sweeps/000002/STFPM/optuna_trials.csv

number,value,datetime_start,datetime_complete,duration,params_backbone,params_layers,params_lr,params_weight_decay,user_attrs_metrics,system_attrs_fixed_params,state
0,0.9087915897369385,2026-07-19 23:11:05.605144,2026-07-19 23:21:11.510548,0 days 00:10:05.905404,resnet18,"['layer1', 'layer2', 'layer3']",0.4,0.001,"{'val_image_AUROC': 0.9666666984558105, 'val_pixel_AUROC': 0.8836684226989746, 'val_pixel_academic_AUPRO': 0.9180446863174438, 'val_pixel_academic_AUPRO_smoothed': 0.9087915897369385, 'val_pixel_industrial_AUPRO': 0.6184795498847961, 'val_precision_efficiency_ratio': 0.6840523189322619}","{'backbone': 'resnet18', 'layers': ['layer1', 'layer2', 'layer3'], 'lr': 0.4, 'weight_decay': 0.001}",COMPLETE
1,0.9130649924278259,2026-07-19 23:21:11.900821,2026-07-19 23:32:00.039704,0 days 00:10:48.138883,resnet18,"['layer1', 'layer2', 'layer3']",0.08436335950333139,0.0010418359414993336,"{'val_image_AUROC': 0.9625000357627869, 'val_pixel_AUROC': 0.9033384323120117, 'val_pixel_academic_AUPRO': 0.9186227917671204, 'val_pixel_academic_AUPRO_smoothed': 0.9130649924278259, 'val_pixel_industrial_AUPRO': 0.6234110593795776, 'val_precision_efficiency_ratio': 0.6852745828311267}",,COMPLETE
2,0.9038828849792481,2026-07-19 23:32:00.427351,2026-07-19 23:42:47.668523,0 days 00:10:47.241172,resnet18,"['layer1', 'layer2', 'layer3']",0.11967725132607791,0.003633603416860827,"{'val_image_AUROC': 0.9916666746139526, 'val_pixel_AUROC': 0.918246865272522, 'val_pixel_academic_AUPRO': 0.9103199243545532, 'val_pixel_academic_AUPRO_smoothed': 0.9038828849792481, 'val_pixel_industrial_AUPRO': 0.6283917427062988, 'val_precision_efficiency_ratio': 0.6894552299556558}",,COMPLETE
3,0.8716026425361634,2026-07-19 23:42:48.053664,2026-07-19 23:53:24.024069,0 days 00:10:35.970405,resnet18,"['layer2', 'layer3']",0.3712826778842875,0.0016398471606336876,"{'val_image_AUROC': 0.9166666865348816, 'val_pixel_AUROC': 0.9113051891326904, 'val_pixel_academic_AUPRO': 0.8919711709022522, 'val_pixel_academic_AUPRO_smoothed': 0.8716026425361634, 'val_pixel_industrial_AUPRO': 0.5327950119972229, 'val_precision_efficiency_ratio': 0.6183750315540985}",,COMPLETE
4,0.8982725143432617,2026-07-19 23:53:24.505079,2026-07-20 00:03:53.096993,0 days 00:10:28.591914,resnet18,"['layer2', 'layer3']",0.14674058363920622,0.001759699718953462,"{'val_image_AUROC': 0.8875000476837158, 'val_pixel_AUROC': 0.8873986601829529, 'val_pixel_academic_AUPRO': 0.9070531129837036, 'val_pixel_academic_AUPRO_smoothed': 0.8982725143432617, 'val_pixel_industrial_AUPRO': 0.4856981337070465, 'val_precision_efficiency_ratio': 0.5647395468437556}",,COMPLETE
5,0.9092893242835999,2026-07-20 00:03:53.488286,2026-07-20 00:14:44.661980,0 days 00:10:51.173694,resnet18,"['layer1', 'layer2', 'layer3']",0.08405465639072392,0.002108284652750215,"{'val_image_AUROC': 0.9708333015441895, 'val_pixel_AUROC': 0.9018588066101074, 'val_pixel_academic_AUPRO': 0.915889322757721, 'val_pixel_academic_AUPRO_smoothed': 0.9092893242835999, 'val_pixel_industrial_AUPRO': 0.6620883345603943, 'val_precision_efficiency_ratio': 0.721065975530363}",,COMPLETE
