2331 lines
173 KiB
Plaintext
2331 lines
173 KiB
Plaintext
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model_type”Œbacktests.ml_v2.ml_v2_model”Œ ModelType”“”Œensemble”…”R”Œ xgb_model”Œ xgboost.core”ŒBooster”“”)�”}”Œhandle”Œbuiltins”Œ bytearray”“”B {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 0L seedSL 0L seed_per_iterationSL 0L validate_parametersSL 1}L gradient_booster{L gbtree_model_param{L num_parallel_treeSL 1L num_treesSL 62}L gbtree_train_param{L process_typeSL defaultL tree_methodSL histL 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 0.600000024L etaSL 0.0500000007L gammaSL 1L grow_policySL depthwiseL interaction_constraintsSL L lambdaSL 5L
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learning_rateSL 0.0500000007L max_binSL 256L max_cat_thresholdSL 64L max_cat_to_onehotSL 4L max_delta_stepSL 1L max_depthSL 3L
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max_leavesSL 0L min_child_weightSL 10L min_split_lossSL 1L monotone_constraintsSL ()L refresh_leafSL 1L reg_alphaSL 1L
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reg_lambdaSL 5L sampling_methodSL uniformL sketch_ratioSL 2L sparse_thresholdSL 0.20000000000000001L subsampleSL 0.699999988}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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[5.215755E-1]L boost_from_averageSL 1L num_classSL 0L num_featureSL 76L
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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 best_iterationSL 51L
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best_scoreSL 0.7354244074118712}L
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feature_names[#L LSL rsiSL atrSL atr_percentSL macdSL macd_signalSL macd_histogramSL bb_middleSL bb_upperSL bb_lowerSL bb_widthSL bb_percent_bSL ema_9SL ema_21SL ema_cross_bullSL ema_cross_bearSL
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volume_smaSL volume_ratioSL volume_increasingSL high_volumeSL returns_1SL returns_5SL
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returns_20SL log_returnsSL price_positionSL dist_from_sma_20SL
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volatility_20SL normalized_rangeSL avg_normalized_rangeSL close_lag_1SL close_lag_2SL close_lag_3SL close_lag_5SL higher_highSL lower_lowSL
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hh_count_5SL
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ll_count_5SL hourSL weekdaySL london_sessionSL
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ny_sessionSL
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swing_highSL swing_lowSL is_fvg_bullSL is_fvg_bearSL
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fvg_signalSL obSL ob_mitigatedSL bosSL chochSL market_structureSL regimeSL regime_confidenceSL h1_ema20SL h1_market_structureSL h1_ema20_distanceSL h1_trend_strengthSL h1_swing_proximitySL
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h1_fvg_activeSL h1_ob_proximitySL h1_atr_ratioSL h1_rsiSL fvg_gap_size_atrSL fvg_age_barsSL ob_width_atrSL ob_distance_atrSL bos_recencySL confluence_scoreSL swing_distance_atrSL regime_duration_barsSL regime_transition_probSL volatility_zscoreSL crisis_proximitySL
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wick_ratioSL
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body_ratioSL gap_from_prev_closeSL consecutive_directionL
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feature_types[#L L 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 62}L iteration_indptr[#L ?i iiiiiiiii i
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iiiiiiiiiiiiiii i i i i i!i"i#i$i%i&i'i(i)i*i+i,i-i.i/i0i1i2i3i4i5i6i7i8i9i:i;i<i=i>L tree_info[#L >i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i L trees[#L >{L base_weights[$d#L ;œ‚ó½þ§->—Âi½7š¾ïeW>ú×Â=Æ
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+¼^ê’;Ís<$¼×ó= t‘<•-R<D¶Ÿ½LÌÍL
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categories[$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[$l#L
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tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 15L size_leaf_vectorSL 1}}{L base_weights[$d#L »Ïès½ÿ>„‹�»æ7G¿adn?TŒ»-ë7»é8<ÜÊâ½LÌͼìEs<±^é=LÌͼ°€d<s0L
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left_children[$l#L
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split_indices[$l#L < 6 6 < < < < L
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tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L
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left_children[$l#L
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tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L << ŽLÌÍ=Ù¬Y<œÔ=LÌͼX‰«;êV L
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tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 15L size_leaf_vectorSL 1}}{L base_weights[$d#L º’J½LÌÍ=r;�¶b=LÌͼ{Þ;ñ L
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left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L D3^ª D¹ B«Îà L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½LÌÍ?€ ·vR2=LÌÍ»¬«½;â¸_L
|
|||
|
|
split_indices[$l#L - - L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L EÅê‹C–×$E¼}E³µ&CŒ.E+è†E;�ÆL
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L »·%Õ½LÌÍ=ŽTº Á^=LÌÍ»„ y<e¦ïL
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
|
|||
|
|
left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L D"+Œ Dð�C6" L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½LÌÍ?€ BzGà=LÌÍ»„ y<e¦ïL
|
|||
|
|
split_indices[$l#L - - < L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L EÅ£ŠC�ûE¼£ØE³ìUC‹x/EŒ3ÿDžá[L
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L º•m½LÌÍ=•¼Ž;³)I=LÌͻƾO;Í~ÐL
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
|
|||
|
|
left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L D \ CûºøB®¸› L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½LÌÍ?€ ·0-=LÌͻƾO;Í~ÐL
|
|||
|
|
split_indices[$l#L - - L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L Eì)C� Eº²(E²5ïC‡Ã›E-¬E7c1L
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L »‚i·½LÌÍ=„•Ë¹À ™=LÌͼ5F;žZÜL
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
|
|||
|
|
left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L DðS CóÆ�B÷‰€ L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½LÌÍ?€ B9+B=LÌͼ5F;žZÜL
|
|||
|
|
split_indices[$l#L - - < L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L EħC‰¼ôE»eØE³
|
|||
|
|
/C…º—DÚ¯æEx¼jL
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L º�ØÊ>=+.½«|'>Rs?<¼’¾ G>‡æ-::�%<\2=LÌͽLÌÍ:¬>;¼[Ú?½LÌÍ=LÌÍL
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
|
|||
|
|
left_children[$l#L
|
|||
|
|
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L BÂÌ<B/ TB€+DAêÚæC%¨ÚB«ÈDÙ L parents[$l#L ÿÿÿ L right_children[$l#L
|
|||
|
|
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ¿RÅ!?#\ç@À >ƒí�·0[8bc·0[::�%<\2=LÌͽLÌÍ:¬>;¼[Ú?½LÌÍ=LÌÍL
|
|||
|
|
split_indices[$l#L 6 ? K
|
|||
|
|
L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L EÅgDñÛŒEˆ‹„Dâ%-BûeôEteCå�œD_ŸDd«HBÀk:AëêêDí5ÖDû”SC è¾CŸ›>L
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 15L size_leaf_vectorSL 1}}{L base_weights[$d#L :‰º¿½LÌÍ=Œ?;›#Ê=LÌͼ.t¦;œ�L
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
|
|||
|
|
left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L D vŒ Cêp7Bä¨< L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½LÌÍ?€ B7ž=LÌͼ.t¦;œ�L
|
|||
|
|
split_indices[$l#L - - < L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L EÅ1uC‰Q@E¼œaE´/°C†ËDÓ E~ÙSL
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L ¼�¸=½LÌÍ=?-/¼ˆ5ý=LÌÍ»©üì<œÓL
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
|
|||
|
|
left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L Dù Cìù¡BÅ à L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½LÌÍ?€ Blzó=LÌÍ»©üì<œÓL
|
|||
|
|
split_indices[$l#L - - < L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L EÄ�ŸCŠäžE»ÓUE³�ÑC…GEx³�DÜ (L
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L »Ÿøô>Š½».˜¿:Я>0œ ½áá/?8ë…»´9½LÌÍ;ìzX= Ë»™³¼íàç=LÌÍ<gq²L
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
|
|||
|
|
left_children[$l#L
|
|||
|
|
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L B¦èBCÑBB{`mA<c(B©€Aô‘šAK¶Ä L parents[$l#L ÿÿÿ L right_children[$l#L
|
|||
|
|
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ¾×& ?€ Aðk:?\y>Úܪ?wç<»´9½LÌÍ;ìzX= Ë»™³¼íàç=LÌÍ<gq²L
|
|||
|
|
split_indices[$l#L 6 7 7 ? :
|
|||
|
|
L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L EÃ6èE sEyú´BZŠJE òEt¥@Bª®qA¹áAû3}EsFB²µzElÛBùEdB"ŸwB2½jL
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 15L size_leaf_vectorSL 1}}{L base_weights[$d#L <ýz¾¯™Ë=HࣾþQ=<ê>Ï…|;Ý&ó¼›½22¼Óa<„iÇ<i5 <ò”r»ñ—8;Õ¹WL
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
|
|||
|
|
left_children[$l#L
|
|||
|
|
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L B´e[B E B¨ð¥A8Ú˜AMùæAHÐBÀ¼ L parents[$l#L ÿÿÿ L right_children[$l#L
|
|||
|
|
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L B"‰@š&¾¿éà�»)¢}Aã�×B1œBX·†¼›½22¼Óa<„iÇ<i5 <ò”r»ñ—8;Õ¹WL
|
|||
|
|
split_indices[$l#L < 8 < < < L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L E‹ûD! ´E®hCçgäC5¯
|
|||
|
|
DJEœ ÂCŸŒC¾¯BÇfB£øC·FŒCZ›<E
|
|||
|
|
»E-‚€L
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 15L size_leaf_vectorSL 1}}{L base_weights[$d#L ;Òur½LÌÍ=’Œ8<fíé=LÌͻ׎ú;ÜomL
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
|
|||
|
|
left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L D� CÍc·BËZ L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½LÌÍ?€ BL =LÌͻ׎ú;ÜomL
|
|||
|
|
split_indices[$l#L - - < L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L EÄT‚CˆÀKE»È}E³â—C|¼ÒE"—÷EE-6L
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L »‚3½LÌÍ=m}):j=s=LÌÍ»À�Ð;»7#L
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
|
|||
|
|
left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L Cü6 CÍ qBœ¨ L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½LÌÍ?€ ·0-=LÌÍ»À�Ð;»7#L
|
|||
|
|
split_indices[$l#L - - L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L EÅ3C…EE¼ÞÀE´á³C¡¡E0£ÔE9 ‘L
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L »¸„>½LÌÍ=Xâ!» Ü0=LÌͺ!5ƒ<ô”°L
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
|
|||
|
|
left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L Cè÷) CÇ<B
|
|||
|
|
Íê L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½LÌÍ?€ ?€ =LÌͺ!5ƒ<ô”°L
|
|||
|
|
split_indices[$l#L - - 7 L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L EÃÞ C€¿ÊE»Ò£E´§Cy?�E±SÌB6µL
