deepface/models/face-recognition-ensemble-model.txt
2020-06-02 21:20:26 +03:00

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tree
version=v3
num_class=2
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label_index=0
max_feature_idx=7
objective=multiclass num_class:2
feature_names=VGG-Face_cosine VGG-Face_euclidean_l2 Facenet_cosine Facenet_euclidean_l2 OpenFace_cosine OpenFace_euclidean_l2 DeepFace_cosine DeepFace_euclidean_l2
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internal_value=0 0.327231 -0.508297 0.508755 -0.502907 -0.502013 0.501958 0.501927 -0.502053
internal_weight=0 1.96451 1.26734 1.24277 0.791184 0.47272 0.597074 0.435966 0.325804
internal_count=224 117 107 97 87 60 77 57 40
shrinkage=0.1
Tree=98
num_leaves=10
num_cat=0
split_feature=3 5 3 4 2 6 0 0 0
split_gain=0.493349 0.122632 0.00146913 2.01979e-06 1.13368e-06 3.79395e-07 9.04405e-10 5.07436e-11 6.673e-12
threshold=0.90160000000000007 0.75680000000000003 1.2940500000000001 0.32130000000000009 0.25845000000000001 0.2708000000000001 0.26830000000000004 0.66810000000000014 0.19285000000000005
decision_type=2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 6 -4 8 -7 -1
right_child=1 2 5 -5 -6 7 -8 -9 -10
leaf_value=-0.050174858941566786 0.00067600013297057764 0.057564962858894703 0.050361054875910617 -0.050540580988135346 -0.050432691305466654 0.050183599415336788 -0.05018361267612631 0.050185936897357723 -0.05017397484626606
leaf_weight=0.15278075542300962 0.72090511396527279 0.52887900406494714 0.17860245518386364 0.4131505847908557 0.26649054605513806 0.15304351877421141 0.15224741399288175 0.23621547548100352 0.19350180774927137
leaf_count=22 20 20 20 20 20 21 21 32 28
internal_value=0 0.327136 0.537725 -0.503624 -0.502662 0.502404 -0.501772 0.50185 -0.501744
internal_weight=0 1.81765 1.09674 1.17817 0.765021 0.567861 0.49853 0.389259 0.346283
internal_count=224 113 93 111 91 73 71 53 50
shrinkage=0.1
Tree=99
num_leaves=10
num_cat=0
split_feature=3 5 3 4 2 6 0 0 0
split_gain=0.493349 0.122632 0.00146913 2.01979e-06 1.13368e-06 3.79395e-07 9.04405e-10 5.07436e-11 6.673e-12
threshold=0.90160000000000007 0.75680000000000003 1.2940500000000001 0.32130000000000009 0.25845000000000001 0.2708000000000001 0.26830000000000004 0.66810000000000014 0.19285000000000005
decision_type=2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 6 -4 8 -7 -1
right_child=1 2 5 -5 -6 7 -8 -9 -10
leaf_value=0.050174858941566786 -0.00067600013297057764 -0.057564962858894703 -0.050361054875910617 0.050540580988135346 0.050432691305466654 -0.050183599415336788 0.05018361267612631 -0.050185936897357723 0.05017397484626606
leaf_weight=0.15278075542300962 0.72090511396527279 0.52887900406494714 0.17860245518386364 0.4131505847908557 0.26649054605513806 0.15304351877421141 0.15224741399288175 0.23621547548100352 0.19350180774927137
leaf_count=22 20 20 20 20 20 21 21 32 28
internal_value=0 -0.327136 -0.537725 0.503624 0.502662 -0.502404 0.501772 -0.50185 0.501744
internal_weight=0 1.81765 1.09674 1.17817 0.765021 0.567861 0.49853 0.389259 0.346283
internal_count=224 113 93 111 91 73 71 53 50
shrinkage=0.1
Tree=100
num_leaves=10
num_cat=0
split_feature=3 4 2 2 6 2 0 0 5
split_gain=0.447826 0.100251 4.32199e-05 3.89111e-05 6.37475e-07 9.36092e-10 8.54517e-10 6.22871e-12 2.64365e-12
threshold=1.0226000000000002 0.33380000000000004 0.79330000000000012 0.27175000000000005 0.26075000000000004 0.91690000000000016 0.28220000000000006 0.19285000000000005 1.0539500000000002
decision_type=2 2 2 2 2 2 2 2 2
left_child=1 3 -2 6 -4 -6 7 -1 -7
right_child=2 -3 4 -5 5 8 -8 -9 -10
