sweeps/000003/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
0,0.6928353548049927,2026-07-17 08:53:04.178221,2026-07-17 08:57:20.035496,0 days 00:04:15.857275,resnet18,"['layer1', 'layer2', 'layer3']",0.4,0.001,"{'val_image_AUROC': 0.980629563331604, 'val_pixel_AUROC': 0.7480595111846924, 'val_pixel_academic_AUPRO': 0.717900276184082, 'val_pixel_academic_AUPRO_smoothed': 0.6928353548049927, 'val_pixel_industrial_AUPRO': 0.18694347143173218, 'val_precision_efficiency_ratio': 0.2965184508199519}","{'backbone': 'resnet18', 'layers': ['layer1', 'layer2', 'layer3'], 'lr': 0.4, 'weight_decay': 0.001}",COMPLETE
1,0.5482759892940521,2026-07-17 08:57:20.362182,2026-07-17 09:01:32.930808,0 days 00:04:12.568626,resnet18,"['layer2', 'layer3']",0.268178040580081,0.003791199281767145,"{'val_image_AUROC': 0.9128328561782837, 'val_pixel_AUROC': 0.7465853691101074, 'val_pixel_academic_AUPRO': 0.6296825408935547, 'val_pixel_academic_AUPRO_smoothed': 0.5482759892940521, 'val_pixel_industrial_AUPRO': 0.21478265523910522, 'val_precision_efficiency_ratio': 0.3629300702019361}",,COMPLETE
2,0.6807037830352783,2026-07-17 09:01:33.316188,2026-07-17 09:05:52.087572,0 days 00:04:18.771384,resnet18,"['layer1', 'layer2', 'layer3']",0.5816428179246788,0.0005125309914949976,"{'val_image_AUROC': 0.9927361011505127, 'val_pixel_AUROC': 0.7216532230377197, 'val_pixel_academic_AUPRO': 0.7162070870399475, 'val_pixel_academic_AUPRO_smoothed': 0.6807037830352783, 'val_pixel_industrial_AUPRO': 0.19747106730937958, 'val_precision_efficiency_ratio': 0.2927630282502251}",,COMPLETE
3,0.6894481897354126,2026-07-17 09:05:52.433978,2026-07-17 09:10:12.879127,0 days 00:04:20.445149,resnet18,"['layer1', 'layer2', 'layer3']",0.06985817318636472,0.0016815594521918525,"{'val_image_AUROC': 0.9878934621810913, 'val_pixel_AUROC': 0.7297046780586243, 'val_pixel_academic_AUPRO': 0.6980531215667725, 'val_pixel_academic_AUPRO_smoothed': 0.6894481897354126, 'val_pixel_industrial_AUPRO': 0.20220108330249786, 'val_precision_efficiency_ratio': 0.294101665853323}",,COMPLETE
4,0.5826197624206543,2026-07-17 09:10:13.208237,2026-07-17 09:14:30.928962,0 days 00:04:17.720725,resnet18,"['layer2', 'layer3']",0.3383363564660906,0.0007541030702170677,"{'val_image_AUROC': 0.9661016464233398, 'val_pixel_AUROC': 0.6425185203552246, 'val_pixel_academic_AUPRO': 0.6123464703559875, 'val_pixel_academic_AUPRO_smoothed': 0.5826197624206543, 'val_pixel_industrial_AUPRO': 0.08982747793197632, 'val_precision_efficiency_ratio': 0.32324410269950454}",,COMPLETE
5,0.6086042165756226,2026-07-17 09:14:31.249014,2026-07-17 09:18:53.503387,0 days 00:04:22.254373,resnet18,"['layer2', 'layer3']",0.07120358342676897,0.0005116694555996634,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.7367812395095825, 'val_pixel_academic_AUPRO': 0.6294241547584534, 'val_pixel_academic_AUPRO_smoothed': 0.6086042165756226, 'val_pixel_industrial_AUPRO': 0.12524384260177612, 'val_precision_efficiency_ratio': 0.2108371192163586}",,COMPLETE
6,0.5723272681236267,2026-07-17 09:18:53.828536,2026-07-17 09:23:17.226528,0 days 00:04:23.397992,resnet18,"['layer2', 'layer3']",0.19473131815645273,0.004043384492523648,"{'val_image_AUROC': 0.8111380338668823, 'val_pixel_AUROC': 0.7301446199417114, 'val_pixel_academic_AUPRO': 0.6160140037536621, 'val_pixel_academic_AUPRO_smoothed': 0.5723272681236267, 'val_pixel_industrial_AUPRO': 0.11839227378368378, 'val_precision_efficiency_ratio': 0.22894943833240564}",,COMPLETE