6,0.8440009713172912,2026-07-20 00:14:45.023185,2026-07-20 00:25:28.630081,0 days 00:10:43.606896,resnet18,"['layer1', 'layer2', 'layer3']",0.5105337681968991,0.0038477310508507963,"{'val_image_AUROC': 0.887499988079071, 'val_pixel_AUROC': 0.870702862739563, 'val_pixel_academic_AUPRO': 0.871993362903595, 'val_pixel_academic_AUPRO_smoothed': 0.8440009713172912, 'val_pixel_industrial_AUPRO': 0.4257831573486328, 'val_precision_efficiency_ratio': 0.522614185885577}",,COMPLETE
7,,2026-07-20 00:25:29.023682,,,resnet18,"['layer1', 'layer2', 'layer3']",0.17972217287501407,0.0038767768623028426,,,RUNNING
8,0.8843751907348633,2026-07-21 02:30:09.641019,2026-07-21 02:39:43.051248,0 days 00:09:33.410229,resnet18,"['layer1', 'layer2', 'layer3']",0.5774377495931099,0.001371088901313605,"{'val_image_AUROC': 0.949999988079071, 'val_pixel_AUROC': 0.897118330001831, 'val_pixel_academic_AUPRO': 0.9137346148490906, 'val_pixel_academic_AUPRO_smoothed': 0.8843751907348633, 'val_pixel_industrial_AUPRO': 0.5465330481529236, 'val_precision_efficiency_ratio': 0.6237422084968853}",,COMPLETE
9,0.9085474133491516,2026-07-21 02:39:43.437864,2026-07-21 02:49:18.542448,0 days 00:09:35.104584,resnet18,"['layer1', 'layer2', 'layer3']",0.10394059070195075,0.0006136706919009032,"{'val_image_AUROC': 0.949999988079071, 'val_pixel_AUROC': 0.8876354098320007, 'val_pixel_academic_AUPRO': 0.9159173965454102, 'val_pixel_academic_AUPRO_smoothed': 0.9085474133491516, 'val_pixel_industrial_AUPRO': 0.6122075915336609, 'val_precision_efficiency_ratio': 0.6785865532669692}",,COMPLETE
10,0.8489974737167358,2026-07-21 02:49:18.936762,2026-07-21 02:58:40.017472,0 days 00:09:21.080710,resnet18,"['layer2', 'layer3']",0.4136794726914977,0.00239666497358462,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.9032379984855652, 'val_pixel_academic_AUPRO': 0.8821000456809998, 'val_pixel_academic_AUPRO_smoothed': 0.8489974737167358, 'val_pixel_industrial_AUPRO': 0.5086138248443604, 'val_precision_efficiency_ratio': 0.5901680796121228}",,COMPLETE
11,0.8807905435562133,2026-07-21 02:58:40.392334,2026-07-21 03:08:01.564631,0 days 00:09:21.172297,resnet18,"['layer2', 'layer3']",0.057345855837141795,0.0006529920345480784,"{'val_image_AUROC': 0.8958333134651184, 'val_pixel_AUROC': 0.8944022059440613, 'val_pixel_academic_AUPRO': 0.8893029689788818, 'val_pixel_academic_AUPRO_smoothed': 0.8807905435562133, 'val_pixel_industrial_AUPRO': 0.5169534087181091, 'val_precision_efficiency_ratio': 0.5835063223665182}",,COMPLETE
12,0.903528892993927,2026-07-21 03:08:01.934844,2026-07-21 03:17:34.101189,0 days 00:09:32.166345,resnet18,"['layer1', 'layer2', 'layer3']",0.06405638749874949,0.0009807774115832477,"{'val_image_AUROC': 0.9666666984558105, 'val_pixel_AUROC': 0.8915429711341858, 'val_pixel_academic_AUPRO': 0.907957136631012, 'val_pixel_academic_AUPRO_smoothed': 0.903528892993927, 'val_pixel_industrial_AUPRO': 0.5948188900947571, 'val_precision_efficiency_ratio': 0.6603418511703206}",,COMPLETE
13,0.9069407820701599,2026-07-21 03:17:34.484789,2026-07-21 03:27:07.719984,0 days 00:09:33.235195,resnet18,"['layer1', 'layer2', 'layer3']",0.0836338711875903,0.0024241656109866665,"{'val_image_AUROC': 0.9916666746139526, 'val_pixel_AUROC': 0.9046210050582886, 'val_pixel_academic_AUPRO': 0.9106425046920776, 'val_pixel_academic_AUPRO_smoothed': 0.9069407820701599, 'val_pixel_industrial_AUPRO': 0.5733481049537659, 'val_precision_efficiency_ratio': 0.6414103180724534}",,COMPLETE
