133.448 113.042 112.947 106.795 92.1505 81.4752 71.3703 69.6118 91.7988 63.5626 60.0364 50.6485 70.0785 192.8 199.229 228.48 232.131 205.359 133.587 45.4179 40.2838 40.2752 39.1078 74.698 66.022 39.0626 35.3705 35.0463 32.6568
threshold=1.0000000180025095e-35 -1.0000000180025095e-35 -0.021694214876033055 0.013636363636363637 0.022727272727272731 -0.0092975206611570233 -0.011363636363636362 -0.0072314049586776853 -0.01549586776859504 -0.0051652892561983464 -0.0072314049586776853 -0.01549586776859504 -0.0092975206611570233 -0.011363636363636362 -0.011363636363636362 0.022727272727272731 0.013636363636363637 -0.038223140495867759 0.013636363636363637 -0.0072314049586776853 -0.048553719008264461 -0.029958677685950411 -0.029958677685950411 -0.013429752066115701 0.19545454545454549 0.1863636363636364 -0.019628099173553716 -0.025826446280991733 -0.025826446280991733 -0.058884297520661148 -0.067148760330578497 -0.0030991735537190079 -0.0072314049586776853 -0.011363636363636362 -0.011363636363636362 0.013636363636363637 -0.017561983471074377 -0.019628099173553716 -0.01549586776859504 -0.069214876033057829 -0.0030991735537190079 -0.019628099173553716 -0.029958677685950411 -0.025826446280991733 -0.021694214876033055 -0.0092975206611570233 -0.083677685950413208 -0.019628099173553716 -0.075413223140495853
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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=48 24 3 4 5 6 -3 8 -6 -7 -10 17 13 -4 15 16 -15 -11 19 45 -16 22 23 26 25 31 -14 28 -13 30 -23 -2 33 -33 -35 36 -36 -38 -39 -31 -32 -30 43 44 -24 -19 -41 -22 -1
right_child=1 2 12 -5 7 9 -8 -9 10 11 -12 27 21 14 20 -17 -18 18 -20 -21 47 29 42 -25 -26 -27 -28 -29 41 39 40 32 -34 34 35 -37 37 38 -40 46 -42 -43 -44 -45 -46 -47 -48 -49 -50
leaf_value=0.48229705489312735 -4.8845223760867746 -1.9554633837152764 -4.512515087373373 -3.5782169236454955 -4.8968617256398908 -4.5955727557326167 27.655596378442379 -2.2765872848828819 29.88449466549589 -4.8826222024568624 5.0264834445118547 -4.8968617256398908 0.59154109796906518 24.258151689803686 14.056268722074265 -4.8450543559656429 2.9315217897980244 27.164143888947439 -3.5759860443025162 0.091523390650360525 2.5713377623315949 7.6096991724215082 13.44360924011621 -3.9697516669051369 5.9938015549232757 5.8860389148886609 17.518452571953926 -3.5341402905511998 0.28088252084797283 3.3988043277500521 -3.7973548874031176 -4.925307986339452 -4.6770889075017772 -3.0323709175752391 -2.4278138371633338 -4.4527518309608016 -3.3130129843581595 28.350741238117298 5.0994659113557956 1.6367534629071017 4.2576064063576622 15.645806896159151 -3.7657064906118149 -3.9310269603964714 -2.2157221318119142 9.0133307873119968 -4.6552531852757539 -4.9929799089905176 -5.0006414895576423
