hyperparameters_tuning_results.csv

average_validation_accuracy,timestamp,checkpoint_dir_name,done,training_iteration,date,time_this_iter_s,time_total_s,pid,hostname,node_ip,time_since_restore,iterations_since_restore,experiment_tag,config/lr,config/weight_decay,config/dropout_rate,config/l1_factor,config/epochs,config/epsilon_range,config/step_size,config/gamma,config/early_stopping_tolerance,config/batch_size,config/adversarial_training_frequency,config/fine_tune,config/number_of_classes
28.90625,1703160044,,True,2,2023-12-21_12-00-44,0.003934621810913086,434.4076008796692,2483,5b0ba0946fb9,172.28.0.12,434.4076008796692,2,"0_adversarial_training_frequency=1,batch_size=128,dropout_rate=0.2593,early_stopping_tolerance=7,epochs=10,epsilon_range=0_001_0_005_0_002,gamma=0.1000,l1_factor=0.0000,lr=0.0007,step_size=10,weight_decay=0.0034",0.0006791201765804436,0.0034085312687603246,0.259275284574503,1.983243423925739e-05,10,"(0.001, 0.005, 0.002)",10,0.1,7,128,1,False,11
15.625,1703160288,,True,1,2023-12-21_12-04-48,238.02132606506348,238.02132606506348,4384,5b0ba0946fb9,172.28.0.12,238.02132606506348,1,"1_adversarial_training_frequency=2,batch_size=128,dropout_rate=0.4694,early_stopping_tolerance=10,epochs=20,epsilon_range=0_001_0_005_0_002,gamma=0.3000,l1_factor=0.0000,lr=0.0000,step_size=5,weight_decay=0.0000",2.8762841270779585e-05,3.333960759682463e-05,0.46943621344099895,2.523135559295453e-05,20,"(0.001, 0.005, 0.002)",5,0.3,10,128,2,False,11
19.53125,1703160393,,True,1,2023-12-21_12-06-33,100.25476121902466,100.25476121902466,5411,5b0ba0946fb9,172.28.0.12,100.25476121902466,1,"2_adversarial_training_frequency=1,batch_size=64,dropout_rate=0.4518,early_stopping_tolerance=7,epochs=15,epsilon_range=0_001_0_005_0_002,gamma=0.7000,l1_factor=0.0001,lr=0.0001,step_size=10,weight_decay=0.0000",7.29882062585044e-05,3.4365128230277424e-05,0.4518343028369176,0.00013464268878738732,15,"(0.001, 0.005, 0.002)",10,0.7,7,64,1,False,11
21.09375,1703160470,,True,1,2023-12-21_12-07-50,70.74748730659485,70.74748730659485,5878,5b0ba0946fb9,172.28.0.12,70.74748730659485,1,"3_adversarial_training_frequency=1,batch_size=64,dropout_rate=0.6376,early_stopping_tolerance=5,epochs=10,epsilon_range=0_001_0_005_0_002,gamma=0.7000,l1_factor=0.0001,lr=0.0014,step_size=7,weight_decay=0.0004",0.0013676696420407526,0.0003673787820980541,0.6376043948979417,0.00011920091906222244,10,"(0.001, 0.005, 0.002)",7,0.7,5,64,1,False,11
25.0,1703160500,,True,2,2023-12-21_12-08-20,0.0018341541290283203,23.3481285572052,6229,5b0ba0946fb9,172.28.0.12,23.3481285572052,2,"4_adversarial_training_frequency=1,batch_size=16,dropout_rate=0.6430,early_stopping_tolerance=7,epochs=10,epsilon_range=0_001_0_005_0_002,gamma=0.1000,l1_factor=0.0000,lr=0.0016,step_size=7,weight_decay=0.0000",0.0016108983365809388,3.0364764497924428e-05,0.6430322833429687,4.5136461557462493e-05,10,"(0.001, 0.005, 0.002)",7,0.1,7,16,1,False,11
17.1875,1703160673,,True,1,2023-12-21_12-11-13,166.13357782363892,166.13357782363892,6392,5b0ba0946fb9,172.28.0.12,166.13357782363892,1,"5_adversarial_training_frequency=2,batch_size=64,dropout_rate=0.4659,early_stopping_tolerance=10,epochs=15,epsilon_range=0_001_0_005_0_002,gamma=0.1000,l1_factor=0.0000,lr=0.0001,step_size=7,weight_decay=0.0001",5.344307851059084e-05,0.00010352142572013779,0.46594694973237893,2.2710113178823655e-05,15,"(0.001, 0.005, 0.002)",7,0.1,10,64,2,False,11
25.0,1703160703,,True,2,2023-12-21_12-11-43,0.0013041496276855469,25.398678302764893,7133,5b0ba0946fb9,172.28.0.12,25.398678302764893,2,"6_adversarial_training_frequency=2,batch_size=16,dropout_rate=0.4908,early_stopping_tolerance=7,epochs=10,epsilon_range=0_001_0_005_0_002,gamma=0.3000,l1_factor=0.0002,lr=0.0007,step_size=5,weight_decay=0.0029",0.0006531687059552456,0.002853392282663798,0.4907592892955971,0.00021243074327956815,10,"(0.001, 0.005, 0.002)",5,0.3,7,16,2,False,11
