text stringlengths 0 40k |
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tree |
version=v4 |
num_class=1 |
num_tree_per_iteration=1 |
label_index=0 |
max_feature_idx=7 |
objective=regression_l1 |
feature_names=material thickness diameter degree upper_radius lower_radius LB RB |
feature_infos=-1:0:1:2 [0.69999999999999996:1.2] [17:22] [63:87] [1:5] [1:3.5] [0:1] [0:1] |
tree_sizes=3221 3389 3419 3441 3385 3402 3411 3427 3412 3394 3379 3437 3426 3431 3404 3431 3419 3406 3422 3412 3441 3450 3450 3444 3436 3450 3408 3420 3434 3426 3453 3425 3439 3415 3440 3422 3411 3439 3410 3421 3437 3453 3444 3426 3440 3432 3449 3414 3451 3460 3409 3474 3462 3463 3440 3457 3438 3442 3408 3473 3431 3402... |
Tree=0 |
num_leaves=31 |
num_cat=3 |
split_feature=4 0 4 4 2 2 4 1 2 0 4 4 2 7 4 7 2 1 2 6 7 0 1 2 2 2 1 2 2 6 |
split_gain=4387.58 609.988 643.628 262.534 234.735 212.83 514.149 140.5 113.555 84.6072 79.6961 58.4282 92.5111 51.1178 51.1 67.9109 32.4651 32.3902 34.4071 48.5699 27.0648 27.0169 31.3749 24.2111 23.3408 20.7623 20.5879 26.1146 17.9459 21.067 |
threshold=2.7500000000000004 0 3.7500000000000004 3.2500000000000004 20.500000000000004 19.500000000000004 2.2500000000000004 0.95000000000000007 20.500000000000004 1 3.2500000000000004 1.7500000000000002 17.500000000000004 1.0000000180025095e-35 3.2500000000000004 1.0000000180025095e-35 21.500000000000004 0.9500000000... |
decision_type=2 1 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 |
left_child=5 3 8 4 26 6 11 20 10 -4 -3 -1 -13 21 -10 25 -9 18 -8 -20 -6 22 28 -11 -14 -16 27 -2 29 -7 |
right_child=1 2 9 -5 7 13 17 16 14 23 -12 12 24 -15 15 -17 -18 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 |
leaf_value=1.8484999895095826 1.7717499911785126 1.7934999942779541 1.7632999956607818 1.752349990606308 1.7831999897956847 1.782749992609024 1.7706999897956848 1.7768499910831452 1.8237499952316285 1.7784499943256378 1.7638999938964843 1.7731499910354613 1.7855999946594239 1.8612499952316284 1.7789499938488007 1.80069... |
leaf_weight=628.2589613199234 64.722468078136444 85.737923562526703 654.94036895036697 2579.158794760704 138.77147853374481 42.818702638149261 47.848141551017761 164.53648287057877 343.3323090672493 47.172567784786224 87.958715558052063 69.709341049194336 96.745902061462402 2547.6009313426912 71.480799436569214 229.141... |
leaf_count=785 65 86 663 2639 139 43 48 165 345 48 89 70 97 3364 72 230 204 225 112 51 224 142 125 49 224 41 667 70 115 108 |
internal_value=1.78281 1.75369 1.77978 1.74347 1.75989 1.81958 1.80378 1.78038 1.80935 1.74596 1.77325 1.82327 1.80797 1.82702 1.81851 1.80482 1.75863 1.75827 1.77236 1.78333 1.8025 1.8129 1.80609 1.78991 1.81945 1.77297 1.74114 1.75897 1.81584 1.8045 |
internal_weight=10242.9 5715.81 1609 4106.81 1527.65 4527.12 1449.05 729.979 858.5 750.497 173.697 1014.52 386.261 3078.08 684.803 341.471 368.093 434.525 210.458 162.61 361.886 530.475 388.82 95.5562 316.552 112.329 797.675 134.621 264.368 150.448 |