leaf_weight=0.93739609234034915 246.74348252825439 1.7914680875837803 20.018614327535037 16.748143516480923 0.62493072822690043 8.7490301951766067 1.1040442865341964 0.93739609234034915 1.8539611604064705 0.56243765540421042 0.64576175250112999 0.6249307282269001 0.56243765540420998 1.999778330326081 0.47911355830729041 0.43745150975883001 0.60409970395266999 0.87490301951766047 0.54160663112997998 0.43745150975883001 0.77074789814651068 0.56243765540420998 0.49994458258152008 0.79157892242073902 0.66659277677535911 0.58326867967843909 0.60409970395266999 3.1454846654087261 0.41662048548460007 0.56243765540420909 3.8329084664583206 15.727423327043654 47.286425102502108 6.7700828891247511 0.99988916516304005 1.54149579629302 0.43745150975883001 0.95822711661458004 0.54160663112997876 0.74991687387227901 0.6040997039526691 0.47911355830728986 8.3740717582404596 1.6456509176641692 0.56243765540421031 0.56243765540420998 121.46570254303515 1.7498060390353189 736.35587706975639
leaf_count=45 11845 86 961 804 30 420 53 45 89 27 31 30 27 96 23 21 29 42 26 21 37 27 24 38 32 28 29 151 20 27 184 755 2270 325 48 74 21 46 26 36 29 23 402 79 27 27 5831 84 35349
internal_value=0 0.624346 1.69152 5.08542 8.00585 5.61756 14.9357 18.7313 23.3219 3.84827 28.9415 8.22155 0.871855 3.27291 13.713 21.1238 24.5596 14.5245 17.8183 22.2258 5.53525 0.424155 3.21151 9.94278 -0.0613888 -0.088442 15.4652 3.86037 9.08715 0.135871 3.5778 -0.112595 0.61043 1.89184 5.02386 10.0864 15.0512 21.0661 26.1797 -0.00807063 2.11639 14.8196 1.9008 5.10196 11.0635 26.6003 -0.0548185 2.12552 -0.438703
internal_weight=0 529.233 206.977 40.0997 23.3516 19.2895 2.89551 4.06205 3.12465 16.394 2.49972 7.64499 166.877 26.0596 6.041 3.04133 2.60388 2.97884 2.4164 1.87479 2.99967 140.818 13.0402 1.95812 322.256 321.589 1.16654 4.66615 1.52066 127.778 4.99945 321.006 74.2626 26.9762 11.2488 4.47867 2.93717 1.93729 1.49983 122.778 4.43701 0.895734 11.0821 2.70803 1.06238 1.43734 122.216 2.52055 737.293
internal_count=60800 25406 9936 1925 1121 926 139 195 150 787 120 367 8011 1251 290 146 125 143 116 90 144 6760 626 94 15470 15438 56 224 73 6134 240 15410 3565 1295 540 215 141 93 72 5894 213 43 532 130 51 69 5867 121 35394
shrinkage=1

Tree=3
num_leaves=50
num_cat=0
split_feature=11 314 165 0 3 3 185 15 9 312 171 3 3 15 0 7 69 4 15 9 9 209 199 159 228 390 1 0 244 278 0 31 167 5 101 256 294 137 214 249 15 21 144 23 240 278 3 3 274
split_gain=473.687 454.239 1685.47 737.424 793.436 752.301 570.568 289.27 149.43 182.951 487.929 548.261 620.319 486.999 299.354 152.236 191.652 146.501 106.83 103.837 91.6624 85.5141 73.8069 66.1826 54.0645 85.5057 50.8285 66.9158 40.5241 216.03 40.4268 52.2203 77.9433 57.7722 35.6494 35.5109 215.068 29.8817 28.4168 95.5197 66.3558 27.3193 24.5055 37.6795 23.9888 117.478 20.4904 31.1221 20.13
threshold=-0.029958677685950411 1.0000000180025095e-35 -1.0000000180025095e-35 0.013636363636363637 -0.0072314049586776853 -0.019628099173553716 -0.042355371900826437 -0.0051652892561983464 -0.023760330578512394 1.0000000180025095e-35 -1.0000000180025095e-35 -0.0092975206611570233 -0.019628099173553716 -0.019628099173553716 0.013636363636363637 -0.013429752066115701 -0.023760330578512394 0.013636363636363637 -0.019628099173553716 -0.038223140495867759 -0.01549586776859504 -0.021694214876033055 -0.0072314049586776853 -0.040289256198347105 0.095454545454545472 