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L »ú¸Ž½‚.�=LÌͽLÌͼM¼N�‡;>bµL
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
|
|||
|
|
left_children[$l#L ÿÿÿÿÿÿÿÿ ÿÿÿÿÿÿÿÿL loss_changes[$d#L C×H˜C¾Wù B»ç¢ L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿÿÿÿÿ ÿÿÿÿÿÿÿÿL split_conditions[$d#L ?€ =LÌͽLÌÍB*ª¼N�‡;>bµL
|
|||
|
|
split_indices[$l#L - - < L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L EÀï E¹1íCw£~CoË“E±³‘DšEE‹"KL
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L ºy¸û½LÌÍ=Y’9;Y‹)=LÌͼŽÑ;x•L
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
|
|||
|
|
left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L CÏŸÁ C¬À—B¦¸ L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½LÌÍ?€ B"‰=LÌͼŽÑ;x•L
|
|||
|
|
split_indices[$l#L - - < L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L EÁô7Cv>YEºBDE³ CdD‹DâE ƒÝL
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L ;–>¼½LÌÍ=r9‡< |É=LÌͺæhx<š¯L
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
|
|||
|
|
left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L CÏùX C§èŽB�Bm L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½LÌÍ?€ B‡5O=LÌͺæhx<š¯L
|
|||
|
|
split_indices[$l#L - - < L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L EÁÓûCwÒeEºhE²Î�ChÛ_E›¿gD8y/L
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L ;D™Û¾‡ð=!ñžïŽô½FU§>–²§¼ãíl½ P¼{”È<B–•¼ga<Áº;�¸¼=ŒÛ;oR€L
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idi L
|
|||
|
|
left_children[$l#L
|
|||
|
|
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L Br0AB´IB¼=·A‹®AÏÊãBM B²³ L parents[$l#L ÿÿÿ L right_children[$l#L
|
|||
|
|
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L B†˜@=—‚¿AñVAÿ•/» Aâ?€ BSd½ P¼{”È<B–•¼ga<Áº;�¸¼=ŒÛ;oR€L
|
|||
|
|
split_indices[$l#L < 8 < 5 < L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L EÀœ‹D7àÌE© qCºëCµD�Ñ�E†,
|
|||
|
|
Bïl¢C|q…C!“—CIÇÃD$ðäCíd®D±ôqE3]ÛL
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 15L size_leaf_vectorSL 1}}{L base_weights[$d#L »¯Ÿ >eš½ÝÏ&=èâ\?Þ,½ÿ§g?œy½^;Ú[/=# 5»È »®Û'½Iß=»`¼ ÖÒL
|
|||
|
|
categories[$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
|
|||
|
|
left_children[$l#L
|
|||
|
|
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L BÀKgB¼äB ÞB ØŒAî×JB IUA€û‰ L parents[$l#L ÿÿÿ L right_children[$l#L
|
|||
|
|
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½âtA>%¿j?€ ?+xÁ>Ù |@�J˽^;Ú[/=# 5»È »®Û'½Iß=»`¼ ÖÒL
|
|||
|
|
split_indices[$l#L 6 : 7 7 : 6 L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L EÀøüE š�EeWwE ûC'ÈfE_Û|B¯SB@–YE¡Bù}¢B,&SEXâÂBßEB‰ÞÐA–‚ L
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 15L size_leaf_vectorSL 1}}{L base_weights[$d#L ;þn¬½LÌÍ=nßG<7šO=LÌÍ8ð/=å¥L
|
|||
|
|
categories[$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
|
|||
|
|
left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L C¾Š] CŸXB »á L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½LÌÍ?€ ?€ =LÌÍ8ð/=å¥L
|
|||
|
|
split_indices[$l#L - - 7 L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L EÁ ¾Cgç�E¹Ê‚E²Ó4C^é¬E°.ÇB©DL
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L ;Ëö½LÌÍ=j7‡<'ªö=LÌÍ»™„~;«åôL
|
|||
|
|
categories[$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
|
|||
|
|
left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L C½¶ CœŽšBbÿF L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½LÌÍ?€ ·®¼=LÌÍ»™„~;«åôL
|
|||
|
|
split_indices[$l#L - - L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L EÁ.ÎCn~}E¹ºÚE²ªCbKE*!E;KÿL
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L »l›¢½LÌÍ=2™‡º�ʲ=LÌÍ»‚"#<$âûL
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idi L
|
|||
|
|
left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L C®å C—Ì B¶Ä2 L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½LÌÍ?€ BpÛü=LÌÍ»‚"#<$âûL
|
|||
|
|
split_indices[$l#L - - < L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L EÀƒôC`´vE¹~PE²Ò´CUsŽE�ÖDÇ'tL
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L ;$ðj½LÌÍ=@…{;¿²o=LÌÍ»²Où;»è\L
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idi!L
|
|||
|
|
left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L CŸ˜9 C†»¹B�ìû L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½LÌÍ?€ ¶€•n=LÌÍ»²Où;»è\L
|
|||
|
|
split_indices[$l#L - - L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L E¿Ð CWE@E¹óE²¿†CJÍ¡E-Ë�E7³pL
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L ;�î¿=€?5½ÄeÚ=-ò>Ò`Á½�þ¾ŒÐž<‘gK:Œ~J½LÌÍ=LÌÍ»¯eÉ<,<í¼Â&{»?�ôL
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idi"L
|
|||
|
|
left_children[$l#L
|
|||
|
|
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L B|ZAàQâAQØAÃ;C‘\�Aº$rAe˸ L parents[$l#L ÿÿÿ L right_children[$l#L
|
|||
|
|
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ?€V@à EPºáDýyì·Ü“¼EFÈ{AP <‘gK:Œ~J½LÌÍ=LÌÍ»¯eÉ<,<í¼Â&{»?�ôL
|
|||
|
|
split_indices[$l#L K $ L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L EÀ lEt—kE ¡lEg“©CP<(DíÄhC¥ùÄC_1/EY –Bžf C (DÍÕ Cz?C'~pC$uL
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 15L size_leaf_vectorSL 1}}{L base_weights[$d#L ¼Mß¾2NW=`W˜½6º~¾í }>ug½–ûi¼‹Ö«;W;p;¸¨o¼Ó|�<Ÿ<åɘ¼8Ë;Ý$oL
|
|||
|
|
categories[$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
|
|||
|
|
left_children[$l#L
|
|||
|
|
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L B†MíB‡‚BÎÐ^B(žëA�úB<B¢8[ L parents[$l#L ÿÿÿ L right_children[$l#L
|
|||
|
|
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L B7ž¿OZf?$dþBuYDüó×BlzóB€Õ¸¼‹Ö«;W;p;¸¨o¼Ó|�<Ÿ<åɘ¼8Ë;Ý$oL
|
|||
|
|
split_indices[$l#L < < < < L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L E¿ÓDàôïE†Û—DœXD ·/DÝ\hE úC¨û@DcµB2ë#CýúD»¡gC†ìD¸éD…(ÚL
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 15L size_leaf_vectorSL 1}}{L base_weights[$d#L º6¦K>À½Éªw¼ÓaF?mb¿3~�=– R;™Â7½`û<Ìi”=LÌͽLÌͼ´G= °Ô»?qƒL
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idi$L
|
|||
|
|
left_children[$l#L
|
|||
|
|
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L B¯v%C¤‰vC¾óBC(ýàAÙÕ@B¸T´CRÒÿ L parents[$l#L ÿÿÿ L right_children[$l#L
|
|||
|
|
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ¾
|
|||
|
|
sB?CBU
|
|||
|
|
ð¿YniBD#rBE¸I?ž0³;™Â7½`û<Ìi”=LÌͽLÌͼ´G= °Ô»?qƒL
|
|||
|
|
split_indices[$l#L 6 < < 6 < < 6 L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L E¾hE=dEd’¢Dú�CÙàâDJ{ˆE1óÀDÕ‹YC‘ÜØCy4C•¤HCˆúDs D=Eä{L
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 15L size_leaf_vectorSL 1}}{L base_weights[$d#L ¼ ͽ:ïÝ>pÈL<…Os¾�8/?JÅ}>-ïí»æy¥;ÖZ¼Å8ã¼ hc==ðn€ <�ø7º
|
|||
|
|
)&L
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idi%L
|
|||
|
|
left_children[$l#L
|
|||
|
|
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L BZÇÛB�.AãŽÐB™¨œA—ÿÄAáXAØh L parents[$l#L ÿÿÿ L right_children[$l#L
|
|||
|
|
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L B‡5O?¹EsB_¸jB7žB]R<A.41@‰•»æy¥;ÖZ¼Å8ã¼ hc==ðn€ <�ø7º
|
|||
|
|
)&L
|
|||
|
|
split_indices[$l#L < < < 8 8 L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L EÀ&E§›'DC—ùE„ŽóDŒ0ÑB•DzD0ïiDß�E�C¡3tDGÇçB~¤zA/‘æC¯s,C²k§L
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 15L size_leaf_vectorSL 1}}{L base_weights[$d#L ;‰æ•>ö½íê5¿+Õé> P½Ä›¿=ÞöºDÆ[½LÌÍ<5þÎ;ô»¸!¨<Ú â;)¡¢½LÌÍL
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idi&L
|
|||
|
|
left_children[$l#L
|
|||
|
|
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L BÈ|fB ð÷B&TºA„$PA¤Y¤B,XAµKl L parents[$l#L ÿÿÿ L right_children[$l#L
|
|||
|
|
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L >¶Íî >ä²ÉÀW ü¿`cÌ?€ ¹8ZºDÆ[½LÌÍ<5þÎ;ô»¸!¨<Ú â;)¡¢½LÌÍL
|
|||
|
|
split_indices[$l#L 6 7 : 6 6 7 L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L E¾Ç'E3¿JEIÏBR„ÈE0u7ECÞçB¾©AÇ�MAÝlDDÜ@bD„ª
|
|||
|
|
E?(³B–ƈA½[�BŽ¬ÂL
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 15L size_leaf_vectorSL 1}}{L base_weights[$d#L »K©>>+z>½¡,›½�áé?h0‚¿€ <w´É<y3¼³`_=LÌÍ=÷ð½LÌͼæso<ºÄË»„L~L
|
|||
|
|
categories[$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
|
|||
|
|
left_children[$l#L
|
|||
|
|
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L BŸtRC¢S—C¿:¤Bû›ÂAÂjðAš“ðC%äÁ L parents[$l#L ÿÿÿ L right_children[$l#L
|
|||
|
|
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ¿RÅ!B0ñ«B=ÅŸÀn¿¬ô?B9+B>©{ÿ<y3¼³`_=LÌÍ=÷ð½LÌͼæso<ºÄË»„L~L
|
|||
|
|
split_indices[$l#L 6 < < 6 6 < 6 L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L E¿õÉDë ÖE…2“D³o%CÞvÁC¾ ãEr£ëD^W,D‡ C/çqC†ƒ C}\gBýn¾D,ûçEGdñL
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 15L size_leaf_vectorSL 1}}{L base_weights[$d#L »$Lf½LÌÍ=(ß|:rÖõ=LÌÍ»¤…·;˜þ+L
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idi(L
|
|||
|
|
left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L Cš×¦ Cƒ.,BXvO L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½LÌÍ?€ ·®¼=LÌÍ»¤…·;˜þ+L
|
|||
|
|
split_indices[$l#L - - L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L EÀ åC[Z&E¹2E²ê‹CHñ E*_¨E;uoL
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L ¹ 2½LÌÍ='.Ÿ;9€=LÌÍ»÷<N¬ËL
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idi)L
|
|||
|
|
left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L C�R CrÉB‰Þæ L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½LÌÍ?€ Bƒj!=LÌÍ»÷<N¬ËL
|
|||
|
|
split_indices[$l#L - - < L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L E¿ �CNŸŸE¸—�E²“C@�ŠE•çDe`"L
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L ºÔ×½LÌÍ=±�:ÿ^�=LÌÍ»:O×<)©L
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idi*L
|
|||
|
|
left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L C„1C Cfy~B‹’í L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½LÌÍ?€ BzGà=LÌÍ»:O×<)©L
|
|||
|
|
split_indices[$l#L - - < L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L E¾¤ CG ßE¸k E²µÐC6§‡EŠÝ¾DŸ`GL
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L ºt‰Å½LÌÍ=›Ÿ; i=LÌÍ»§$?;ÒÁ¢L
|
|||
|
|
categories[$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
|
|||
|
|
left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L CƒÀY CZ¤pB˜-R L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½LÌÍ?€ BX·†=LÌÍ»§$?;ÒÁ¢L
|
|||
|
|
split_indices[$l#L - - < L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L E¾³±CC¯\E¸–6E²îÅC4î
|
|||
|
|
EC˜wE"EL
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L »¯½LÌÍ<ÿ àºÐûÉ=LÌÍ;º á»·jjL
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idi,L
|
|||
|
|
left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L Cu´ CN(B’; L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½LÌÍ?€ >ßü=LÌÍ;º á»·jjL
|
|||
|
|
split_indices[$l#L - - 6 L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L E½£-C> �E·²IE²T†C+¸GE.8ÒE6p;L
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L ºÒù»½LÌÍ=9€ =LÌÍ;Ê—S»‡ƒ8L
