sweeps/000005/EfficientAD/optuna_trials.csv

number,value,datetime_start,datetime_complete,duration,params_lr,params_model_size,params_weight_decay,user_attrs_metrics,system_attrs_fixed_params,state
0,0.2457706958055496,2026-07-18 10:58:41.094898,2026-07-18 11:16:54.795492,0 days 00:18:13.700594,0.0001,small,1e-05,"{'val_image_AUROC': 0.6937500238418579, 'val_pixel_AUROC': 0.6908659934997559, 'val_pixel_academic_AUPRO': 0.27951061725616455, 'val_pixel_academic_AUPRO_smoothed': 0.2457706958055496, 'val_pixel_industrial_AUPRO': 0.045457109808921814, 'val_precision_efficiency_ratio': 0.22848282818311522}","{'model_size': 'small', 'lr': 0.0001, 'weight_decay': 1e-05}",COMPLETE
1,0.28000747859478,2026-07-18 11:16:55.178353,2026-07-18 11:48:38.001045,0 days 00:31:42.822692,0.00012380009267111002,medium,8.049402957144025e-06,"{'val_image_AUROC': 0.7350000143051147, 'val_pixel_AUROC': 0.7015483379364014, 'val_pixel_academic_AUPRO': 0.3258478045463562, 'val_pixel_academic_AUPRO_smoothed': 0.28000747859478, 'val_pixel_industrial_AUPRO': 0.051002174615859985, 'val_precision_efficiency_ratio': 0.28200113733192345}",,COMPLETE
2,0.26069513261318206,2026-07-18 11:48:38.357613,2026-07-18 12:01:41.032676,0 days 00:13:02.675063,0.0003465464483909031,small,1.5866271787531063e-05,"{'val_image_AUROC': 0.7912499904632568, 'val_pixel_AUROC': 0.7002091407775879, 'val_pixel_academic_AUPRO': 0.2838513255119324, 'val_pixel_academic_AUPRO_smoothed': 0.26069513261318206, 'val_pixel_industrial_AUPRO': 0.07441890239715576, 'val_precision_efficiency_ratio': 0.36276929665801494}",,COMPLETE
3,0.2520628750324249,2026-07-18 12:01:41.367876,2026-07-18 12:24:02.475026,0 days 00:22:21.107150,0.0001349605473598233,medium,5.390061589301334e-06,"{'val_image_AUROC': 0.7300000190734863, 'val_pixel_AUROC': 0.6902132630348206, 'val_pixel_academic_AUPRO': 0.2908472716808319, 'val_pixel_academic_AUPRO_smoothed': 0.2520628750324249, 'val_pixel_industrial_AUPRO': 0.04934501647949219, 'val_precision_efficiency_ratio': 0.27240613347480025}",,COMPLETE
4,0.23947891891002654,2026-07-18 12:24:02.781870,2026-07-18 12:36:44.405992,0 days 00:12:41.624122,5.585634518716726e-05,small,7.731701061775863e-06,"{'val_image_AUROC': 0.7450000047683716, 'val_pixel_AUROC': 0.6797398328781128, 'val_pixel_academic_AUPRO': 0.26217010617256165, 'val_pixel_academic_AUPRO_smoothed': 0.23947891891002654, 'val_pixel_industrial_AUPRO': 0.043284621089696884, 'val_precision_efficiency_ratio': 0.2244798611752423}",,COMPLETE
5,0.27054786384105683,2026-07-18 12:36:44.725553,2026-07-18 12:58:22.439803,0 days 00:21:37.714250,0.00047035709758575005,medium,1.779894861564876e-05,"{'val_image_AUROC': 0.7799999713897705, 'val_pixel_AUROC': 0.7025552988052368, 'val_pixel_academic_AUPRO': 0.33542895317077637, 'val_pixel_academic_AUPRO_smoothed': 0.27054786384105683, 'val_pixel_industrial_AUPRO': 0.06457909196615219, 'val_precision_efficiency_ratio': 0.25749757999791334}",,COMPLETE
