211 lines
47 KiB
Plaintext
211 lines
47 KiB
Plaintext
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€•#» }”(Œmodel”Œ xgboost.core”ŒBooster”“”)�”}”Œhandle”Œbuiltins”Œ bytearray”“”Bĵ {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 40}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 [5.2909577E-1]L boost_from_averageSL 1L num_classSL 0L num_featureSL 37L
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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 34L
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best_scoreSL 0.6981350509387892}L
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feature_names[#L %SL rsiSL atrSL atr_percentSL macdSL macd_signalSL macd_histogramSL bb_percent_bSL bb_widthSL ema_9SL ema_21SL returns_1SL returns_5SL
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returns_20SL log_returnsSL
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volatility_20SL normalized_rangeSL avg_normalized_rangeSL price_positionSL dist_from_sma_20SL higher_highSL lower_lowSL
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hh_count_5SL
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ll_count_5SL volume_ratioSL high_volumeSL
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swing_highSL swing_lowSL
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fvg_signalSL obSL bosSL chochSL market_structureSL hourSL weekdaySL london_sessionSL
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ny_sessionSL regimeL
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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 40}L iteration_indptr[#L )i iiiiiiiii i
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i i i
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iiiiiiiiiiiiiii i i i i i!i"i#i$i%i&i'i(L tree_info[#L (i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i i L trees[#L ({L base_weights[$d#L ¼ h¿)³=É)æ½:¿å¿rß×>ÏÆ›¼ý!£<PRH¼”câ¼�Z½LÌÍ=!æë<pP“¼;^'<º®éL
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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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ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L B‹%&A¿BÉ@ϾÑ@ A ÔBi;0 L parents[$l#L ÿÿÿ L right_children[$l#L
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ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L »vYã¹þÁ»O¼ºð‘ߺŒÓµ?€ <PRH¼”câ¼�Z½LÌÍ=!æë<pP“¼;^'<º®éL
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split_indices[$l#L
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L
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split_type[$U#L L sum_hessian[$d#L Dp/CÌ}DNûöB5b:B®çÝCsëÕD A±e²A¹^ÃA‰ˆ_BŒ…ÅB9^ÃCE”$CÑIôC%pL
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tree_param{L num_deletedSL 0L num_featureSL 37L num_nodesSL 15L size_leaf_vectorSL 1}}{L base_weights[$d#L ;âÜ–=ŸUe¿€ ½LÌÍ=é–~¼º ȽLÌÍ;€ex=LÌÍL
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categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
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left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L B�|7B.~õ?Úå B‘N L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ?€ ¹g½LÌÍ?€ ¼º ȽLÌÍ;€ex=LÌÍL
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split_indices[$l#L
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split_type[$U#L L sum_hessian[$d#L Dt„)Dg?`BTL‰A£n©Db#ëA©ríAÿ&&D\i\A·QÒL
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tree_param{L num_deletedSL 0L num_featureSL 37L num_nodesSL 9L size_leaf_vectorSL 1}}{L base_weights[$d#L »¿,£=ƒÎͽLÌͽ ‚Ü?0ðö¼÷¬0:úí= $ø»ØL
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categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
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left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L B +B«A BB-[AMx° L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ?€ ?€ ½LÌÍ ;!•n¼÷¬0:úí= $ø»ØL
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split_indices[$l#L
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split_type[$U#L L sum_hessian[$d#L DtìòDgbWBX©µD=¤C)fÍCõzDKEC½ÊA�HL
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tree_param{L num_deletedSL 0L num_featureSL 37L num_nodesSL 9L size_leaf_vectorSL 1}}{L base_weights[$d#L »•Ü½ñæù?u�¿¶a¼±~t?YúP>w&D»M
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“½=b<¾�¼q©í=LÌÍ<Æm„=F£;•Ú±L
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categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
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left_children[$l#L
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ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L BnËBF•AzH AÁPÂBŒ$?êšÀ@Ì1[ L parents[$l#L ÿÿÿ L right_children[$l#L
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ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ?€ :ÿ"ò»2ò: w@€ ?°=»M
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“½=b<¾�¼q©í=LÌÍ<Æm„=F£;•Ú±L