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idi-L
|
|||
|
|
left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L Ch¹± COB`BkÝ’ L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½LÌÍ?€ ½âtA=LÌÍ;Ê—S»‡ƒ8L
|
|||
|
|
split_indices[$l#L - - 6 L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L E½¨”C7ÒÊE·éýE²�[C-IEBÓEU¿ãL
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L »Þb½LÌÍ<ÛÙC»aPŒ=LÌͼ�Ë:èx}L
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idi.L
|
|||
|
|
left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L CZüã C:rBœ¯÷ L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½LÌÍ?€ B"‰=LÌͼ�Ë:èx}L
|
|||
|
|
split_indices[$l#L - - < L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L E½ópC7)ÖE¸:!E³zC$têD¢E¡†L
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L ¼£ž½LÌÍ<°�7¼Mv=LÌÍ;’<»¡†dL
|
|||
|
|
categories[$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
|
|||
|
|
left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L CBaã C4-ÁBItf L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½LÌÍ?€ >ßü=LÌÍ;’<»¡†dL
|
|||
|
|
split_indices[$l#L - - 6 L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L E»K�C+'hEµòUE±oC ¼ÃE*}ôE7ŠêL
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L € ¿€ <õÇ(¼•Åü½LÌÍ:ÓÎ�=LÌÍ»˜¯©;“ÂL
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idi0L
|
|||
|
|
left_children[$l#L ÿÿÿÿÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L C<Z @33ÀC,
|
|||
|
|
¯ B@
|
|||
|
|
à L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ¹û¬?€ ¼•Åü½LÌÍ·vQ¼=LÌÍ»˜¯©;“ÂL
|
|||
|
|
split_indices[$l#L - - L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L EºÌ«C$ eEµ«¸AŒLC”âE±ÒC|ÇE*¨wE7g,L
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 9L size_leaf_vectorSL 1}}{L base_weights[$d#L ºNJ€½LÌÍ<í³9:ä¬0=LÌͼFý;m\#L
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idi1L
|
|||
|
|
left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L C9» C"fñB‡ˆ± L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½LÌÍ; +RB7ž=LÌͼFý;m\#L
|
|||
|
|
split_indices[$l#L - @ < L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L E¼ øC'~~E¶ÎE²2)C{KDÓR°EzºûL
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L 9ZÏË> ”½žÅ¿ ¥ƒ> üR½ï€µ>€_e<vc@½!›=žÃ;ׂï:³+ ¼/LN½LÌÍ=F;µL
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idi2L
|
|||
|
|
left_children[$l#L
|
|||
|
|
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L B€™AAÁ¡êBHÆHAwyA´•ÜBA¦zCî6~ L parents[$l#L ÿÿÿ L right_children[$l#L
|
|||
|
|
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ¾×& @À À�im>›CÆ>àk‚·0-<vc@½!›=žÃ;ׂï:³+ ¼/LN½LÌÍ=F;µL
|
|||
|
|
split_indices[$l#L 6 7 K 6 L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L E»«;EPªEoÌBG?áE3«EU·\CÊs…AA‚mBßFB§)³Dÿô»D«ŠÉDÿãîBðÈkCŽAjL
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 15L size_leaf_vectorSL 1}}{L base_weights[$d#L ;¬‹•¼,GÜ>ˆ-ó<4 -¾Gik¿€ ?€ :ö‹»ñ´=*kD¼§Hq¼� »½LÌÍ=LÌÍ;÷ØL
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idi3L
|
|||
|
|
left_children[$l#L
|
|||
|
|
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L AÌáùA¸×Cë2°A†ÏCÝm?Œ €@Ç¡€ L parents[$l#L ÿÿÿ L right_children[$l#L
|
|||
|
|
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L @à ?€ ·®¼EP @ »Ñ¿·;ÒÆ�:ö‹»ñ´=*kD¼§Hq¼� »½LÌÍ=LÌÍ;÷ØL
|
|||
|
|
split_indices[$l#L K * K L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L E¼3òE±}PC«j Ežê§D•IC výCV]=EˆbþD4=IBÆ#
|
|||
|
|
C÷¡ÐAC¦wBèy+CIlÃAO£L
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 15L size_leaf_vectorSL 1}}{L base_weights[$d#L »ˆpp¾ üx=†�ƒ½µ¾à0Õ>.Ìѽ†Âè¼<OC;„ʼ|°/½ˆ[;�¼<›Gt¼3m«<7EL
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idi4L
|
|||
|
|
left_children[$l#L
|
|||
|
|
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L B`¨ ByŠ™B[GBŽhA�ãTB')ŒBœâ L parents[$l#L ÿÿÿ L right_children[$l#L
|
|||
|
|
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L B>K±¾Úh�?¶> B"‰>3ÊÏ@€ B‰áª¼<OC;„ʼ|°/½ˆ[;�¼<›Gt¼3m«<7EL
|
|||
|
|
split_indices[$l#L < < F K < L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L E»¥µE¿ÖEu‹“DÃø!Cþ +E¾…DÙš DœõDrSNC¸:ˆC ÇGD¿ ¤D$àÊDŽ¬çDÚlL
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 15L size_leaf_vectorSL 1}}{L base_weights[$d#L »-Øê¿€ <Άù¼¤çi½LÌͺ†Ž¼=LÌÍ»Ãh³;�XL
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idi5L
|
|||
|
|
left_children[$l#L ÿÿÿÿÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L C-r«?õ€C ¼d B„–� L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ¹û¬;mûÓ¼¤çi½LÌÍBL =LÌÍ»Ãh³;�XL
|
|||
|
|
split_indices[$l#L - @ < L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L E¼W»C }ÍE·kÌA�ÆðC ÄïE²ø"Cu5E!Ÿ1EDQL
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 9L size_leaf_vectorSL 1}}{L base_weights[$d#L »ßë(½§=LÌÍ¿|’©»Ã’A¼�L9½LÌÍ»] 5< î6L
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idi6L
|
|||
|
|
left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L C –ðCøø @Š @Byz¼ L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ?€ =LÌ͹û¬Btaë¼�L9½LÌÍ»] 5< î6L
|
|||
|
|
split_indices[$l#L - - < L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L Eºä!E¶‘¾C
|
|||
|
|
L`CE±á¥AŽ‹ C1E„*óD¶ÚÊL
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 9L size_leaf_vectorSL 1}}{L base_weights[$d#L º�>#¾n—™<í]O?'Šè¾�åé>(Tö½i#+=8¸;”¬ ¼ˆ×ì<¢þv<Ï«-;E¼1Íä;™LZL
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idi7L
|
|||
|
|
left_children[$l#L
|
|||
|
|
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L B)tžAçhÔBwèã@u PA×fÚB%DdB�1— L parents[$l#L ÿÿÿ L right_children[$l#L
|
|||
|
|
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L BjU>©Ñ*?€ B!ö>6EíB#|'Blzó=8¸;”¬ ¼ˆ×ì<¢þv<Ï«-;E¼1Íä;™LZL
|
|||
|
|
split_indices[$l#L < 5 : < L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L EºKùD+
|
|||
|
|
äE¤ê�Aà�‰D$_E /îEI¥LA‚)êA<Í?D0XB=`uC‘ÎÙDÛì&DçODÏ£HL
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 15L size_leaf_vectorSL 1}}{L base_weights[$d#L ¼Vœ¡½pŽ=LÌÍ¿zÂϼE!¼}Òz½LÌÍ»Sÿ“<*ŠL
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idi8L
|
|||
|
|
left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L CF
|
|||
|
|
C
|
|||
|
|
|
|||
|
|
c @wáÀB` ª L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ?€ =LÌ͹û¬BzGà¼}Òz½LÌÍ»Sÿ“<*ŠL
|
|||
|
|
split_indices[$l#L - - < L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L Eº?$E¶(HCÛ‹CUKE±¥�A„“%Bÿ…ÍEŠ•DœB(L
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 9L size_leaf_vectorSL 1}}{L base_weights[$d#L »• ¾ ?=X]ͽP“¾ÜÖÓ>ƒýM½ RŽ¼'û§;5UO»¹²‹¼å3=Gñ<<O¼)�;^ƒL
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idi9L
|
|||
|
|
left_children[$l#L
|
|||
|
|
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L B5‚óB7)B�ƒÕA¿…wA~¾�B8ÈÖBOò L parents[$l#L ÿÿÿ L right_children[$l#L
|
|||
|
|
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L B9+B¾å o?€ B"‰>—1"¾¥jøBeu>¼'û§;5UO»¹²‹¼å3=Gñ<<O¼)�;^ƒL
|
|||
|
|
split_indices[$l#L < 5 < G < L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L Eº-`Dã E�j€D±OûCÆîD–ºôE7w‡D2¬DQmIBî”zC‹HóCqðMDpùÕD„÷ëDé÷#L
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 15L size_leaf_vectorSL 1}}{L base_weights[$d#L »00ç½I‹¿<µ</¹ŠåC=LÌÍ»¶ÙU;žüÿL
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idi:L
|
|||
|
|
left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L C+È C7ìBx…, L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½I‹¿;mûÓBN)=LÌÍ»¶ÙU;žüÿL
|
|||
|
|
split_indices[$l#L - @ < L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L Eº [CEµ“"E±©aBúpnE%ýlE=UUL
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L ;… ÿ½A¶Ø<Þjù;Â¥‹=Gy·;úA·»y¿L
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idi;L
|
|||
|
|
left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L CÛø BëäBŠ{n L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½A¶Ø?€ ¾ã‘)=Gy·;úA·»y¿L
|
|||
|
|
split_indices[$l#L - - 6 L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L Eº5ÚC†–Eµù¥E²,“BóDˆDÿ°|Ed€èL
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L »íæ<¿w²·<tÀ¼Œ¹Y½LÌÍ»£¬½=C5G;n«»ñó{L
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idi<L
|
|||
|
|
left_children[$l#L ÿÿÿÿÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L CL#@ 5ÀBÞyè B~Rà L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ¹û¬;mûÓ¼Œ¹Y½LÌÍ?ÅYV=C5G;n«»ñó{L
|
|||
|
|
split_indices[$l#L - @ 6 L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L E¹Z}CûãEµJžAwä¬Bäû0E±¥ Bé?Eeê&DúÂ3L
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 9L size_leaf_vectorSL 1}}{L base_weights[$d#L <!—õ¿oX±= òê¼ck‚½Ià—<Vêæ=Ae´»^û;•kL
|
|||
|
|
categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idi=L
|
|||
|
|
left_children[$l#L ÿÿÿÿÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L Bõz@º`BÄ¡V B L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L º4HÚ; +R¼ck‚½Ià—¶€•~=Ae´»^û;•kL
|
|||
|
|
split_indices[$l#L - @ L
|
|||
|
|
split_type[$U#L L sum_hessian[$d#L E¹‰¯Bþ›Eµ‘AAM{
|
|||
|
|
Bäl:E²,øBÙ E.Y°E6 AL
|
|||
|
|
tree_param{L num_deletedSL 0L num_featureSL 76L num_nodesSL 9L size_leaf_vectorSL 1}}}L nameSL gbtree}L learner_model_param{L
|
|||
|
|
base_scoreSL
|
|||
|
|
[5.215755E-1]L boost_from_averageSL 1L num_classSL 0L num_featureSL 76L
|
|||
|
|
num_targetSL 1}L objective{L nameSL binary:logisticL reg_loss_param{L scale_pos_weightSL 1}}}L version[#L iii}}•8 ”…”R”sbŒ lgb_model”Œlightgbm.basic”h
|
|||
|
|
“”)�”}”(Œ_handle”X\£ tree
|
|||
|
|
version=v4
|
|||
|
|
num_class=1
|
|||
|
|
num_tree_per_iteration=1
|
|||
|
|
label_index=0
|
|||
|
|
max_feature_idx=75
|
|||
|
|
objective=binary sigmoid:1
|
|||
|
|
feature_names=rsi atr atr_percent macd macd_signal macd_histogram bb_middle bb_upper bb_lower bb_width bb_percent_b ema_9 ema_21 ema_cross_bull ema_cross_bear volume_sma volume_ratio volume_increasing high_volume returns_1 returns_5 returns_20 log_returns price_position dist_from_sma_20 volatility_20 normalized_range avg_normalized_range close_lag_1 close_lag_2 close_lag_3 close_lag_5 higher_high lower_low hh_count_5 ll_count_5 hour weekday london_session ny_session swing_high swing_low is_fvg_bull is_fvg_bear fvg_signal ob ob_mitigated bos choch market_structure regime regime_confidence h1_ema20 h1_market_structure h1_ema20_distance h1_trend_strength h1_swing_proximity h1_fvg_active h1_ob_proximity h1_atr_ratio h1_rsi fvg_gap_size_atr fvg_age_bars ob_width_atr ob_distance_atr bos_recency confluence_score swing_distance_atr regime_duration_bars regime_transition_prob volatility_zscore crisis_proximity wick_ratio body_ratio gap_from_prev_close consecutive_direction
|
|||
|
|
