Files
XauBot/models/backups/20260210_020005/xgboost_model.pkl
T

144 lines
32 KiB
Plaintext
Raw Normal View History

•‚}”(Œmodel”Œ xgboost.core”ŒBooster”“”)”}”Œhandle”Œbuiltins”Œ bytearray”“”BF|{LConfig{Llearner{L
generic_param{LdeviceSLcpuLfail_on_invalid_gpu_idSL0Ln_jobsSL0LnthreadSL0L random_stateSL0LseedSL0Lseed_per_iterationSL0Lvalidate_parametersSL1}Lgradient_booster{Lgbtree_model_param{Lnum_parallel_treeSL1L num_treesSL26}Lgbtree_train_param{L process_typeSLdefaultL tree_methodSLhistLupdaterSLgrow_quantile_histmakerL updater_seqSLgrow_quantile_histmaker}LnameSLgbtreeLspecified_updaterFLtree_train_param{LalphaSL1L cache_optSL1Lcolsample_bylevelSL1Lcolsample_bynodeSL1Lcolsample_bytreeSL 0.600000024LetaSL 0.0500000007LgammaSL1L grow_policySL depthwiseLinteraction_constraintsSLLlambdaSL5L
learning_rateSL 0.0500000007Lmax_binSL256Lmax_cat_thresholdSL64Lmax_cat_to_onehotSL4Lmax_delta_stepSL1L max_depthSL3L
max_leavesSL0Lmin_child_weightSL10Lmin_split_lossSL1Lmonotone_constraintsSL()L refresh_leafSL1L reg_alphaSL1L
reg_lambdaSL5Lsampling_methodSLuniformL sketch_ratioSL2Lsparse_thresholdSL0.20000000000000001L subsampleSL 0.699999988}Lupdater[#L{Lhist_train_param{Ldebug_synchronizeSL0Lextmem_single_pageSL0Lmax_cached_hist_nodeSL18446744073709551615}LnameSLgrow_quantile_histmaker}}Llearner_model_param{L
base_scoreSL[5.2909577E-1]Lboost_from_averageSL1L num_classSL0L num_featureSL37L
num_targetSL1}Llearner_train_param{LboosterSLgbtreeLdisable_default_eval_metricSL0Lmulti_strategySLone_output_per_treeL objectiveSLbinary:logistic}Lmetrics[#L{LnameSLauc}L objective{LnameSLbinary:logisticLreg_loss_param{Lscale_pos_weightSL1}}}Lversion[#Liii}LModel{Llearner{L
attributes{Lbest_iterationSL20L
best_scoreSL0.696943147510073}L
feature_names[#L%SLrsiSLatrSL atr_percentSLmacdSL macd_signalSLmacd_histogramSL bb_percent_bSLbb_widthSLema_9SLema_21SL returns_1SL returns_5SL
returns_20SL log_returnsSL
volatility_20SLnormalized_rangeSLavg_normalized_rangeSLprice_positionSLdist_from_sma_20SL higher_highSL lower_lowSL
hh_count_5SL
ll_count_5SL volume_ratioSL high_volumeSL
swing_highSL swing_lowSL
fvg_signalSLobSLbosSLchochSLmarket_structureSLhourSLweekdaySLlondon_sessionSL
ny_sessionSLregimeL
feature_types[#LLgradient_booster{Lmodel{Lcats{Lenc[#LLfeature_segments[$l#LL
sorted_idx[$l#L}Lgbtree_model_param{Lnum_parallel_treeSL1L num_treesSL26}Literation_indptr[#Liiiiiiiiii i
i i i
iiiiiiiiiiiiiL tree_info[#LiiiiiiiiiiiiiiiiiiiiiiiiiiLtrees[#L{L base_weights[$d#L¼Ä½—¾·ú?À¿&Dü½X¹??hr=¡Ã»TÍà½>'»;ýð¼Ž5À=LÌÍ<¸u;<ŽX ¼Š +L
