diff --git "a/precomputed/lgbm_model.txt" "b/precomputed/lgbm_model.txt"
new file mode 100644--- /dev/null
+++ "b/precomputed/lgbm_model.txt"
@@ -0,0 +1,3957 @@
+tree
+version=v4
+num_class=1
+num_tree_per_iteration=1
+label_index=0
+max_feature_idx=21
+objective=lambdarank
+feature_names=bm25_score yoe Param_A_Systems_Depth Param_B_Availability Param_C_Tenure Param_D_Notice_Exp Param_E_Credibility Param_F_Consulting Param_G_Location Param_H_GitHub title_ai_fraction prod_signal_log consistency_score hard_req_coverage flag_consulting_only flag_title_chaser flag_langchain_dabbler flag_cv_specialist flag_title_desc_mismatch flag_template_desc interaction_req_x_consistency interaction_yoe_x_prod
+feature_infos=none [1:16.899999618530273] [0:1] [0.25061225891113281:0.98000001907348633] [0.2222222238779068:1] [0.018315639346837997:1] [0:5] [0:1] [0:1] [0:0.96899998188018799] [0:1] [-1:2.4849066734313965] [0:1] [0:1] [0:1] none [0:1] [0:1] [0:1] none [0:1] [0:37.3018798828125]
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+split_feature=20 7 13 11 21 21 4 13 3 4 21 21 4 21 7 3 7 13
+split_gain=0.00395723 0.00123725 0.00118509 0.000131657 0.000106096 8.66342e-05 4.15268e-05 2.85179e-05 6.12494e-05 2.55073e-05 1.75749e-05 1.51375e-05 2.01883e-05 1.19593e-05 5.14999e-06 3.13883e-06 2.3418e-06 2.67134e-14
+threshold=0.30000000447034841 0.86890897154808056 0.70000001788139354 1.2424533367156985 9.9452595710754412 9.4959001541137713 0.74768519401550304 0.5000000149011613 0.86000889539718639 0.86921298503875744 4.7187168598175058 1.7453238368034365 0.79027777910232555 9.1282272338867205 0.40329357981681829 0.58302611112594616 0.091168832033872618 1.0000000180025095e-35
+decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
+left_child=17 2 7 5 -5 9 -6 8 -2 10 -4 14 -13 -14 15 -9 -15 -1
+right_child=1 -3 3 4 6 -7 -8 11 -10 -11 -12 12 13 16 -16 -17 -18 -19
+leaf_value=-0.050000194216564667 -0.009885407650608689 -0.045041389556459283 0.023405620136733214 0.0067810905256608213 0.015088966699930107 0.039404703830037593 0.027901465774568493 0.00055073719017696644 0.0043139961130183105 0.019587248212460412 0.031891928238493704 -0.0063053232910271068 -0.0029822345802260532 0.0042701733513034849 0.0063789462042012149 0.0042706080870169817 0.00153410426407646 -0.050000472845672522
+leaf_weight=0.0017092232949087452 0.0019318758656114996 0.0010683188378446387 0.0011551326439285248 0.0016517668424054222 0.0010354304911892598 0.0013557904926848607 0.0016247914200846481 0.0011646321918838964 0.0012514042779265822 0.0014881644085305012 0.0012929997501558432 0.0011555108210128395 0.001270280028982107 0.0014185612717323437 0.0012304626022263676 0.0011052805676694533 0.0017429201936280947 0.0017318546711369009
+leaf_count=45776 3662 741 257 138 126 154 194 194 359 271 180 1233 638 146 168 224 380 45159
+internal_value=0 0.00749915 0.0100651 0.0232198 0.0167344 0.0285041 0.0229145 -0.000230705 -0.00430337 0.0247496 0.0278877 0.00119589 -0.000419313 0.00111537 0.00377408 0.00236204 0.00276178 -0.0500003
+internal_weight=0 0.0229433 0.021875 0.00960408 0.00431199 0.00529209 0.00266022 0.0122709 0.00318328 0.0039363 0.00244813 0.00908765 0.00558727 0.00443176 0.00350038 0.00226991 0.00316148 0.00344108
+internal_count=100000 9065 8324 1320 458 862 320 7004 4021 708 437 2983 2397 1164 586 418 526 90935
+is_linear=0
+shrinkage=0.05
+
+
+Tree=199
+num_leaves=19
+num_cat=0
+split_feature=20 18 13 13 7 11 21 7 3 8 1 9 7 1 21 3 3 6