feature_infos=[9.7990166078071468:92.158469618059641] [0.84358213476572352:18.200465355562955] [0.041477514579179364:0.59625370128331989] [-21.442979007972554:18.105238975506381] [-19.065870130845024:15.858005416306996] [-7.4021413384879562:7.7497449819741435] [1989.73:3568.7584999999999] [1992.9922595451715:3596.9630384112083] [1975.1124866996972:3559.5502604929366] [0.00056887518640366826:0.048548848043661441] [-0.52184291848323638:1.5331141085560112] [1988.1929994438569:3579.7346144058715] [1989.3378799820621:3568.1996492438439] [0:1] [0:1] [310:5530.25] [0.0022259321090706734:6.3965987485961824] [0:1] [0:1] [-0.013749870632937644:0.013839384996363613] [-0.022811840778696024:0.024807122857200437] [-0.035775818061156706:0.023600802918692931] [-0.013845275651402741:0.013744495183308511] [0:1] [-0.018904446938117658:0.0158047733498905] [0.00014540259145658663:0.0048707152760562207] [0:0.013614457278851072] [0.00031128093698014732:0.0071904733087374637] [1986.03:3594.27] [1986.03:3584.3200000000002] [1986.03:3583.4499999999998] [1986.03:3583.4499999999998] [0:1] [0:1] [0:5] [0:5] [0:23] [1:5] [0:1] [0:1] [0:1] [-1:0] [0:1] [0:1] [-1:1] [-1:1] [0:1] [-1:1] [-1:1] [-1:1] [0:2] [0.23247880924207565:0.99990836595722654] [1992.6146440656041:3560.2722711915394] [-1:1] [-8.8820992477784078:9.4819053342372346] [-1:1] [0:22.908430352773337] none [0:3.1245781043841259] [1.0850301870726495:4.0730034291913801] [12.53802768487499:88.0337499157325] [0:5.4845003624886379] [0:43] [0:6.1720642946237581] [0:2.4008978755178689] [0:999] [0:13] [0:22.908430352773337] none none [-3.084581671053038:6.6210230995023966] [0.17704818725251739:1.1764432815746229] [0:1] [0:1] [-5.1025041054662177:4.8783835333879404] [1:14]
|
|||
|
|
tree_sizes=987 1010 1017 1009 1013 1004 1015 1006 1013 1021 1003 1014 1023 1007 1021 1022 1029 1024 1014 1027 1022 1018 1024 1029 1017 1025 1025 1025 1024 1025 1030 1021 1027 1024 1031 1018 1026 1029 1015 1015 1017 1011 1021 1016 1019 1023 1023 1021 1032 1023 1015 1010 1021 1013 1005 1019 1015 1020 1013 1010 1016 1014 1003 1014 1010 1016 1023 1019 1019 1007 1025 1030 1027 1018 1034 1035 1023 1033 1034 1026 1034 1025 1010 1017 1007 1009 1007 1006 1008 1005 1005 1014 1006 1033 1018 1020 1021 1019 1022
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|
|
|
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|
|
Tree=0
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|
num_leaves=8
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num_cat=0
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|
|
split_feature=60 4 60 4 4 60 4
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|||
|
|
split_gain=326.454 148.155 201.067 97.7472 79.0166 91.5648 78.7608
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|||
|
|
threshold=59.380473448028326 1.025040727627528 46.335763872030718 0.94421637438158157 -1.0591931933587835 36.140268916944329 -0.42802542108421299
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|
|
decision_type=2 2 2 2 2 2 2
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|||
|
|
left_child=1 2 4 -2 5 -1 -4
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|
|
right_child=3 -3 6 -5 -6 -7 -8
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leaf_value=0.06812062352276535 0.11932523190504898 0.063741880028608949 0.10495289590897547 0.095891157719898729 0.062463755969152893 0.091071656263704059 0.08680645898140886
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leaf_weight=798.51040840148926 560.70402739942074 1129.6426933854818 966.69666317105293 2182.9278289675713 938.00019536912441 937.75066086649895 1570.5701595246792
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leaf_count=3200 2247 4527 3874 8748 3759 3758 6294
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internal_value=0.0863557 0.0801214 0.0836997 0.10075 0.0741373 0.0805231 0.0937629
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|
internal_weight=9084.8 6341.17 5211.53 2743.63 2674.26 1736.26 2537.27
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internal_count=36407 25412 20885 10995 10717 6958 10168
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is_linear=0
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|
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shrinkage=1
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|
|
|
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|
|
|
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|
|
Tree=1
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|
|
num_leaves=8
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num_cat=0
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|
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split_feature=45 45 60 60 4 60 53
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|
|
split_gain=1825.75 1413.81 371.242 123.769 172.004 105.16 93.0211
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|
|
threshold=-1.0000000180025095e-35 1.0000000180025095e-35 59.380473448028326 36.140268916944329 0.62599183582160578 46.335763872030718 1.0000000180025095e-35
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decision_type=2 2 2 2 2 2 2
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left_child=-1 2 3 -2 5 -5 -7
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right_child=1 -3 -4 4 -6 6 -8
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leaf_value=-0.099841709735322678 -0.024496587869001579 0.092488859467722062 0.016460066229950571 -0.0072462912706347804 -0.017999129806430453 0.023581831413254366 0.0011165810823396429
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leaf_weight=430.92910335958004 826.30889293551445 433.6576155424118 2489.875548273325 1535.5712074935436 1454.20139336586 775.73404610157013 1137.8973491489887
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leaf_count=1727 3309 1738 9985 6152 5824 3110 4562
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internal_value=0 0.00502781 0.000353948 -0.00664458 -0.00360413 0.00246767 0.0102872
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internal_weight=9084.18 8653.25 8219.59 5729.71 4903.4 3449.2 1913.63
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internal_count=36407 34680 32942 22957 19648 13824 7672
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|
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is_linear=0
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shrinkage=0.05
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|
|
Tree=2
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|
|
num_leaves=8
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num_cat=0
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|
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split_feature=55 54 63 22 63 22 55
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|
|
split_gain=96.7025 73.9502 157.422 588.664 142.077 1306.5 58.0871
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threshold=1.0000000180025095e-35 -0.24123289026796743 0.63830065857939722 -8.3558102760968956e-06 0.53641442206889545 -1.0000000180025095e-35 -1.0000000180025095e-35
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decision_type=2 2 2 2 2 2 2
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left_child=1 2 6 -4 -3 -6 -1
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|
|
right_child=-2 4 3 -5 5 -7 -8
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leaf_value=-0.040728697081743689 0.041691330856444303 -0.0018779207057062043 0.088733360241903647 -0.083709577967712931 0.085215766555212222 -0.094567450451545895 0.003136510782310946
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leaf_weight=72.207437828183174 132.00105299055576 5030.9845759421587 181.11082771420479 62.72730453312397 150.96792943775654 282.46383546292782 3168.3342027515173
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leaf_count=289 530 20175 730 251 609 1130 12693
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internal_value=0 -0.000636325 0.00504487 0.0433809 -0.00426937 -0.0315757 0.00208244
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internal_weight=9080.8 8948.8 3484.38 243.838 5464.42 433.432 3240.54
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internal_count=36407 35877 13963 981 21914 1739 12982
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is_linear=0
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shrinkage=0.05
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Tree=3
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|
num_leaves=8
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num_cat=0
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split_feature=45 45 60 60 4 4 3
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|
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split_gain=1527.41 1201.19 335.601 114.949 186.14 89.2586 80.5849
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threshold=-1.0000000180025095e-35 1.0000000180025095e-35 59.380473448028326 44.260334825185403 0.62599183582160578 -0.99716718888620959 1.5527153080056453
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decision_type=2 2 2 2 2 2 2
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left_child=-1 2 3 5 -5 -2 -4
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right_child=1 -3 6 4 -6 -7 -8
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leaf_value=-0.09133825699351017 -0.0088772924742548318 0.085788668995658707 0.028383171504758876 0.0077079458398099029 -0.015559585320600311 -0.031659660807671304 0.0091990706819863426
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leaf_weight=430.73973275721073 1454.7924367338419 427.81633099913597 827.37803533673286 2292.1197751611471 1368.0859868973494 615.3073675185442 1660.1763177663088
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leaf_count=1727 5826 1738 3323 9192 5476 2463 6662
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internal_value=0 0.00460288 0.000320728 -0.00633032 -0.000984549 -0.0157331 0.015644
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internal_weight=9076.42 8645.68 8217.86 5730.31 3660.21 2070.1 2487.55
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internal_count=36407 34680 32942 22957 14668 8289 9985
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is_linear=0
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shrinkage=0.05
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Tree=4
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|||
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num_leaves=8
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|
num_cat=0
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split_feature=45 45 19 75 75 75 75