categories[$l#LLcategories_nodes[$l#LLcategories_segments[$L#LLcategories_sizes[$L#LL default_left[$U#LLidiL
left_children[$l#L
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#LB˜TÚB!“ôAƒsLAªhB(œA#MnLparents[$l#LÿÿÿLright_children[$l#L
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿLsplit_conditions[$d#L?€;|üûºÎ©>:M‡?1þ•>vλTÍà½>'»;ýð¼Ž5À=LÌÍ<¸u;<ŽX ¼Š +L
split_indices[$l#L
L
split_type[$U#LL sum_hessian[$d#LDp/DE´C)ì2C½D%pBø(%B7`~B3cöB¨mCÁ—œC‰HBFS~B”þgAÓH9AxÄL
tree_param{L num_deletedSL0L num_featureSL37L num_nodesSL15Lsize_leaf_vectorSL1}}{L base_weights[$d#L ;Ï!Ú=ŸRw¿€½LÌÍ=åCC»~,e½LÌÍ;sw=LÌÍL
categories[$l#LLcategories_nodes[$l#LLcategories_segments[$L#LLcategories_sizes[$L#LL default_left[$U#L LidiL
left_children[$l#L ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L BdB j@å<PBLparents[$l#L ÿÿÿLright_children[$l#L ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿLsplit_conditions[$d#L ?€ºw˜V½LÌÍ?€»~,e½LÌÍ;sw=LÌÍL
split_indices[$l#L 
L
split_type[$U#L L sum_hessian[$d#L Dt‰(Deµ†Bm:!AŸqâD`¹÷A7juB?_ƒDZïUA¹TDL
tree_param{L num_deletedSL0L num_featureSL37L num_nodesSL9Lsize_leaf_vectorSL1}}{L base_weights[$d#L
=F„=ß82¿y5b¼µÊ?/ew¾ßûd½LÌͼӈK;†!=! ¯€½à¶»fìðL
categories[$l#LLcategories_nodes[$l#LLcategories_segments[$L#LLcategories_sizes[$L#LL default_left[$U#L
LidiL
left_children[$l#L
 ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L
Bw.B¬á@ÉøB"ß
AMq`@WdLparents[$l#L
ÿÿÿLright_children[$l#L

ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿLsplit_conditions[$d#L
?€?€>úXÕ;W<:äZÒ½LÌͼӈK;†!=! ¯€½à¶»fìðL
split_indices[$l#L

L
split_type[$U#L
L sum_hessian[$d#L
DtðøDeöiBo¨äD;ð0C(æBÃNAÍË,CørD²C¯ñA«G¦A[¿ÈA£¦¸L
tree_param{L num_deletedSL0L num_featureSL37L num_nodesSL13Lsize_leaf_vectorSL1}}{L base_weights[$d#L½ï€Š?uŸ¿®¼vÁ?3­>»¹:Ce³½&`„<+1}¼‡Em=7)€<ÓwÇ€L
categories[$l#LLcategories_nodes[$l#LLcategories_segments[$L#LLcategories_sizes[$L#LL default_left[$U#LLidiL
left_children[$l#L
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#LBw¬Bª€A>A£{ªBE3@Ùy0@qšõLparents[$l#LÿÿÿLright_children[$l#L
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿLsplit_conditions[$d#L?€?yˆâ;—$8:­¨;!â?>ž:Ce³½&`„<+1}¼‡Em=7)€<ÓwÇ€L
split_indices[$l#L
L
split_type[$U#LL sum_hessian[$d#LDtÆ¥DI%C.ªC×.D'fYBé‡Bh€ýBÂBÃM
CÁ§3C%€BÔ¨uA#X•A"ȤB?ÎÔL
tree_param{L num_deletedSL0L num_featureSL37L num_nodesSL15Lsize_leaf_vectorSL1}}{L base_weights[$d#L<†=´î½LÌͽLÌÍ=ÿ6y;›Œ=LÌÍL
categories[$l#LLcategories_nodes[$l#LLcategories_segments[$L#LLcategories_sizes[$L#LL default_left[$U#LLidiL
