tree version=v4 num_class=1 num_tree_per_iteration=1 label_index=0 max_feature_idx=33 objective=regression feature_names=voice genre style time_signature beat_type nearest_subdiv phase_beat phase_bar sin_beat cos_beat sin_bar cos_bar swing_ratio log_time_to_prev log_time_to_next log_same_voice_prev log_same_voice_next simult_count density_1beat bpm simult_kick simult_snare simult_snare-accent simult_side-stick simult_closed-hh simult_closed-hh-edge simult_pedal-hh simult_open-hh simult_ride simult_ride-bell simult_tom simult_crash simult_aux-cymbal simult_aux-perc feature_infos=-1:11:5:8:7:13:2:3:12:6:10:9:1:0 -1:15:9:8:5:1:11:7:4:0:16:14:2:3:13:10:12 -1:52:9:29:15:24:34:16:3:44:1:0:32:28:56:8:25:45:58:36:57:21:22:5:59:11:6:50:31:49:35:60:42:53:2:18:27:26:30:7:4:46:54:47:40:17:55:23:43:13:41:51:19:38:33:20:12:48:10:39:14 -1:1:0:3:2 -1:0:1 -1:2:4:1:3:0 [0:0.99999999999999978] [0:0.99999984105428097] [-1:1] [-1:1] [-1:1] [-1:1] [-0.59999999999999998:1.8000000000000007] 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simult_aux-perc=83 parameters: [boosting: gbdt] [objective: regression] [metric: l1,l2] [tree_learner: serial] [device_type: cpu] [data_sample_strategy: bagging] [data: ] [valid: ] [num_iterations: 2000] [learning_rate: 0.05] [num_leaves: 255] [num_threads: 10] [seed: 42] [deterministic: 0] [force_col_wise: 0] [force_row_wise: 0] [histogram_pool_size: -1] [max_depth: -1] [min_data_in_leaf: 20] [min_sum_hessian_in_leaf: 0.001] [bagging_fraction: 0.8] [pos_bagging_fraction: 1] [neg_bagging_fraction: 1] [bagging_freq: 1] [bagging_seed: 400] [bagging_by_query: 0] [feature_fraction: 0.8] [feature_fraction_bynode: 1] [feature_fraction_seed: 30056] [extra_trees: 0] [extra_seed: 12879] [early_stopping_round: 0] [early_stopping_min_delta: 0] [first_metric_only: 0] [max_delta_step: 0] [lambda_l1: 0] [lambda_l2: 0] [linear_lambda: 0] [min_gain_to_split: 0] [drop_rate: 0.1] [max_drop: 50] [skip_drop: 0.5] [xgboost_dart_mode: 0] [uniform_drop: 0] [drop_seed: 17869] [top_rate: 0.2] [other_rate: 0.1] [min_data_per_group: 100] [max_cat_threshold: 32] [cat_l2: 10] [cat_smooth: 10] [max_cat_to_onehot: 4] [top_k: 20] [monotone_constraints: ] [monotone_constraints_method: basic] [monotone_penalty: 0] [feature_contri: ] [forcedsplits_filename: ] [refit_decay_rate: 0.9] [cegb_tradeoff: 1] [cegb_penalty_split: 0] [cegb_penalty_feature_lazy: ] [cegb_penalty_feature_coupled: ] [path_smooth: 0] [interaction_constraints: ] [verbosity: 1] [saved_feature_importance_type: 0] [use_quantized_grad: 0] [num_grad_quant_bins: 4] [quant_train_renew_leaf: 0] [stochastic_rounding: 1] [linear_tree: 0] [max_bin: 255] [max_bin_by_feature: ] [min_data_in_bin: 3] [bin_construct_sample_cnt: 200000] [data_random_seed: 175] [is_enable_sparse: 1] [enable_bundle: 1] [use_missing: 1] [zero_as_missing: 0] [feature_pre_filter: 1] [pre_partition: 0] [two_round: 0] [header: 0] [label_column: ] [weight_column: ] [group_column: ] [ignore_column: ] [categorical_feature: 0,1,2,3,4,5] [forcedbins_filename: ] [precise_float_parser: 0] [parser_config_file: ] [objective_seed: 16083] [num_class: 1] [is_unbalance: 0] [scale_pos_weight: 1] [sigmoid: 1] [boost_from_average: 1] [reg_sqrt: 0] [alpha: 0.9] [fair_c: 1] [poisson_max_delta_step: 0.7] [tweedie_variance_power: 1.5] [lambdarank_truncation_level: 30] [lambdarank_norm: 1] [label_gain: ] [lambdarank_position_bias_regularization: 0] [eval_at: ] [multi_error_top_k: 1] [auc_mu_weights: ] [num_machines: 1] [local_listen_port: 12400] [time_out: 120] [machine_list_filename: ] [machines: ] [gpu_platform_id: -1] [gpu_device_id: -1] [gpu_device_id_list: ] [gpu_use_dp: 0] [num_gpu: 1] end of parameters pandas_categorical:[["aux-cymbal", "aux-perc", "closed-hh", "closed-hh-edge", "crash", "kick", "open-hh", "pedal-hh", "ride", "ride-bell", "side-stick", "snare", "snare-accent", "tom"], ["afrobeat", "afrocuban", "blues", "country", "dance", "funk", "gospel", "hiphop", "jazz", "latin", "middleeastern", "neworleans", "pop", "punk", "reggae", "rock", "soul"], ["afrobeat", "afrocuban", "afrocuban/bembe", "afrocuban/calypso", "afrocuban/rhumba", "blues/shuffle", "country", "dance/breakbeat", "dance/disco", "funk", "funk/fast", "funk/latin", "funk/purdieshuffle", "funk/rock", "gospel", "hiphop", "jazz", "jazz/fast", "jazz/funk", "jazz/fusion", "jazz/klezmer", "jazz/linear", "jazz/march", "jazz/mediumfast", "jazz/swing", "latin", "latin/ando", "latin/brazilian", "latin/brazilian-baiao", "latin/brazilian-bossa", "latin/brazilian-ijexa", "latin/brazilian-maracatu", "latin/brazilian-samba", "latin/brazilian-sambareggae", "latin/brazilian-songo", "latin/chacarera", "latin/dominican-merengue", "latin/merengue", "latin/reggaeton", "latin/samba", "latin/venezuelan-merengue", "latin/venezuelan-sangueo", "middleeastern", "neworleans/chacha", "neworleans/funk", "neworleans/secondline", "neworleans/shuffle", "pop", "pop/soft", "punk", "reggae", "reggae/slow", "rock", "rock/folk", "rock/halftime", "rock/indie", "rock/prog", "rock/rockabilly", "rock/shuffle", "soul", "soul/motown"], ["3-4", "4-4", "5-4", "5-8", "6-8"], ["beat", "fill"], ["16th", "32nd", "8th", "8th-triplet", "quintuplet"]]