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|||
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|
split_gain=1388.47 1100.09 157.712 2229.26 2206.01 331.633 264.135
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threshold=-1.0000000180025095e-35 1.0000000180025095e-35 -8.3557753663976425e-06 2.5000000000000004 2.5000000000000004 1.5000000000000002 1.5000000000000002
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decision_type=2 2 2 2 2 2 2
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left_child=-1 2 4 6 5 -2 -4
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right_child=1 -3 3 -5 -6 -7 -8
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leaf_value=-0.087355822403692523 0.049767500432025734 0.082571085381877837 -0.049357221293090427 0.041511665332316337 -0.044815835469805186 0.0092687824704892324 -0.013030397972973874
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leaf_weight=428.14580693840981 1013.3716285228729 422.58718843758106 991.81823997199535 2222.9658209830523 1946.8298828452826 1016.4486628621817 1024.174601405859
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leaf_count=1727 4064 1738 3976 8920 7800 4075 4107
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internal_value=0 0.00438017 0.000304399 0.00701605 -0.00683724 0.0295846 -0.0310049
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internal_weight=9066.34 8638.2 8215.61 4238.96 3976.65 2029.82 2015.99
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internal_count=36407 34680 32942 17003 15939 8139 8083
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is_linear=0
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shrinkage=0.05
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Tree=5
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|||
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num_leaves=8
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|
num_cat=0
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|
split_feature=60 54 54 60 54 60 54
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|
split_gain=228.713 450.333 428.188 368.866 444.527 432.868 310.906
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threshold=60.343223208584718 1.5338472270058545 2.622036012185291 53.288248494129029 -0.10432852798704741 46.335763872030718 -1.0681271223401507
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decision_type=2 2 2 2 2 2 2
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left_child=1 3 -2 4 5 6 -1
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|||
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|
right_child=2 -3 -4 -5 -6 -7 -8
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leaf_value=-0.00016344819290245406 0.046940660073497051 -0.03848953577340819 0.00033554515217385623 0.026950251500246894 -0.034017766453642406 0.032482203517370113 -0.04738076751797575
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leaf_weight=2244.8577300161123 668.11132249236107 862.06875199079514 1848.7302615642548 1045.471601575613 1071.62232619524 901.63980093598366 408.20861576497555
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leaf_count=9015 2700 3464 7445 4207 4305 3634 1637
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internal_weight=9050.71 6533.87 2516.84 5671.8 4626.33 3554.71 2653.07
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internal_count=36407 26262 10145 22798 18591 14286 10652
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is_linear=0
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shrinkage=0.05
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Tree=6
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|||
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num_leaves=8
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num_cat=0
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split_feature=45 45 19 58 58 20 12
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|||
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split_gain=1249.72 997.591 142.124 90.36 60.665 52.6881 49.7626
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threshold=-1.0000000180025095e-35 1.0000000180025095e-35 -8.3557753663976425e-06 0.47615567427151367 0.276421719855726 -0.00012819448519119089 3329.1116838233788
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decision_type=2 2 2 2 2 2 2
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left_child=-1 2 4 -4 6 -6 -2
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right_child=1 -3 3 -5 5 -7 -8
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leaf_value=-0.083374232243149077 -0.0053887310669213217 0.079303097580094337 0.0079171168730407804 -0.035950198049727544 0.042811345058013296 -0.010990660450958948 -0.021344149248917321
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leaf_weight=423.1634836345911 3216.9036021381617 414.99184828996658 4117.5761202275753 115.58682157099247 108.2210286706686 71.218634828925133 577.02413342893124
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leaf_count=1727 12905 1738 16539 464 434 286 2314
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internal_weight=9044.69 8621.52 8206.53 4233.16 3973.37 179.44 3793.93
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internal_count=36407 34680 32942 17003 15939 720 15219
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is_linear=0
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shrinkage=0.05
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Tree=7
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num_leaves=8
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num_cat=0
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split_feature=60 54 54 60 54 60 54
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split_gain=210.114 433.792 379.574 287.173 448.329 328.805 345.065
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threshold=59.380473448028326 1.5945014699769746 2.4079528938985661 52.271510710211338 -0.10432852798704741 44.260334825185403 -1.6183267103062546
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decision_type=2 2 2 2 2 2 2
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left_child=1 3 -2 4 5 6 -1
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right_child=2 -3 -4 -5 -6 -7 -8
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leaf_value=3.0656036567858129e-05 0.044046969459682034 -0.043139555211977362 0.00084601393420464523 0.020249839041486903 -0.038663322285644862 0.021515629330888252 -0.047887547599273092
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leaf_weight=1744.1964045017958 672.57897546887398 661.98213621973991 2047.8551386147738 1282.8284592628479 868.29516796767712 1279.9925236701965 473.11200526356697
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internal_weight=9030.84 6310.41 2720.43 5648.42 4365.6 3497.3 2217.31
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internal_count=36407 25412 10995 22748 17575 14083 8914
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is_linear=0
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shrinkage=0.05
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Tree=8
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num_leaves=8
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num_cat=0
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split_feature=55 54 75 19 19 75 75
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split_gain=74.6729 66.8813 68.148 777.523 146.629 1060.96 928.022
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threshold=1.0000000180025095e-35 -0.44233847695676198 5.5000000000000009 -8.3557753663976425e-06 2.1265790928870491e-05 2.5000000000000004 2.5000000000000004
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decision_type=2 2 2 2 2 2 2
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|||
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left_child=1 -1 4 -4 5 -3 -6
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|||
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|
right_child=-2 2 3 -5 6 -7 -8
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leaf_value=0.0051942411527527883 0.036869033328167343 0.030225482428694633 -0.07108095428767465 0.051970868465398549 -0.040207380378100128 -0.037114179210983818 0.018896571629768939
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leaf_weight=3214.1041475981474 130.29776208102703 1453.5238204300404 184.32846912741661 393.43758252263069 1477.5143200159073 971.38222549855709 1197.7375406175852
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leaf_count=12955 530 5887 740 1589 5960 3907 4839
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internal_value=0 -0.000557842 -0.00382443 0.012354 -0.00567729 0.00320875 -0.0137414
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internal_weight=9022.33 8892.03 5677.92 577.766 5100.16 2424.91 2675.25
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internal_count=36407 35877 22922 2329 20593 9794 10799
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is_linear=0
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shrinkage=0.05
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|
|
Tree=9
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|||
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|
num_leaves=8
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|
num_cat=0
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split_feature=55 55 28 75 22 22 75
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|
split_gain=67.957 45.2947 36.7738 36.4071 537.512 110.005 1453.33
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threshold=1.0000000180025095e-35 -1.0000000180025095e-35 3338.5650000000005 6.5000000000000009 -1.966709080491425e-05 8.2128664622204186e-06 2.5000000000000004
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|||
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decision_type=2 2 2 2 2 2 2
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|||
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left_child=1 -1 3 5 -5 -3 -7
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|||
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|
right_child=-2 2 -4 4 -6 6 -8
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leaf_value=-0.036732058666317215 0.035250575473134864 0.0063294642900136762 -0.0088748707224536438 -0.060914741080568227 0.058529663434248091 -0.034891853072432852 0.028163035869243621
