mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 12:10:45 +02:00
9776 lines
No EOL
158 KiB
JSON
9776 lines
No EOL
158 KiB
JSON
{
|
|
"Accuracy": 72.57,
|
|
"Time": [
|
|
237.09152383947978,
|
|
2.3850650632557677
|
|
],
|
|
"Device": "Graphics Device",
|
|
"Param_names": [
|
|
"Identity",
|
|
"FlipUD",
|
|
"FlipLR",
|
|
"Rotate",
|
|
"TranslateX",
|
|
"TranslateY",
|
|
"ShearX",
|
|
"ShearY",
|
|
"Contrast",
|
|
"Color",
|
|
"Brightness",
|
|
"Sharpness",
|
|
"Posterize",
|
|
"Solarize"
|
|
],
|
|
"Log": [
|
|
{
|
|
"epoch": 1,
|
|
"train_loss": 2.2199010848999023,
|
|
"val_loss": 2.289132833480835,
|
|
"acc": 10.54,
|
|
"time": 234.327562237042,
|
|
"param": [
|
|
{
|
|
"p": 0.1844714730978012,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.004365062806755304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013327132910490036,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08926690369844437,
|
|
"m": 0.9979237914085388
|
|
},
|
|
{
|
|
"p": 0.09958640486001968,
|
|
"m": 0.9955317974090576
|
|
},
|
|
{
|
|
"p": 0.0133786266669631,
|
|
"m": 0.9923791289329529
|
|
},
|
|
{
|
|
"p": 0.014693640172481537,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15570563077926636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0422864705324173,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07349106669425964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1515190154314041,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016604697331786156,
|
|
"m": 0.9966060519218445
|
|
},
|
|
{
|
|
"p": 0.1043769046664238,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03692686930298805,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 2.1847729682922363,
|
|
"val_loss": 2.18133807182312,
|
|
"acc": 18.13,
|
|
"time": 236.66917874093633,
|
|
"param": [
|
|
{
|
|
"p": 0.07730042189359665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1019887775182724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06242554634809494,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0872967541217804,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07596375048160553,
|
|
"m": 0.9431766867637634
|
|
},
|
|
{
|
|
"p": 0.09285235404968262,
|
|
"m": 0.9238757491111755
|
|
},
|
|
{
|
|
"p": 0.05657247081398964,
|
|
"m": 0.9957706928253174
|
|
},
|
|
{
|
|
"p": 0.0932919830083847,
|
|
"m": 0.9477611780166626
|
|
},
|
|
{
|
|
"p": 0.0806887298822403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04414640739560127,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05735734477639198,
|
|
"m": 0.9459906816482544
|
|
},
|
|
{
|
|
"p": 0.047514770179986954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12055839598178864,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0020423142705112696,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 2.197559356689453,
|
|
"val_loss": 2.0582664012908936,
|
|
"acc": 23.51,
|
|
"time": 236.4722426830558,
|
|
"param": [
|
|
{
|
|
"p": 0.07382730394601822,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06643708795309067,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.090689517557621,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0754057765007019,
|
|
"m": 0.9253334403038025
|
|
},
|
|
{
|
|
"p": 0.0913773700594902,
|
|
"m": 0.4564780294895172
|
|
},
|
|
{
|
|
"p": 0.08775173872709274,
|
|
"m": 0.6706401705741882
|
|
},
|
|
{
|
|
"p": 0.07489053905010223,
|
|
"m": 0.8720575571060181
|
|
},
|
|
{
|
|
"p": 0.06698611378669739,
|
|
"m": 0.8341647982597351
|
|
},
|
|
{
|
|
"p": 0.08861237019300461,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0617142915725708,
|
|
"m": 0.7556880712509155
|
|
},
|
|
{
|
|