internal_count=11305 5796 1623 4173 1534 5509 1612 732 863 760 175 1176 391 3897 688 343 369 436 211 163 363 533 391 97 321 113 802 135 266 151 |
cat_boundaries=0 1 2 3 |
cat_threshold=1 2 1 |
is_linear=0 |
shrinkage=1 |
Tree=1 |
num_leaves=31 |
num_cat=4 |
split_feature=4 0 4 3 4 4 3 2 1 0 4 0 4 2 1 4 2 4 7 3 2 2 3 5 3 2 3 0 1 3 |
split_gain=4155.55 614.025 566.836 316.575 432.946 273.078 265.459 127.207 115.229 110.048 118.431 88.3242 80.8594 93.0579 103.807 72.9464 52.7475 51.2113 77.5764 45.4336 39.093 26.5634 23.0706 54.2802 21.2699 20.3806 20.2884 46.2114 21.8184 19.8316 |
threshold=2.7500000000000004 0 3.7500000000000004 71.500000000000014 1.7500000000000002 3.2500000000000004 77.500000000000014 20.500000000000004 0.8500000000000002 1 2.2500000000000004 2 2.2500000000000004 20.500000000000004 1.0500000000000003 3.2500000000000004 21.500000000000004 3.2500000000000004 1.0000000180025095e... |
decision_type=2 1 2 2 2 2 2 2 2 1 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 |
left_child=3 5 7 4 -1 6 29 15 20 10 19 22 -5 14 24 -3 -10 -9 -19 -6 -8 -13 -4 -24 -14 -16 27 28 -15 -2 |
right_child=1 2 11 12 9 -7 8 17 16 -11 -12 21 13 26 25 -17 -18 18 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31 |
leaf_value=0.052174998521804808 -0.014592498838901525 0.0099750018119812 -0.023665001690387724 0.11113750576972961 -0.0022799992561340354 -0.029117501676082614 -0.0019325023889541606 0.038212503194808956 -0.0042424979805946398 0.027130003273487094 -0.012580000460147856 -0.0039224973320960976 0.0048524975776672368 0.006... |
leaf_weight=426.96843862533569 562.99906569719315 82.735267460346222 445.70067638158798 1803.3553012125194 154.38147711753845 2563.247310757637 57.943299770355225 337.69159883260727 240.6587273478508 65.53539776802063 302.54267084598541 48.165288150310516 157.42462188005447 63.72028523683548 62.903245031833649 91.92032... |
leaf_count=486 567 83 452 2694 155 2623 58 339 241 66 304 49 158 64 63 93 230 113 232 64 178 58 77 125 264 154 807 167 67 244 |
internal_value=-0.000272904 -0.0287628 -0.00259149 0.0354104 0.0107728 -0.0390851 -0.0222315 0.0252329 0.000168864 -0.0171368 -0.0248282 -0.0342788 0.0424909 0.0347373 0.0195639 -0.0128358 -0.0141191 0.0349944 0.0213998 0.00329265 0.0287492 0.00815566 -0.0412034 -0.0271103 0.0340686 -0.00854075 0.0436479 0.0325057 0.01... |
internal_weight=10219.1 5682.31 1607.26 4536.81 1012.77 4075.06 1511.81 855.792 705.445 585.803 520.268 751.464 3524.04 1720.69 636.621 174.656 470.321 681.137 343.445 217.725 235.124 105.423 646.042 200.341 419.909 216.713 1084.07 296.722 130.59 806.364 |
internal_count=11275 5762 1621 5513 1075 4141 1518 860 707 589 523 761 4438 1744 639 176 471 684 345 219 236 107 654 202 422 217 1105 298 131 811 |
cat_boundaries=0 1 2 3 4 |
cat_threshold=1 1 2 1 |
is_linear=0 |
shrinkage=0.05 |
Tree=2 |
num_leaves=31 |
num_cat=3 |