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internal_weight=9013.73 8884.02 8803.43 7740.38 398.864 7341.52 3668.86
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shrinkage=0.05
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|
Tree=10
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|||
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|
num_leaves=8
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|
num_cat=0
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|
split_feature=60 54 54 60 54 60 54
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|
split_gain=184.665 576.423 471.45 256.778 233.821 230.407 339.028
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threshold=47.50957186779754 -0.87998457095902849 -0.41533016414044394 42.445207357943048 -2.2805203182885116 54.608028420743246 1.251653282182138
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|||
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decision_type=2 2 2 2 2 2 2
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|||
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left_child=1 3 -2 4 -1 -4 -7
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|
right_child=2 -3 5 -5 -6 6 -8
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leaf_weight=1279.1866434067488 470.51560577750206 610.25598737597466 1519.3801251500845 699.36326777935028 504.40823449194431 615.81751318275928 3306.1825476139784
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leaf_count=5147 1919 2464 6132 2823 2028 2506 13388
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|
internal_weight=9005.11 3093.21 5911.9 2482.96 1783.59 5441.38 3922
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is_linear=0
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shrinkage=0.05
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|
Tree=11
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|||
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|
num_leaves=8
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|||
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|
num_cat=0
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|
split_feature=45 45 19 75 75 75 75
|
|||
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split_gain=1084.35 885.087 130.198 1805.47 1698.18 293.29 234.09
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threshold=-1.0000000180025095e-35 1.0000000180025095e-35 -8.3557753663976425e-06 2.5000000000000004 2.5000000000000004 1.5000000000000002 1.5000000000000002
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decision_type=2 2 2 2 2 2 2
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Tree=12
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split_gain=57.4948 37.9762 33.0485 27.9409 25.837 247.047 52.9855
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threshold=1.0000000180025095e-35 -1.0000000180025095e-35 3338.5650000000005 65.409929447035182 0.83808083987942328 0.0021464742375525742 0.37703495920014879
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decision_type=2 2 2 2 2 2 2
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Tree=13
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split_gain=166.253 84.1812 135.314 123.231 80.2497 139.332 248.215
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threshold=60.343223208584718 36.140268916944329 41.981602572720767 1.0000000180025095e-35 55.995943000129742 1.0000000180025095e-35 -1.3376524662100929e-05
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decision_type=2 2 2 2 2 2 2
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Tree=14
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split_gain=950.573 801.253 116.449 1625.19 1531.69 266.654 211.204
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threshold=-1.0000000180025095e-35 1.0000000180025095e-35 -8.3557753663976425e-06 2.5000000000000004 2.5000000000000004 1.5000000000000002 1.5000000000000002
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internal_weight=8953.1 8552.18 8160.57 3955.86 4204.71 2012.9 2014.41
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Tree=15
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split_gain=877.106 742.959 188.936 73.0898 115.867 61.8717 97.5442
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threshold=-1.0000000180025095e-35 1.0000000180025095e-35 51.017333264404236 67.720808323758689 1.4223305979803629 -0.3610865396670298 36.140268916944329
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decision_type=2 2 2 2 2 2 2
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Tree=16
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split_feature=45 45 22 12 23 16 59
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split_gain=810.714 690.216 101.708 32.3041 29.7902 24.8513 20.5659
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threshold=-1.0000000180025095e-35 1.0000000180025095e-35 -8.3558102760968956e-06 3329.1116838233788 0.80180180180168747 0.34525617821416082 2.3220491240738927
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decision_type=2 2 2 2 2 2 2
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Tree=17
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split_feature=45 45 60 54 54 60 54
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split_gain=750.589 642.23 170.818 388.394 318.41 216.436 229.991
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threshold=-1.0000000180025095e-35 1.0000000180025095e-35 46.335763872030718 -0.8241851540286308 -0.44233847695676198 53.288248494129029 0.82555629762123206
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decision_type=2 2 2 2 2 2 2
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left_child=-1 2 3 -2 -4 -6 -7
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right_child=1 -3 4 -5 5 6 -8
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shrinkage=0.05
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Tree=18
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split_feature=60 54 54 60 54 60 54
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split_gain=130.956 342.34 316.094 273.119 331.102 280.013 218.038
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threshold=60.343223208584718 1.383257771902054 2.622036012185291 51.152252855198185 -0.50158074167157962 44.260334825185403 0.44580249510187708
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decision_type=2 2 2 2 2 2 2
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left_child=1 3 -2 4 5 -1 -5
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right_child=2 -3 -4 6 -6 -7 -8
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Tree=19
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split_feature=45 45 19 58 58 20 12
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split_gain=688.294 591.682 91.4259 74.9043 52.1203 48.4764 33.001
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threshold=-1.0000000180025095e-35 1.0000000180025095e-35 -8.3557753663976425e-06 0.54218748444150422 0.276421719855726 -0.00012819448519119089 3329.1116838233788
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decision_type=2 2 2 2 2 2 2
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Tree=20
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split_feature=45 45 22 75 75 75 75
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split_gain=639.146 552.157 82.49 1435.46 1361.83 238.979 190.334
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threshold=-1.0000000180025095e-35 1.0000000180025095e-35 -8.3558102760968956e-06 2.5000000000000004 2.5000000000000004 1.5000000000000002 3.5000000000000004
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decision_type=2 2 2 2 2 2 2
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Tree=21
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split_feature=11 44 75 75 75 19 19
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split_gain=26.7215 24.5956 178.313 188.611 69.3404 56.0488 26.8505
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threshold=2024.8950733439597 1.0000000180025095e-35 5.5000000000000009 1.5000000000000002 3.5000000000000004 -1.0000000180025095e-35 2.6438491837144088e-05
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decision_type=2 2 2 2 2 2 2
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|
Tree=22
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|
split_feature=45 45 22 75 75 75 20
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|
split_gain=591.876 514.254 75.0933 1294.59 1231.35 214.328 191.302
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threshold=-1.0000000180025095e-35 1.0000000180025095e-35 -8.3558102760968956e-06 2.5000000000000004 2.5000000000000004 1.5000000000000002 0.00055725643601467489
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decision_type=2 2 2 2 2 2 2
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Tree=34
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threshold=-1.0000000180025095e-35 1.0000000180025095e-35 -8.3557753663976425e-06 0.54218748444150422 0.30312162775331292 -9.9518244233653949e-05 -0.00083128016746841771
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decision_type=2 2 2 2 2 2 2
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Tree=35
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Tree=36
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split_gain=278.325 256.281 92.3649 63.9958 102.694 52.1443 38.7174
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decision_type=2 2 2 2 2 2 2
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Tree=37
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decision_type=2 2 2 2 2 2 2
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Tree=38
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split_gain=69.2828 228.979 169.236 229.346 253.89 215.276 206.98
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decision_type=2 2 2 2 2 2 2
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Tree=39
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threshold=-1.3607602145123503 0.18088816501119978 1.6415486710386066e-05 6.5000000000000009 -2.5536488285971678e-05 1.0000000180025095e-35 1.5000000000000002
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decision_type=2 2 2 2 2 2 2
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Tree=40
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split_feature=60 54 54 60 54 60 54
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split_gain=70.1318 309.176 283.907 164.327 141.61 139.096 200.875