"p": 0.05295867100358009,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060324668884277344,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07022595405578613,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038798555731773376,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 2.1280581951141357,
|
|
"val_loss": 2.055647611618042,
|
|
"acc": 29.59,
|
|
"time": 235.13818273798097,
|
|
"param": [
|
|
{
|
|
"p": 0.03422505408525467,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0322176069021225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09495583176612854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059127334505319595,
|
|
"m": 0.9959282279014587
|
|
},
|
|
{
|
|
"p": 0.1059994176030159,
|
|
"m": 0.4811537563800812
|
|
},
|
|
{
|
|
"p": 0.04200885444879532,
|
|
"m": 0.6086264252662659
|
|
},
|
|
{
|
|
"p": 0.10925692319869995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09756702184677124,
|
|
"m": 0.8637876510620117
|
|
},
|
|
{
|
|
"p": 0.09834093600511551,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035329900681972504,
|
|
"m": 0.6467170715332031
|
|
},
|
|
{
|
|
"p": 0.07791982591152191,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1088465228676796,
|
|
"m": 0.9788258671760559
|
|
},
|
|
{
|
|
"p": 0.10265094041824341,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0015537581639364362,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 2.115086555480957,
|
|
"val_loss": 1.8881580829620361,
|
|
"acc": 30.17,
|
|
"time": 237.10523656301666,
|
|
"param": [
|
|
{
|
|
"p": 0.06743337959051132,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09190469980239868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08012688159942627,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0780077651143074,
|
|
"m": 0.9137108325958252
|
|
},
|
|
{
|
|
"p": 0.03455079719424248,
|
|
"m": 0.4527989625930786
|
|
},
|
|
{
|
|
"p": 0.09419409930706024,
|
|
"m": 0.39174750447273254
|
|
},
|
|
{
|
|
"p": 0.08117755502462387,
|
|
"m": 0.8762094378471375
|
|
},
|
|
{
|
|
"p": 0.08097539842128754,
|
|
"m": 0.9025781154632568
|
|
},
|
|
{
|
|
"p": 0.06243138387799263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05629344657063484,
|
|
"m": 0.6002430319786072
|
|
},
|
|
{
|
|
"p": 0.06437256187200546,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06476110965013504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09970685839653015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044064123183488846,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 2.040529489517212,
|
|
"val_loss": 1.890264868736267,
|
|
"acc": 35.05,
|
|
"time": 238.37441936903633,
|
|
"param": [
|
|
{
|
|
"p": 0.09903154522180557,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08832400292158127,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06376941502094269,
|
|
"m": 0.7219585180282593
|
|
},
|
|
{
|
|
"p": 0.06920015066862106,
|
|
"m": 0.2543404996395111
|
|
},
|
|
{
|
|
"p": 0.020614508539438248,
|
|
"m": 0.46456190943717957
|
|
},
|
|
{
|
|
"p": 0.04495738074183464,
|
|
"m": 0.8593124747276306
|
|
},
|
|
{
|
|
"p": 0.13901737332344055,
|
|
"m": 0.9359997510910034
|
|
},
|
|
{
|
|
"p": 0.013986022211611271,
|
|
"m": 0.8853651881217957
|
|
},
|
|
{
|
|
"p": 0.0973767340183258,
|
|
"m": 0.498977929353714
|
|
},
|
|
{
|
|
"p": 0.04269843176007271,
|
|
"m": 0.8751298189163208
|
|
},
|
|
{
|
|
"p": 0.08773358911275864,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15506510436534882,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07822577655315399,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 1.9694629907608032,
|
|
"val_loss": 1.8924504518508911,
|
|
"acc": 34.03,
|
|
"time": 237.05957856203895,
|
|
"param": [
|
|
{
|
|
