21e05148c8
Deploy Iddaai Backend / build-and-deploy (push) Failing after 3m56s
- Add LeagueTier DB model and Prisma schema - Add league-tiers service (CRUD, sync, retrain trigger) - Add league-tiers controller with admin API endpoints - Add /v1/admin/retrain endpoint in AI engine (extract→train→reload pipeline) - Retrain V25 Pro with 48 quality leagues (MS accuracy: 26.9%→51.4%) - Update qualified_leagues.json (443→48 leagues) - Include V25 model files in repo for Docker deployment Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
1388 lines
67 KiB
Plaintext
1388 lines
67 KiB
Plaintext
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leaf_weight=48.135209962725639 4.4443403184413901 13.230632618069651 9.2843045219778997 13.577849641442297 2123.1189498826861 1.8736677020788182 2094.908953294158
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|
leaf_count=205 23 66 48 67 9159 8 8786
|
|
internal_value=-1.13419e-05 0.0363976 -0.0253205 0.0680035 -0.000357148 0.0331941 -0.000754931
|
|
internal_weight=4308.57 40.5371 13.7286 26.8085 4268.04 50.0089 4218.03
|
|
internal_count=18362 204 71 133 18158 213 17945
|
|
is_linear=0
|
|
shrinkage=0.0910033
|
|
|
|
|
|
Tree=54
|
|
num_leaves=8
|
|
num_cat=0
|
|
split_feature=30 122 69 48 86 89 80
|
|
split_gain=7.16927 8.05777 12.4239 8.86536 8.02859 25.9175 14.2568
|
|
threshold=0.90399385560675893 3.3535000000000008 1.0000000180025095e-35 1.7150000000000001 2.5266106442577034 1.0000000180025095e-35 0.084468226489000764
|
|
decision_type=2 2 2 2 2 2 2
|
|
left_child=4 3 -3 -2 5 -1 -6
|
|
right_child=1 2 -4 -5 6 -7 -8
|
|
leaf_value=0.0011478590471399844 0.072536630076363462 0.071282790072149493 -0.26703652991802213 0.00018214664551393649 0.0024492861755591251 -0.021258126944808109 0.032817480929366233
|
|
leaf_weight=2661.8230574950576 31.053922913968563 1.7692202851176262 1.827367275953292 25.573490999639034 924.02064133435488 509.35541176795959 148.61752349883318
|
|
leaf_count=11299 157 10 9 123 3966 2159 617
|
|
internal_value=0.000293503 0.0314716 -0.100612 0.0398607 -0.000148946 -0.002451 0.0066569
|
|
internal_weight=4304.04 60.224 3.59659 56.6274 4243.82 3171.18 1072.64
|
|
internal_count=18340 299 19 280 18041 13458 4583
|
|
is_linear=0
|
|
shrinkage=0.0910033
|
|
|
|
|
|
Tree=55
|
|
num_leaves=8
|
|
num_cat=0
|
|
split_feature=99 145 9 119 145 85 122
|
|
split_gain=6.92766 10.6647 10.3532 8.7815 8.8061 8.42421 7.56583
|
|
threshold=0.72902097902097907 0.95095000000000007 0.96666666666666667 2.7750000000000004 0.99995000000000012 -0.0052300242130750496 1.6485000000000001
|
|
decision_type=2 2 2 2 2 2 2
|
|
left_child=3 5 -3 4 -1 -2 -5
|
|
right_child=1 2 -4 6 -6 -7 -8
|
|
leaf_value=0.00227862026412993 -0.019064186878971667 -0.022524738625652935 0.054081341647240967 0.011971384496181136 -0.072096771304716603 -0.0025540515425225012 0.062591676803598922