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decision_type=2 2 2 2 2 2 2
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right_child=2 -3 5 -5 -6 6 -8
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Tree=41
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split_gain=65.8633 192.098 201.054 139.288 131.744 231.04 202.875
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threshold=67.720808323758689 2.7789196565774641 61.059525738639152 4.2754762484642361 0.87742991835622075 49.928476933504506 -0.55986436347031587
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decision_type=2 2 2 2 2 2 2
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right_child=3 -3 -4 -5 -6 -7 -8
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Tree=42
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split_gain=43.3431 44.4115 39.2118 36.1456 34.7011 32.517 30.3593
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decision_type=2 2 2 2 2 2 2
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Tree=43
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split_gain=236.292 218.619 34.5968 640.459 635.153 233.671 150.35
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threshold=-1.0000000180025095e-35 1.0000000180025095e-35 -8.3557753663976425e-06 3.5000000000000004 2.5000000000000004 1.5000000000000002 1.5000000000000002
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decision_type=2 2 2 2 2 2 2
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Tree=44
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split_feature=60 54 54 60 54 60 54
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split_gain=65.2663 274.197 261.613 136.601 181.729 171.715 135.982
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threshold=44.260334825185403 -0.90978640213408368 -1.3935831860542585 48.884190035606188 0.36736016137613187 55.252483952641981 2.106420851433878
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decision_type=2 2 2 2 2 2 2
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Tree=45
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split_feature=54 3 54 3 54 55 75
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split_gain=40.0512 43.6397 33.5709 28.2446 22.0389 27.1049 21.8196
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threshold=-0.24123289026796743 -0.0790268490964081 2.7354898751132084 -0.019824585294827553 -4.2893228313500105 -1.0000000180025095e-35 5.5000000000000009
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Tree=46
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split_gain=218.922 202.98 32.4809 51.3233 38.5933 39.157 25.6045
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threshold=-1.0000000180025095e-35 1.0000000180025095e-35 -8.3557753663976425e-06 0.46908505129113587 0.32100906524877904 0.00037645447287759653 -1.0000000180025095e-35
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decision_type=2 2 2 2 2 2 2
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Tree=48
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Tree=49
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Tree=50
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Tree=51
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Tree=52
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decision_type=2 2 2 2 2 2 2
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Tree=53
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split_gain=166.914 157.344 71.5291 215.142 208.604 113.769 143.963
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Tree=54
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split_gain=63.839 170.011 138.431 137.247 143.213 173.741 172.655
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Tree=55
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Tree=56
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Tree=57
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decision_type=2 2 2 2 2 2 2
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Tree=58
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decision_type=2 2 2 2 2 2 2
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Tree=59
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Tree=60
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decision_type=2 2 2 2 2 2 2
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Tree=61
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Tree=62
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split_gain=32.285 115.422 75.4288 36.549 19.0896 169.176 252.62
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decision_type=2 2 2 2 2 2 2
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Tree=63
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decision_type=2 2 2 2 2 2 2
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Tree=64
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split_gain=44.3982 161.162 142.611 111.375 140.944 141.475 79.7673
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decision_type=2 2 2 2 2 2 2
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Tree=65
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split_gain=110.625 106.242 49.9422 136.047 111.583 108.501 134.869
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decision_type=2 2 2 2 2 2 2
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Tree=66
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Tree=67
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Tree=68
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split_feature=45 45 53 56 56 10 16
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split_gain=91.6767 88.3664 25.891 36.719 25.3386 20.4859 20.1664
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decision_type=2 2 2 2 2 2 2
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right_child=-2 2 4 6 -6 -7 -8
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Tree=69
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split_gain=27.0752 50.3879 44.3014 25.6618 24.0309 23.9361 20.6872
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decision_type=2 2 2 2 2 2 2
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right_child=4 6 5 -5 -6 -7 -8
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Tree=70
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split_gain=86.0968 82.8805 50.3291 51.8382 88.2856 50.0593 41.019
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decision_type=2 2 2 2 2 2 2
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right_child=-2 2 -4 5 -6 6 -8
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Tree=71
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threshold=1.0000000180025095e-35 -1.0000000180025095e-35 -4.2893228313500105 0.00012744774794259953 1.5945014699769746 55.600584638182568 -0.24123289026796743
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Tree=72
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decision_type=2 2 2 2 2 2 2
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Tree=73
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split_gain=46.0546 123.641 112.566 116.978 132.812 102.933 87.5349
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decision_type=2 2 2 2 2 2 2
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Tree=74
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split_gain=70.9656 67.9918 21.8916 22.3793 48.3308 105.275 58.4452
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decision_type=2 2 2 2 2 2 2
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Tree=75
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split_gain=66.7095 63.7556 21.8372 19.2424 27.0585 45.9156 27.3249
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threshold=1.0000000180025095e-35 -1.0000000180025095e-35 2024.8300000000002 -1.0000000180025095e-35 -1.966709080491425e-05 0.24857056121141261 2.5000000000000004
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decision_type=2 2 2 2 2 2 2
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right_child=-2 2 3 4 5 -7 -8
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Tree=76
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split_gain=62.6967 59.768 47.2002 94.8342 84.4837 59.9134 105.959
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decision_type=2 2 2 2 2 2 2
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right_child=-2 2 3 5 -6 6 -8
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Tree=77
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split_gain=58.9139 56.0141 19.7968 18.3038 25.9598 32.5921 23.863
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threshold=1.0000000180025095e-35 -1.0000000180025095e-35 2024.8300000000002 1.0000000180025095e-35 0.0001578770892063375 -1.5830059411129653 2.8942816784893526
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decision_type=2 2 2 2 2 2 2
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right_child=-2 2 3 -5 6 -7 -8
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Tree=78
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split_gain=55.3482 52.4804 49.1938 47.7474 44.7919 41.4154 49.8755
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threshold=1.0000000180025095e-35 -1.0000000180025095e-35 51.017333264404236 1.0000000180025095e-35 32.050296130270226 1.0000000180025095e-35 1.8036487944362098
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decision_type=2 2 2 2 2 2 2
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Tree=79
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split_feature=45 45 60 54 60 54 54
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split_gain=51.9894 49.1522 47.5046 113.173 127.731 90.311 85.1709
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threshold=1.0000000180025095e-35 -1.0000000180025095e-35 67.720808323758689 2.8942816784893526 61.059525738639152 4.2754762484642361 1.251653282182138
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decision_type=2 2 2 2 2 2 2
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right_child=-2 2 5 -5 -6 -7 -8
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Tree=80
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Tree=81
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Tree=82
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Tree=83
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Tree=84
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Tree=85
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Tree=86