"p": 0.11061328649520874,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025504665449261665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07033341377973557,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08183277398347855,
|
|
"m": 0.8921789526939392
|
|
},
|
|
{
|
|
"p": 0.03223976492881775,
|
|
"m": 0.1433447301387787
|
|
},
|
|
{
|
|
"p": 0.08318650722503662,
|
|
"m": 0.5720965266227722
|
|
},
|
|
{
|
|
"p": 0.08305361121892929,
|
|
"m": 0.8591006398200989
|
|
},
|
|
{
|
|
"p": 0.08574352413415909,
|
|
"m": 0.9233570694923401
|
|
},
|
|
{
|
|
"p": 0.06546168029308319,
|
|
"m": 0.9119539856910706
|
|
},
|
|
{
|
|
"p": 0.14453844726085663,
|
|
"m": 0.402093768119812
|
|
},
|
|
{
|
|
"p": 0.018269255757331848,
|
|
"m": 0.7852726578712463
|
|
},
|
|
{
|
|
"p": 0.04915303736925125,
|
|
"m": 0.991909384727478
|
|
},
|
|
{
|
|
"p": 0.10855116695165634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04151875153183937,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 1.9987728595733643,
|
|
"val_loss": 1.800695538520813,
|
|
"acc": 36.64,
|
|
"time": 237.68364906299394,
|
|
"param": [
|
|
{
|
|
"p": 0.07872310280799866,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10569740831851959,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10384248197078705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049337442964315414,
|
|
"m": 0.8800148963928223
|
|
},
|
|
{
|
|
"p": 0.05092361941933632,
|
|
"m": 0.2600715160369873
|
|
},
|
|
{
|
|
"p": 0.09796174615621567,
|
|
"m": 0.7223315834999084
|
|
},
|
|
{
|
|
"p": 0.1592339128255844,
|
|
"m": 0.785234272480011
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9963546991348267
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.9407206773757935
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4630545973777771
|
|
},
|
|
{
|
|
"p": 0.04435475543141365,
|
|
"m": 0.819923460483551
|
|
},
|
|
{
|
|
"p": 0.18750672042369843,
|
|
"m": 0.9983072876930237
|
|
},
|
|
{
|
|
"p": 0.10439978539943695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01801903173327446,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 1.9114303588867188,
|
|
"val_loss": 1.698701024055481,
|
|
"acc": 38.78,
|
|
"time": 235.53837059100624,
|
|
"param": [
|
|
{
|
|
"p": 0.07885342091321945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06666438281536102,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06866870820522308,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0757146030664444,
|
|
"m": 0.8073931336402893
|
|
},
|
|
{
|
|
"p": 0.05381246656179428,
|
|
"m": 0.31391748785972595
|
|
},
|
|
{
|
|
"p": 0.06229541078209877,
|
|
"m": 0.6831189393997192
|
|
},
|
|
{
|
|
"p": 0.08087188750505447,
|
|
"m": 0.7425897717475891
|
|
},
|
|
{
|
|
"p": 0.08490724861621857,
|
|
"m": 0.9701607823371887
|
|
},
|
|
{
|
|
"p": 0.05152669548988342,
|
|
"m": 0.9021161794662476
|
|
},
|
|
{
|
|
"p": 0.04108637198805809,
|
|
"m": 0.46340546011924744
|
|
},
|
|
{
|
|
"p": 0.1012648195028305,
|
|
"m": 0.90986567735672
|
|
},
|
|
{
|
|
"p": 0.10020546615123749,
|
|
"m": 0.9575901627540588
|
|
},
|
|
{
|
|
"p": 0.06816475093364716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06596381962299347,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 1.8852460384368896,
|
|
"val_loss": 1.6907172203063965,
|
|
"acc": 40.65,
|
|
"time": 235.81800864101388,
|
|
"param": [
|
|
{
|
|
"p": 0.08155041188001633,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07716736942529678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08993969857692719,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07008349895477295,
|
|
"m": 0.881408154964447
|
|
},
|
|
{
|
|
"p": 0.05755854770541191,
|
|
"m": 0.3001198470592499
|
|
},
