diff --git a/lightgbm/lightgbm-fil/1/model.txt b/lightgbm/lightgbm-fil/1/model.txt new file mode 100644 index 0000000..382b88f --- /dev/null +++ b/lightgbm/lightgbm-fil/1/model.txt @@ -0,0 +1,2005 @@ +tree +version=v3 +num_class=1 +num_tree_per_iteration=1 +label_index=0 +max_feature_idx=125 +objective=binary sigmoid:1 +feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 Column_34 Column_35 Column_36 Column_37 Column_38 Column_39 Column_40 Column_41 Column_42 Column_43 Column_44 Column_45 Column_46 Column_47 Column_48 Column_49 Column_50 Column_51 Column_52 Column_53 Column_54 Column_55 Column_56 Column_57 Column_58 Column_59 Column_60 Column_61 Column_62 Column_63 Column_64 Column_65 Column_66 Column_67 Column_68 Column_69 Column_70 Column_71 Column_72 Column_73 Column_74 Column_75 Column_76 Column_77 Column_78 Column_79 Column_80 Column_81 Column_82 Column_83 Column_84 Column_85 Column_86 Column_87 Column_88 Column_89 Column_90 Column_91 Column_92 Column_93 Column_94 Column_95 Column_96 Column_97 Column_98 Column_99 Column_100 Column_101 Column_102 Column_103 Column_104 Column_105 Column_106 Column_107 Column_108 Column_109 Column_110 Column_111 Column_112 Column_113 Column_114 Column_115 Column_116 Column_117 Column_118 Column_119 Column_120 Column_121 Column_122 Column_123 Column_124 Column_125 +feature_infos=[0:1] none [0:1] [0:1] [0:1] [0:1] [0:1] none [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] none [0:1] none [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] none [0:1] none [0:1] [0:1] none [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] none [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] none [0:1] none [0:1] [0:1] [0:1] none 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+Column_21=18 +Column_104=15 +Column_39=14 +Column_41=13 +Column_10=12 +Column_47=11 +Column_4=10 +Column_3=9 +Column_8=9 +Column_94=8 +Column_19=7 +Column_116=7 +Column_9=6 +Column_44=6 +Column_63=6 +Column_115=6 +Column_117=6 +Column_13=5 +Column_15=5 +Column_36=5 +Column_61=5 +Column_85=5 +Column_119=5 +Column_24=4 +Column_31=4 +Column_40=4 +Column_52=4 +Column_57=4 +Column_30=3 +Column_43=3 +Column_65=3 +Column_76=3 +Column_78=3 +Column_111=3 +Column_121=3 +Column_26=2 +Column_29=2 +Column_33=2 +Column_46=2 +Column_48=2 +Column_64=2 +Column_70=2 +Column_81=2 +Column_83=2 +Column_98=2 +Column_114=2 +Column_53=1 +Column_54=1 +Column_67=1 +Column_68=1 +Column_69=1 +Column_89=1 +Column_105=1 +Column_109=1 +Column_112=1 +Column_120=1 +Column_123=1 + +parameters: +[boosting: gbdt] +[objective: binary] +[metric: binary_logloss] +[tree_learner: serial] +[device_type: cpu] +[data: ] +[valid: ] +[num_iterations: 100] +[learning_rate: 0.1] +[num_leaves: 31] +[num_threads: 0] +[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: 1] +[pos_bagging_fraction: 1] +[neg_bagging_fraction: 1] +[bagging_freq: 0] +[bagging_seed: 3] +[feature_fraction: 1] +[feature_fraction_bynode: 1] +[feature_fraction_seed: 2] +[extra_trees: 0] +[extra_seed: 6] +[early_stopping_round: 5] +[first_metric_only: 0] +[max_delta_step: 0] +[lambda_l1: 0] +[lambda_l2: 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: 4] +[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] +[max_bin: 