376 lines
99 KiB
Plaintext
376 lines
99 KiB
Plaintext
 
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€•› }”(Œmodel”Œxgboost.sklearn”Œ
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XGBClassifier”“”)�”}”(Œ n_estimators”KdŒ objective”Œbinary:logistic”Œ max_depth”KŒ
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max_leaves”NŒmax_bin”NŒ grow_policy”NŒ
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learning_rate”G?¹™™™™™šŒ verbosity”NŒbooster”NŒ tree_method”NŒgamma”NŒmin_child_weight”K
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Œmax_delta_step”NŒ subsample”G?é™™™™™šŒsampling_method”NŒcolsample_bytree”G?é™™™™™šŒcolsample_bylevel”NŒcolsample_bynode”NŒ reg_alpha”G?ð Œ
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reg_lambda”G?ð Œscale_pos_weight”NŒ
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base_score”NŒmissing”Gø Œnum_parallel_tree”NŒ random_state”K*Œn_jobs”NŒmonotone_constraints”NŒinteraction_constraints”NŒimportance_type”NŒdevice”NŒvalidate_parameters”NŒenable_categorical”‰Œ
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feature_types”NŒfeature_weights”NŒmax_cat_to_onehot”NŒmax_cat_threshold”NŒmulti_strategy”NŒ eval_metric”Œauc”Œearly_stopping_rounds”NŒ callbacks”NŒkwargs”}”Œuse_label_encoder”‰sŒ
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n_classes_”KŒ_Booster”Œ xgboost.core”ŒBooster”“”)�”}”Œhandle”Œbuiltins”Œ bytearray”“”BÒ… {L Config{L learner{L
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generic_param{L deviceSL cpuL fail_on_invalid_gpu_idSL 0L n_jobsSL 0L nthreadSL 0L random_stateSL 42L seedSL 42L seed_per_iterationSL 0L validate_parametersSL 1}L gradient_booster{L gbtree_model_param{L num_parallel_treeSL 1L num_treesSL 100}L gbtree_train_param{L process_typeSL defaultL tree_methodSL autoL updaterSL grow_quantile_histmakerL updater_seqSL grow_quantile_histmaker}L nameSL gbtreeL specified_updaterFL tree_train_param{L alphaSL 1L cache_optSL 1L colsample_bylevelSL 1L colsample_bynodeSL 1L colsample_bytreeSL 0.800000012L etaSL 0.100000001L gammaSL 0L grow_policySL depthwiseL interaction_constraintsSL L lambdaSL 1L
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learning_rateSL 0.100000001L max_binSL 256L max_cat_thresholdSL 64L max_cat_to_onehotSL 4L max_delta_stepSL 0L max_depthSL 3L
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max_leavesSL 0L min_child_weightSL 10L min_split_lossSL 0L monotone_constraintsSL ()L refresh_leafSL 1L reg_alphaSL 1L
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reg_lambdaSL 1L sampling_methodSL uniformL sketch_ratioSL 2L sparse_thresholdSL 0.20000000000000001L subsampleSL 0.800000012}L updater[#L {L hist_train_param{L debug_synchronizeSL 0L extmem_single_pageSL 0L max_cached_hist_nodeSL 18446744073709551615}L nameSL grow_quantile_histmaker}}L learner_model_param{L
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base_scoreSL
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[4.950495E-1]L boost_from_averageSL 1L num_classSL 0L num_featureSL 17L
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num_targetSL 1}L learner_train_param{L boosterSL gbtreeL disable_default_eval_metricSL 0L multi_strategySL one_output_per_treeL objectiveSL binary:logistic}L metrics[#L {L nameSL auc}L objective{L nameSL binary:logisticL reg_loss_param{L scale_pos_weightSL 1}}}L version[#L iii}L Model{L learner{L
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attributes{}L
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feature_names[#L SL
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confidenceSL adaptive_thresholdSL regime_strengthSL risk_adjusted_strength_normSL
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session_asianSL session_londonSL
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session_nySL session_overlapSL direction_longSL regime_trendingSL regime_rangingSL
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quality_scoreSL hour_sinSL hour_cosSL day_of_weekSL confidence_above_thresholdSL confidence_marginL
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feature_types[#L SL floatSL intSL floatSL floatSL intSL intSL intSL intSL intSL intSL intSL intSL floatSL floatSL intSL intSL floatL gradient_booster{L model{L cats{L enc[#L L feature_segments[$l#L L
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sorted_idx[$l#L }L gbtree_model_param{L num_parallel_treeSL 1L num_treesSL 100}L iteration_indptr[#L ei iiiiiiiii i
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i i i
