From 2a3044ee3faa0a4d9939365277424f01c9b4f8ce Mon Sep 17 00:00:00 2001 From: wufanyou <fanyou.wu@outlook.com> Date: Tue, 12 Jul 2022 16:30:16 +0800 Subject: [PATCH] update --- ...es-jp-product-feat-remove-intersection.csv | 3 + models/lgb-es-jp-task-1.txt | 0 models/lgb-es-jp-task-2.txt | 4430 ++++++------- models/lgb-es-jp-task-3.txt | 2230 +++---- models/lgb-us-task-1.txt | 0 models/lgb-us-task-2-only.txt | 0 models/lgb-us-task-2.txt | 5778 +++++++++-------- models/lgb-us-task-3-only.txt | 0 models/lgb-us-task-3.txt | 2976 ++++----- models/lgb-us.txt | 4318 ++++++++++++ .../us-product-feat-remove-intersection.csv | 3 + 11 files changed, 12069 insertions(+), 7669 deletions(-) create mode 100644 models/es-jp-product-feat-remove-intersection.csv mode change 100644 => 100755 models/lgb-es-jp-task-1.txt mode change 100755 => 100644 models/lgb-es-jp-task-2.txt mode change 100755 => 100644 models/lgb-es-jp-task-3.txt mode change 100644 => 100755 models/lgb-us-task-1.txt mode change 100644 => 100755 models/lgb-us-task-2-only.txt mode change 100755 => 100644 models/lgb-us-task-2.txt mode change 100644 => 100755 models/lgb-us-task-3-only.txt mode change 100755 => 100644 models/lgb-us-task-3.txt create mode 100644 models/lgb-us.txt create mode 100644 models/us-product-feat-remove-intersection.csv diff --git a/models/es-jp-product-feat-remove-intersection.csv b/models/es-jp-product-feat-remove-intersection.csv new file mode 100644 index 0000000..36622c6 --- /dev/null +++ b/models/es-jp-product-feat-remove-intersection.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:de77c56f9e598651efeecb0c76c7c83c993d412f51482c3881509022ea6c7a79 +size 5528242 diff --git a/models/lgb-es-jp-task-1.txt b/models/lgb-es-jp-task-1.txt old mode 100644 new mode 100755 diff --git a/models/lgb-es-jp-task-2.txt b/models/lgb-es-jp-task-2.txt old mode 100755 new mode 100644 index 1f6aa42..773421c --- a/models/lgb-es-jp-task-2.txt +++ b/models/lgb-es-jp-task-2.txt @@ -6,24 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130.129 12.66 117.469 74.3181 29.8203 43.1506 8.67816 517.261 43.3273 163.913 +internal_count=415812 404320 397732 822 388 50 338 54 396910 361718 6601 169 6432 1864 698 1166 4568 4266 1217 631 509 79 430 263 122 167 53 3049 271 670 is_linear=0 shrinkage=0.1 @@ -3812,19 +3812,19 @@ shrinkage=0.1 end of trees feature_importances: -Column_8=1169 -Column_3=838 -Column_0=832 -Column_1=812 -Column_2=783 -Column_12=303 -Column_10=245 -Column_4=242 -Column_6=206 -Column_7=195 -Column_5=153 -Column_11=117 -Column_9=105 +Column_8=1189 +Column_1=915 +Column_0=850 +Column_3=843 +Column_2=821 +Column_12=295 +Column_10=236 +Column_4=187 +Column_6=160 +Column_7=145 +Column_11=140 +Column_5=117 +Column_9=102 parameters: [boosting: gbdt] diff --git a/models/lgb-es-jp-task-3.txt b/models/lgb-es-jp-task-3.txt old mode 100755 new mode 100644 index e8e2e15..d9db99a --- a/models/lgb-es-jp-task-3.txt +++ b/models/lgb-es-jp-task-3.txt @@ -6,24 +6,24 @@ label_index=0 max_feature_idx=12 objective=multiclass num_class:2 feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 -feature_infos=[9.9211121741772326e-05:0.97485291896233972] [3.868222740004656e-05:0.97764887062143768] [0.00082977244429396262:0.97239370153523974] [0.0077021669705578718:0.99883048604336944] [0:1] [0:1] [0:1] [0:1] [8:118] [0:1] [0:1] [0:1] [0:1] -tree_sizes=3502 3440 3512 3496 3518 3508 3524 3524 3528 3518 3524 3524 3531 3537 3541 3537 3531 3533 3531 3529 3543 3533 3541 3545 3537 3543 3528 3544 3549 3545 3557 3559 3543 3545 3550 3544 3571 3549 3561 3565 3546 3550 3557 3565 3555 3569 3552 3552 3592 3584 3569 3565 3555 3557 3546 3540 3572 3568 3563 3559 3554 3560 3552 3554 3570 3582 3573 3591 3547 3549 3558 3562 3534 3534 3551 3549 3581 3589 3517 3517 3580 3582 3447 3461 3580 3572 3549 3557 3522 3522 3548 3548 3527 3511 3556 3558 3518 3510 3490 3482 +feature_infos=[7.3192898983471852e-05:0.97485291896233972] [4.1782856662004328e-05:0.98103880838328983] [0.00076417846244136093:0.97288814855514349] [0.0075462655278655177:0.99867540295461488] [0:1] [0:1] [0:1] [0:1] [8:118] [0:1] [0:1] [0:1] [0:1] +tree_sizes=3471 3413 3517 3507 3509 3505 3509 3507 3523 3529 3501 3511 3505 3517 3528 3532 3537 3535 3517 3531 3519 3521 3537 3509 3527 3535 3532 3536 3536 3524 3535 3537 3540 3546 3535 3545 3523 3525 3541 3537 3538 3514 3517 3519 3528 3524 3544 3536 3547 3543 3529 3533 3520 3520 3533 3529 3536 3530 3537 3531 3536 3530 3556 3546 3522 3532 3531 3527 3538 3534 3559 3569 3532 3522 3540 3540 3537 3535 3547 3533 3543 3541 3551 3547 3544 3532 3536 3534 3552 3552 3519 3513 3522 3524 3518 3518 3549 3535 3533 3537 Tree=0 num_leaves=31 num_cat=0 -split_feature=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 6 6 8 10 0 6 12 8 10 0 8 10 8 8 10 -split_gain=77218 10294.9 8442.95 1426.87 1300.78 1220.46 1030.28 194.74 190.715 185.906 183.823 130.23 126.371 112.894 102.998 76.2759 65.4267 57.6173 52.8209 50.2033 48.4094 39.027 56.119 38.3837 37.7995 34.8088 35.0094 31.5595 29.3692 28.4254 -threshold=0.37508427056849925 0.73067369800120341 0.10557156246282116 0.53795445458126057 0.86323969273790258 0.21435458242874009 0.034668358117321808 0.91916719420673887 0.65146318516201551 0.79860730204461627 0.27592638977280265 0.012927214920130917 0.45614472525325273 0.16001644067301837 0.071628437933621544 0.46862745098039221 0.31698564593301443 39.500000000000007 1.0000000180025095e-35 0.059558405605527089 0.78416149068322993 1.0000000180025095e-35 40.500000000000007 1.0000000180025095e-35 0.080878455313980205 47.500000000000007 1.0000000180025095e-35 39.500000000000007 32.500000000000007 1.0000000180025095e-35 +split_feature=2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 3 8 8 12 3 12 6 6 6 8 3 8 6 8 3 +split_gain=52746.4 6910.49 5250.98 1089.19 772.273 664.88 598.905 164.929 105.142 98.2815 93.5532 88.2624 81.1748 71.9208 67.7981 44.8926 49.3719 44.8291 46.1881 36.8862 34.9583 33.5234 30.4407 28.8996 28.8677 25.2794 24.7448 24.4309 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-0.0148755 -0.000780574 -0.00377908 -0.00779276 -0.0222666 -0.0461609 0.00822501 +internal_weight=0 97251 97137.7 46628.7 8777.22 37851.5 31320.5 28545.8 50508.9 1348.47 1199.47 3376.27 47682.3 40099.6 7582.69 478.885 464.809 332.163 132.647 39969.3 148.123 39821.1 90.5121 53.4652 27197.4 5414.71 5400.95 266.533 84.7705 1115.79 +internal_count=415812 404320 394635 228726 31393 