7,0.6847793579101562,2026-07-17 09:23:17.578146,2026-07-17 09:27:37.819066,0 days 00:04:20.240920,resnet18,"['layer1', 'layer2', 'layer3']",0.18746803626044936,0.0015261911224366278,"{'val_image_AUROC': 0.9903147220611572, 'val_pixel_AUROC': 0.7420608401298523, 'val_pixel_academic_AUPRO': 0.705238401889801, 'val_pixel_academic_AUPRO_smoothed': 0.6847793579101562, 'val_pixel_industrial_AUPRO': 0.15164288878440857, 'val_precision_efficiency_ratio': 0.24610463027505844}",,COMPLETE
8,0.6716101765632629,2026-07-17 09:27:38.156640,2026-07-17 09:31:55.619144,0 days 00:04:17.462504,resnet18,"['layer1', 'layer2', 'layer3']",0.5122589117563495,0.003610869925431886,"{'val_image_AUROC': 0.7869249582290649, 'val_pixel_AUROC': 0.7269483804702759, 'val_pixel_academic_AUPRO': 0.704289436340332, 'val_pixel_academic_AUPRO_smoothed': 0.6716101765632629, 'val_pixel_industrial_AUPRO': 0.22902943193912506, 'val_precision_efficiency_ratio': 0.3404504455254656}",,COMPLETE
9,0.6893896579742431,2026-07-17 09:31:55.963705,2026-07-17 09:36:15.669655,0 days 00:04:19.705950,resnet18,"['layer1', 'layer2', 'layer3']",0.38671275480893297,0.0009495450204866831,"{'val_image_AUROC': 0.9443099498748779, 'val_pixel_AUROC': 0.7399110794067383, 'val_pixel_academic_AUPRO': 0.6982763409614563, 'val_pixel_academic_AUPRO_smoothed': 0.6893896579742431, 'val_pixel_industrial_AUPRO': 0.2541068196296692, 'val_precision_efficiency_ratio': 0.36547203720417304}",,COMPLETE
10,0.6839292645454407,2026-07-17 09:36:16.011305,2026-07-17 09:40:39.193327,0 days 00:04:23.182022,resnet18,"['layer1', 'layer2', 'layer3']",0.1143431526074704,0.0022426236753221988,"{'val_image_AUROC': 0.9927361011505127, 'val_pixel_AUROC': 0.731177806854248, 'val_pixel_academic_AUPRO': 0.7024000883102417, 'val_pixel_academic_AUPRO_smoothed': 0.6839292645454407, 'val_pixel_industrial_AUPRO': 0.17473402619361877, 'val_precision_efficiency_ratio': 0.26070358073290106}",,COMPLETE
11,0.6992968320846558,2026-07-17 09:40:39.551441,2026-07-17 09:45:00.667845,0 days 00:04:21.116404,resnet18,"['layer1', 'layer2', 'layer3']",0.06351218004357131,0.0015425593488757818,"{'val_image_AUROC': 0.9951573610305786, 'val_pixel_AUROC': 0.7605583071708679, 'val_pixel_academic_AUPRO': 0.7167106866836548, 'val_pixel_academic_AUPRO_smoothed': 0.6992968320846558, 'val_pixel_industrial_AUPRO': 0.2111523598432541, 'val_precision_efficiency_ratio': 0.3072221713444447}",,COMPLETE
12,0.6960513591766357,2026-07-17 09:45:01.023036,2026-07-17 09:49:21.275535,0 days 00:04:20.252499,resnet18,"['layer1', 'layer2', 'layer3']",0.1071078915749789,0.0011467729349255169,"{'val_image_AUROC': 0.9443098902702332, 'val_pixel_AUROC': 0.7505397796630859, 'val_pixel_academic_AUPRO': 0.7086217403411865, 'val_pixel_academic_AUPRO_smoothed': 0.6960513591766357, 'val_pixel_industrial_AUPRO': 0.16350920498371124, 'val_precision_efficiency_ratio': 0.25899708338707017}",,COMPLETE