|
|
leaf_weight=2653.7566289007664 331.79017946869135 21.136549785733223 47.319065287709236 78.854634515941143 13.249586299061773 1119.5981313511729 35.44313033670187
|
|
leaf_count=11341 1412 90 197 374 56 4686 184
|
|
internal_value=0.000267895 -0.00467274 0.0304282 0.00296771 0.00190913 -0.0063283 0.0276685
|
|
internal_weight=4301.15 1519.84 68.4556 2781.3 2667.01 1451.39 114.298
|
|
internal_count=18340 6385 287 11955 11397 6098 558
|
|
is_linear=0
|
|
shrinkage=0.0910033
|
|
|
|
|
|
Tree=56
|
|
num_leaves=8
|
|
num_cat=0
|
|
split_feature=45 55 23 8 31 93 5
|
|
split_gain=6.68625 9.23921 7.51385 12.4225 9.91937 6.78817 5.50785
|
|
threshold=1.3950000000000002 2.4550000000000005 2.9285714285714293 0.25833333333333336 0.16956719128329298 28.050000000000004 1521.1779075925415
|
|
decision_type=2 2 2 2 2 2 2
|
|
left_child=1 5 3 -2 -4 -1 -3
|
|
right_child=2 6 4 -5 -6 -7 -8
|
|
leaf_value=-0.00018991009343705887 0.16535658259945371 0.15918028815454069 -0.0020542094774945179 -0.042309752054424783 0.19453753287119374 0.017686144510165997 -0.02514937959847691
|
|
leaf_weight=4020.9931434169412 2.466517746448516 4.8117686212062827 9.7578450143337232 72.683718860149384 2.7174708396196356 183.97241426259279 1.8619475364685056
|
|
leaf_count=17100 12 21 43 338 12 806 8
|
|
internal_value=0.000244339 0.000761995 -0.0246363 -0.0354939 0.0407689 0.000592189 0.107753
|
|
internal_weight=4299.26 4211.64 87.6256 75.1502 12.4753 4204.97 6.67372
|
|
internal_count=18340 17935 405 350 55 17906 29
|
|
is_linear=0
|
|
shrinkage=0.0910033
|
|
|
|
|
|
Tree=57
|
|
num_leaves=8
|
|
num_cat=0
|
|
split_feature=3 26 33 31 98 121 85
|
|
split_gain=6.54275 12.248 11.2081 9.78357 7.31923 11.4578 9.05608
|
|
threshold=1393.02387518405 0.56050000000000011 1.0000000180025095e-35 0.22110323886639674 0.58578431372549034 1.1835000000000002 -0.41468085106382974
|
|
decision_type=2 2 2 2 2 2 2
|
|
left_child=1 2 -1 -3 6 -6 -2
|
|
right_child=4 3 -4 -5 5 -7 -8
|
|
leaf_value=0.0085888591695138915 -0.050913061728972281 0.090870821393552376 -0.1578906619183936 -0.075074764486786835 0.0038322205058622812 -0.0086951086215853405 0.0054538833126377079
|
|
leaf_weight=360.55086845904589 24.027093261480331 23.821129038929943 3.3804757148027411 3.3568720370531073 993.26526664197445 1545.3615296632051 1343.9601608291268
|
|
leaf_count=1516 108 99 16 14 4199 6476 5912
|
|
internal_value=0.000221382 0.0114434 0.00704247 0.0703741 -0.000902102 -0.00379365 0.00446386
|
|
internal_weight=4297.72 391.109 363.931 27.178 3906.61 2538.63 1367.99
|
|
internal_count=18340 1645 1532 113 16695 10675 6020
|
|
is_linear=0
|
|
shrinkage=0.0910033
|
|
|
|
|
|
Tree=58
|
|
num_leaves=8
|
|
num_cat=0
|
|
split_feature=86 89 89 149 89 120 2
|
|
split_gain=6.39574 20.913 24.8451 16.89 16.1139 12.0301 8.51075
|
|