197333 174836 137875 165909 4958 3086 12498 151698 127492 24206 2114 2063 965 1098 126545 504 126041 511 118 132917 27406 18895 634 216 3438 is_linear=0 shrinkage=0.1 @@ -1912,19 +1912,19 @@ shrinkage=0.1 end of trees feature_importances: -Column_2=800 -Column_8=620 -Column_6=240 -Column_3=234 -Column_12=228 -Column_1=208 -Column_0=194 -Column_10=140 -Column_4=112 -Column_9=94 -Column_7=80 -Column_11=30 -Column_5=20 +Column_2=722 +Column_8=646 +Column_3=372 +Column_1=238 +Column_12=236 +Column_0=224 +Column_6=152 +Column_10=116 +Column_7=92 +Column_9=74 +Column_4=70 +Column_11=36 +Column_5=22 parameters: [boosting: gbdt] diff --git a/models/lgb-us-task-1.txt b/models/lgb-us-task-1.txt old mode 100644 new mode 100755 diff --git a/models/lgb-us-task-2-only.txt b/models/lgb-us-task-2-only.txt old mode 100644 new mode 100755 diff --git a/models/lgb-us-task-2.txt b/models/lgb-us-task-2.txt old mode 100755 new mode 100644 index 68ef260..4e4b8ff --- a/models/lgb-us-task-2.txt +++ b/models/lgb-us-task-2.txt @@ -6,24 +6,26 @@ label_index=0 max_feature_idx=11 objective=multiclass num_class:4 feature_names=pred_0 pred_1 pred_2 pred_3 label_0 label_1 label_2 label_3 query_count is_isbn has_isbn fold -feature_infos=[4.49e-05:0.99507979999999996] [8.3000000000000002e-06:0.94108329999999996] [0.00026380000000000002:0.98524049999999996] [0.0033057:0.99934639999999997] [0:1] [0:1] [0:1] [0:1] [16:396] [0:1] [0:1] -1:2:3:0:1 -tree_sizes=3464 3422 3427 3503 3541 3482 3521 3491 3529 3500 3535 3494 3537 3521 3545 3536 3529 3499 3565 3502 3544 3531 3553 3548 3556 3534 3540 3548 3574 3551 3563 3589 3578 3550 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[0.002661388294793272:0.99937459842619214] [0:1] [0:1] [0:1] [0:1] [24:594] [0:1] [0:1] -1:3:1:2:0:4:5 +tree_sizes=3453 3409 3432 3477 3472 3464 3459 3509 3440 3504 3482 3489 3494 3520 3492 3496 3477 3517 3497 3509 3498 3531 3510 3534 3529 3502 3506 3505 3492 3553 3495 3503 3529 3522 3522 3507 3511 3529 3551 3522 3531 3535 3513 3542 3539 3531 3510 3514 3541 3572 3520 3553 3545 3549 3515 3534 3568 3536 3511 3506 3574 3538 3554 3510 3572 3550 3535 3570 3583 3560 3567 3567 3564 3555 3569 3550 3568 3554 3567 3546 3553 3550 3563 3555 3587 3519 3576 3550 3567 3520 3591 3549 3579 3564 3586 3547 3575 3567 3586 3569 3560 3603 3571 3537 3572 3533 3603 3546 3556 3535 3568 3557 3599 3558 3570 3575 3588 3571 3612 3572 3586 3543 3535 3554 3586 3540 3554 3577 3595 3516 3591 3550 3573 3534 3521 3569 3617 3519 3550 3543 3567 3540 3590 3568 3601 3585 3543 3541 3537 3573 3507 3542 3557 3551 3582 3536 3569 3545 3501 3550 3543 3524 3562 3544 3565 3556 3545 3524 3575 3500 3558 3586 3581 3509 3591 3536 3584 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+pred_2=748 +fold=709 +label_3=294 +has_isbn=205 +label_2=197 +label_0=137 +label_1=120 +is_isbn=81 parameters: [boosting: gbdt] diff --git a/models/lgb-us-task-3-only.txt b/models/lgb-us-task-3-only.txt old mode 100644 new mode 100755 diff --git a/models/lgb-us-task-3.txt b/models/lgb-us-task-3.txt old mode 100755 new mode 100644 index 9924ab4..3cabdcd --- a/models/lgb-us-task-3.txt +++ b/models/lgb-us-task-3.txt @@ -6,26 +6,26 @@ label_index=0 max_feature_idx=11 