From 995fd684e698cb26fc9f9aef234b2dce11bdfa09 Mon Sep 17 00:00:00 2001 From: "DevOps (Aivo agent)" Date: Fri, 14 Aug 2026 10:49:03 +0000 Subject: [PATCH] feat: bake LightGBM boosters into the image + auto-mirror to Selectel (0.6.1) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Ship the two boosters inside the image at /models/*.txt with matching KZ_SCORING_{HH,CG}_MODEL_PATH env defaults, so no external volume or init-container is needed. Existing installs can still override the paths or mount a different volume at /models; nothing existing breaks. Rotation is now: replace the two .txt in models/, PR, merge — CI produces a new versioned image with the new boosters baked in. The workflow now also mirrors every ghcr tag to cr.selcloud.ru/aggregion/main/kz-scoring-api: via `docker buildx imagetools create` so PKB's `reg.1cb.kz/library/aggregion/kz-scoring-api` pull-through alias sees the same digest. Requires two new repo secrets (SELCLOUD_USERNAME, SELCLOUD_PASSWORD) which are already set. Version bumped to 0.6.1. --- .github/workflows/docker-image.yml | 30 + Dockerfile | 7 + .../cg_beeline_bezzalog_2026_05_04_model.txt | 5983 ++++++++++++++++ .../hh_beeline_bezzalog_2026_05_04_model.txt | 5984 +++++++++++++++++ pyproject.toml | 2 +- 5 files changed, 12005 insertions(+), 1 deletion(-) create mode 100644 models/cg_beeline_bezzalog_2026_05_04_model.txt create mode 100644 models/hh_beeline_bezzalog_2026_05_04_model.txt diff --git a/.github/workflows/docker-image.yml b/.github/workflows/docker-image.yml index b679840..068f04e 100644 --- a/.github/workflows/docker-image.yml +++ b/.github/workflows/docker-image.yml @@ -64,6 +64,7 @@ jobs: type=raw,value=${{ github.event.inputs.tag }},enable=${{ github.event.inputs.tag != '' }} - name: Build and push Docker image + id: build uses: docker/build-push-action@v6 with: context: . @@ -73,3 +74,32 @@ jobs: labels: ${{ steps.meta.outputs.labels }} cache-from: type=gha,scope=kz-scoring-api cache-to: type=gha,scope=kz-scoring-api,mode=max + + # Mirror the freshly-pushed ghcr image to Selectel Cloud registry so PKB + # (which pulls through their reg.1cb.kz alias -> cr.selcloud.ru/aggregion/main) + # gets the same digest. Only runs on non-PR builds (nothing to mirror otherwise). + - name: Log in to Selectel Cloud registry + if: github.event_name != 'pull_request' + uses: docker/login-action@v3 + with: + registry: cr.selcloud.ru + username: ${{ secrets.SELCLOUD_USERNAME }} + password: ${{ secrets.SELCLOUD_PASSWORD }} + + - name: Mirror image to Selectel Cloud + if: github.event_name != 'pull_request' + env: + SRC_TAGS: ${{ steps.meta.outputs.tags }} + DST_PREFIX: cr.selcloud.ru/aggregion/main/kz-scoring-api + run: | + set -eu + # Map each ghcr tag `ghcr.io/aggregion/kz-scoring-api:X` -> `:X` + # and copy via `docker buildx imagetools create` (multi-arch/attestation-safe, + # no local pull needed). + echo "$SRC_TAGS" | while IFS= read -r