threshold=2.5266106442577034 1.0000000180025095e-35 0.15000000000000005 0.54246508583276387 0.05000000000000001 0.35400000000000004 146.42816969271271
|
|
decision_type=2 2 2 2 2 2 2
|
|
left_child=1 5 -3 6 -5 -1 -2
|
|
right_child=3 2 -4 4 -6 -7 -8
|
|
leaf_value=-0.078246932618290799 0.014466991049057677 -0.067123718141255659 -0.010397947233460873 0.11662057461048948 -0.006281984466333909 0.0018050267504522901 0.053597097650078737
|
|
leaf_weight=15.636969342827795 451.35525444149971 75.03655532002449 432.51920986175537 8.9744756594300252 567.31746949255466 2695.2862429395318 51.259812898933887
|
|
leaf_count=70 1888 320 1841 49 2457 11494 221
|
|
internal_value=0.000201828 -0.00183084 -0.0187842 0.00626547 -0.00436805 0.00134328 0.0184577
|
|
internal_weight=4297.39 3218.48 507.556 1078.91 576.292 2710.92 502.615
|
|
internal_count=18340 13725 2161 4615 2506 11564 2109
|
|
is_linear=0
|
|
shrinkage=0.0910033
|
|
|
|
|
|
Tree=59
|
|
num_leaves=8
|
|
num_cat=0
|
|
split_feature=30 0 138 37 95 8 36
|
|
split_gain=5.73018 7.28626 7.20386 6.98585 5.76986 10.1394 9.17847
|
|
threshold=0.90399385560675893 1721.7245223062002 6.5000000000000009 0.32999724851725659 6.7499999999999991 2.2583333333333337 9.8100000000000023
|
|
decision_type=2 2 2 2 2 2 2
|
|
left_child=4 3 -3 -2 6 -6 -1
|
|
right_child=1 2 -4 -5 5 -7 -8
|
|
leaf_value=-0.0022071445115298023 -0.03439638353793887 -0.20449671890847251 0.058321967591012533 0.051093631329136677 0.013730471976795205 -0.015684340018782446 0.032538165808429963
|
|
leaf_weight=3557.4058480411768 9.5587522238492948 2.1227146536111823 1.4562273472547533 46.058802038431168 493.51474843919277 120.80692962557077 64.098443321883678
|
|
leaf_count=15090 47 10 9 233 2076 539 336
|
|
internal_value=0.000184101 0.0283018 -0.0975589 0.0364008 -0.000208849 0.00794602 -0.00159217
|
|
internal_weight=4295.02 59.1965 3.57894 55.6176 4235.83 614.322 3621.5
|
|
internal_count=18340 299 19 280 18041 2615 15426
|
|
is_linear=0
|
|
shrinkage=0.0910033
|
|
|
|
|
|
Tree=60
|
|
num_leaves=8
|
|
num_cat=0
|
|
split_feature=134 134 142 36 142 23 94
|
|
split_gain=8.44562 11.3554 11.1912 10.5792 9.07317 8.74644 5.48709
|
|
threshold=-0.46199999999999997 -0.30549999999999994 -1.9939999999999998 3.8050000000000002 1.2070000000000001 4.366666666666668 14.550000000000002
|
|
decision_type=2 2 2 2 2 2 2
|
|
left_child=2 4 6 -4 -2 -3 -1
|
|
right_child=1 5 3 -5 -6 -7 -8
|
|
leaf_value=0.13295969065080784 0.014060445768440595 -0.0013891901854183825 -0.021487567221241819 0.007347974341374193 0.070642440372284468 0.016032152441452004 -0.014491532337219427
|
|
leaf_weight=6.5624941736459714 219.61186462640762 3272.3217373490334 359.36530662328005 149.07924327999353 26.278632059693336 257.43729342520237 3.0667857080698013
|
|
leaf_count=31 937 13929 1524 656 113 1140 13
|
|
