deepface/models/face-recognition-ensemble-model.txt
2020-06-03 13:42:09 +03:00

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tree
version=v3
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label_index=0
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objective=multiclass num_class:2
feature_names=VGG-Face_cosine VGG-Face_euclidean VGG-Face_euclidean_l2 Facenet_cosine Facenet_euclidean Facenet_euclidean_l2 OpenFace_cosine OpenFace_euclidean_l2 DeepFace_cosine DeepFace_euclidean DeepFace_euclidean_l2
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right_child=2 3 -4 -5 -6
leaf_value=0.018249359425574409 -0.050396164107299718 0.051321354391637902 -0.052606537503587583 0.050369581294084677 -0.050248499208094891
leaf_weight=0.54067680146545205 0.29663618840277184 0.3626583144068718 0.33917900500819087 0.36558100767433638 0.28823101380839944
leaf_count=21 20 21 21 27 30
internal_value=0 0.369554 -0.511614 0.508436 -0.503234
internal_weight=0 1.26892 0.924046 0.728239 0.584867
internal_count=140 69 71 48 50
shrinkage=0.1
Tree=94
num_leaves=6
num_cat=0
split_feature=3 8 9 3 8
split_gain=0.385076 0.028081 0.000130132 1.28079e-05 2.56973e-07
threshold=0.53820000000000012 0.23130000000000003 69.498500000000021 0.19645000000000004 0.23130000000000003
decision_type=2 2 2 2 2
left_child=1 3 4 -1 -2
right_child=2 -3 -4 -5 -6
leaf_value=-0.050310044036069146 0.050355630160313317 -0.019649778894745101 0.052833910319416144 -0.051195528883148204 0.050216448626899723
leaf_weight=0.31927631609141849 0.27879916829988349 0.5214699087664485 0.32308378210291266 0.33446900174021721 0.25306705525144935
leaf_count=28 21 21 20 20 30
internal_value=0 -0.369574 0.51251 -0.507631 0.502894
internal_weight=0 1.17522 0.85495 0.653745 0.531866
internal_count=140 69 71 48 51
shrinkage=0.1
Tree=95
num_leaves=6
num_cat=0
split_feature=3 8 9 3 8
split_gain=0.385076 0.028081 0.000130132 1.28079e-05 2.56973e-07
threshold=0.53820000000000012 0.23130000000000003 69.498500000000021 0.19645000000000004 0.23130000000000003
decision_type=2 2 2 2 2
left_child=1 3 4 -1 -2
right_child=2 -3 -4 -5 -6
leaf_value=0.050310044036069146 -0.050355630160313317 0.019649778894745101 -0.052833910319416144 0.051195528883148204 -0.050216448626899723
leaf_weight=0.31927631609141849 0.27879916829988349 0.5214699087664485 0.32308378210291266 0.33446900174021721 0.25306705525144935
leaf_count=28 21 21 20 20 30
internal_value=0 0.369574 -0.51251 0.507631 -0.502894
internal_weight=0 1.17522 0.85495 0.653745 0.531866
internal_count=140 69 71 48 51
shrinkage=0.1
Tree=96
num_leaves=6
num_cat=0
split_feature=3 6 2 6 1
split_gain=0.355699 0.0433689 0.000166341 1.16858e-06 4.20697e-08
threshold=0.43445000000000006 0.32195000000000001 1.1347500000000001 0.26980000000000004 0.43235000000000007
decision_type=2 2 2 2 2
left_child=3 -2 -3 4 -1
right_child=1 2 -4 -5 -6
leaf_value=-0.050279273342513177 0.010103122849647355 0.053377647818013442 0.050197899984902462 -0.050489757626554103 -0.05021612134701519