|
|
{
|
|
"p": 0.08352506905794144,
|
|
"m": 0.5771017670631409
|
|
},
|
|
{
|
|
"p": 0.06848886609077454,
|
|
"m": 0.875649094581604
|
|
},
|
|
{
|
|
"p": 0.06421350687742233,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058811310678720474,
|
|
"m": 0.9110305309295654
|
|
},
|
|
{
|
|
"p": 0.06775825470685959,
|
|
"m": 0.46906256675720215
|
|
},
|
|
{
|
|
"p": 0.08909222483634949,
|
|
"m": 0.8980025053024292
|
|
},
|
|
{
|
|
"p": 0.06966327130794525,
|
|
"m": 0.9978244304656982
|
|
},
|
|
{
|
|
"p": 0.07720045000314713,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04494747146964073,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 1.988561987876892,
|
|
"val_loss": 1.6772242784500122,
|
|
"acc": 40.51,
|
|
"time": 235.38576582295354,
|
|
"param": [
|
|
{
|
|
"p": 0.06859666109085083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07321161776781082,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09426120668649673,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08708269149065018,
|
|
"m": 0.8904536962509155
|
|
},
|
|
{
|
|
"p": 0.059241071343421936,
|
|
"m": 0.2784750163555145
|
|
},
|
|
{
|
|
"p": 0.048471931368112564,
|
|
"m": 0.5823209285736084
|
|
},
|
|
{
|
|
"p": 0.1025906503200531,
|
|
"m": 0.7882794141769409
|
|
},
|
|
{
|
|
"p": 0.048585545271635056,
|
|
"m": 0.9755367636680603
|
|
},
|
|
{
|
|
"p": 0.07314764708280563,
|
|
"m": 0.9347729682922363
|
|
},
|
|
{
|
|
"p": 0.04290742427110672,
|
|
"m": 0.47246938943862915
|
|
},
|
|
{
|
|
"p": 0.06894761323928833,
|
|
"m": 0.8904226422309875
|
|
},
|
|
{
|
|
"p": 0.0631222277879715,
|
|
"m": 0.9692228436470032
|
|
},
|
|
{
|
|
"p": 0.09868434816598892,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07114934921264648,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 1.8849577903747559,
|
|
"val_loss": 1.6434836387634277,
|
|
"acc": 43.73,
|
|
"time": 238.07096904097125,
|
|
"param": [
|
|
{
|
|
"p": 0.09981201589107513,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056963540613651276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08296216279268265,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06285175681114197,
|
|
"m": 0.9050948619842529
|
|
},
|
|
{
|
|
"p": 0.060512278228998184,
|
|
"m": 0.3460530638694763
|
|
},
|
|
{
|
|
"p": 0.06990781426429749,
|
|
"m": 0.4920221269130707
|
|
},
|
|
{
|
|
"p": 0.07324974983930588,
|
|
"m": 0.7382394671440125
|
|
},
|
|
{
|
|
"p": 0.054299961775541306,
|
|
"m": 0.965913712978363
|
|
},
|
|
{
|
|
"p": 0.05729363113641739,
|
|
"m": 0.9780832529067993
|
|
},
|
|
{
|
|
"p": 0.09281125664710999,
|
|
"m": 0.4338606595993042
|
|
},
|
|
{
|
|
"p": 0.07130603492259979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07624413073062897,
|
|
"m": 0.9793732166290283
|
|
},
|
|
{
|
|
"p": 0.08203739672899246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05974838510155678,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 1.6808059215545654,
|
|
"val_loss": 1.4839602708816528,
|
|
"acc": 45.64,
|
|
"time": 235.44344236096367,
|
|
"param": [
|
|
{
|
|
"p": 0.04809068888425827,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08170841634273529,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06350840628147125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06873134523630142,
|
|
"m": 0.9300668239593506
|
|
},
|
|
{
|
|
"p": 0.08361874520778656,
|
|
"m": 0.25663623213768005
|
|
},
|
|
{
|
|
"p": 0.0714653953909874,
|
|
"m": 0.5121626257896423
|
|
},
|
|
{
|
|
"p": 0.09020229429006577,
|
|
"m": 0.7444353699684143
|
|
},
|
|
{
|
|
"p": 0.07061176747083664,
|
|
"m": 0.9736964106559753
|
|
},
|
|
{
|
|
"p": 0.053060535341501236,
|
|
"m": 0.9937784075737
|
|
},
|
|
{
|
|
"p": 0.0691646859049797,