13,0.6945857882499695,2026-07-17 09:49:21.604067,2026-07-17 09:53:41.185308,0 days 00:04:19.581241,resnet18,"['layer1', 'layer2', 'layer3']",0.05076179484687083,0.0015229999532900128,"{'val_image_AUROC': 0.9830509424209595, 'val_pixel_AUROC': 0.7440465092658997, 'val_pixel_academic_AUPRO': 0.699461817741394, 'val_pixel_academic_AUPRO_smoothed': 0.6945857882499695, 'val_pixel_industrial_AUPRO': 0.20486250519752502, 'val_precision_efficiency_ratio': 0.2996397720590575}",,COMPLETE
14,0.6924717545509338,2026-07-17 09:53:41.518499,2026-07-17 09:58:05.475192,0 days 00:04:23.956693,resnet18,"['layer1', 'layer2', 'layer3']",0.11760831500365439,0.0023578076892707017,"{'val_image_AUROC': 0.970944344997406, 'val_pixel_AUROC': 0.7298374772071838, 'val_pixel_academic_AUPRO': 0.7063077688217163, 'val_pixel_academic_AUPRO_smoothed': 0.6924717545509338, 'val_pixel_industrial_AUPRO': 0.21278183162212372, 'val_precision_efficiency_ratio': 0.30890014992083425}",,COMPLETE
15,0.7007033586502075,2026-07-17 09:58:05.828349,2026-07-17 10:02:27.207629,0 days 00:04:21.379280,resnet18,"['layer1', 'layer2', 'layer3']",0.10351422444348096,0.0011154487606042597,"{'val_image_AUROC': 0.9757869243621826, 'val_pixel_AUROC': 0.7296255826950073, 'val_pixel_academic_AUPRO': 0.7036203742027283, 'val_pixel_academic_AUPRO_smoothed': 0.7007033586502075, 'val_pixel_industrial_AUPRO': 0.18789930641651154, 'val_precision_efficiency_ratio': 0.27526425323254133}",,COMPLETE
16,0.695262098312378,2026-07-17 10:02:27.590301,2026-07-17 10:06:48.224360,0 days 00:04:20.634059,resnet18,"['layer1', 'layer2', 'layer3']",0.08279435655384407,0.0022014155111938095,"{'val_image_AUROC': 0.8813559412956238, 'val_pixel_AUROC': 0.6672433614730835, 'val_pixel_academic_AUPRO': 0.7081103920936584, 'val_pixel_academic_AUPRO_smoothed': 0.695262098312378, 'val_pixel_industrial_AUPRO': 0.20042464137077332, 'val_precision_efficiency_ratio': 0.3593267489965234}",,COMPLETE
17,0.691630506515503,2026-07-17 10:06:48.562251,2026-07-17 10:11:09.375293,0 days 00:04:20.813042,resnet18,"['layer1', 'layer2', 'layer3']",0.053326920848916146,0.0007453441877474216,"{'val_image_AUROC': 0.9903148412704468, 'val_pixel_AUROC': 0.7527405023574829, 'val_pixel_academic_AUPRO': 0.6993649005889893, 'val_pixel_academic_AUPRO_smoothed': 0.691630506515503, 'val_pixel_industrial_AUPRO': 0.20970764756202698, 'val_precision_efficiency_ratio': 0.3044430835995461}",,COMPLETE
18,0.6073728680610657,2026-07-17 10:11:09.709689,2026-07-17 10:15:28.924534,0 days 00:04:19.214845,resnet18,"['layer2', 'layer3']",0.15282487317761756,0.0012455105501785163,"{'val_image_AUROC': 0.9927361011505127, 'val_pixel_AUROC': 0.7510876059532166, 'val_pixel_academic_AUPRO': 0.6272295713424683, 'val_pixel_academic_AUPRO_smoothed': 0.6073728680610657, 'val_pixel_industrial_AUPRO': 0.11530739814043045, 'val_precision_efficiency_ratio': 0.21553086198992055}",,COMPLETE
19,0.6874939560890198,2026-07-17 10:15:29.235636,2026-07-17 10:19:54.548675,0 days 00:04:25.313039,resnet18,"['layer1', 'layer2', 'layer3']",0.09662415507260362,0.002841460578752473,"{'val_image_AUROC': 0.8014527559280396, 'val_pixel_AUROC': 0.7175518274307251, 'val_pixel_academic_AUPRO': 0.7204437851905823, 'val_pixel_academic_AUPRO_smoothed': 0.6874939560890198, 'val_pixel_industrial_AUPRO': 0.20927153527736664, 'val_precision_efficiency_ratio': 0.3122536195826324}",,COMPLETE