leaf_weight=0.21027297619730245 0.37440472003072478 0.44537148717790842 0.26089022681117058 0.37757824920117855 0.21167623158544305
leaf_count=20 20 20 34 21 25
internal_value=0 0.376172 0.522031 -0.50362 -0.502476
internal_weight=0 1.08067 0.706262 0.799527 0.421949
internal_count=140 74 54 66 45
shrinkage=0.1
Tree=97
num_leaves=6
num_cat=0
split_feature=3 6 2 6 1
split_gain=0.355699 0.0433689 0.000166341 1.16858e-06 4.20697e-08
threshold=0.43445000000000006 0.32195000000000001 1.1347500000000001 0.26980000000000004 0.43235000000000007
decision_type=2 2 2 2 2
left_child=3 -2 -3 4 -1
right_child=1 2 -4 -5 -6
leaf_value=0.050279273342513177 -0.010103122849647355 -0.053377647818013442 -0.050197899984902462 0.050489757626554103 0.05021612134701519
leaf_weight=0.21027297619730245 0.37440472003072478 0.44537148717790842 0.26089022681117058 0.37757824920117855 0.21167623158544305
leaf_count=20 20 20 34 21 25
internal_value=0 -0.376172 -0.522031 0.50362 0.502476
internal_weight=0 1.08067 0.706262 0.799527 0.421949
internal_count=140 74 54 66 45
shrinkage=0.1
Tree=98
num_leaves=6
num_cat=0
split_feature=0 9 6 0 6
split_gain=0.318928 0.0288365 7.43641e-05 1.00406e-05 1.93444e-07
threshold=0.40540000000000004 61.255300000000005 0.58385000000000009 0.24775000000000003 0.33495000000000003
decision_type=2 2 2 2 2
left_child=1 3 4 -1 -2
right_child=2 -3 -4 -5 -6
leaf_value=-0.050301389234725158 0.050313246154517946 -0.016777509376969545 0.052349712387996489 -0.051139251150916415 0.05018154779564258
leaf_weight=0.27918109763413645 0.2463302635587753 0.44426798354834318 0.27124407002702355 0.29327185405418282 0.20380924921482799
leaf_count=27 21 22 21 20 29
internal_value=0 -0.358944 0.510418 -0.507306 0.502536
internal_weight=0 1.01672 0.721384 0.572453 0.45014
internal_count=140 69 71 47 50
shrinkage=0.1
Tree=99
num_leaves=6
num_cat=0
split_feature=0 9 6 0 6
split_gain=0.318928 0.0288365 7.43641e-05 1.00406e-05 1.93444e-07
threshold=0.40540000000000004 61.255300000000005 0.58385000000000009 0.24775000000000003 0.33495000000000003
decision_type=2 2 2 2 2
left_child=1 3 4 -1 -2
right_child=2 -3 -4 -5 -6
leaf_value=0.050301389234725158 -0.050313246154517946 0.016777509376969545 -0.052349712387996489 0.051139251150916415 -0.05018154779564258
leaf_weight=0.27918109763413645 0.2463302635587753 0.44426798354834318 0.27124407002702355 0.29327185405418282 0.20380924921482799
leaf_count=27 21 22 21 20 29
internal_value=0 0.358944 -0.510418 0.507306 -0.502536
internal_weight=0 1.01672 0.721384 0.572453 0.45014
internal_count=140 69 71 47 50
shrinkage=0.1
Tree=100
num_leaves=6
num_cat=0
split_feature=3 6 9 3 6
split_gain=0.296165 0.0236951 8.28957e-05 8.28773e-06 1.41497e-07
threshold=0.53820000000000012 0.28670000000000001 69.498500000000021 0.21515000000000004 0.34345000000000009
decision_type=2 2 2 2 2
left_child=1 3 4 -1 -2
right_child=2 -3 -4 -5 -6
leaf_value=-0.050215095557514827 0.050283508356012856 -0.018854297736225854 0.052508335130377462 -0.05102650541249526 0.050165550202425441