6,0.36395181715488434,2026-07-18 12:58:22.741911,2026-07-18 13:10:47.652835,0 days 00:12:24.910924,1.597172861324083e-05,small,2.44833084583463e-05,"{'val_image_AUROC': 0.7112500071525574, 'val_pixel_AUROC': 0.683466374874115, 'val_pixel_academic_AUPRO': 0.369810551404953, 'val_pixel_academic_AUPRO_smoothed': 0.36395181715488434, 'val_pixel_industrial_AUPRO': 0.05929595232009888, 'val_precision_efficiency_ratio': 0.25884890775053065}",,COMPLETE
7,0.25941267907619475,2026-07-18 13:10:47.950056,2026-07-18 13:32:29.343187,0 days 00:21:41.393131,0.00031536986772461386,medium,4.330556873718896e-05,"{'val_image_AUROC': 0.6775000095367432, 'val_pixel_AUROC': 0.6870629787445068, 'val_pixel_academic_AUPRO': 0.28674548864364624, 'val_pixel_academic_AUPRO_smoothed': 0.25941267907619475, 'val_pixel_industrial_AUPRO': 0.047832004725933075, 'val_precision_efficiency_ratio': 0.23146416347010548}",,COMPLETE
8,0.32592254877090454,2026-07-18 13:32:29.768440,2026-07-18 13:54:32.009044,0 days 00:22:02.240604,0.00010675875587058721,medium,1.1704949118671916e-05,"{'val_image_AUROC': 0.7100000381469727, 'val_pixel_AUROC': 0.7024184465408325, 'val_pixel_academic_AUPRO': 0.32592254877090454, 'val_pixel_academic_AUPRO_smoothed': 0.32592254877090454, 'val_pixel_industrial_AUPRO': 0.05724214017391205, 'val_precision_efficiency_ratio': 0.30465505529893067}",,COMPLETE
9,0.2578857034444809,2026-07-18 13:54:32.312947,2026-07-18 14:06:57.089519,0 days 00:12:24.776572,0.0002278917917293972,small,4.5157811954862606e-05,"{'val_image_AUROC': 0.7637499570846558, 'val_pixel_AUROC': 0.7030957937240601, 'val_pixel_academic_AUPRO': 0.2762240469455719, 'val_pixel_academic_AUPRO_smoothed': 0.2578857034444809, 'val_pixel_industrial_AUPRO': 0.07312111556529999, 'val_precision_efficiency_ratio': 0.2864049439029598}",,COMPLETE
10,0.26245733350515366,2026-07-18 14:06:57.501210,2026-07-18 14:19:28.516021,0 days 00:12:31.014811,1.217948905433908e-05,small,2.764701008120202e-05,"{'val_image_AUROC': 0.7124999761581421, 'val_pixel_AUROC': 0.6670699119567871, 'val_pixel_academic_AUPRO': 0.3239870071411133, 'val_pixel_academic_AUPRO_smoothed': 0.26245733350515366, 'val_pixel_industrial_AUPRO': 0.05237741395831108, 'val_precision_efficiency_ratio': 0.26379486450169065}",,COMPLETE
11,0.23815355002880095,2026-07-18 14:19:28.806934,2026-07-18 14:41:59.603997,0 days 00:22:30.797063,1.730949251390268e-05,medium,1.6076704429058382e-05,"{'val_image_AUROC': 0.7124999761581421, 'val_pixel_AUROC': 0.6977139115333557, 'val_pixel_academic_AUPRO': 0.2712155282497406, 'val_pixel_academic_AUPRO_smoothed': 0.23815355002880095, 'val_pixel_industrial_AUPRO': 0.0702713131904602, 'val_precision_efficiency_ratio': 0.31136012025964}",,COMPLETE
12,0.3476598262786865,2026-07-18 14:41:59.896642,2026-07-18 15:04:22.121853,0 days 00:22:22.225211,3.01867787587022e-05,medium,2.477572455830465e-05,"{'val_image_AUROC': 0.7174999713897705, 'val_pixel_AUROC': 0.698110044002533, 'val_pixel_academic_AUPRO': 0.3476598262786865, 'val_pixel_academic_AUPRO_smoothed': 0.3476598262786865, 'val_pixel_industrial_AUPRO': 0.06290990859270096, 'val_precision_efficiency_ratio': 0.2921441293617959}",,COMPLETE