leaf_value=-0.050158159344520115 0.051552740266787724 -0.0011307735710460163 0.050364306855558018 -0.051378748962573911 0.050157333352407719 0.050167647477244483 -0.050167069326679498 -0.050157308562590201 0.050168276888181575
leaf_weight=0.14456773083657048 0.41187723889015593 0.66093936748802651 0.27256151824258268 0.56442285608500242 0.12014148547314107 0.13321418594568968 0.13198458263650537 0.2125993650406599 0.13371586054563522
leaf_count=23 20 20 27 20 20 20 20 34 20
internal_value=0 -0.316607 0.50749 -0.50813 0.502472 0.501647 -0.501602 -0.501577 0.50168
internal_weight=0 1.71451 1.07151 1.05357 0.659633 0.387072 0.489152 0.357167 0.26693
internal_count=224 117 107 97 87 60 77 57 40
shrinkage=0.1
Tree=101
num_leaves=10
num_cat=0
split_feature=3 4 2 2 6 2 0 0 5
split_gain=0.447826 0.100251 4.32199e-05 3.89111e-05 6.37475e-07 9.36092e-10 8.54517e-10 6.22871e-12 2.64365e-12
threshold=1.0226000000000002 0.33380000000000004 0.79330000000000012 0.27175000000000005 0.26075000000000004 0.91690000000000016 0.28220000000000006 0.19285000000000005 1.0539500000000002
decision_type=2 2 2 2 2 2 2 2 2
left_child=1 3 -2 6 -4 -6 7 -1 -7
right_child=2 -3 4 -5 5 8 -8 -9 -10
leaf_value=0.050158159344520115 -0.051552740266787724 0.0011307735710460163 -0.050364306855558018 0.051378748962573911 -0.050157333352407719 -0.050167647477244483 0.050167069326679498 0.050157308562590201 -0.050168276888181575
leaf_weight=0.14456773083657048 0.41187723889015593 0.66093936748802651 0.27256151824258268 0.56442285608500242 0.12014148547314107 0.13321418594568968 0.13198458263650537 0.2125993650406599 0.13371586054563522
leaf_count=23 20 20 27 20 20 20 20 34 20
internal_value=0 0.316607 -0.50749 0.50813 -0.502472 -0.501647 0.501602 0.501577 -0.50168
internal_weight=0 1.71451 1.07151 1.05357 0.659633 0.387072 0.489152 0.357167 0.26693
internal_count=224 117 107 97 87 60 77 57 40
shrinkage=0.1
end of trees
feature importances:
VGG-Face_cosine=224
Facenet_euclidean_l2=146
Facenet_cosine=136
OpenFace_cosine=120
OpenFace_euclidean_l2=102
DeepFace_cosine=82
VGG-Face_euclidean_l2=6
parameters:
[boosting: gbdt]
[objective: multiclass]
[metric: multi_logloss]
[tree_learner: serial]
[device_type: cpu]
[data: ]
[valid: ]
[num_iterations: 100]
[learning_rate: 0.1]
[num_leaves: 31]
[num_threads: 0]
[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]
[early_stopping_round: 0]
[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: ]
[feature_contri: ]
[forcedsplits_filename: ]
[forcedbins_filename: ]
[refit_decay_rate: 0.9]
[cegb_tradeoff: 1]
[cegb_penalty_split: 0]
[cegb_penalty_feature_lazy: ]
[cegb_penalty_feature_coupled: ]
[verbosity: 1]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[histogram_pool_size: -1]
[data_random_seed: 1]
[output_model: LightGBM_model.txt]
[snapshot_freq: -1]
[input_model: ]
[output_result: LightGBM_predict_result.txt]
[initscore_filename: ]
[valid_data_initscores: ]
[pre_partition: 0]
[enable_bundle: 1]
[max_conflict_rate: 0]
[is_enable_sparse: 1]
[sparse_threshold: 0.8]
[use_missing: 1]
[zero_as_missing: 0]
[two_round: 0]
[save_binary: 0]
[header: 0]
[label_column: ]
[weight_column: ]
[group_column: ]
[ignore_column: ]
[categorical_feature: ]
[predict_raw_score: 0]
[predict_leaf_index: 0]
[predict_contrib: 0]
[num_iteration_predict: -1]
[pred_early_stop: 0]
[pred_early_stop_freq: 10]
[pred_early_stop_margin: 10]
[convert_model_language: ]
[convert_model: gbdt_prediction.cpp]
[num_class: 2]
[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]
[max_position: 20]
[lambdamart_norm: 1]
[label_gain: ]
[metric_freq: 1]
[is_provide_training_metric: 0]
[eval_at: ]
[multi_error_top_k: 1]
[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]
end of parameters
pandas_categorical:null