def summary_scores_inceptionv4_800():
score_files = [
# inceptionv4 800
'./models/inceptionv4_fc/inceptionv4_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold/submit/inceptionv4_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold_0_epoch13_score.npy',
# 0.589
'./models/inceptionv4_fc/inceptionv4_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold/submit/inceptionv4_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold_1_epoch12_score.npy',
# 0.587
'./models/inceptionv4_fc/inceptionv4_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold/submit/inceptionv4_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold_2_epoch12_score.npy',
'./models/inceptionv4_fc/inceptionv4_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold/submit/inceptionv4_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold_2_epoch15_score.npy',
'./models/inceptionv4_fc/inceptionv4_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold/submit/inceptionv4_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold_3_epoch12_score.npy',
# 0.589
'./models/inceptionv4_fc/inceptionv4_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold/submit/inceptionv4_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold_3_epoch16_score.npy',
# 0.589
'./models/inceptionv4_fc/inceptionv4_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold/submit/inceptionv4_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold_4_epoch12_score.npy',
'./models/inceptionv4_fc/inceptionv4_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold/submit/inceptionv4_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold_4_epoch15_score.npy',
'./models/inceptionv4_fc/inceptionv4_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold/submit/inceptionv4_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold_5_epoch12_score.npy',
'./models/inceptionv4_fc/inceptionv4_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold/submit/inceptionv4_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold_6_epoch16_score.npy',
'./models/inceptionv4_fc/inceptionv4_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold/submit/inceptionv4_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold_7_epoch14_score.npy',
'./models/inceptionv4_fc/inceptionv4_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold/submit/inceptionv4_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold_7_epoch20_score.npy',
'./models/inceptionv4_fc/inceptionv4_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold/submit/inceptionv4_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold_8_epoch12_score.npy',
'./models/inceptionv4_fc/inceptionv4_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold/submit/inceptionv4_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold_8_epoch22_score.npy',
'./models/inceptionv4_fc/inceptionv4_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold/submit/inceptionv4_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold_9_epoch13_score.npy',
]
save_path = './results/inceptionv4_800_score.npy'
summary_scores(score_files, save_path)
multi_thres_file = use_threshold(save_path)
def summary_scores_any_sub():
score_files_weight = [
['./results/inceptionv3_800_score.npy', 31],
['./results/inceptionv3_650_score.npy', 11],
['./results/inceptionv4_800_score.npy', 21],
['./results/inceptionv4_650_score.npy', 6],
['./results/xception_800_score.npy', 9],
['./results/xception_650_score.npy', 2],
['./results/xception_512_score.npy', 15],
['./results/featureconcat_incv3_800_incv4_800_xcep_800_score.npy', 13], # 0.630
['./results/featureconcat_incv3_800_incv4_800_xcep_800_2_score.npy', 13]
]
score_files = [_[0] for _ in score_files_weight]
weight = [_[1] for _ in score_files_weight]
for _it in xrange(len(score_files)):
print os.path.basename(score_files[_it]), ':', weight[_it]
print weight
save_path = './results/summary_final_1_score.npy'
summary_scores(score_files, save_path, weight)
multi_thres_file = use_threshold(save_path)
final_commit_file = replace_leak_write_result(multi_thres_file, show_replace=False)
print '*' * 84
print '* It\'s our first final submission --> ' + final_commit_file + ' *'
print '*' * 84
def summary_scores_inceptionv3_650():
score_files = [
# inceptionv3 650
'./models/inceptionv3_fc/inceptionv3_fc_offi_hpa_lr0.05_weightedsamper_mlsm_650_pretrain_10fold/submit/inceptionv3_fc_offi_hpa_lr0.05_weightedsamper_mlsm_650_pretrain_10fold_0_epoch13_score.npy',
'./models/inceptionv3_fc/inceptionv3_fc_offi_hpa_lr0.05_weightedsamper_mlsm_5fold_pretrain/submit/inceptionv3_fc_offi_hpa_lr0.05_weightedsamper_mlsm_5fold_pretrain_3_epoch13_score.npy',
]
save_path = './results/inceptionv3_650_score.npy'
summary_scores(score_files, save_path)
multi_thres_file = use_threshold(save_path)
def summary_scores_inceptionv3_800():
summary_scores_lcp_inceptionv3_800()
summary_scores_xie_inceptionv3_800()
score_files = [
'./results/lcp_inceptionv3_800_score.npy',
'./results/xie_inceptionv3_800_score.npy']
save_path = './results/inceptionv3_800_score.npy'
summary_scores(score_files, save_path, weight=[21, 10])
multi_thres_file = use_threshold(save_path)
def summary_scores_xception_650():
score_files = [
# xception 650
'./models/xception_fc/xception_fc_offi_hpa_lr0.05_weightedsamper_mlsm_650_pretrain_10fold/submit/xception_fc_offi_hpa_lr0.05_weightedsamper_mlsm_650_pretrain_10fold_0_epoch8_score.npy',
# 0.592
]
save_path = './results/xception_650_score.npy'
summary_scores(score_files, save_path)
multi_thres_file = use_threshold(save_path)
def summary_scores_xie_inceptionv3_800():
score_files = [
'./models/inceptionv3_fc/inceptionv3_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain/submit/inceptionv3_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_3_epoch28_score.npy',
'./models/inceptionv3_fc/inceptionv3_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain/submit/inceptionv3_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_3_epoch9_score.npy',