split_feature=4 0 4 4 2 2 4 1 2 4 2 0 4 4 2 4 7 1 2 5 2 2 1 1 7 1 7 0 6 6 |
split_gain=4004.09 598.671 545.074 292.619 219.81 212.626 456.226 121.725 113.504 86.5643 91.6957 79.4323 64.6473 55.6172 75.37 51.0077 61.3182 48.7692 44.4145 31.007 29.2965 24.9825 35.0035 23.3986 22.5654 20.391 20.0672 17.7094 23.6692 15.8369 |
threshold=2.7500000000000004 0 3.7500000000000004 3.2500000000000004 20.500000000000004 19.500000000000004 2.2500000000000004 0.8500000000000002 20.500000000000004 1.7500000000000002 18.500000000000004 1 3.2500000000000004 2.2500000000000004 20.500000000000004 3.2500000000000004 1.0000000180025095e-35 1.050000000000000... |
decision_type=2 1 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 |
left_child=5 3 8 4 21 6 9 26 12 -1 25 -4 -3 -7 17 -10 -17 -15 -9 23 -13 -2 -23 -8 -20 -11 -6 28 -19 -26 |
right_child=1 2 11 -5 7 13 19 18 15 10 -12 20 -14 14 -16 16 -18 27 24 -21 -22 22 -24 -25 29 -27 -28 -29 -30 -31 |
leaf_value=0.05821812885999679 -0.015952875301241877 0.0094762517213821344 -0.017274249956011768 -0.027661626592278488 0.0010555022060871222 0.13303061980009079 0.00092237710952759462 -0.0044303738921880774 0.036601880133152 0.011706506133079532 0.014528121531009675 -0.0065263721793889957 -0.015787752389907841 0.008162... |
leaf_weight=613.30803892016411 363.03825885057449 87.726311564445496 634.20908206701279 2553.6710216403008 97.848409235477448 1454.1821183525026 57.847424983978271 222.50718545913696 334.41016668081284 29.845063626766205 213.86092674732208 49.122632682323456 88.976821482181549 352.03578472137451 1053.4855319261551 118.... |
leaf_count=768 366 88 642 2613 98 2244 58 223 336 30 218 50 90 354 1074 119 234 73 118 35 51 71 366 342 104 145 161 34 76 54 |
internal_value=-0.000421485 -0.0282001 -0.00221482 -0.0382969 -0.0211939 0.0349704 0.0191064 -0.00187069 0.0247316 0.0376528 0.0191805 -0.0338947 -0.011002 0.0424541 0.0359849 0.0339377 0.0206375 0.0206935 -0.0163134 -0.0237445 0.00764195 -0.0394875 -0.0314131 -0.0277046 -0.00289246 -0.00771918 0.0259998 -0.00027914 -0... |
internal_weight=10181.9 5704.52 1596.28 4108.24 1554.57 4477.4 1435.16 756.008 862.583 1001.64 388.332 733.701 176.703 3042.24 1588.06 685.88 351.47 534.575 497.96 433.521 99.4918 798.559 435.521 398.566 275.453 174.471 258.048 182.539 148.684 157.745 |
internal_count=11235 5784 1610 4174 1561 5451 1596 758 867 1161 393 743 178 3855 1611 689 353 537 499 435 101 803 437 400 276 175 259 183 149 158 |
cat_boundaries=0 1 2 3 |
cat_threshold=1 2 1 |
is_linear=0 |
shrinkage=0.05 |
Tree=3 |
num_leaves=31 |
num_cat=0 |
split_feature=4 4 2 3 4 1 2 4 4 2 1 6 2 4 3 7 2 3 1 6 7 6 5 7 5 3 1 7 3 3 |
split_gain=3997.13 524.603 408.995 315.2 447.643 90.4252 74.4588 95.8642 60.9234 71.3159 88.5351 58.1076 50.3009 85.7304 62.085 62.8859 45.8598 36.0701 32.9951 27.4601 26.8668 26.3532 25.2948 26.2772 20.3518 21.5896 19.5873 19.0959 18.0971 17.8936 |