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iiiiiiiiiiiiiii i i i i i!i"i#i$i%i&i'i(i)i*i+i,i-i.i/i0i1i2i3i4i5i6i7i8i9i:i;i<i=i>i?i@iAiBiCiDiEiFiGiHiIiJiKiLiMiNiOiPiQiRiSiTiUiViWiXiYiZi[i\i]i^i_i`iaibicidL tree_info[#L di i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i L trees[#L d{L base_weights[$d#L ;ñ_¢¾ST�>.B ¾¨g©€ =b9—½Ö¢Ä» )9½Qè<þ-½¼L
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tree_param{L num_deletedSL 0L num_featureSL 17L num_nodesSL 11L size_leaf_vectorSL 1}}{L base_weights[$d#L =*ýŒ¾x>Yð<h
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tree_param{L num_deletedSL 0L num_featureSL 17L num_nodesSL 11L size_leaf_vectorSL 1}}{L base_weights[$d#L € ¾‘¸>ÝY»›¢V½-K'¼©ÿB=,ǼqÚ:/Ê
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left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L @)ØS?Ööˆ@S½ ?uá$ L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ?R(�B½¸R?T‚½<�‹BÆž¸=\¾£¼Z½ ç»$ÝÀL
|
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|
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split_indices[$l#L L
|
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split_type[$U#L L sum_hessian[$d#L B›äBJÞ?AÙÓÙA#¿B"ÏA‚eâA.ÛîA˜÷tA«:+L
|
|||
|
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tree_param{L num_deletedSL 0L num_featureSL 17L num_nodesSL 9L size_leaf_vectorSL 1}}{L base_weights[$d#L ¼‹˜
|
|||
|
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=js½=#J|¼Æ¨Ž½Ì};ȶîL
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categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
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left_children[$l#L ÿÿÿÿÿÿÿÿ ÿÿÿÿÿÿÿÿL loss_changes[$d#L ?»”¨?ݼA ?Þä\ L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿÿÿÿÿ ÿÿÿÿÿÿÿÿL split_conditions[$d#L @€ ?Ix½=#J|BÆ(ö½Ì};ȶîL
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split_indices[$l#L L
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split_type[$U#L L sum_hessian[$d#L B™V_B@
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AM²ÍA"5BVº½AX<ÿB «}L
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tree_param{L num_deletedSL 0L num_featureSL 17L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L =z“ž= mt€ ¾N ~=É2ü½+S€ <É–c¼›;ôL
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categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
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left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L ?¿Ã ? ?�íà@ g L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ?H{À= mtAPÅnBÇšAÛFн+S€ <É–c¼›;ôL
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split_indices[$l#L L
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split_type[$U#L L sum_hessian[$d#L B�7ïA+TvB‡Í`A§ÜÆB;¬^A(º|A&ÿBŠ¡AX†òL
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tree_param{L num_deletedSL 0L num_featureSL 17L num_nodesSL 9L size_leaf_vectorSL 1}}{L base_weights[$d#L € <ݘë½lN½a‹Ú=Azï<œö¼<<L
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categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
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left_children[$l#L ÿÿÿÿ ÿÿÿÿ ÿÿÿÿÿÿÿÿL loss_changes[$d#L ?sNç @Wwë ?± J L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿ ÿÿÿÿÿÿÿÿL split_conditions[$d#L ?H{À<ݘëBÁ®½a‹Ú?R ‰<œö¼<<L
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split_indices[$l#L L
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split_type[$U#L L sum_hessian[$d#L B•±A+”šB€>uA #BXyâAþÕ¯A² L
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tree_param{L num_deletedSL 0L num_featureSL 17L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L € ½ü¸É=Àú<¼ÒZW;ƒµg=”½½ƒ¼ó<66½ ÕL
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categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
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left_children[$l#L ÿÿÿÿÿÿÿÿÿÿÿÿ ÿÿÿÿÿÿÿÿL loss_changes[$d#L ?aÞŽ?jã
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@o7 ?ã" L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿÿÿÿÿÿÿÿÿ ÿÿÿÿÿÿÿÿL split_conditions[$d#L A~ÆÉ?RÒdA·p€¼ÒZW;ƒµg=”½BÇ#×<66½ ÕL
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split_indices[$l#L L
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split_type[$U#L L sum_hessian[$d#L B•{.Aõ5
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B0[ÕAŸ�zA+g'A‹ïzAÔÈ0As)òA6fnL
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tree_param{L num_deletedSL 0L num_featureSL 17L num_nodesSL 9L size_leaf_vectorSL 1}}{L base_weights[$d#L ;Ùûn¾Jâ�>ìt;ø¤—½3V�€ <èÛ}<‡Jb»êXL
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categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