'./models/inceptionv3_fc/inceptionv3_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_1/submit/inceptionv3_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_1_3_epoch12_score.npy',
'./models/inceptionv3_fc/inceptionv3_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_2/submit/inceptionv3_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_2_3_epoch12_score.npy',
'./models/inceptionv3_fc/inceptionv3_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_3/submit/inceptionv3_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_3_3_epoch12_score.npy',
'./models/inceptionv3_fc/inceptionv3_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_4/submit/inceptionv3_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_4_3_epoch12_score.npy',
'./models/inceptionv3_fc/inceptionv3_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain/submit/inceptionv3_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_3_epoch23_score.npy',
'./models/inceptionv3_fc/inceptionv3_fc_offi_hpa_lr0.05_weightedsamper_mlsm_650_pretrain/submit/inceptionv3_fc_offi_hpa_lr0.05_weightedsamper_mlsm_650_pretrain_3_epoch13_score.npy',
]
save_path = './results/xie_inceptionv3_800_score.npy'
summary_scores(score_files, save_path)
multi_thres_file = use_threshold(save_path)
def summary_scores_xception_512():
score_files = [
'./models/xception_fc/xception_fc_offi_hpa_lr0.05_weightedsamper_mlsm_5fold/submit/xception_fc_offi_hpa_lr0.05_weightedsamper_mlsm_5fold_0_epoch17_score.npy',
# 0.569
'./models/xception_fc/xception_fc_offi_hpa_lr0.05_weightedsamper_mlsm_5fold/submit/xception_fc_offi_hpa_lr0.05_weightedsamper_mlsm_5fold_1_epoch12_score.npy',
# 0.565
'./models/xception_fc/xception_fc_offi_hpa_lr0.05_weightedsamper_mlsm_5fold/submit/xception_fc_offi_hpa_lr0.05_weightedsamper_mlsm_5fold_3_epoch14_score.npy',
# 0.577
'./models/xception_fc/xception_fc_offi_hpa_lr0.05_weightedsamper_mlsm/submit/xception_fc_offi_hpa_lr0.05_weightedsamper_mlsm_0_epoch22_score.npy',
# 0.572
'./models/xception_fc/xception_fc_offi_lr0.001_weightedsamper_mlsm_rms_lrexp_pretrain/submit/xception_fc_offi_lr0.001_weightedsamper_mlsm_rms_lrexp_pretrain_0_epoch6_score.npy',
# 0.574
]
save_path = './results/xception_512_score.npy'
summary_scores(score_files, save_path)
multi_thres_file = use_threshold(save_path)
def feature_concat_incv3_incv4_xcep_fc_2():
# base_path = '/disk/223/xiejb231/unet_mxnet2ncnn/datasets/humanprotein/scripts/Ensemble/FC/inceptionv3v4x_fc_800_offi_hpa/lr0.05_exp_mlsm_sgd_1layer_dropout_2layer/submit/inceptionv3v4x_fc_800_offi_hpa_submission_fold'
base_path = './models/MLP/lr0.5_exp_bce_sgd_2layer_10fold/submit/inceptionv3_inceptionv4_xception_800_offi_hpa_submission_fold'
score_files = [
base_path + '0_score.npy',
base_path + '1_score.npy',
base_path + '2_score.npy',
base_path + '3_score.npy',
base_path + '4_score.npy',
base_path + '5_score.npy',
base_path + '6_score.npy',
base_path + '7_score.npy',
base_path + '8_score.npy',
base_path + '9_score.npy',
]
save_path = './results/featureconcat_incv3_800_incv4_800_xcep_800_2_score.npy'
summary_scores(score_files, save_path)
multi_thres_file = use_threshold(save_path)
def summary_scores_xception_800():
score_files = [
# xception 800
'./models/xception_fc/xception_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold/submit/xception_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold_0_epoch14_score.npy',
# 0.577
'./models/xception_fc/xception_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold/submit/xception_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold_1_epoch18_score.npy',
'./models/xception_fc/xception_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold/submit/xception_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold_2_epoch18_score.npy',
'./models/xception_fc/xception_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold/submit/xception_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold_3_epoch18_score.npy',
'./models/xception_fc/xception_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold/submit/xception_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold_4_epoch14_score.npy',
'./models/xception_fc/xception_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold/submit/xception_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold_5_epoch17_score.npy',
'./models/xception_fc/xception_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold/submit/xception_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold_6_epoch13_score.npy',
'./models/xception_fc/xception_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold/submit/xception_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold_7_epoch13_score.npy',
'./models/xception_fc/xception_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold/submit/xception_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold_8_epoch13_score.npy',
'./models/xception_fc/xception_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold/submit/xception_fc_offi_hpa_lr0.05_weightedsamper_mlsm_800_pretrain_5fold_9_epoch12_score.npy',
]
save_path = './results/xception_800_score.npy'
summary_scores(score_files, save_path)
multi_thres_file = use_threshold(save_path)
def summary_scores_any_sub_2():
score_files_weight = [
[
'/disk/223/lichuanpeng/Project_Models/Kaggle/HumanProtein/result_summary/best_submit/summary_sub_646_score.npy',
1],
['/disk/223/lichuanpeng/Project_Models/Kaggle/HumanProtein/result_summary/best_submit/xie_646.npy', 1],
['/disk/223/lichuanpeng/Project_Models/Kaggle/HumanProtein/result_summary/best_submit/sub_9_645.npy', 1],
]
score_files = [_[0] for _ in score_files_weight]
weight = [_[1] for _ in score_files_weight]
for _it in xrange(len(score_files)):
print os.path.basename(score_files[_it]), ':', weight[_it]
save_path = './results/summary_final_2_score.npy'
summary_scores(score_files, save_path, weight)
multi_thres_file = use_threshold(save_path)
final_commit_file = replace_leak_write_result(multi_thres_file, show_replace=False)
print '*' * 85
print '* It\'s our first final submission --> ' + final_commit_file + ' *'
print '*' * 85