14,0.912305748462677,2026-07-21 03:27:08.112917,2026-07-21 03:36:42.138828,0 days 00:09:34.025911,resnet18,"['layer1', 'layer2', 'layer3']",0.19378566155931323,0.0009398858391809875,"{'val_image_AUROC': 0.9750000238418579, 'val_pixel_AUROC': 0.9057904481887817, 'val_pixel_academic_AUPRO': 0.9186649918556213, 'val_pixel_academic_AUPRO_smoothed': 0.912305748462677, 'val_pixel_industrial_AUPRO': 0.5880593061447144, 'val_precision_efficiency_ratio': 0.6517076845374823}",,COMPLETE
15,0.9083123922348022,2026-07-21 03:36:42.513880,2026-07-21 03:46:15.208349,0 days 00:09:32.694469,resnet18,"['layer1', 'layer2', 'layer3']",0.22078236065019471,0.0009156300947643493,"{'val_image_AUROC': 0.9791666865348816, 'val_pixel_AUROC': 0.9088799953460693, 'val_pixel_academic_AUPRO': 0.9131353497505188, 'val_pixel_academic_AUPRO_smoothed': 0.9083123922348022, 'val_pixel_industrial_AUPRO': 0.6723774671554565, 'val_precision_efficiency_ratio': 0.7291381202963731}",,COMPLETE
16,0.911513090133667,2026-07-21 03:46:15.580608,2026-07-21 03:55:49.183794,0 days 00:09:33.603186,resnet18,"['layer1', 'layer2', 'layer3']",0.2116853368823805,0.0005033831772268764,"{'val_image_AUROC': 0.9916666746139526, 'val_pixel_AUROC': 0.9169248342514038, 'val_pixel_academic_AUPRO': 0.9197878241539001, 'val_pixel_academic_AUPRO_smoothed': 0.911513090133667, 'val_pixel_industrial_AUPRO': 0.6421089172363281, 'val_precision_efficiency_ratio': 0.7004338895621579}",,COMPLETE
17,0.9062636971473694,2026-07-21 03:55:49.563301,2026-07-21 04:05:23.251934,0 days 00:09:33.688633,resnet18,"['layer1', 'layer2', 'layer3']",0.20544671775771442,0.0011676297197702197,"{'val_image_AUROC': 0.875, 'val_pixel_AUROC': 0.8696578741073608, 'val_pixel_academic_AUPRO': 0.9110944271087646, 'val_pixel_academic_AUPRO_smoothed': 0.9062636971473694, 'val_pixel_industrial_AUPRO': 0.50234055519104, 'val_precision_efficiency_ratio': 0.5839935463190334}",,COMPLETE
18,0.9127510786056519,2026-07-21 04:05:23.602845,2026-07-21 04:14:56.307239,0 days 00:09:32.704394,resnet18,"['layer1', 'layer2', 'layer3']",0.2764954580541638,0.0007848002030020132,"{'val_image_AUROC': 0.9666666984558105, 'val_pixel_AUROC': 0.8918645977973938, 'val_pixel_academic_AUPRO': 0.9209095239639282, 'val_pixel_academic_AUPRO_smoothed': 0.9127510786056519, 'val_pixel_industrial_AUPRO': 0.6109779477119446, 'val_precision_efficiency_ratio': 0.6766615953673493}",,COMPLETE
19,0.9026345014572144,2026-07-21 04:14:56.644502,2026-07-21 04:24:22.508908,0 days 00:09:25.864406,resnet18,"['layer2', 'layer3']",0.28735799985348826,0.0007018127112235434,"{'val_image_AUROC': 0.987500011920929, 'val_pixel_AUROC': 0.9020804166793823, 'val_pixel_academic_AUPRO': 0.9095815420150757, 'val_pixel_academic_AUPRO_smoothed': 0.9026345014572144, 'val_pixel_industrial_AUPRO': 0.5593516230583191, 'val_precision_efficiency_ratio': 0.626998874131571}",,COMPLETE
20,0.913310444355011,2026-07-21 04:24:22.863622,2026-07-21 04:34:02.866741,0 days 00:09:40.003119,resnet18,"['layer1', 'layer2', 'layer3']",0.14311765540760876,0.0007786666794565645,"{'val_image_AUROC': 0.9833333492279053, 'val_pixel_AUROC': 0.92985999584198, 'val_pixel_academic_AUPRO': 0.9243350625038147, 'val_pixel_academic_AUPRO_smoothed': 0.913310444355011, 'val_pixel_industrial_AUPRO': 0.6830663681030273, 'val_precision_efficiency_ratio': 0.7421319597747251}",,COMPLETE