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decision_type=2 2 2 2 2 2 2
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Tree=87
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Tree=88
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decision_type=2 2 2 2 2 2 2
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Tree=89
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Tree=90
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|
|||
|
|
internal_weight=7676.74 6945.16 6437.4 5976.25 234.716 5741.53 5573.03
|
|||
|
|
internal_count=36407 32999 30557 28392 1116 27276 26520
|
|||
|
|
is_linear=0
|
|||
|
|
shrinkage=0.05
|
|||
|
|
|
|||
|
|
|
|||
|
|
Tree=91
|
|||
|
|
num_leaves=8
|
|||
|
|
num_cat=0
|
|||
|
|
split_feature=60 53 60 60 44 0 59
|
|||
|
|
split_gain=39.5353 50.7002 81.8535 29.9376 24.4399 23.5506 22.5983
|
|||
|
|
threshold=36.140268916944329 1.0000000180025095e-35 59.224645194646378 46.724736406778796 -1.0000000180025095e-35 49.746708273191821 2.1393198197463668
|
|||
|
|
decision_type=2 2 2 2 2 2 2
|
|||
|
|
left_child=4 3 -3 5 -1 -2 -4
|
|||
|
|
right_child=1 2 6 -5 -6 -7 -8
|
|||
|
|
leaf_value=0.0076200404019128509 0.0052921986972667449 -0.0095356596470956845 -2.2366445079735114e-05 0.011416730092305209 -0.014621688101481256 -0.0095442783216311937 0.010230926697361819
|
|||
|
|
leaf_weight=145.49802699312568 899.61117702908814 1995.0144872386009 1204.0835145879537 1453.946643922478 653.52265238761902 373.97812034003437 951.63351573050022
|
|||
|
|
leaf_count=668 4205 9547 5725 6967 2963 1825 4507
|
|||
|
|
internal_value=0 0.00122986 -0.00224058 0.00652387 -0.0104872 0.000876207 0.00449397
|
|||
|
|
internal_weight=7677.29 6878.27 4150.73 2727.54 799.021 1273.59 2155.72
|
|||
|
|
internal_count=36407 32776 19779 12997 3631 6030 10232
|
|||
|
|
is_linear=0
|
|||
|
|
shrinkage=0.05
|
|||
|
|
|
|||
|
|
|
|||
|
|
Tree=92
|
|||
|
|
num_leaves=8
|
|||
|
|
num_cat=0
|
|||
|
|
split_feature=45 60 53 60 56 0 60
|
|||
|
|
split_gain=38.2538 36.7433 39.7917 68.6077 38.8091 41.46 37.2213
|
|||
|
|
threshold=1.0000000180025095e-35 69.967646378082193 1.0000000180025095e-35 46.724736406778796 1.8036487944362098 51.991656503281767 58.04479820562873
|
|||
|
|
decision_type=2 2 2 2 2 2 2
|
|||
|
|
left_child=1 2 3 -1 5 -5 -4
|
|||
|
|
right_child=-2 -3 6 4 -6 -7 -8
|
|||
|
|
leaf_value=-0.0036419555375369382 0.035519951166075155 0.010192627789625824 -0.010197099839210501 0.023982791651825593 0.015677628684386363 -0.012228984052800486 0.0002470457887088383
|
|||
|
|
leaf_weight=2023.5250198990107 70.077129637822509 739.95287941768765 1822.0304427035153 102.16938721016049 1039.8577001430094 293.68618359789252 1582.680590312928
|
|||
|
|
leaf_count=9038 1738 3377 8350 496 4760 1368 7280
|
|||
|
|
internal_value=0 -0.000346235 -0.00149623 0.00226909 0.0106187 -0.00257551 -0.00533423
|
|||
|
|
internal_weight=7673.98 7603.9 6863.95 3459.24 1435.71 395.856 3404.71
|
|||
|
|
internal_count=36407 34669 31292 15662 6624 1864 15630
|
|||
|
|
is_linear=0
|
|||
|
|
shrinkage=0.05
|
|||
|
|
|
|||
|
|
|
|||
|
|
Tree=93
|
|||
|
|
num_leaves=8
|
|||
|
|
num_cat=0
|
|||
|
|
split_feature=45 45 54 21 54 27 11
|
|||
|
|
split_gain=36.3489 35.1274 19.9273 27.6501 29.5817 23.5755 23.1413
|
|||
|
|
threshold=-1.0000000180025095e-35 1.0000000180025095e-35 2.7354898751132084 0.00091141292879215474 -1.6548838982367828 0.0011469609284233395 2016.2194509387939
|
|||
|
|
decision_type=2 2 2 2 2 2 2
|
|||
|
|
left_child=-1 2 3 4 -2 -5 -6
|
|||
|
|
right_child=1 -3 -4 5 6 -7 -8
|
|||
|
|
leaf_value=-0.032297339494119968 0.0047387447980103978 0.034928976177937873 -0.0048711673969741159 0.011990365732725786 0.040309947289216955 0.00061947116391517757 -0.0046331795279292457
|
|||
|
|
leaf_weight=81.101522747427225 1468.0249278321862 67.841361472383142 1616.5140127390623 938.9860315322876 23.798043683171272 901.48276612907648 2570.4982258304954
|
|||
|
|
leaf_count=1727 6239 1738 6975 4160 106 4011 11451
|
|||
|
|
internal_value=4.46585e-07 0.000373317 3.1897e-05 0.00138608 -0.000907627 0.00646463 -0.00412492
|
|||
|
|
internal_weight=7668.25 7587.15 7519.3 5902.79 4062.32 1840.47 2594.3
|
|||
|
|
internal_count=36407 34680 32942 25967 17796 8171 11557
|
|||
|
|
is_linear=0
|
|||
|
|
shrinkage=0.05
|
|||
|
|
|
|||
|
|
|
|||
|
|
Tree=94
|
|||
|
|
num_leaves=8
|
|||
|
|
num_cat=0
|
|||
|
|
split_feature=60 60 29 56 43 24 75
|
|||
|
|
split_gain=36.3532 26.7296 29.9059 24.8134 24.2784 23.0597 26.427
|
|||
|
|
threshold=36.99208025530168 69.967646378082193 3391.4150000000004 4.4274400007320738 1.0000000180025095e-35 -0.0023439737317801908 6.5000000000000009
|
|||
|
|
decision_type=2 2 2 2 2 2 2
|
|||
|
|
left_child=4 2 5 -3 -1 6 -2
|
|||
|
|
right_child=1 3 -4 -5 -6 -7 -8
|
|||
|
|
leaf_value=-0.013326595603580968 0.016021268689405687 0.020632148368831059 -0.020573993532023657 0.0020725382632033724 0.0077761706660990125 -9.5972908151834951e-05 -0.029217466816529303
|
|||
|
|
leaf_weight=731.45157030411065 373.25096355937421 318.37891793064773 164.09919381141663 424.65170829370618 160.56534862145782 5462.2436643857509 30.017013177275658
|
|||
|
|
leaf_count=3327 1808 1500 796 1980 737 26125 134
|
|||
|
|
internal_value=2.44372e-06 0.00126086 0.000146356 0.0101767 -0.00945013 0.000751595 0.0122149
|
|||
|
|
internal_weight=7664.66 6772.64 6029.61 743.031 892.017 5865.51 403.268
|
|||
|
|
internal_count=36407 32343 28863 3480 4064 28067 1942
|
|||
|
|
is_linear=0
|
|||
|
|
shrinkage=0.05
|
|||
|
|
|
|||
|
|
|
|||
|
|
Tree=95
|
|||
|
|
num_leaves=8
|
|||
|
|
num_cat=0
|
|||
|
|
split_feature=60 54 60 54 60 54 60
|
|||
|
|
split_gain=33.9529 83.3132 84.8177 83.025 112.016 73.5599 109.306
|
|||
|
|
threshold=32.050296130270226 -3.1222500223486542 39.080815059482859 -1.3935831860542585 45.651478859114086 0.029952550825111408 52.652564695802198
|
|||
|
|
decision_type=2 2 2 2 2 2 2
|
|||
|
|
left_child=-1 -2 -3 -4 -5 -6 -7
|
|||
|
|
right_child=1 2 3 4 5 6 -8
|
|||
|
|
leaf_value=-0.013245359964441648 0.025162364031092774 -0.022512471311326443 0.017398389186823959 -0.02429929056164103 0.013638430044066507 -0.020344352579828376 0.0017220369739752322
|
|||
|
|
leaf_weight=449.6016108635813 330.83235031552613 400.97442343644798 688.39847138896585 465.33953147940338 961.4745307546109 655.66168782301247 3709.5935036670417
|
|||
|
|
leaf_count=2032 1553 1860 3297 2291 4672 3189 17513
|
|||
|
|
internal_value=1.52789e-06 0.000842849 -0.000336496 0.00104422 -0.000904214 0.00115106 -0.00160038
|
|||
|
|
internal_weight=7661.88 7212.27 6881.44 6480.47 5792.07 5326.73 4365.26
|
|||
|
|
internal_count=36407 34375 32822 30962 27665 25374 20702
|
|||
|
|
is_linear=0
|
|||
|
|
shrinkage=0.05
|
|||
|
|
|
|||
|
|
|
|||
|
|
Tree=96
|
|||
|
|
num_leaves=8
|
|||
|
|
num_cat=0
|
|||
|
|
split_feature=45 60 45 60 28 67 36
|
|||
|
|
split_gain=33.6579 33.7606 22.9827 22.7868 23.592 22.8634 21.7232
|
|||
|
|
threshold=-1.0000000180025095e-35 42.140920688268253 1.0000000180025095e-35 69.967646378082193 3391.3800000000006 4.4274400007320738 18.500000000000004
|
|||
|
|
decision_type=2 2 2 2 2 2 2
|
|||
|
|
left_child=-1 6 3 4 -3 -5 -2
|
|||
|
|
right_child=1 2 -4 5 -6 -7 -8
|
|||
|
|
leaf_value=-0.031568650886556963 -0.0093703997550307044 0.0011907998768715521 0.034447429477872576 0.020152859645765381 -0.018356398050650639 0.0021463810778962426 0.0046092844636617825
|
|||
|
|
leaf_weight=78.477834163233638 1207.930095911026 5081.4435590878129 49.466810269281268 312.06478592008352 154.03085504472256 416.13711631298065 351.80216144397855
|
|||
|
|
leaf_count=1727 5420 22465 1367 1393 682 1800 1553
|
|||
|
|
internal_value=1.70752e-07 0.000354531 0.0020617 0.00175607 0.000589203 0.0100159 -0.00618063
|
|||
|
|
internal_weight=7651.35 7572.88 6013.14 5963.68 5235.47 728.202 1559.73
|
|||
|
|
internal_count=36407 34680 27707 26340 23147 3193 6973
|
|||
|
|
is_linear=0
|
|||
|
|
shrinkage=0.05
|
|||
|
|
|
|||
|
|
|
|||
|
|
Tree=97
|
|||
|
|
num_leaves=8
|
|||
|
|
num_cat=0
|
|||
|
|
split_feature=60 53 60 67 60 67 24
|
|||
|
|
split_gain=29.3076 36.404 66.758 39.9361 26.3373 24.8806 24.8146
|
|||
|
|
threshold=32.050296130270226 1.0000000180025095e-35 58.04479820562873 0.53890321344076297 46.724736406778796 3.2755717780538904 -0.0022230723740067067
|
|||
|
|
decision_type=2 2 2 2 2 2 2
|
|||
|
|
left_child=5 3 -3 -2 -5 -1 -7
|
|||
|
|
right_child=1 2 -4 4 -6 6 -8
|
|||
|
|
leaf_value=-0.026460484023170174 -0.013551662520186076 -0.0093862370074606332 0.0033520958899970494 0.0018922615567493373 0.011680188365862864 0.0099984715955501666 -0.020266031414783097
|
|||
|
|
leaf_weight=180.01708014681935 260.19144638627768 1830.3040581122041 2328.4204619266093 1417.003474868834 1360.5966136995703 158.63126691430807 109.89010016806424
|
|||
|
|
leaf_count=820 1246 8794 11093 6708 6534 708 504
|
|||
|
|
internal_value=6.20672e-07 0.000783542 -0.00224673 0.00494528 0.00671718 -0.0123208 -0.00234828
|
|||
|
|
internal_weight=7645.05 7196.52 4158.72 3037.79 2777.6 448.538 268.521
|
|||
|
|
internal_count=36407 34375 19887 14488 13242 2032 1212
|
|||
|
|
is_linear=0
|
|||
|
|
shrinkage=0.05
|
|||
|
|
|
|||
|
|
|
|||
|
|
Tree=98
|
|||
|
|
num_leaves=8
|
|||
|
|
num_cat=0
|
|||
|
|
split_feature=45 45 54 3 54 58 20
|
|||
|
|
split_gain=31.779 30.795 23.4973 29.0103 37.6235 26.3797 34.6114
|
|||
|
|
threshold=1.0000000180025095e-35 -1.0000000180025095e-35 2.7354898751132084 0.36337190401809499 0.057639864690999354 0.0036315980330079325 0.00033471014541353045
|
|||
|
|
decision_type=2 2 2 2 2 2 2
|
|||
|
|
left_child=1 -1 3 4 5 -3 -7
|
|||
|
|
right_child=-2 2 -4 -5 -6 6 -8
|
|||
|
|
leaf_value=-0.030915659818047322 0.033814434073330561 0.00011636961146799001 -0.0053065149118387452 0.0062258161562955992 -0.010089902185678373 0.026987064246689688 -0.014079349595439029
|
|||
|
|
leaf_weight=76.267545150592923 63.878825575113297 2653.3901950344443 1613.3381612598896 2088.1723475903273 886.89139930158854 196.40161487460136 63.547712728381157
|
|||
|
|
leaf_count=1727 1738 11585 6975 9308 3950 847 277
|
|||
|
|
internal_value=0 -0.000301738 2.32272e-05 0.00149525 -0.00109576 0.00163774 0.0166829
|
|||
|
|
internal_weight=7641.89 7578.01 7501.74 5888.4 3800.23 2913.34 259.949
|
|||
|
|
internal_count=36407 34669 32942 25967 16659 12709 1124
|
|||
|
|
is_linear=0
|
|||
|
|
shrinkage=0.05
|
|||
|
|
|
|||
|
|
|
|||
|
|
end of trees
|
|||
|
|
|
|||
|
|
feature_importances:
|
|||
|
|
h1_ema20_distance=148
|
|||
|
|
h1_rsi=138
|
|||
|
|
ob=107
|
|||
|
|
consecutive_direction=70
|
|||
|
|
returns_1=28
|
|||
|
|
h1_ob_proximity=28
|
|||
|
|
macd=16
|