threshold=2.7500000000000004 3.2500000000000004 20.500000000000004 72.500000000000014 1.7500000000000002 0.95000000000000007 19.500000000000004 2.2500000000000004 2.2500000000000004 20.500000000000004 1.0500000000000003 1.0000000180025095e-35 20.500000000000004 3.7500000000000004 82.500000000000014 1.0000000180025095e-... |
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 |
left_child=3 2 16 4 -1 27 7 17 -5 10 26 12 -3 14 15 -14 -2 -6 28 -8 -15 -12 23 -7 25 -22 -10 -4 -18 -17 |
right_child=1 11 5 8 6 22 19 -9 9 -11 21 -13 13 20 -16 29 18 -19 -20 -21 24 -23 -24 -25 -26 -27 -28 -29 -30 -31 |
leaf_value=0.048977220466732987 -0.014565607384592295 -0.025628544690459977 0.0037027280971407952 0.10217910235226153 -0.0084788231313228553 -0.0034588559128344134 0.016929094246029841 -0.01136594801917672 0.010787503510713581 0.021147640675306324 -0.002868463367968799 -0.026668036676198249 -0.012578542830795059 -0.029... |
leaf_weight=528.09985253214836 369.18306565284729 503.89686036109924 189.76964521408081 1657.2979259677231 76.697578489780426 202.36460334062576 174.19073188304901 272.78211861848831 173.51580202579498 1038.7510054707527 119.86159634590149 1507.9805302619934 166.03090703487396 364.20402216911316 211.87241160869598 203.... |
leaf_count=609 372 515 190 2511 77 203 176 274 175 1059 120 1543 168 374 213 205 57 156 439 67 178 62 39 312 394 125 188 343 30 98 |
internal_value=-0.000465894 -0.0282319 -0.0073986 0.0347127 0.0136429 0.0132535 -0.0112968 -0.0222161 0.043 0.0359804 0.0212937 -0.0392421 -0.0341207 -0.030069 -0.0162283 -0.00605047 -0.0324424 0.00141513 -0.0229367 0.0115596 -0.0390261 -0.00716443 -0.000907129 0.00203966 -0.0331947 -0.0234095 0.0356209 0.0279879 0.005... |
internal_weight=10230.5 5717.65 1976.94 4512.86 1273.95 1083.47 745.851 504.726 3238.91 1581.61 542.86 3740.71 2232.73 1728.83 679.244 467.372 893.47 231.944 524.287 241.125 1049.59 181.784 552.488 513.529 685.386 299.319 361.076 530.978 86.8593 301.341 |
internal_count=11272 5798 1985 5474 1359 1087 750 507 4115 1604 545 3813 2270 1755 684 471 898 233 526 243 1071 182 554 515 697 303 363 533 87 303 |
is_linear=0 |
shrinkage=0.05 |
Tree=4 |
num_leaves=31 |
num_cat=4 |
split_feature=4 0 4 3 4 4 3 0 2 4 1 0 4 4 1 2 4 7 3 1 2 3 2 3 5 2 2 1 3 0 |
split_gain=3847.17 605.714 546.72 303.012 445.697 285.877 264.647 186.344 107.812 105.885 94.954 89.9869 56.6312 53.6433 75.0654 77.1534 45.38 54.4966 44.8863 47.6772 37.7962 31.2862 26.0348 24.7395 57.7431 22.2472 21.1504 20.595 19.0608 17.9715 |
threshold=2.7500000000000004 0 3.7500000000000004 72.500000000000014 1.7500000000000002 3.2500000000000004 78.500000000000014 1 20.500000000000004 2.2500000000000004 0.95000000000000007 2 3.2500000000000004 2.2500000000000004 1.0500000000000003 20.500000000000004 3.2500000000000004 1.0000000180025095e-35 75.50000000000... |
decision_type=2 1 2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 |
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