leaf_weight=0.2369849244132638 0.20921397162601352 0.43721470888704062 0.26133958017453551 0.26849777111783624 0.19787345780059692
leaf_count=29 20 20 20 20 31
internal_value=0 -0.359013 0.511184 -0.506461 0.502262
internal_weight=0 0.942697 0.668427 0.505483 0.407087
internal_count=140 69 71 49 51
shrinkage=0.1
Tree=101
num_leaves=6
num_cat=0
split_feature=3 6 9 3 6
split_gain=0.296165 0.0236951 8.28957e-05 8.28773e-06 1.41497e-07
threshold=0.53820000000000012 0.28670000000000001 69.498500000000021 0.21515000000000004 0.34345000000000009
decision_type=2 2 2 2 2
left_child=1 3 4 -1 -2
right_child=2 -3 -4 -5 -6
leaf_value=0.050215095557514827 -0.050283508356012856 0.018854297736225854 -0.052508335130377462 0.05102650541249526 -0.050165550202425441
leaf_weight=0.2369849244132638 0.20921397162601352 0.43721470888704062 0.26133958017453551 0.26849777111783624 0.19787345780059692
leaf_count=29 20 20 20 20 31
internal_value=0 0.359013 -0.511184 0.506461 -0.502262
internal_weight=0 0.942697 0.668427 0.505483 0.407087
internal_count=140 69 71 49 51
shrinkage=0.1
Tree=102
num_leaves=6
num_cat=0
split_feature=3 8 3 6 1
split_gain=0.276067 0.0371423 0.000101384 7.56279e-07 1.56182e-08
threshold=0.43445000000000006 0.22770000000000004 0.87725000000000009 0.26980000000000004 0.43235000000000007
decision_type=2 2 2 2 2
left_child=3 -2 -3 4 -1
right_child=1 2 -4 -5 -6
leaf_value=-0.05020806395857691 0.0085688092420580213 0.052960977439845194 0.050150613553896509 -0.050405188318574927 -0.050163613949764797
leaf_weight=0.15662223659455776 0.30319669982418418 0.36580710811540479 0.19776070211082697 0.31136215664446354 0.15959464432671666
leaf_count=20 20 20 34 21 25
internal_value=0 0.367913 0.519748 -0.502946 -0.501856
internal_weight=0 0.866765 0.563568 0.627579 0.316217
internal_count=140 74 54 66 45
shrinkage=0.1
Tree=103
num_leaves=6
num_cat=0
split_feature=3 8 3 6 1
split_gain=0.276067 0.0371423 0.000101384 7.56279e-07 1.56182e-08
threshold=0.43445000000000006 0.22770000000000004 0.87725000000000009 0.26980000000000004 0.43235000000000007
decision_type=2 2 2 2 2
left_child=3 -2 -3 4 -1
right_child=1 2 -4 -5 -6
leaf_value=0.05020806395857691 -0.0085688092420580213 -0.052960977439845194 -0.050150613553896509 0.050405188318574927 0.050163613949764797
leaf_weight=0.15662223659455776 0.30319669982418418 0.36580710811540479 0.19776070211082697 0.31136215664446354 0.15959464432671666
leaf_count=20 20 20 34 21 25
internal_value=0 -0.367913 -0.519748 0.502946 0.501856
internal_weight=0 0.866765 0.563568 0.627579 0.316217
internal_count=140 74 54 66 45
shrinkage=0.1
Tree=104
num_leaves=6
num_cat=0
split_feature=0 1 6 9 8
split_gain=0.246106 0.0250618 4.84114e-05 6.4815e-06 1.06126e-07
threshold=0.40540000000000004 0.39565000000000006 0.58385000000000009 55.161500000000004 0.23300000000000001
decision_type=2 2 2 2 2
left_child=1 -1 4 -3 -2
right_child=2 3 -4 -5 -6