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split_indices[$l#L ! L
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split_type[$U#L L sum_hessian[$d#L DtÉPDHÊÔC/ùðC]˜D'snB�ç§BÒ :Bd¢#B˜j CÂQCŒß‹B$¸·Aî-/A¶ÔqB¤W L
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tree_param{L num_deletedSL 0L num_featureSL 37L num_nodesSL 15L size_leaf_vectorSL 1}}{L base_weights[$d#L <ŠÂ&=«B¿q…2=H¤ƒ=LÌͼu ½LÌͽE¿¦;€…ˆL
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categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
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left_children[$l#L ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L B}ö™B|Ë?¾ð`AàŠ L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ?€ ?€ º]eÉ =LÌͼu ½LÌͽE¿¦;€…ˆL
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split_indices[$l#L
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split_type[$U#L L sum_hessian[$d#L Dp‡±Db9CBdæëD\”ÝA´Œ¯A3ébB7ì’A›£ìDW·¾L
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tree_param{L num_deletedSL 0L num_featureSL 37L num_nodesSL 9L size_leaf_vectorSL 1}}{L base_weights[$d#L »Ð ?€ ½µj–=LÌÍ<Œ¼¾iëy>ô(u¼^@Ë=LÌÍ<é¾¼·YGL
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categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
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left_children[$l#L ÿÿÿÿÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L B²
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split_indices[$l#L L
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split_type[$U#L L sum_hessian[$d#L DraéByÚvDbÄABPÔA'&‡D6ÀÃC0
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tree_param{L num_deletedSL 0L num_featureSL 37L num_nodesSL 11L size_leaf_vectorSL 1}}{L base_weights[$d#L »¸Û?t·Ú½£«|=LÌÍ;ËмvD¿tÒQ»4‡=LÌͼ"ê·½LÌÍL
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categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
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left_children[$l#L ÿÿÿÿÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L B�µŽ@Å…`BT‹ B!\P@Sûð L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿÿÿÿÿ
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categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
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left_children[$l#L ÿÿÿÿÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L B{½@ƒ xB9j¥ ARÐí@Ýi€ L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿÿÿÿÿ
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split_type[$U#L L sum_hessian[$d#L DqªgB^b~DcÄ?BýAŒ�DU|0Bd€îCÔ-FCÖËAÕ´²AóM+L
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tree_param{L num_deletedSL 0L num_featureSL 37L num_nodesSL 11L size_leaf_vectorSL 1}}{L base_weights[$d#L <P
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categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
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left_children[$l#L ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L B†—ñBXË£@µºPB� A‡t" L parents[$l#L ÿÿÿ L right_children[$l#L
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tree_param{L num_deletedSL 0L num_featureSL 37L num_nodesSL 11L size_leaf_vectorSL 1}}{L base_weights[$d#L ¼”š:¾3¢>íqv?UÍ@¾WQO?!튼@F÷=LÌÍ€ ¼JÚ+=:™< �%=úw<ýs¼P¤�L
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tree_param{L num_deletedSL 0L num_featureSL 37L num_nodesSL 15L size_leaf_vectorSL 1}}{L base_weights[$d#L ;X¹Ê½Ç[>ä x½H¡¡¿PHã?"Í}½‘‰\¼Æ’Ú;ût½LÌͺĬ�=
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left_children[$l#L
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tree_param{L num_deletedSL 0L num_featureSL 37L num_nodesSL 15L size_leaf_vectorSL 1}}{L base_weights[$d#L ·¡Æ,=Y©G¿Iç ¾ð½>˜Q»ÖÊ%½=ñy<ؤ¼þz—½LÌÍ<SL
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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 ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L B0:iB1G¢@–ŽèAi
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RB'Ž: L parents[$l#L ÿÿÿ L right_children[$l#L
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ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ?€ ºg™FÀ(ö÷ »ÖÊ%½=ñy<ؤ¼þz—½LÌÍ<SL
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left_children[$l#L ÿÿÿÿÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L B‚ A#Û$A÷º] Agïe@¬¬À L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿÿÿÿÿ
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ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ?a9?€ =LÌÍ;€\Ý>m^‰>úqƒ<!#[»²�¼‘äq½LÌÍL
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tree_param{L num_deletedSL 0L num_featureSL 37L num_nodesSL 11L size_leaf_vectorSL 1}}{L base_weights[$d#L ¼Òï÷=>6”½Ì9ã¿:”(¼J�¼¤* ½( ˜½LÌÍ:¿£#L
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categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idi
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