|
|
"m": 0.3938744366168976
|
|
},
|
|
{
|
|
"p": 0.11969733983278275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06958828866481781,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07649356871843338,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03405861556529999,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 1.8290467262268066,
|
|
"val_loss": 1.5607222318649292,
|
|
"acc": 45.3,
|
|
"time": 237.91254522802774,
|
|
"param": [
|
|
{
|
|
"p": 0.06534215062856674,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07315018028020859,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07187046855688095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07332340627908707,
|
|
"m": 0.9708862900733948
|
|
},
|
|
{
|
|
"p": 0.07904013246297836,
|
|
"m": 0.30347099900245667
|
|
},
|
|
{
|
|
"p": 0.07434825599193573,
|
|
"m": 0.6077365279197693
|
|
},
|
|
{
|
|
"p": 0.08265972882509232,
|
|
"m": 0.9185591340065002
|
|
},
|
|
{
|
|
"p": 0.07957011461257935,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056702058762311935,
|
|
"m": 0.977281391620636
|
|
},
|
|
{
|
|
"p": 0.0761260986328125,
|
|
"m": 0.48145103454589844
|
|
},
|
|
{
|
|
"p": 0.10326069593429565,
|
|
"m": 0.9985853433609009
|
|
},
|
|
{
|
|
"p": 0.054771509021520615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08581504970788956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02402002178132534,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 1.706573486328125,
|
|
"val_loss": 1.5037885904312134,
|
|
"acc": 46.23,
|
|
"time": 235.1956085950369,
|
|
"param": [
|
|
{
|
|
"p": 0.07526296377182007,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06205112859606743,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0880548432469368,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07024907320737839,
|
|
"m": 0.9985616207122803
|
|
},
|
|
{
|
|
"p": 0.11390139907598495,
|
|
"m": 0.32478347420692444
|
|
},
|
|
{
|
|
"p": 0.0522291325032711,
|
|
"m": 0.6045316457748413
|
|
},
|
|
{
|
|
"p": 0.05601685866713524,
|
|
"m": 0.9244767427444458
|
|
},
|
|
{
|
|
"p": 0.0946992039680481,
|
|
"m": 0.9948768615722656
|
|
},
|
|
{
|
|
"p": 0.07275345176458359,
|
|
"m": 0.9336027503013611
|
|
},
|
|
{
|
|
"p": 0.06391444802284241,
|
|
"m": 0.4903719127178192
|
|
},
|
|
{
|
|
"p": 0.08580426871776581,
|
|
"m": 0.9520760178565979
|
|
},
|
|
{
|
|
"p": 0.05260760709643364,
|
|
"m": 0.9997749328613281
|
|
},
|
|
{
|
|
"p": 0.1124555841088295,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 2.011739492416382,
|
|
"val_loss": 1.4432910680770874,
|
|
"acc": 48.4,
|
|
"time": 237.30564331705682,
|
|
"param": [
|
|
{
|
|
"p": 0.05835064500570297,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06402386724948883,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09121569991111755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07990346848964691,
|
|
"m": 0.9842777252197266
|
|
},
|
|
{
|
|
"p": 0.06748545914888382,
|
|
"m": 0.2520380914211273
|
|
},
|
|
{
|
|
"p": 0.05172095447778702,
|
|
"m": 0.5686722993850708
|
|
},
|
|
{
|
|
"p": 0.09137000143527985,
|
|
"m": 0.9714049696922302
|
|
},
|
|
{
|
|
"p": 0.06407880038022995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0877162367105484,
|
|
"m": 0.9327601790428162
|
|
},
|
|
{
|
|
"p": 0.06542396545410156,
|
|
"m": 0.5148728489875793
|
|
},
|
|
{
|
|
"p": 0.05251053348183632,
|
|
"m": 0.9733626842498779
|
|
},
|
|
{
|
|
"p": 0.10861122608184814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07035833597183228,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04723087698221207,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 1.8138136863708496,
|
|
"val_loss": 1.4581421613693237,