leaf_value=-0.015379653323334597 0.050251318086852598 -0.050993266780303595 0.052100233171460814 -0.050236325202884513 0.050140395932985304
leaf_weight=0.36438596062362194 0.18527205009013412 0.22726240381598475 0.21849976014345884 0.22523859003558755 0.16139362379908562
leaf_count=21 20 21 21 27 30
internal_value=0 -0.348985 0.509345 -0.506165 0.501997
internal_weight=0 0.816887 0.565165 0.452501 0.346666
internal_count=140 69 71 48 50
shrinkage=0.1
Tree=105
num_leaves=6
num_cat=0
split_feature=0 1 6 9 8
split_gain=0.246106 0.0250618 4.84114e-05 6.4815e-06 1.06126e-07
threshold=0.40540000000000004 0.39565000000000006 0.58385000000000009 55.161500000000004 0.23300000000000001
decision_type=2 2 2 2 2
left_child=1 -1 4 -3 -2
right_child=2 3 -4 -5 -6
leaf_value=0.015379653323334597 -0.050251318086852598 0.050993266780303595 -0.052100233171460814 0.050236325202884513 -0.050140395932985304
leaf_weight=0.36438596062362194 0.18527205009013412 0.22726240381598475 0.21849976014345884 0.22523859003558755 0.16139362379908562
leaf_count=21 20 21 21 27 30
internal_value=0 0.348985 -0.509345 0.506165 -0.501997
internal_weight=0 0.816887 0.565165 0.452501 0.346666
internal_count=140 69 71 48 50
shrinkage=0.1
Tree=106
num_leaves=6
num_cat=0
split_feature=3 6 2 6 1
split_gain=0.229924 0.0341777 6.56186e-05 4.84805e-07 1.46998e-08
threshold=0.43445000000000006 0.32195000000000001 1.1347500000000001 0.26980000000000004 0.43235000000000007
decision_type=2 2 2 2 2
left_child=3 -2 -3 4 -1
right_child=1 2 -4 -5 -6
leaf_value=-0.050180884039843179 0.0074324766839056521 0.052602652881885495 0.050122431281975854 -0.050348974845216679 -0.050133772504590515
leaf_weight=0.13435281813144684 0.27231283998116845 0.32057841634377843 0.15986528876237571 0.26484813541173929 0.13062116736546159
leaf_count=20 20 20 34 21 25
internal_value=0 0.357354 0.517774 -0.502533 -0.501577
internal_weight=0 0.752757 0.480444 0.529822 0.264974
internal_count=140 74 54 66 45
shrinkage=0.1
Tree=107
num_leaves=6
num_cat=0
split_feature=3 6 2 6 1
split_gain=0.229924 0.0341777 6.56186e-05 4.84805e-07 1.46998e-08
threshold=0.43445000000000006 0.32195000000000001 1.1347500000000001 0.26980000000000004 0.43235000000000007
decision_type=2 2 2 2 2
left_child=3 -2 -3 4 -1
right_child=1 2 -4 -5 -6
leaf_value=0.050180884039843179 -0.0074324766839056521 -0.052602652881885495 -0.050122431281975854 0.050348974845216679 0.050133772504590515
leaf_weight=0.13435281813144684 0.27231283998116845 0.32057841634377843 0.15986528876237571 0.26484813541173929 0.13062116736546159
leaf_count=20 20 20 34 21 25
internal_value=0 -0.357354 -0.517774 0.502533 0.501577
internal_weight=0 0.752757 0.480444 0.529822 0.264974
internal_count=140 74 54 66 45
shrinkage=0.1
Tree=108
num_leaves=6
num_cat=0
split_feature=3 8 9 3 6
split_gain=0.212669 0.018928 3.85088e-05 5.40178e-06 8.44237e-08
threshold=0.53820000000000012 0.23130000000000003 69.498500000000021 0.19645000000000004 0.34345000000000009
decision_type=2 2 2 2 2
left_child=1 3 4 -1 -2
right_child=2 -3 -4 -5 -6