12.890625,1703161060,,True,1,2023-12-21_12-17-40,351.54699063301086,351.54699063301086,7299,5b0ba0946fb9,172.28.0.12,351.54699063301086,1,"7_adversarial_training_frequency=2,batch_size=128,dropout_rate=0.5066,early_stopping_tolerance=10,epochs=10,epsilon_range=0_001_0_005_0_002,gamma=0.7000,l1_factor=0.0068,lr=0.0000,step_size=5,weight_decay=0.0003",2.6546793458456348e-05,0.000337951171513364,0.506593685817487,0.006765038691020165,10,"(0.001, 0.005, 0.002)",5,0.7,10,128,2,False,11
25.0,1703161094,,True,2,2023-12-21_12-18-14,0.0018374919891357422,29.43778681755066,8827,5b0ba0946fb9,172.28.0.12,29.43778681755066,2,"8_adversarial_training_frequency=1,batch_size=16,dropout_rate=0.3195,early_stopping_tolerance=10,epochs=20,epsilon_range=0_001_0_005_0_002,gamma=0.1000,l1_factor=0.0002,lr=0.0000,step_size=10,weight_decay=0.0001",2.0139656933905164e-05,7.598947590948835e-05,0.3194607519022033,0.00019466353041588486,20,"(0.001, 0.005, 0.002)",10,0.1,10,16,1,False,11
28.125,1703161622,,True,2,2023-12-21_12-27-02,0.002630472183227539,522.9694504737854,9012,5b0ba0946fb9,172.28.0.12,522.9694504737854,2,"9_adversarial_training_frequency=1,batch_size=128,dropout_rate=0.2326,early_stopping_tolerance=10,epochs=20,epsilon_range=0_001_0_005_0_002,gamma=0.3000,l1_factor=0.0004,lr=0.0012,step_size=5,weight_decay=0.0009",0.0011664118483095257,0.0009417198874572811,0.23257125387020033,0.00036339680329877265,20,"(0.001, 0.005, 0.002)",5,0.3,10,128,1,False,11
25.0,1703161678,,True,1,2023-12-21_12-27-58,51.36292552947998,51.36292552947998,11295,5b0ba0946fb9,172.28.0.12,51.36292552947998,1,"10_adversarial_training_frequency=2,batch_size=16,dropout_rate=0.6566,early_stopping_tolerance=10,epochs=10,epsilon_range=0_001_0_005_0_002,gamma=0.1000,l1_factor=0.0000,lr=0.0011,step_size=7,weight_decay=0.0098",0.0010563507202020306,0.009786326329985459,0.6565572197461509,4.438440012814467e-05,10,"(0.001, 0.005, 0.002)",7,0.1,10,16,2,False,11
10.9375,1703161764,,True,1,2023-12-21_12-29-24,81.21758770942688,81.21758770942688,11574,5b0ba0946fb9,172.28.0.12,81.21758770942688,1,"11_adversarial_training_frequency=1,batch_size=32,dropout_rate=0.6174,early_stopping_tolerance=7,epochs=10,epsilon_range=0_001_0_005_0_002,gamma=0.3000,l1_factor=0.0001,lr=0.0001,step_size=5,weight_decay=0.0014",5.8209426928973136e-05,0.0014162610757194212,0.6174330395817237,7.571093570962319e-05,10,"(0.001, 0.005, 0.002)",5,0.3,7,32,1,False,11
16.40625,1703161948,,True,1,2023-12-21_12-32-28,178.34772610664368,178.34772610664368,11977,5b0ba0946fb9,172.28.0.12,178.34772610664368,1,"12_adversarial_training_frequency=2,batch_size=64,dropout_rate=0.6823,early_stopping_tolerance=7,epochs=10,epsilon_range=0_001_0_005_0_002,gamma=0.3000,l1_factor=0.0000,lr=0.0000,step_size=7,weight_decay=0.0001",3.4941702725032607e-05,0.0001269285880861515,0.6823131183680539,4.874797223389785e-05,10,"(0.001, 0.005, 0.002)",7,0.3,7,64,2,False,11
12.5,1703161988,,True,1,2023-12-21_12-33-08,36.04577994346619,36.04577994346619,12794,5b0ba0946fb9,172.28.0.12,36.04577994346619,1,"13_adversarial_training_frequency=2,batch_size=32,dropout_rate=0.6935,early_stopping_tolerance=7,epochs=20,epsilon_range=0_001_0_005_0_002,gamma=0.7000,l1_factor=0.0001,lr=0.0041,step_size=7,weight_decay=0.0014",0.004080098533365057,0.0013908327213792507,0.6935329382151137,6.74125991923832e-05,20,"(0.001, 0.005, 0.002)",7,0.7,7,32,2,False,11
21.875,1703162064,,True,1,2023-12-21_12-34-24,70.49413132667542,70.49413132667542,13008,5b0ba0946fb9,172.28.0.12,70.49413132667542,1,"14_adversarial_training_frequency=1,batch_size=32,dropout_rate=0.4574,early_stopping_tolerance=5,epochs=10,epsilon_range=0_001_0_005_0_002,gamma=0.1000,l1_factor=0.0024,lr=0.0010,step_size=7,weight_decay=0.0034",0.0009793439384167863,0.003409343695135392,0.4573622233343646,0.0024160986398066905,10,"(0.001, 0.005, 0.002)",7,0.1,5,32,1,False,11
17.1875,1703162243,,True,1,2023-12-21_12-37-23,174.1070396900177,174.1070396900177,13368,5b0ba0946fb9,172.28.0.12,174.1070396900177,1,"15_adversarial_training_frequency=1,batch_size=64,dropout_rate=0.4337,early_stopping_tolerance=5,epochs=15,epsilon_range=0_001_0_005_0_002,gamma=0.1000,l1_factor=0.0003,lr=0.0046,step_size=10,weight_decay=0.0029",0.004630012684405104,0.002931959414211109,0.43371105186067405,0.00025396972393925565,15,"(0.001, 0.005, 0.002)",10,0.1,5,64,1,False,11