src; do + [ -z "$src" ] && continue + tag="${src##*:}" + dst="${DST_PREFIX}:${tag}" + echo ">> mirroring $src -> $dst" + docker buildx imagetools create --tag "$dst" "$src" + done diff --git a/Dockerfile b/Dockerfile index a86ef1a..090e7e5 100644 --- a/Dockerfile +++ b/Dockerfile @@ -29,6 +29,13 @@ RUN useradd --create-home --uid 10001 app COPY --from=builder /install /usr/local +# LightGBM boosters baked in — read from these paths by default. Overridable +# via KZ_SCORING_{HH,CG}_MODEL_PATH env or by mounting a different volume at +# /models. Rotation = PR replacing models/*.txt + new release tag. +COPY --chown=10001:10001 models/ /models/ +ENV KZ_SCORING_HH_MODEL_PATH=/models/hh_beeline_bezzalog_2026_05_04_model.txt \ + KZ_SCORING_CG_MODEL_PATH=/models/cg_beeline_bezzalog_2026_05_04_model.txt + WORKDIR /home/app USER app diff --git a/models/cg_beeline_bezzalog_2026_05_04_model.txt b/models/cg_beeline_bezzalog_2026_05_04_model.txt new file mode 100644 index 0000000..f254473 --- /dev/null +++ b/models/cg_beeline_bezzalog_2026_05_04_model.txt @@ -0,0 +1,5983 @@ +tree +version=v4 +num_class=1 +num_tree_per_iteration=1 +label_index=0 +max_feature_idx=142 +objective=binary sigmoid:1 +feature_names=cg_total_active_loans cg_total_debt_of_contacts cg_avg_debt cg_min_debt cg_max_debt cg_contact_within_3m_avg cg_contact_within_6m_avg cg_contact_within_12m_avg cg_contact_within_24m_avg cg_contact_within_3m_max cg_contact_within_12m_max cg_contact_within_24m_max cg_debt_of_contacts_current_DPD_1D cg_debt_of_contacts_within_3m_1D 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0.438845019377538 1.3432735000000002 61.185311045284401 85.395000000000024 1274.0500000000002 55019777.420000009 81.383000000000024 3030.8375000000005 0.16380476190475005 17.500000000000004 11967882.710000003 0.083166500000000018 411065.93147547013 122.91350000000001 184661.60500000001 137573.76137003055 15973.860000000002 310263.75000000006 0.75731779113363051 6781.2700000000013 61.630234797758526 1.2111111111000004 0.31612500000000004 12.500000000000002 0.30544833333335003 775.15000000000009 27.64688046023117 11.500000000000002 0.45390517410977771 0.037805318550000008 3.5833333333333335 0.012321524993857301 0.42551372334220056 5.0714285714285721 +decision_type=8 10 8 10 10 10 8 10 10 8 10 8 10 8 10 8 8 10 10 10 8 10 10 8 10 10 10 10 10 8 8 10 10 10 10 10 10 8 8 +left_child=1 2 3 4 5 6 9 29 -9 -1 15 13 32 -12 -14 16 30 18 -18 -19 21 37 34 -23 -24 26 27 -6 -8 -7 -4 -32 -13 -34 -22 -5 -37 -17 -2 +right_child=38 -3 10 35 25 7 28 8 -10 -11 11 12 14 -15 -16 20 17 19 -20 -21 22 23 24 -25 -26 -27 -28 -29 -30 -31 31 -33 33 -35 -36 36 -38 -39 -40 +leaf_value=-0.012925337320076761 -0.0046809168274392736 -0.06608549443107474 -0.049892658409193678 0.04621920744437754 0.1169198755070695 -0.030967899226782905 0.0082771247520187063 0.11017389220688244 -0.017359332737006097 0.027333790225886351 0.23414975115160608 