+split_gain=0.00372818 0.00140282 0.00139344 0.000569614 0.000551593 6.06975e-05 7.30125e-05 5.13533e-05 2.4512e-05 1.07015e-05 1.32908e-05 1.86426e-05 1.04773e-05 9.45115e-06 9.00367e-06 3.85401e-06 2.95215e-06 2.54081e-14
+threshold=0.30000000447034841 1.0000000180025095e-35 0.70000001788139354 0.90000000596046459 0.68136730790138256 1.2424533367156985 9.797610282897951 0.52508991956710827 0.73997634649276745 1.0000000180025095e-35 10.650000095367433 0.16350000351667407 0.080269441008567824 5.0499999523162851 3.2768143415451054 0.55499351024627697 0.60355025529861461 1.0000000180025095e-35
+decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
+left_child=17 2 7 -3 5 8 -7 9 12 15 11 13 -4 -11 -13 -2 -12 -1
+right_child=1 3 4 -5 -6 6 -8 -9 -10 10 16 14 -14 -15 -16 -17 -18 -19
+leaf_value=-0.050000188890560585 0.0064807110218832419 -0.050030492397805694 0.030798805696947609 -0.0028225878249490532 -0.0067076226352735056 0.016657169689708481 0.032997389963037076 -0.009646242130038736 0.042970614643620203 -0.00034763168609242045 0.0018512039019598634 0.0056297804365490626 0.036771404891128366 -0.0066840824968394637 -0.00075173592325435731 0.0027899016341958378 0.0049244570546120268 -0.050000469125535935
+leaf_weight=0.0017529840842205316 0.0012487808265442277 0.0013415734064263765 0.0012728314855436906 0.0012201273819414382 0.0010189023936177932 0.0010581909139801837 0.0019313648993914967 0.0010819520939815428 0.0010986523320042352 0.0010374584725028049 0.0016189276833298294 0.0011001916763202502 0.0017354514809824195 0.001359812701719143 0.0011107715229439208 0.0016312490218366449 0.001510488534124832 0.0015017454432864064
+leaf_count=53106 195 2679 228 33 82 66 225 1526 106 445 303 223 256 1412 624 423 239 37829
+internal_value=0 0.00727258 0.0117739 -0.0275456 0.0276941 0.0326334 0.0272136 0.000730931 0.0365787 0.00178837 0.000819936 -0.000887742 0.0342443 -0.00394188 0.00242375 0.00439024 0.00333458 -0.0500003
+internal_weight=0 0.0223767 0.019815 0.0025617 0.00811539 0.00709649 0.00298956 0.0116996 0.00410694 0.0106177 0.00773765 0.00460823 0.00300828 0.00239727 0.00221096 0.00288003 0.00312942 0.00325473
+internal_count=100000 9065 6353 2712 963 881 291 5390 590 3864 3246 2704 484 1857 847 618 542 90935
+is_linear=0
+shrinkage=0.05
+
+
+end of trees
+
+feature_importances:
+yoe=1746
+Param_B_Availability=1702
+Param_F_Consulting=1335
+Param_C_Tenure=1272
+interaction_yoe_x_prod=1120
+Param_E_Credibility=622
+hard_req_coverage=581
+Param_H_GitHub=552
+prod_signal_log=389
+Param_D_Notice_Exp=373
+interaction_req_x_consistency=345
+Param_G_Location=325
+flag_title_desc_mismatch=295
+flag_langchain_dabbler=263
+Param_A_Systems_Depth=256
+flag_cv_specialist=248
+title_ai_fraction=113
+consistency_score=75
+flag_consulting_only=22
+
+parameters:
+[boosting: gbdt]
+[objective: lambdarank]
+[metric: ndcg]
+[tree_learner: serial]
+[device_type: cpu]
+[data_sample_strategy: bagging]
+[data: ]
+[valid: ]
+[num_iterations: 200]
+[learning_rate: 0.05]
+[num_leaves: 63]
+[num_threads: -1]
+[seed: 42]
+[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: 0.8]
+[pos_bagging_fraction: 1]
+[neg_bagging_fraction: 1]
+[bagging_freq: 0]
+[bagging_seed: 400]
+[feature_fraction: 0.8]
+[feature_fraction_bynode: 1]
+[feature_fraction_seed: 30056]
+[extra_trees: 0]
+[extra_seed: 12879]
+[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: 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: 5,10,50]
+[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