objective=multiclass num_class:2 feature_names=pred_0 pred_1 pred_2 pred_3 label_0 label_1 label_2 label_3 query_count is_isbn has_isbn fold -feature_infos=[4.49e-05:0.99507979999999996] [8.3000000000000002e-06:0.94108329999999996] [0.00026380000000000002:0.98524049999999996] [0.0033057:0.99934639999999997] [0:1] [0:1] [0:1] [0:1] [16:396] [0:1] [0:1] -1:2:3:0:1 -tree_sizes=3492 3430 3527 3511 3536 3522 3522 3511 3547 3539 3552 3541 3543 3531 3539 3527 3570 3564 3555 3548 3562 3549 3572 3554 3564 3557 3549 3537 3544 3529 3605 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feature_importances: -pred_2=814 -query_count=540 -pred_1=346 -pred_0=312 -fold=250 -label_2=178 -pred_3=168 -label_3=134 -has_isbn=104 -label_0=74 -is_isbn=60 -label_1=20 +pred_2=708 +fold=518 +query_count=446 +pred_3=320 +pred_1=296 +pred_0=264 +label_2=142 +label_3=122 +has_isbn=74 +is_isbn=58 +label_0=48 +label_1=4 parameters: [boosting: gbdt] diff --git a/models/lgb-us.txt b/models/lgb-us.txt new file mode 100644 index 0000000..bb2b707 --- /dev/null +++ b/models/lgb-us.txt @@ -0,0 +1,4318 @@ +tree +version=v3 +num_class=4 +num_tree_per_iteration=4 +label_index=0 +max_feature_idx=11 +objective=multiclass num_class:4 +feature_names=pred_0 pred_1 pred_2 pred_3 label_0 label_1 label_2 label_3 query_count is_isbn has_isbn fold +feature_infos=[3.5795964904999805e-05:0.99589009188141076] [8.51456492701344e-06:0.95168601522385132] [0.00022669279637003371:0.98774215464230952] [0.002661388294793272:0.99937459842619214] [0:1] [0:1] [0:1] [0:1] [24:594] [0:1] [0:1] -1:3:1:2:0:4:5 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+[tree_learner: serial] +[device_type: cpu] +[data: ] +[valid: ] +[num_iterations: 50] +[learning_rate: 0.1] +[num_leaves: 31] +[num_threads: 0] +[deterministic: 0] +[force_col_wise: 0] +[force_row_wise: 0] +[histogram_pool_size: -1] +[max_depth: -1] +[min_data_in_leaf: 20] +[min_sum_hessian_in_leaf: 0.001] +[bagging_fraction: 1] +[pos_bagging_fraction: 1] +[neg_bagging_fraction: 1] +[bagging_freq: 0] +[bagging_seed: 3] +[feature_fraction: 1] +[feature_fraction_bynode: 1] +[feature_fraction_seed: 2] +[extra_trees: 0] +[extra_seed: 6] +[early_stopping_round: 0] +[first_metric_only: 0] +[max_delta_step: 0] +[lambda_l1: 0] +[lambda_l2: 0] +[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: 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: ] +[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] +[linear_tree: 0] +[max_bin: 255] +[max_bin_by_feature: ] +[min_data_in_bin: 3] +[bin_construct_sample_cnt: 200000] +[data_random_seed: 1] +[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: 11] +[forcedbins_filename: ] +[precise_float_parser: 0] +[objective_seed: 5] +[num_class: 4] +[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: ] +[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 diff --git a/models/us-product-feat-remove-intersection.csv b/models/us-product-feat-remove-intersection.csv new file mode 100644 index 0000000..8b1ba2c --- /dev/null +++ b/models/us-product-feat-remove-intersection.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1c6581b44ce5b8da037c9d4adb05f8030043f7cbb142534d16fae14bde22864d +size 13398694 -- GitLab