1.0000000180025095e-35 -0.013429752066115701 0.013636363636363637 0.05000000000000001 1.0000000180025095e-35 0.022727272727272731 -0.029958677685950411 -0.019628099173553716 -0.0092975206611570233 -0.017561983471074377 0.05000000000000001 1.0000000180025095e-35 -0.01549586776859504 0.040909090909090916 -1.0000000180025095e-35 -0.0092975206611570233 -0.017561983471074377 0.013636363636363637 -0.038223140495867759 0.05000000000000001 1.0000000180025095e-35 -0.011363636363636362 -0.019628099173553716 0.040909090909090916
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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 5 -1 -7 17 9 10 11 12 -2 14 -14 16 -15 20 21 -5 -8 -6 -9 -19 28 -26 27 -13 35 -30 31 32 -21 -34 -23 38 -37 -18 44 -40 -41 -17 -12 -44 48 -46 47 -33 -10
right_child=8 -3 -4 19 18 6 7 22 24 -11 42 26 13 15 -16 41 37 23 -20 30 -22 34 -24 -25 25 -27 -28 -29 29 -31 -32 46 33 -35 -36 36 -38 -39 39 40 -42 -43 43 -45 45 -47 -48 -49 -50
leaf_value=-3.6933535463693108 -5.0158129398436007 -4.7256858248974476 -4.9291670933672762 10.117879204852333 -4.8371817295315376 -3.8923044767849917 21.286781735755547 -3.2488169601319932 -4.8966163662754285 -4.8518366306900287 -5.0153716749635127 10.305132515675943 30.221141821639062 21.410203674608326 2.7167221544089442 3.3988043277500424 5.0994659113557779 12.466730547989417 -3.6083059631193697 -4.8826222024568633 0.091523390650367631 1.7937915781546199 14.068578639910005 35.270711821343085 10.869980963787899 -4.9312540153908975 -4.3522806333019428 -3.9697516669051378 12.448189474617518 -4.6624258847122109 -4.2205486734879054 -4.8876383920090412 16.354862960444528 0.4310124315410464 17.235345070244005 12.033330364333874 -4.8506925189636458 -4.8656443794769419 -4.3929827374841217 10.888029489155787 -3.6602574309696543 -4.3577260349689135 5.5754317423179218 -4.928484754512656 8.1071338596807223 -4.6561578129466072 -4.9838979811595543 4.8024359426405328 -3.193724342909948
leaf_weight=1.33318555355072 2.7496952041983604 45.203322675079107 31.579832799732685 0.70825482532382 0.41662048548460007 0.72908584959804912 0.45828253403306007 0.41662048548460007 1040.1138730365783 48.682103728875518 25.538835760205988 0.43745150975882896 1.7498060390353205 0.83324097096920002 0.62493072822689999 0.56243765540420998 0.54160663112997998 0.47911355830728952 2.6247090585529822 0.56243765540420998 0.43745150975882902 0.43745150975883007 0.58326867967844176 2.9996674954891214 0.41662048548459896 0.83324097096920013 8.3740717582404596 0.79157892242074013 0.70825482532381911 5.2077560685575008 3.4579500295221806 0.58326867967844009 0.45828253403306002 0.58326867967843998 0.4791135583072903 0.72908584959804912 5.2494181171059608 0.49994458258152041 8.8948473650962097 0.6040997039526701 0.58326867967843898 1.3123545292764918 0.41662048548460007 0.81240994669496891 0.68742380104958911 5.1244319714605808 1.5206647720187887 0.56243765540420987 6.8325759619474402
leaf_count=64 132 2170 1516 34 20 35 22 20 49931 2337 1226 21 84 40 30 27 26 23 126 27 21 21 28 144 20 40 402 38 34 250 166 28 22 28 23 35 252 24 427 29 28 63 20 39 33 246 73 27 328