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left_children[$l#L ÿÿÿÿÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L @–Ž@:‚?~® >ÑÞò L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ?M‡ƒ?H{À? ;ø¤—½3V�BÇŠ=<èÛ}<‡Jb»êXL
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split_indices[$l#L L
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split_type[$U#L L sum_hessian[$d#L B¡ÉAÜ@³BTß8A3€´A‚€YAð¨%A¹JA!³uAŸÎjL
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tree_param{L num_deletedSL 0L num_featureSL 17L num_nodesSL 9L size_leaf_vectorSL 1}}{L base_weights[$d#L <Û.·>M14½{« =e“2¸óõ7½!i:=Àš<ÏK]»Œ³pL
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categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
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left_children[$l#L ÿÿÿÿÿÿÿÿÿÿÿÿ ÿÿÿÿÿÿÿÿL loss_changes[$d#L ?® 3@25K?üÖo ?Yït L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿÿÿÿÿÿÿÿÿ ÿÿÿÿÿÿÿÿL split_conditions[$d#L Aæ A 9Å=e“2¸óõ7½!i:A�È–<ÏK]»Œ³pL
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split_indices[$l#L L
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split_type[$U#L L sum_hessian[$d#L B›èŸAí4BA73A<€~AŽóØAIµ»BÉÅAE™aAºÆÙL
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tree_param{L num_deletedSL 0L num_featureSL 17L num_nodesSL 9L size_leaf_vectorSL 1}}{L base_weights[$d#L =IÃ&¼®´=Û¿>©1T¼ÆË«€ =cø<˜Þä¼ÒýªL
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categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
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left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L ?”3‰ @Ç ?Ðò4@
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†5 L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ?¢ ×¼®´A�È–APÅnAî�\€ =cø<˜Þä¼ÒýªL
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split_indices[$l#L L
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split_type[$U#L L sum_hessian[$d#L B¡AA0Y\B‹5åAà™2B& 1AXä3AhN1A�UŒA®èÖL
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tree_param{L num_deletedSL 0L num_featureSL 17L num_nodesSL 9L size_leaf_vectorSL 1}}{L base_weights[$d#L ¼´q<è ƒ½-N¼ø¹M=ë%€ =A¥aL
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categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
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left_children[$l#L ÿÿÿÿÿÿÿÿ ÿÿÿÿÿÿÿÿL loss_changes[$d#L ?½q»?Þu @= L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿÿÿÿÿ ÿÿÿÿÿÿÿÿL split_conditions[$d#L @€ ?¢ ×½-N¼ø¹M?]³×€ =A¥aL
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split_indices[$l#L
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split_type[$U#L L sum_hessian[$d#L BœÍ˜B�ÈÅAX&žA(ŸBY‹âB*b A<§‡L
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tree_param{L num_deletedSL 0L num_featureSL 17L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L :×U=ÙÉ�¾V“U¼˜ée>O ½ ÂE€ »Ö(í= ûL
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categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
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left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L ?Õï ?ÔU¢?ZΦ ?ÒÌ< L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ?5ó¿5ó?Ožp¼˜éeA-xA½ ÂE€ »Ö(í= ûL
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split_type[$U#L L sum_hessian[$d#L Bœ~ÙB_=®A³€ A0L)B3*£A;01A+ÏàA+< B[›L
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tree_param{L num_deletedSL 0L num_featureSL 17L num_nodesSL 9L size_leaf_vectorSL 1}}{L base_weights[$d#L <ÅJæ½&„¨>1?>=Ì0â¾d@`=,X »„/<¹ ¶€ ½>L'€ L
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categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
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left_children[$l#L ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L ?mèæ?À×ì?ë œ>ç"Ý?Ä4É L parents[$l#L ÿÿÿ L right_children[$l#L
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ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ?R(�BÅ{?T £?5ó?€ =,X »„/<¹ ¶€ ½>L'€ L
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split_indices[$l#L L
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split_type[$U#L L sum_hessian[$d#L B¡ÂÝBPÙèAåW¤AÕ8^AÌ{sAfÚAd¦nAS’ÖAVÝæACrqAU„tL
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tree_param{L num_deletedSL 0L num_featureSL 17L num_nodesSL 11L size_leaf_vectorSL 1}}{L base_weights[$d#L <ªÀÿ½}ò6=K¾oÀØ=®0〠½U·¼v 3=äÁL
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categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
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left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L @!v ?ä~Ì ?í€]?ûQþ L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ?SVZA¡ÀŒ=K?P2DBÁŠ=€ ½U·¼v 3=äÁL