leaf_value=-0.05016725567784408 0.050221925528453587 -0.017628530524921079 0.051990545744209943 -0.050933567538363103 0.050114565579065053
leaf_weight=0.16733182594180107 0.15992486919276416 0.32802397757768631 0.19261523033492267 0.20429167756810784 0.13513853913173079
leaf_count=28 20 21 20 20 31
internal_value=0 -0.351355 0.508907 -0.505885 0.501728
internal_weight=0 0.699647 0.487679 0.371624 0.295063
internal_count=140 69 71 48 51
shrinkage=0.1
Tree=109
num_leaves=6
num_cat=0
split_feature=3 8 9 3 6
split_gain=0.212669 0.018928 3.85088e-05 5.40178e-06 8.44237e-08
threshold=0.53820000000000012 0.23130000000000003 69.498500000000021 0.19645000000000004 0.34345000000000009
decision_type=2 2 2 2 2
left_child=1 3 4 -1 -2
right_child=2 -3 -4 -5 -6
leaf_value=0.05016725567784408 -0.050221925528453587 0.017628530524921079 -0.051990545744209943 0.050933567538363103 -0.050114565579065053
leaf_weight=0.16733182594180107 0.15992486919276416 0.32802397757768631 0.19261523033492267 0.20429167756810784 0.13513853913173079
leaf_count=28 20 21 20 20 31
internal_value=0 0.351355 -0.508907 0.505885 -0.501728
internal_weight=0 0.699647 0.487679 0.371624 0.295063
internal_count=140 69 71 48 51
shrinkage=0.1
Tree=110
num_leaves=6
num_cat=0
split_feature=3 8 3 6 1
split_gain=0.191675 0.0314875 4.3935e-05 3.36813e-07 7.31947e-09
threshold=0.43445000000000006 0.22770000000000004 0.87725000000000009 0.26980000000000004 0.43235000000000007
decision_type=2 2 2 2 2
left_child=3 -2 -3 4 -1
right_child=1 2 -4 -5 -6
leaf_value=-0.050147950408349143 0.0062166866357838465 0.052306715309342944 0.050103937683255433 -0.050303349851510339 -0.050111305960806811
leaf_weight=0.11002645688131452 0.24370568105950952 0.27624474046751857 0.13469588803127408 0.22952446108683944 0.10802554129622877
leaf_count=20 20 20 34 21 25
internal_value=0 0.346955 0.515847 -0.502188 -0.501298
internal_weight=0 0.654646 0.410941 0.447576 0.218052
internal_count=140 74 54 66 45
shrinkage=0.1
Tree=111
num_leaves=6
num_cat=0
split_feature=3 8 3 6 1
split_gain=0.191675 0.0314875 4.3935e-05 3.36813e-07 7.31947e-09
threshold=0.43445000000000006 0.22770000000000004 0.87725000000000009 0.26980000000000004 0.43235000000000007
decision_type=2 2 2 2 2
left_child=3 -2 -3 4 -1
right_child=1 2 -4 -5 -6
leaf_value=0.050147950408349143 -0.0062166866357838465 -0.052306715309342944 -0.050103937683255433 0.050303349851510339 0.050111305960806811
leaf_weight=0.11002645688131452 0.24370568105950952 0.27624474046751857 0.13469588803127408 0.22952446108683944 0.10802554129622877
leaf_count=20 20 20 34 21 25
internal_value=0 -0.346955 -0.515847 0.502188 0.501298
internal_weight=0 0.654646 0.410941 0.447576 0.218052
internal_count=140 74 54 66 45
shrinkage=0.1
end of trees
feature importances:
OpenFace_cosine=136
Facenet_cosine=126
VGG-Face_cosine=70
VGG-Face_euclidean=70
DeepFace_euclidean=70
DeepFace_cosine=56
VGG-Face_euclidean_l2=20
Facenet_euclidean=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