internal_value=0 2.14055 4.16926 11.3572 16.5612 22.5648 27.1634 30.6339 -0.16164 1.04687 2.49117 6.42145 12.0197 17.5087 28.4188 9.7588 15.8054 34.2002 4.8565 4.15613 17.6884 11.6481 12.5619 37.5311 -0.267314 5.94232 1.13783 6.76486 -0.27541 2.30143 2.92509 4.92994 9.20158 13.7834 16.3955 -0.290041 2.10964 5.39103 -0.303882 1.35408 9.23455 2.96457 -0.240595 3.86427 -0.319998 1.67954 1.98931 4.91705 -0.331385
internal_weight=0 96.6143 51.411 19.8311 11.3946 7.43668 6.10349 5.3744 1169.91 93.9271 45.245 18.4771 8.87402 6.12432 2.37474 3.74958 1.87479 4.37452 3.95789 8.43656 0.895734 1.33319 0.999889 3.47878 1075.98 1.24986 9.6031 1.22903 1074.74 5.91601 7.72831 4.27036 1.60399 1.04155 0.916565 1068.82 5.9785 1.04155 1062.84 10.0822 1.18737 1.87479 26.7679 1.22903 1052.76 5.81186 2.66637 1.14571 1046.95
internal_count=60800 4638 2468 952 547 357 293 258 56162 4509 2172 887 426 294 114 180 90 210 190 405 43 64 48 167 51653 60 461 59 51593 284 371 205 77 50 44 51309 287 50 51022 484 57 90 1285 59 50538 279 128 55 50259
shrinkage=1

···
here goes the tree details
···
···

parameters:
[boosting: rf]
[objective: multiclass]
[metric: multi_logloss]
[tree_learner: serial]
[device_type: cpu]
[data: ]
[valid: ]
[num_iterations: 100]
[learning_rate: 0.05]
[num_leaves: 50]
[num_threads: 0]
[max_depth: -1]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 0.8]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 5]
[bagging_seed: 3]
[feature_fraction: 0.9]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 2]
[early_stopping_round: 0]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 0.05]
[lambda_l2: 0.15]
[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: ]
[feature_contri: ]
[forcedsplits_filename: ]
[forcedbins_filename: ]
[refit_decay_rate: 0.9]
[cegb_tradeoff: 1]
[cegb_penalty_split: 0]
[cegb_penalty_feature_lazy: ]
[cegb_penalty_feature_coupled: ]
[verbosity: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[histogram_pool_size: -1]
[data_random_seed: 1]
[output_model: LightGBM_model.txt]
[snapshot_freq: -1]
[input_model: ]
[output_result: LightGBM_predict_result.txt]
[initscore_filename: ]
[valid_data_initscores: ]
[pre_partition: 0]
[enable_bundle: 1]
[max_conflict_rate: 0]
[is_enable_sparse: 1]
[sparse_threshold: 0.8]
[use_missing: 1]
[zero_as_missing: 0]
[two_round: 0]
[save_binary: 0]
[header: 0]
[label_column: ]
[weight_column: ]
[group_column: ]
[ignore_column: ]
[categorical_feature: ]
[predict_raw_score: 0]
[predict_leaf_index: 0]
[predict_contrib: 0]
[num_iteration_predict: -1]
[pred_early_stop: 0]
[pred_early_stop_freq: 10]
[pred_early_stop_margin: 10]
[convert_model_language: ]
[convert_model: gbdt_prediction.cpp]
[num_class: 95]
[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]
[max_position: 20]
[lambdamart_norm: 1]
[label_gain: ]
[metric_freq: 1]
[is_provide_training_metric: 0]
[eval_at: ]
[multi_error_top_k: 1]
[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]

end of parameters

pandas_categorical:null