internal_value=-0.000296415 0.00119863 -0.0111921 -0.0130328 0.0201074 -0.000118592 0.0859985
|
|
internal_weight=4293.72 3775.65 518.074 508.445 245.89 3529.76 9.62928
|
|
internal_count=18343 16119 2224 2180 1050 15069 44
|
|
is_linear=0
|
|
shrinkage=0.0910033
|
|
|
|
|
|
end of trees
|
|
|
|
feature_importances:
|
|
Column_86=51
|
|
Column_35=18
|
|
Column_26=14
|
|
Column_89=14
|
|
Column_93=13
|
|
Column_47=12
|
|
Column_85=12
|
|
Column_27=11
|
|
Column_54=11
|
|
Column_41=10
|
|
Column_79=9
|
|
Column_99=9
|
|
Column_23=8
|
|
Column_150=8
|
|
Column_8=7
|
|
Column_28=7
|
|
Column_53=7
|
|
Column_55=7
|
|
Column_80=7
|
|
Column_145=7
|
|
Column_2=6
|
|
Column_48=6
|
|
Column_49=6
|
|
Column_103=6
|
|
Column_3=5
|
|
Column_56=5
|
|
Column_130=5
|
|
Column_133=5
|
|
Column_1=4
|
|
Column_4=4
|
|
Column_7=4
|
|
Column_30=4
|
|
Column_51=4
|
|
Column_95=4
|
|
Column_98=4
|
|
Column_134=4
|
|
Column_141=4
|
|
Column_142=4
|
|
Column_149=4
|
|
Column_6=3
|
|
Column_29=3
|
|
Column_31=3
|
|
Column_45=3
|
|
Column_90=3
|
|
Column_94=3
|
|
Column_96=3
|
|
Column_114=3
|
|
Column_119=3
|
|
Column_123=3
|
|
Column_147=3
|
|
Column_11=2
|
|
Column_15=2
|
|
Column_24=2
|
|
Column_33=2
|
|
Column_36=2
|
|
Column_37=2
|
|
Column_52=2
|
|
Column_105=2
|
|
Column_108=2
|
|
Column_110=2
|
|
Column_111=2
|
|
Column_121=2
|
|
Column_122=2
|
|
Column_126=2
|
|
Column_132=2
|
|
Column_137=2
|
|
Column_144=2
|
|
Column_0=1
|
|
Column_5=1
|
|
Column_9=1
|
|
Column_10=1
|
|
Column_18=1
|
|
Column_22=1
|
|
Column_39=1
|
|
Column_40=1
|
|
Column_44=1
|
|
Column_69=1
|
|
Column_77=1
|
|
Column_81=1
|
|
Column_84=1
|
|
Column_104=1
|
|
Column_113=1
|
|
Column_120=1
|
|
Column_125=1
|
|
Column_131=1
|
|
Column_135=1
|
|
Column_136=1
|
|
Column_138=1
|
|
|
|
parameters:
|
|
[boosting: gbdt]
|
|
[objective: binary]
|
|
[metric: binary_logloss]
|
|
[tree_learner: serial]
|
|
[device_type: cpu]
|
|
[data_sample_strategy: bagging]
|
|
[data: ]
|
|
[valid: ]
|
|
[num_iterations: 1500]
|
|
[learning_rate: 0.0910033]
|
|
[num_leaves: 8]
|
|
[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: 8]
|
|
[min_sum_hessian_in_leaf: 0.001]
|
|
[bagging_fraction: 0.891603]
|
|
[pos_bagging_fraction: 1]
|
|
[neg_bagging_fraction: 1]
|
|
[bagging_freq: 6]
|
|
[bagging_seed: 400]
|
|
[bagging_by_query: 0]
|
|
[feature_fraction: 0.853429]
|
|
[feature_fraction_bynode: 1]
|
|
[feature_fraction_seed: 30056]
|
|
[extra_trees: 0]
|
|
[extra_seed: 12879]
|
|
[early_stopping_round: 0]
|
|
[early_stopping_min_delta: 0]
|
|
[first_metric_only: 0]
|
|
[max_delta_step: 0]
|
|
[lambda_l1: 7.37439e-06]
|
|
[lambda_l2: 1.10363e-07]
|
|
[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: 255]
|
|
[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: 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: 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:null
|