0.12367462332569246 0.26174929314477807 0 -0.014445004244838617 0.26683886147041957 0.033556267301240943 0 -0.020622322605492575 0.21438499576530712 -0.041933039290836541 -0.0027975998112224946 -0.0045093694113056406 0.12373080937280073 0.057782628826965679 -0.053367793414020905 0.18555320435031142 -0.019035517274060307 0.22476903676178536 0.10102093838632697 0.098942434026612125 -0.030557317993892386 0.022071586738048262 -0.057187424345329453 0.011591558204119917 0 -0.077411468366397271 0.044250503273325602 3.332104959695272e-05 +leaf_weight=146.0856614257209 2651.097786876373 23.465690042823553 36.08333058655262 5.6339984089136115 13.700803946703674 215.82639861665666 5.2816934827715141 12.876307237893345 12.695244167000054 124.92157442495227 8.5744332317262852 4.0790268490090957 4.6545395310968152 4.948184099048377 2.3353070197626948 3.9849474187940332 309.06491547822952 4.6052833274006826 44.457780199125409 5.7670935299247503 123.31186151923612 62.859238072298467 149.61220173444599 6.9028560183942309 34.747262647375464 5.2355934474617234 8.1915437299758178 15.503075319342313 3.7643157336860895 3.8273474369198075 10.7363413637504 13.589886270463465 27.876045634970069 20.802154988981783 29.99896096996963 14.330375129356979 47.025178836658597 4.0394485089927921 110410.7335295435 +leaf_count=1929 33909 165 369 60 136 2992 58 169 121 1718 94 58 88 52 56 48 3672 65 472 57 2248 835 1957 48 423 50 84 209 59 51 107 113 449 370 250 156 390 55 983406 +internal_value=-1.97512e-06 0.00528416 0.00647261 -0.00407091 0.00106367 -0.0037476 0.00983318 -0.0196403 0.0448249 0.00529685 0.0139102 0.050946 0.0238789 0.153772 0.166698 0.0105031 0.0229136 0.030091 0.0264219 0.133031 -0.00195625 0.0311265 -0.00994195 0.00988063 0.00694005 0.0613649 0.0810042 0.0431955 0.121726 -0.0277675 -0.0184791 0.0242987 0.000347447 -0.0102554 -0.0308044 -0.048446 -0.0593442 0.18319 -7.63754e-05 +internal_weight=114633 1571.4 1547.93 634.899 567.91 525.279 280.053 245.225 25.5716 271.007 913.031 73.2697 59.7471 13.5226 6.98985 839.761 424.305 363.895 353.523 10.3724 415.457 77.7865 337.67 69.7621 184.359 42.631 37.3954 29.2039 9.04601 219.654 60.4096 24.3262 52.7572 48.6782 153.311 66.9896 61.3556 8.0244 113062 +internal_count=1037548 20233 20068 8182 7576 7097 3764 3333 290 3647 11886 1167 1021 146 144 10719 4855 4266 4144 122 5864 986 4878 883 2380 479 429 345 117 3043 589 220 877 819 2498 606 546 103 1017315 +is_linear=0 +shrinkage=0.1 + + +end of trees + +feature_importances: +fhc_119=200 +fhc_61=196 +fhc_98=192 +fhc_59=187 +fhc_78=180 +fhc_60=179 +fhc_71=164 +SCORE_TYPE_36=164 +fhc_4=159 +fhc_85=159 +fhc_8=158 +fhc_56=154 +fhc_49=151 +fhc_63=150 +fhc_51=148 +PRESCORE_BEE=143 +fhc_95=140 +fhc_117=134 +cg_total_debt_of_contacts=133 +fhc_57=133 +fhc_64=132 +fhc_97=132 +fhc_96=128 +fhc_87=127 +fhc_16=126 +fhc_75=125 +fhc_99=124 +fhc_9=123 +fhc_118=123 +fhc_81=121 +fhc_110=119 +fhc_77=118 +fhc_100=114 +fhc_76=109 +fhc_83=109 +fhc_2=108 +Share_pd_more_30=108 +fhc_11=107 +fhc_65=107 +fhc_79=104 +fhc_84=103 +fhc_101=102 +fhc_66=100 +fhc_72=100 +fhc_62=97 +fhc_70=95 +fhc_89=95 +fhc_88=94 +fhc_47=93 +fhc_10=92 +fhc_86=92 +fhc_113=92 +cg_contact_within_24m_avg=91 +fhc_105=91 +fhc_15=90 +fhc_3=88 +cg_min_debt=86 +fhc_13=85 +cg_dpd_increase_12_to_24=84 +MIN=84 +fhc_1=83 +cg_avg_debt=80 +SCORE_TYPE_21=80 +fhc_39=79 +fhc_82=78 +fhc_12=77 +fhc_27=77 +cg_total_active_loans=76 +fhc_116=76 +Share_pd_less_05=75 +Avg_score=75 +fhc_38=74 +fhc_80=73 +fhc_26=72 +fhc_28=72 +fhc_67=72 +fhc_52=69 +cg_dpd_increase_3_to_6=68 +cg_max_debt=67 +SCORE_TYPE_20=66 +Num_pd_less_05=66 +cg_dpd_increase_6_to_12=65 +fhc_112=65 +fhc_69=63 +fhc_36=62 +fhc_108=61 +fhc_48=60 +fhc_25=59 +fhc_103=59 +fhc_107=59 +cg_debt_of_contacts_within_3m_1D=58 +fhc_29=58 +fhc_44=57 +fhc_114=57 +fhc_42=53 +Share_pd_more_40=53 +cg_debt_of_contacts_current_DPD_1D=52 +fhc_22=52 +fhc_31=50 +cg_contact_within_3m_avg=49 +cg_contact_within_6m_avg=49 +fhc_19=47 +fhc_73=47 +fhc_102=47 +cg_debt_of_contacts_within_24m_15D=46 +fhc_32=45 +fhc_24=44 +fhc_43=44 +cg_contact_within_24m_max=43 +fhc_17=43 +cg_debt_of_contacts_within_3m_15D=42 +cg_debt_of_contacts_within_24m_720D=42 +fhc_41=42 +Share_pd_more_60=41 +cg_debt_of_contacts_within_12m_1D=40 +fhc_40=40 +fhc_58=40 +fhc_104=40 +fhc_111=40 +cg_debt_of_contacts_within_12m_15D=39 +fhc_46=39 +fhc_21=38 +fhc_23=38 +fhc_37=38 +cg_debt_of_contacts_within_6m_1D=37 +Share_pd_less_02=36 +fhc_115=35 +Share_pd_more_50=35 +cg_contact_within_3m_max=33 +cg_debt_of_contacts_within_24m_360D=33 +cg_debt_of_contacts_current_DPD_720D=33 +fhc_30=33 +fhc_18=32 +fhc_34=32 +fhc_35=32 +fhc_45=32 +fhc_68=31 +cg_contact_within_12m_avg=29 +fhc_55=29 +cg_debt_of_contacts_within_24m_1D=28 +fhc_33=28 +cg_contact_within_12m_max=27 +MAX=22 + +parameters: +[boosting: gbdt] +[objective: binary] +[metric: binary_logloss] +[tree_learner: serial] +[device_type: cpu] +[data_sample_strategy: bagging] +[data: ] +[valid: ] +[num_iterations: 300] +[learning_rate: 0.1] +[num_leaves: 40] +[num_threads: 16] +[seed: 42] +[deterministic: 0] +[force_col_wise: 0] +[force_row_wise: 0] +[histogram_pool_size: -1] +[max_depth: 8] +[min_data_in_leaf: 50] +[min_sum_hessian_in_leaf: 0.001] +[bagging_fraction: 1] +[pos_bagging_fraction: 1] +[neg_bagging_fraction: 1] +[bagging_freq: 0] +[bagging_seed: 400] +[bagging_by_query: 0] +[feature_fraction: 1] +[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: 1] +[lambda_l2: 1] +[linear_lambda: 0] +[min_gain_to_split: 0.1] +[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:[] diff --git a/models/hh_beeline_bezzalog_2026_05_04_model.txt b/models/hh_beeline_bezzalog_2026_05_04_model.txt new file mode 100644 index 0000000..2cb0eb2 --- /dev/null +++ b/models/hh_beeline_bezzalog_2026_05_04_model.txt @@ -0,0 +1,5984 @@ +tree +version=v4 +num_class=1 +num_tree_per_iteration=1 +label_index=0 +max_feature_idx=143 +objective=binary sigmoid:1 +feature_names=hh_contact_count hh_total_active_loans hh_total_debt_of_contacts hh_avg_debt hh_min_debt hh_max_debt hh_contact_within_3m_avg hh_contact_within_6m_avg hh_contact_within_12m_avg hh_contact_within_24m_avg hh_contact_within_3m_max hh_contact_within_6m_max hh_contact_within_12m_max hh_contact_within_24m_max hh_debt_of_contacts_current_DPD_1D hh_debt_of_contacts_within_3m_1D hh_debt_of_contacts_within_6m_1D hh_debt_of_contacts_within_12m_1D hh_debt_of_contacts_within_24m_1D hh_debt_of_contacts_within_24m_15D hh_debt_of_contacts_within_24m_30D hh_debt_of_contacts_within_24m_180D hh_debt_of_contacts_current_DPD_360D hh_debt_of_contacts_within_24m_360D hh_debt_of_contacts_within_24m_720D hh_dpd_increase_3_to_6 hh_dpd_increase_6_to_12 hh_dpd_increase_12_to_24 fhc_1 fhc_2 fhc_3 fhc_4 fhc_7 fhc_8 fhc_9 fhc_10 fhc_11 fhc_12 fhc_13 fhc_15 fhc_16 fhc_17 fhc_18 fhc_19 fhc_21 fhc_22 fhc_23 fhc_24 fhc_25 fhc_26 fhc_27 fhc_28 fhc_29 fhc_30 fhc_31 fhc_32 fhc_33 fhc_34 fhc_35 fhc_36 fhc_37 fhc_38 fhc_39 fhc_40 fhc_41 fhc_42 fhc_43 fhc_44 fhc_45 fhc_46 fhc_47 fhc_48 fhc_49 fhc_51 fhc_52 fhc_56 fhc_57 fhc_58 fhc_59 fhc_60 fhc_61 fhc_62 fhc_63 fhc_64 fhc_65 fhc_66 fhc_67 fhc_68 fhc_69 fhc_70 fhc_71 fhc_72 fhc_73 fhc_75 fhc_76 fhc_77 fhc_78 fhc_79 fhc_80 fhc_81 fhc_82 fhc_83 fhc_84 fhc_85 fhc_86 fhc_87 fhc_88 fhc_89 fhc_95 fhc_96 fhc_97 fhc_98 fhc_99 fhc_100 fhc_101 fhc_102 fhc_103 fhc_104 fhc_105 fhc_107 fhc_108 fhc_109 fhc_110 fhc_111 fhc_112 fhc_113 fhc_114 fhc_115 fhc_116 fhc_117 fhc_118 fhc_119 fhc_121 SCORE_TYPE_20 SCORE_TYPE_21 SCORE_TYPE_36 PRESCORE_BEE MAX MIN Num_pd_less_05 Share_pd_less_05 Share_pd_more_30 Share_pd_more_40 Avg_score +feature_infos=[0:10] [1:226] [0:2936459137.8324003] [0:569283395.85248005] [0.01:373419383.38] [0:2913563566.3523998] [1:190059.5] [1:152784] [1:198974.375] [1:198974.375] [0:443251] [0:443251] [0:443251] [0:443251] [0:2913566755.6324] [0:2913566755.6324] [0:2913816162.0524001] [0:2915294450.5324001] [0:2915294450.5324001] [0:2913816162.0524001] [0:2913816162.0524001] [0:2913816162.0524001] [0:2913566755.6324] [0:2913566755.6324] [0:2913563566.3523998] [0:5544] [0:6413] [0:5605] [0.0100576382449155:0.90356047776463844] [0.0129629327153289:0.71292413351093431] [0.0077960248873262996:0.67824689563530416] [0.00030993590939919999:0.91883809904652036] [0:1] [0.0025880507129924001:0.98418329045775277] [7.6087928833799999e-05:0.99289817337767805] [0.00022537437409069999:0.9893527018410444] [0.00056783973107219995:0.96182827905838797] [0.0001059541947745:0.99518129973897396] [1:4] [0:505.5] [0:7247.0266666667003] [0:3349] [0:622.33000000000004] [0:128.33000000000001] [0:412.6666666667] [0:2364] [0:11420.7133333333] [0:12604.49] [0:2144] [0:2022] [0:365] [0:1017.73] [0:1278.55] [0:34262.589999999997] [0:365] [0:31] [0:52] [0:92] [0:44] [0:184] [0:31] [0:37962.860000000001] [-25858.666667000001:113096.67999999999] [0:644