left_children[$l#LÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#LB˜ B.4QAç£Lparents[$l#LÿÿÿLright_children[$l#LÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿLsplit_conditions[$d#L?€½LÌͽLÌÍ?€;›Œ=LÌÍL
split_indices[$l#LL
split_type[$U#LL sum_hessian[$d#LDp~jDbÑØBZÉ'A¡°D]ÄXDX>ðA°¬ìL
tree_param{L num_deletedSL0L num_featureSL37L num_nodesSL7Lsize_leaf_vectorSL1}}{L base_weights[$d#LY=LÌͽª(h¿R~ã<ð&÷¼aÖϽCÙº;¿½LÌÍL
categories[$l#LLcategories_nodes[$l#LLcategories_segments[$L#LLcategories_sizes[$L#LL default_left[$U#L LidiL
left_children[$l#L ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L BÂãqBœ_ª@åáÐB’§åLparents[$l#L ÿÿÿLright_children[$l#L ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿLsplit_conditions[$d#L =LÌÍB
ð?€¼aÖϽCÙº;¿½LÌÍL
split_indices[$l#L L
split_type[$U#L L sum_hessian[$d#L DrS÷BzéªDb¥\BéVDEzŒAÛª
B²küD7M&BbÖYL
tree_param{L num_deletedSL0L num_featureSL37L num_nodesSL9Lsize_leaf_vectorSL1}}{L base_weights[$d#L ¼Çþß?€½Çna=LÌÍ:ÜV8½Œ¿iü3»w¦ó=LÌͼt#½LÌÍL
categories[$l#LLcategories_nodes[$l#LLcategories_segments[$L#LLcategories_sizes[$L#LL default_left[$U#L LidiL
left_children[$l#L ÿÿÿÿÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L Bœ6=AxB86ÍB @º3àLparents[$l#L ÿÿÿLright_children[$l#L ÿÿÿÿÿÿÿÿ
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿLsplit_conditions[$d#L :‡ª“?€=LÌÍ:ÜV8?€º\Û»w¦ó=LÌͼt#½LÌÍL
split_indices[$l#L 

L
split_type[$U#L L sum_hessian[$d#L DtêBf-ADf;B9ŽpA2{EDWñxBd™âDRsÖA¯´IAOähB0 ÈL
tree_param{L num_deletedSL0L num_featureSL37L num_nodesSL11Lsize_leaf_vectorSL1}}{L base_weights[$d#L ;7À!?sòe½‹÷6=LÌÍ€¼q,¿T¬`;›Ë"¼
6¼LD.½LÌÍL
categories[$l#LLcategories_nodes[$l#LLcategories_segments[$L#LLcategories_sizes[$L#LL default_left[$U#L LidiL
left_children[$l#L ÿÿÿÿÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L B‰Ë(A SPBönAqvÄ@øÐÐLparents[$l#L ÿÿÿLright_children[$l#L ÿÿÿÿÿÿÿÿ
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿLsplit_conditions[$d#L :ŒÒñ?€=LÌÍ€?€>±äÃ;›Ë"¼
6¼LD.½LÌÍL
split_indices[$l#L 
L
split_type[$U#L L sum_hessian[$d#L DqŒ#Bã\DaíBW?A"-DT:vBU7vCör{C²pAµ™¯AôÕ>L
tree_param{L num_deletedSL0L num_featureSL37L num_nodesSL11Lsize_leaf_vectorSL1}}{L base_weights[$d#L¼Å±9¾ ŠP>î’¿¢‡½%˜³?!,‹½€6‡º.Zß½}< §Ã¼YNB=Öå¼fô*<ý­¼‘ZL
categories[$l#LLcategories_nodes[$l#LLcategories_segments[$L#LLcategories_sizes[$L#LL default_left[$U#LLidiL
left_children[$l#L
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#LB^´B nA‰ÀAe|BA†h @–ÏaLparents[$l#LÿÿÿLright_children[$l#L