255] +[max_bin_by_feature: ] +[min_data_in_bin: 3] +[bin_construct_sample_cnt: 200000] +[data_random_seed: 1] +[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: ] +[forcedbins_filename: ] +[objective_seed: 5] +[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: ] +[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_use_dp: 0] +[num_gpu: 1] + +end of parameters + +pandas_categorical:null diff --git a/lightgbm/lightgbm-fil/config.pbtxt b/lightgbm/lightgbm-fil/config.pbtxt new file mode 100644 index 0000000..cbb8d56 --- /dev/null +++ b/lightgbm/lightgbm-fil/config.pbtxt @@ -0,0 +1,27 @@ +backend: "fil" +max_batch_size: 8 +input [ + { + name: "input__0" + data_type: TYPE_FP32 + dims: [ 126 ] + } +] +output [ + { + name: "output__0" + data_type: TYPE_FP32 + dims: [ 1 ] + } +] +instance_group [{ kind: KIND_AUTO }] +parameters [ + { + key: "model_type" + value: { string_value: "lightgbm" } + }, + { + key: "output_class" + value: { string_value: "false" } + } +] \ No newline at end of file diff --git a/xgboost/mushroom-fil/1/xgboost.json b/xgboost/mushroom-fil/1/xgboost.json new file mode 100644 index 0000000..efc88de --- /dev/null +++ b/xgboost/mushroom-fil/1/xgboost.json @@ -0,0 +1,87 @@ +{ + "learner": { + 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8.12e2, 1.125e2, 6.905e2, 1.325e1 + ], + "tree_param": { + "num_deleted": "0", + "num_feature": "126", + "num_nodes": "7", + "size_leaf_vector": "0" + } + }, + { + "base_weights": [ + -9.31910648941993713e-2, 7.82926455140113831e-2, + -6.23624467849731445, 7.84717559814453125e-1, + -9.68530356884002686e-1 + ], + "default_left": [true, true, false, false, false], + "id": 1, + "leaf_child_counts": [0, 0, 0, 0, 0], + "left_children": [1, 3, -1, -1, -1], + "loss_changes": [ + 8.325450439453125e2, 5.6972509765625e2, 0.0, 0.0, 0.0 + ], + "parents": [2147483647, 0, 0, 1, 1], + "right_children": [2, 4, -1, -1, -1], + "split_conditions": [ + -9.5367431640625e-7, -9.5367431640625e-7, -6.23624467849731445, + 7.84717559814453125e-1, -9.68530356884002686e-1 + ], + "split_indices": [59, 28, 0, 0, 0], + "sum_hessian": [ + 7.8885205078125e2, 7.6838970947265625e2, 2.04623889923095703e1, + 4.58936859130859375e2, 3.0945281982421875e2 + ], + "tree_param": { + "num_deleted": "0", + "num_feature": "126", + "num_nodes": "5", + "size_leaf_vector": "0" + } + } + ] + }, + "name": "gbtree" + }, + "learner_model_param": { + "base_score": "0.500000", + "num_class": "0", + "num_feature": "126" + }, + "objective": { + "name": "binary:logistic", + "reg_loss_param": {"scale_pos_weight": "1"} + } + }, + "version": [1, 1, 1] +} diff --git a/xgboost/mushroom-fil/config.pbtxt b/xgboost/mushroom-fil/config.pbtxt new file mode 100644 index 0000000..e5e820a --- /dev/null +++ b/xgboost/mushroom-fil/config.pbtxt @@ -0,0 +1,27 @@ +backend: "fil" +max_batch_size: 8 +input [ + { + name: "input__0" + data_type: TYPE_FP32 + dims: [ 126 ] + } +] +output [ + { + name: "output__0" + data_type: TYPE_FP32 + dims: [ 1 ] + } +] +instance_group [{ kind: KIND_AUTO }] +parameters [ + { + key: "model_type" + value: { string_value: "xgboost_json" } + }, + { + key: "output_class" + value: { string_value: "false" } + } +] \ No newline at end of file