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split_indices[$l#L L
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split_type[$U#L L sum_hessian[$d#L B¢%ïB{aöA‘ÓÎAþ‚`AøA�AšuöAHÔAW ]AŒ±ÞL
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tree_param{L num_deletedSL 0L num_featureSL 17L num_nodesSL 9L size_leaf_vectorSL 1}}{L base_weights[$d#L ¾
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º ¾mX¶<X>;÷¾¢QѼdWû<”ìe½�íi¼gQ§L
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categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
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left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L ?«Õ,?»Kø?LÇ @ & L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ?R(�B½¸R@ ;÷BÂ×
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split_indices[$l#L L
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split_type[$U#L L sum_hessian[$d#L B¡MÅBTDñAÜ0A*x\B)¦ÚA>�¿Az¼¢A(ûÌAþÏÍL
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tree_param{L num_deletedSL 0L num_featureSL 17L num_nodesSL 9L size_leaf_vectorSL 1}}{L base_weights[$d#L »äRN¾[@=uóå€ ¼ÝJû¼Ôû>'‚•<䧀 L
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categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
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left_children[$l#L ÿÿÿÿÿÿÿÿÿÿÿÿ ÿÿÿÿÿÿÿÿL loss_changes[$d#L ?1ÊV?3å@?L4 ?6‹/ L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿÿÿÿÿÿÿÿÿ ÿÿÿÿÿÿÿÿL split_conditions[$d#L A~ÆÉA IBÁ… € ¼ÝJû¼Ôû?R ‰<䧀 L
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split_indices[$l#L L
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B0ÈA„æåAš^A^µBAð¬ïA—ƒ"A2SšL
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tree_param{L num_deletedSL 0L num_featureSL 17L num_nodesSL 9L size_leaf_vectorSL 1}}{L base_weights[$d#L ;Œ�ý=ü&н‚Ö¹ >[=Á¦<
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categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
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left_children[$l#L ÿÿÿÿÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L ?9-®?•9-?’¼g ?Æ×w L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L Aë ¸?L6A·p€¹ >[=Á¦?Q»Ê½ ^
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tree_param{L num_deletedSL 0L num_featureSL 17L num_nodesSL 9L size_leaf_vectorSL 1}}{L base_weights[$d#L ½‡Á|¾b,*=ç)Ó:õ¾½˜B» ÏÇ<Ñdg½Rý»€.»L
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categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idi L
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left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L @º?ó%?f¬3 ?\׸ L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ?€ BÅ”{BÄ�\:õ?€ » ÏÇ<Ñdg½Rý»€.»L
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tree_param{L num_deletedSL 0L num_featureSL 17L num_nodesSL 9L size_leaf_vectorSL 1}}{L base_weights[$d#L € =yؽ+ÃÄ>oåø¼é X9”SÊ=6F”¼¼³ó<–‹ÇL
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categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idi L
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left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L @><N?° ?—£œ?ÑØ L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L @€ ?P2R½+ÃÄ?5ó?SVZ9”SÊ=6F”¼¼³ó<–‹ÇL
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tree_param{L num_deletedSL 0L num_featureSL 17L num_nodesSL 9L size_leaf_vectorSL 1}}{L base_weights[$d#L ½Z‚<Œ}Ľ۾½3¨g€ »ì,"<ßÆL
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categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idi L
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left_children[$l#L ÿÿÿÿ ÿÿÿÿ ÿÿÿÿÿÿÿÿL loss_changes[$d#L ?nÏ– @ ¶š ?ˆ¿Ú L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿ ÿÿÿÿÿÿÿÿL split_conditions[$d#L ?H{À<Œ}Ä?M‘'½3¨g?]³×»ì,"<ßÆL
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split_type[$U#L L sum_hessian[$d#L B 1’A6ýµB‰QÜA}í�BS(TB)ÿìA$¡žL
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tree_param{L num_deletedSL 0L num_featureSL 17L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L <ztû½ùe£>CѾ‚Ÿ <g1[»`
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left_children[$l#L ÿÿÿÿÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L @ ¸(?ÐB–?ýõM?Hp ?2“ô L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿÿÿÿÿ
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tree_param{L num_deletedSL 0L num_featureSL 17L num_nodesSL 11L size_leaf_vectorSL 1}}{L base_weights[$d#L ½âÇA< IC¾#Ÿ¿½6û…½] <—E{¼n5GL
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categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idi L
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