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿLsplit_conditions[$d#L?€?k‰;—$8? ±Ó?€:Õ1’º.Zß½}< §Ã¼YNB=Öå¼fô*<ý­¼‘ZL
split_indices[$l#L
L
split_type[$U#LL sum_hessian[$d#LDt©DGìñC2ð¦C D%¬°C YB&\*BBÉÀþCª"®C¡6±BøLýAS1ÊA¯öèAœÁlL
tree_param{L num_deletedSL0L num_featureSL37L num_nodesSL15Lsize_leaf_vectorSL1}}{L base_weights[$d#L ½GM?tñ¨½à-w=LÌÍ<T3…¾fs1>¾aa¼[ÉU=LÌÍ<׳»"å
L
categories[$l#LLcategories_nodes[$l#LLcategories_segments[$L#LLcategories_sizes[$L#LL default_left[$U#L Lidi L
left_children[$l#L ÿÿÿÿÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L BŽ“?àÖàBLûâB0†ãADULparents[$l#L ÿÿÿLright_children[$l#L ÿÿÿÿÿÿÿÿ
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿLsplit_conditions[$d#L ¹ìè/?€=LÌÍ<T3…?€;-ÿ¼[ÉU=LÌÍ<׳»"å
L
split_indices[$l#L   L
split_type[$U#L L sum_hessian[$d#L Dn€2BpüaD_plBH´ÏA!FD5 %C)AD0…ëA“G@BùìÒB1*ÒL
tree_param{L num_deletedSL0L num_featureSL37L num_nodesSL11Lsize_leaf_vectorSL1}}{L base_weights[$d#L
= `ü¿G£ž¾Þ¼à>*ÓU¾ÎY_½LÌÍ»·†2½‚¸;bÅø<Ñçw¼Üpˆ€L
categories[$l#LLcategories_nodes[$l#LLcategories_segments[$L#LLcategories_sizes[$L#LL default_left[$U#L
Lidi
L
left_children[$l#L
 ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L
B6zB*¤Ô@á
˜A4b.AÔ\Ê@1´Lparents[$l#L
ÿÿÿLright_children[$l#L

ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿLsplit_conditions[$d#L
?€?6b»¬y?€E„pͽLÌÍ»·†2½‚¸;bÅø<Ñçw¼Üpˆ€L
split_indices[$l#L
  L
split_type[$U#L
L sum_hessian[$d#L
Dqæ5Dc1BkJžC´DBêžB<ôAšTB !B‚²ØD¹C$Ä<AäÖ¸A/F^L
tree_param{L num_deletedSL0L num_featureSL37L num_nodesSL13Lsize_leaf_vectorSL1}}{L base_weights[$d#L <¤(y=¦©¿i)C¾Ù³U>.+œ¼F½LÌÍ;
5¼ý»…½LÌÍ<.~>L
categories[$l#LLcategories_nodes[$l#LLcategories_segments[$L#LLcategories_sizes[$L#LL default_left[$U#L Lidi L
left_children[$l#L  ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L Bf„B,±@!
@A^ÏVB:ÃBLparents[$l#L ÿÿÿLright_children[$l#L 
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿLsplit_conditions[$d#L ?€º’š;—$8¼F½LÌÍ;
5¼ý»…½LÌÍ<.~>L
split_indices[$l#L 
L
split_type[$U#L L sum_hessian[$d#L DuÇMDgù¦B\ÚjC;äDFj­A3É,B/èBSÿB¾ÍÉA£ˆ&DANlL
tree_param{L num_deletedSL0L num_featureSL37L num_nodesSL11Lsize_leaf_vectorSL1}}{L base_weights[$d#L
<¬hM?oJù½>„?€;°®_;ÑVj¿Gÿ-=LÌÍ<`AÍ<CÅ+»+éb½<+L
categories[$l#LLcategories_nodes[$l#LLcategories_segments[$L#LLcategories_sizes[$L#LL default_left[$U#L
Lidi L
left_children[$l#L
ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L
B}4Ñ@­šB[?΀AHqc@Ëz Lparents[$l#L
ÿÿÿLright_children[$l#L
ÿÿÿÿ
ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿLsplit_conditions[$d#L