105.69999999995] [0:643928.77000000002] [0:14179.92] [0:303136.09999999998] [0:1] [0:62] [0:2080.666667] [0:71] [0:426.18000000000001] [0:1239.8199999999999] [0:7] [0:10418.809999999999] [0:1368] [0:1463.6500000000001] [0:14036.780000000001] [1:7020] [1:6522] [18:7424] [0:1649] [5000:1028469.0689694696] [0:1082.4780367286903] [0:799.2551532520763] [0:4144.1795651765215] [0:4083.7136178944611] [0:12484] [0:117] [0:401] [-18162.759999999998:110035.16] [-11604.620000000001:641992.09999999998] [0:13] [0:23381481.600000001] [0:5270.75] [0:10020.540000000001] [0:80896.220000000001] [0:25] [1:11] [1:6518] [110:6214] [0:2100.5615201655005] [0:1985.7416745820904] [5000:770846.47894989839] [0:30327.242857000001] [-107197999579.623:182492.45999999999] [0:19253329267.097801] [-8399.6100000000006:124815.0675] [1:365] [0:1177661.8] [0:3675616.7902037208] [1:150] [-3571.4286000000002:-89.285699999999935] 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115.05931408517063 96.420308327302337 13.461729335598646 198.50837143138051 211.08576853573322 315.84441844932735 2227.7292833114043 39.53532513231039 7.0377878341823843 18.318355429917574 28.902491591870785 65.420263521373272 57.134661147370934 144.96051859296858 127.15052236430347 +leaf_count=196 968603 443 133 139 2685 570 109 160 1376 59 340 12517 2476 145 1111 1047 316 1522 490 10725 5123 759 181 1009 1350 532 117 1312 1349 2109 15250 195 80 149 131 409 390 916 1025 +internal_value=3.72871e-07 0.0020934 -0.00986059 0.0262872 -0.0140791 -0.0091234 -0.00358252 0.0141022 0.0219394 -0.0479094 -0.0618279 0.00331482 -0.00193158 0.00565752 0.0140408 0.0178108 -0.0202783 0.00332124 0.00526683 -0.0010022 0.0105567 0.0155251 0.0350753 -0.00957167 0.0103051 -0.0189586 0.0330494 0.0241776 0.0115483 0.0349095 0.000941269 0.0303317 0.068949 0.123978 0 -0.00296801 0.00316372 -0.000469863 -0.0292557 +internal_weight=114579 9614.84 883.096 89.2646 793.831 696.089 613.808 272.481 244.348 97.7423 85.2728 8731.74 2682.3 6049.44 1308.03 1181.62 126.406 4741.42 4126.99 1880.41 2246.57 1567.91 93.6673 614.431 193.642 420.789 128.521 880.209 409.594 470.615 2350.96 123.232 54.7942 25.3561 68.4378 1786.75 78.2474 301.41 324.369 +internal_count=1037548 68945 6014 582 5432 4900 4330 1645 1485 532 473 62931 18477 44454 8695 7844 851 35759 30204 11805 18399 13276 671 5555 2476 3079 1467 5881 2661 3220 16001 751 425 229 326 11134 535 1963 2547 +is_linear=0 +shrinkage=0.1 + + +end of trees + +feature_importances: +fhc_119=227 +fhc_59=210 +fhc_60=197 +fhc_98=195 +fhc_85=176 +fhc_78=173 +fhc_51=167 +fhc_56=167 +fhc_4=162 +fhc_61=156 +SCORE_TYPE_36=149 +PRESCORE_BEE=146 +fhc_71=144 +fhc_95=144 +fhc_96=144 +fhc_8=140 +fhc_99=139 +fhc_9=138 +fhc_63=137 +fhc_117=136 +fhc_97=133 +fhc_75=132 +Share_pd_more_30=126 +fhc_64=124 +fhc_49=123 +fhc_110=122 +fhc_57=119 +fhc_81=119 +fhc_87=119 +Avg_score=116 +MIN=115 +fhc_100=112 +hh_dpd_increase_12_to_24=111 +fhc_88=110 +fhc_84=109 +fhc_16=108 +fhc_72=108 +fhc_12=107 +fhc_77=106 +fhc_70=105 +fhc_118=105 +fhc_65=104 +fhc_10=100 +fhc_62=100 +fhc_79=100 +fhc_76=99 +fhc_2=98 +fhc_101=97 +fhc_27=96 +fhc_82=96 +fhc_83=96 +hh_total_active_loans=94 +fhc_105=93 +hh_total_debt_of_contacts=92 +fhc_113=91 +fhc_86=89 +hh_min_debt=87 +fhc_15=87 +fhc_66=86 +fhc_67=85 +fhc_89=85 +fhc_116=85 +hh_dpd_increase_6_to_12=84 +fhc_13=84 +fhc_47=84 +SCORE_TYPE_21=83 +hh_max_debt=82 +fhc_1=81 +fhc_26=80 +hh_avg_debt=76 +fhc_39=76 +fhc_28=75 +fhc_11=74 +fhc_114=72 +Share_pd_less_05=72 +fhc_3=71 +fhc_52=70 +SCORE_TYPE_20=67 +fhc_69=65 +hh_contact_within_24m_avg=64 +hh_contact_within_24m_max=64 +fhc_80=64 +fhc_112=64 +hh_debt_of_contacts_current_DPD_1D=63 +fhc_42=62 +fhc_29=61 +fhc_38=60 +fhc_108=60 +fhc_44=59 +hh_dpd_increase_3_to_6=58 +fhc_103=58 +fhc_24=57 +fhc_18=56 +fhc_31=55 +fhc_22=53 +fhc_115=53 +hh_contact_within_3m_avg=52 +fhc_48=52 +Share_pd_more_40=52 +fhc_40=51 +fhc_73=51 +fhc_107=51 +hh_debt_of_contacts_within_3m_1D=49 +fhc_46=49 +fhc_19=48 +fhc_36=48 +hh_contact_within_6m_avg=47 +fhc_43=47 +fhc_41=46 +MAX=46 +fhc_23=45 +hh_debt_of_contacts_current_DPD_360D=43 +fhc_68=43 +fhc_111=42 +fhc_32=41 +fhc_37=41 +fhc_17=38 +fhc_102=37 +fhc_104=37 +hh_contact_within_12m_avg=34 +hh_debt_of_contacts_within_12m_1D=34 +hh_debt_of_contacts_within_24m_1D=33 +hh_debt_of_contacts_within_24m_15D=33 +fhc_25=33 +fhc_58=33 +Num_pd_less_05=33 +fhc_21=32 +fhc_121=32 +hh_contact_within_3m_max=30 +hh_debt_of_contacts_within_24m_30D=30 +fhc_30=30 +fhc_33=30 +hh_contact_within_12m_max=27 +fhc_35=27 +hh_debt_of_contacts_within_24m_180D=26 +hh_debt_of_contacts_within_24m_360D=25 +fhc_7=25 +hh_contact_count=24 +hh_contact_within_6m_max=24 +fhc_45=24 +fhc_109=24 +fhc_34=23 +hh_debt_of_contacts_within_24m_720D=19 +hh_debt_of_contacts_within_6m_1D=16 + +parameters: +[boosting: gbdt] +[objective: binary] +[metric: binary_logloss] +[tree_learner: serial] +[device_type: cpu] +[data_sample_strategy: bagging] +[data: ] +[valid: ] +[num_iterations: 300] +[learning_rate: 0.1] +[num_leaves: 40] +[num_threads: 16] +[seed: 42] +[deterministic: 0] +[force_col_wise: 0] +[force_row_wise: 0] +[histogram_pool_size: -1] +[max_depth: 8] +[min_data_in_leaf: 50] +[min_sum_hessian_in_leaf: 0.001] +[bagging_fraction: 1] +[pos_bagging_fraction: 1] +[neg_bagging_fraction: 1] +[bagging_freq: 0] +[bagging_seed: 400] +[bagging_by_query: 0] +[feature_fraction: 1] +[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: 1] +[lambda_l2: 1] +[linear_lambda: 0] +[min_gain_to_split: 0.1] +[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:[] diff --git a/pyproject.toml b/pyproject.toml index 31dbc7a..614c08b 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [project] name = "kz-scoring-api" -version = "0.6.0" +version = "0.6.1" description = "Synchronous REST facade for Beeline-initiator PKB lookups via vaultee-pipelines." requires-python = ">=3.11" dependencies = [