115 lines
26 KiB
Plaintext
115 lines
26 KiB
Plaintext
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€•9h }”(Œ
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model_type”Œbacktests.ml_v2.ml_v2_model”Œ ModelType”“”Œxgboost_binary”…”R”Œ xgb_model”Œ xgboost.core”ŒBooster”“”)�”}”Œhandle”Œbuiltins”Œ bytearray”“”Bë` {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 21}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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[5.109171E-1]L boost_from_averageSL 1L num_classSL 0L num_featureSL 53L
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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 10L
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best_scoreSL 0.6166829538966868}L
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feature_names[#L 5SL 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_ema20L
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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 21}L iteration_indptr[#L i iiiiiiiii i
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i i i
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iiiiiiiiL tree_info[#L 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[$d#L < «b½LÌÍ=ËÓ¢<~b=LÌÍ»ÀÂÙ;ÛYjL
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categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idi L
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left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L DnJÉ D>wABÊ‹| L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½LÌÍ?€ ·»T«=LÌÍ»ÀÂÙ;ÛYjL
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split_indices[$l#L - - L
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split_type[$U#L L sum_hessian[$d#L EÚgUC—�EÐî}EǤC–í’E;…ESz.L
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tree_param{L num_deletedSL 0L num_featureSL 53L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L »®Œ½LÌÍ=ª™v¸Îz=LÌͻ͜x;ÀÑŒL
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categories[$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[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L DfÛh D>)0B½�{ L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½LÌÍ?€ =LÌͻ͜x;ÀÑŒL
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split_indices[$l#L - - L
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split_type[$U#L L sum_hessian[$d#L EÚpèCšÿšEÐÀîEÇ.PC™)ëEA!ôEM:«L
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tree_param{L num_deletedSL 0L num_featureSL 53L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L :÷hÞ½LÌÍ=´@<-q=LÌÍ»¦Þ;º(L
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categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
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left_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L D^Ø2 D2 qB”ÆŽ L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½LÌÍ?€ 6ñà˜=LÌÍ»¦Þ;º(L
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split_indices[$l#L - - L
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split_type[$U#L L sum_hessian[$d#L EÙÄ�C—¡5EÐJ|EÆæéC–92EB–ýEK6ÕL
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tree_param{L num_deletedSL 0L num_featureSL 53L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L <Ñ ½LÌÍ=¼kI<„ ›=LÌÍ»¤I;Ï
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categories[$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[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L DVäe D&Î B¤¬á L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½LÌÍ?€ =LÌÍ»¤I;Ï
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split_type[$U#L L sum_hessian[$d#L EÙ—‡C˜Q±EÐlEÆæ‚C’¾�EA ELíL
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tree_param{L num_deletedSL 0L num_featureSL 53L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L » ŠC½LÌÍ= iy:<°r=LÌÍ»°† ;©K²L
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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 ÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L DLA D+8BŽ¦ L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½LÌÍ?€ =LÌÍ»°† ;©K²L
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split_indices[$l#L - - L
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split_type[$U#L L sum_hessian[$d#L EÙ½{C–³ÒEÐR>EÆÊ£C˜y²E@úEL›-L
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tree_param{L num_deletedSL 0L num_featureSL 53L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L ;Jµ«½LÌÍ=¨nä< pç=LÌÍ»�(!;¬,£L
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tree_param{L num_deletedSL 0L num_featureSL 53L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L »kŽ¨=‘’’½¤C^¹´s ?JòÓ»2j¿j¦H»RV]<t9‚=LÌͽLÌͼQ û:ù 2=LÌͽLÌÍL
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