13,0.2673942893743515,2026-07-18 15:04:22.420170,2026-07-18 15:16:51.291791,0 days 00:12:28.871621,2.645811895301549e-05,small,2.7553219632358364e-05,"{'val_image_AUROC': 0.7224999666213989, 'val_pixel_AUROC': 0.6857938170433044, 'val_pixel_academic_AUPRO': 0.32550495862960815, 'val_pixel_academic_AUPRO_smoothed': 0.2673942893743515, 'val_pixel_industrial_AUPRO': 0.058476027101278305, 'val_precision_efficiency_ratio': 0.2579543138195661}",,COMPLETE
14,0.2637864872813225,2026-07-18 15:16:51.593311,2026-07-18 15:39:10.901483,0 days 00:22:19.308172,3.653621492234996e-05,medium,2.6364272095190963e-05,"{'val_image_AUROC': 0.7350000143051147, 'val_pixel_AUROC': 0.7034938335418701, 'val_pixel_academic_AUPRO': 0.2918758988380432, 'val_pixel_academic_AUPRO_smoothed': 0.2637864872813225, 'val_pixel_industrial_AUPRO': 0.06760161370038986, 'val_precision_efficiency_ratio': 0.3067003144567775}",,COMPLETE
15,0.2212720811367035,2026-07-18 15:39:11.203307,2026-07-18 15:51:44.928248,0 days 00:12:33.724941,1.1103901846248178e-05,small,2.200336445419511e-05,"{'val_image_AUROC': 0.7250000238418579, 'val_pixel_AUROC': 0.66762375831604, 'val_pixel_academic_AUPRO': 0.2912411689758301, 'val_pixel_academic_AUPRO_smoothed': 0.2212720811367035, 'val_pixel_industrial_AUPRO': 0.05506914108991623, 'val_precision_efficiency_ratio': 0.268329803888938}",,COMPLETE
16,0.23599763214588165,2026-07-18 15:51:45.229613,2026-07-18 16:13:44.288046,0 days 00:21:59.058433,3.420571155033661e-05,small,3.520336000545571e-05,"{'val_image_AUROC': 0.7487499713897705, 'val_pixel_AUROC': 0.6886090040206909, 'val_pixel_academic_AUPRO': 0.2508375644683838, 'val_pixel_academic_AUPRO_smoothed': 0.23599763214588165, 'val_pixel_industrial_AUPRO': 0.047148071229457855, 'val_precision_efficiency_ratio': 0.22410555136328808}",,COMPLETE
17,0.2592083017031352,2026-07-18 16:13:44.632769,2026-07-18 17:08:07.662878,0 days 00:54:23.030109,2.053980318019721e-05,medium,2.0782200306382682e-05,"{'val_image_AUROC': 0.7149999737739563, 'val_pixel_AUROC': 0.7016875743865967, 'val_pixel_academic_AUPRO': 0.3058977723121643, 'val_pixel_academic_AUPRO_smoothed': 0.2592083017031352, 'val_pixel_industrial_AUPRO': 0.06949800997972488, 'val_precision_efficiency_ratio': 0.32259362526680585}",,COMPLETE
18,0.331851601600647,2026-07-18 17:08:08.021299,2026-07-18 18:02:36.054202,0 days 00:54:28.032903,5.7146820321636206e-05,medium,3.570161177297665e-05,"{'val_image_AUROC': 0.699999988079071, 'val_pixel_AUROC': 0.7045440673828125, 'val_pixel_academic_AUPRO': 0.331851601600647, 'val_pixel_academic_AUPRO_smoothed': 0.331851601600647, 'val_pixel_industrial_AUPRO': 0.04710885137319565, 'val_precision_efficiency_ratio': 0.20812788026283158}",,COMPLETE
19,0.35895901918411255,2026-07-18 18:02:36.422229,2026-07-18 18:30:51.468140,0 days 00:28:15.045911,4.956150493725513e-05,small,1.258718568644974e-05,"{'val_image_AUROC': 0.7262499332427979, 'val_pixel_AUROC': 0.6834397315979004, 'val_pixel_academic_AUPRO': 0.35895901918411255, 'val_pixel_academic_AUPRO_smoothed': 0.35895901918411255, 'val_pixel_industrial_AUPRO': 0.046907179057598114, 'val_precision_efficiency_ratio': 0.23885132233363957}",,COMPLETE