21,0.916865873336792,2026-07-21 04:34:03.251075,2026-07-21 04:43:45.376177,0 days 00:09:42.125102,resnet18,"['layer1', 'layer2', 'layer3']",0.14397238172019897,0.0005050169845622628,"{'val_image_AUROC': 0.9916666746139526, 'val_pixel_AUROC': 0.9115476608276367, 'val_pixel_academic_AUPRO': 0.9200552701950073, 'val_pixel_academic_AUPRO_smoothed': 0.916865873336792, 'val_pixel_industrial_AUPRO': 0.6801903247833252, 'val_precision_efficiency_ratio': 0.7372333087560903}",,COMPLETE
22,0.9117367029190063,2026-07-21 04:43:45.725545,2026-07-21 04:53:27.783086,0 days 00:09:42.057541,resnet18,"['layer1', 'layer2', 'layer3']",0.15415793794984037,0.0005115610393189197,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.9056012630462646, 'val_pixel_academic_AUPRO': 0.9154130816459656, 'val_pixel_academic_AUPRO_smoothed': 0.9117367029190063, 'val_pixel_industrial_AUPRO': 0.6391210556030273, 'val_precision_efficiency_ratio': 0.6979659817260498}",,COMPLETE
23,0.9086447477340698,2026-07-21 04:53:28.128661,2026-07-21 05:03:09.288051,0 days 00:09:41.159390,resnet18,"['layer1', 'layer2', 'layer3']",0.1335795600293046,0.000779427444182303,"{'val_image_AUROC': 0.9916666746139526, 'val_pixel_AUROC': 0.9048340320587158, 'val_pixel_academic_AUPRO': 0.9103607535362244, 'val_pixel_academic_AUPRO_smoothed': 0.9086447477340698, 'val_pixel_industrial_AUPRO': 0.6184301972389221, 'val_precision_efficiency_ratio': 0.6789465101599823}",,COMPLETE
24,0.9155314207077027,2026-07-21 05:03:09.647875,2026-07-21 05:12:51.187349,0 days 00:09:41.539474,resnet18,"['layer1', 'layer2', 'layer3']",0.09051358205991478,0.0012831249121528577,"{'val_image_AUROC': 0.9791666269302368, 'val_pixel_AUROC': 0.9043259620666504, 'val_pixel_academic_AUPRO': 0.9199278950691223, 'val_pixel_academic_AUPRO_smoothed': 0.9155314207077027, 'val_pixel_industrial_AUPRO': 0.6738798022270203, 'val_precision_efficiency_ratio': 0.7295866834002228}",,COMPLETE
25,0.9075199961662292,2026-07-21 05:12:51.611176,2026-07-21 05:22:31.813371,0 days 00:09:40.202195,resnet18,"['layer1', 'layer2', 'layer3']",0.10573204128111623,0.0005808674535247908,"{'val_image_AUROC': 0.949999988079071, 'val_pixel_AUROC': 0.8994597792625427, 'val_pixel_academic_AUPRO': 0.9113098978996277, 'val_pixel_academic_AUPRO_smoothed': 0.9075199961662292, 'val_pixel_industrial_AUPRO': 0.5707775950431824, 'val_precision_efficiency_ratio': 0.6335788921607864}",,COMPLETE
26,0.9162420749664306,2026-07-21 05:22:32.183029,2026-07-21 05:32:11.146488,0 days 00:09:38.963459,resnet18,"['layer1', 'layer2', 'layer3']",0.1656187451586847,0.0013154475570298393,"{'val_image_AUROC': 0.9750000238418579, 'val_pixel_AUROC': 0.9012188911437988, 'val_pixel_academic_AUPRO': 0.9217849969863892, 'val_pixel_academic_AUPRO_smoothed': 0.9162420749664306, 'val_pixel_industrial_AUPRO': 0.6460031270980835, 'val_precision_efficiency_ratio': 0.7037192315751111}",,COMPLETE
27,0.8985789775848388,2026-07-21 05:32:11.506745,2026-07-21 05:41:43.502029,0 days 00:09:31.995284,resnet18,"['layer2', 'layer3']",0.1795813859868028,0.0013332819694363695,"{'val_image_AUROC': 0.7708333730697632, 'val_pixel_AUROC': 0.8582024574279785, 'val_pixel_academic_AUPRO': 0.9071035981178284, 'val_pixel_academic_AUPRO_smoothed': 0.8985789775848388, 'val_pixel_industrial_AUPRO': 0.32937079668045044, 'val_precision_efficiency_ratio': 0.5044300255869807}",,COMPLETE