126 lines
27 KiB
Plaintext
126 lines
27 KiB
Plaintext
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€•¥m }”(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”“”B¸e {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 22}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 61L
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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 11L
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best_scoreSL 0.7200822493937703}L
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feature_names[#L =SL 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_rsiL
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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 22}L iteration_indptr[#L i iiiiiiiii i
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i i i
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iiiiiiiiiL 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 L trees[#L {L base_weights[$d#L
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categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L
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L idi L
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left_children[$l#L
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ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L
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ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L
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7 7 L
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tree_param{L num_deletedSL 0L num_featureSL 61L num_nodesSL 13L size_leaf_vectorSL 1}}{L base_weights[$d#L »Åצ¼š,…?Wê=½ìŠ½±Õ`=LÌÍ»-ät½ ‡\;½.;»Èi;LÝ�L
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categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L L idiL
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left_children[$l#L ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L B‹úŸB?«]AžˆBB�pA§Óo L parents[$l#L ÿÿÿ L right_children[$l#L
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tree_param{L num_deletedSL 0L num_featureSL 61L num_nodesSL 11L size_leaf_vectorSL 1}}{L base_weights[$d#L »ä�ì½LÌÍ=Á1$:î :=LÌÍ»ø<ŒÎßL
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categories[$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 DtAû D>ÂóC—F' L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½LÌÍ?€ Blzó=LÌÍ»ø<ŒÎßL
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split_type[$U#L L sum_hessian[$d#L EÆ;kC˜:ôE¼·¼E³l~C”³ÖEwÌnDÞ L
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tree_param{L num_deletedSL 0L num_featureSL 61L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L ¼qÈ‹½LÌÍ=ª(l»ëñí=LÌͼ4ø;áž�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[$d#L DgˆŽ D:N¸CüÔ L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½LÌÍ?€ ·0[=LÌͼ4ø;áž�L
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tree_param{L num_deletedSL 0L num_featureSL 61L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L
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9ôV¼;û?FÿP=¾'�½˜&z?}j4»Ö[°:˜c=A)º¬*¿¼ÙT÷=LÌÍ<=¢oL
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categories[$l#L L categories_nodes[$l#L L categories_segments[$L#L L categories_sizes[$L#L L default_left[$U#L
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L idiL
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left_children[$l#L
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ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L
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ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L
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EÆ “EÃ4«B²ùÛEU‡EtÐB’ÉAƒ�KE¶Cd=E]BiC¶‹5Bt‹gA>€©L
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left_children[$l#L
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ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿL loss_changes[$d#L C]�‘B؉²B»µŒCB ØA¶ŒÈB~~ L parents[$l#L ÿÿÿ L right_children[$l#L
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tree_param{L num_deletedSL 0L num_featureSL 61L num_nodesSL 15L size_leaf_vectorSL 1}}{L base_weights[$d#L »¼Ÿô½LÌÍ=´Ž´º” =LÌÍ»‡dk;¸GLL
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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[$d#L D\Ðh D5W2BVnR L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½LÌÍ?€ ?$>=LÌÍ»‡dk;¸GLL
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tree_param{L num_deletedSL 0L num_featureSL 61L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L <Bû½LÌÍ=ÝÖÌ<«¡Ž=LÌͼd%;øXL
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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[$d#L Dc‚ã D+‚±C`éà L parents[$l#L ÿÿÿ L right_children[$l#L ÿÿÿÿ ÿÿÿÿÿÿÿÿÿÿÿÿL split_conditions[$d#L ½LÌÍ?€ B9+B=LÌͼd%;øXL
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tree_param{L num_deletedSL 0L num_featureSL 61L num_nodesSL 7L size_leaf_vectorSL 1}}{L base_weights[$d#L ¹Ù¦›½ÎWw>�RË<žÿ±¿@ n?n›6½fb»¢Ý=ý&½LÌͼÀðÀ=LÌÍ<÷÷¼µEU<>–°L
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