|
|
"acc": 49.49,
|
|
"time": 235.49055139394477,
|
|
"param": [
|
|
{
|
|
"p": 0.07757490128278732,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08038563281297684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10025440156459808,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0520339272916317,
|
|
"m": 0.9453587532043457
|
|
},
|
|
{
|
|
"p": 0.08275870233774185,
|
|
"m": 0.21192722022533417
|
|
},
|
|
{
|
|
"p": 0.07217114418745041,
|
|
"m": 0.5502616167068481
|
|
},
|
|
{
|
|
"p": 0.06200087442994118,
|
|
"m": 0.9847415685653687
|
|
},
|
|
{
|
|
"p": 0.06083350256085396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05638156831264496,
|
|
"m": 0.9530829191207886
|
|
},
|
|
{
|
|
"p": 0.04659929871559143,
|
|
"m": 0.5551581382751465
|
|
},
|
|
{
|
|
"p": 0.08250480145215988,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09524443745613098,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08147303014993668,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04978370666503906,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 1.7265524864196777,
|
|
"val_loss": 1.3870271444320679,
|
|
"acc": 48.75,
|
|
"time": 236.05392389197368,
|
|
"param": [
|
|
{
|
|
"p": 0.10366181284189224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06767481565475464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0962383821606636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041246648877859116,
|
|
"m": 0.9371628761291504
|
|
},
|
|
{
|
|
"p": 0.05460881441831589,
|
|
"m": 0.33328646421432495
|
|
},
|
|
{
|
|
"p": 0.05448271706700325,
|
|
"m": 0.4705973267555237
|
|
},
|
|
{
|
|
"p": 0.09422542154788971,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07367733120918274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.033483438193798065,
|
|
"m": 0.8905755877494812
|
|
},
|
|
{
|
|
"p": 0.05887426808476448,
|
|
"m": 0.5429278612136841
|
|
},
|
|
{
|
|
"p": 0.09614189714193344,
|
|
"m": 0.980631411075592
|
|
},
|
|
{
|
|
"p": 0.0919162780046463,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05140228569507599,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08236591517925262,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 1.7427783012390137,
|
|
"val_loss": 1.3297096490859985,
|
|
"acc": 52.33,
|
|
"time": 235.93646830599755,
|
|
"param": [
|
|
{
|
|
"p": 0.08061444759368896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07405807822942734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05552347004413605,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07177958637475967,
|
|
"m": 0.945861279964447
|
|
},
|
|
{
|
|
"p": 0.06040889769792557,
|
|
"m": 0.20894555747509003
|
|
},
|
|
{
|
|
"p": 0.08491842448711395,
|
|
"m": 0.494538813829422
|
|
},
|
|
{
|
|
"p": 0.07633023709058762,
|
|
"m": 0.9853118062019348
|
|
},
|
|
{
|
|
"p": 0.09803084284067154,
|
|
"m": 0.9694587588310242
|
|
},
|
|
{
|
|
"p": 0.045633647590875626,
|
|
"m": 0.9039654731750488
|
|
},
|
|
{
|
|
"p": 0.05588078871369362,
|
|
"m": 0.47959238290786743
|
|
},
|
|
{
|
|
"p": 0.09858594834804535,
|
|
"m": 0.9864339232444763
|
|
},
|
|
{
|
|
"p": 0.08413998782634735,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06299616396427155,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05109942704439163,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 1.7131633758544922,
|
|
"val_loss": 1.4234002828598022,
|
|
"acc": 50.73,
|
|
"time": 236.416546329041,
|
|
"param": [
|
|
{
|
|
"p": 0.08527466654777527,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08845815807580948,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06621789932250977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06582342833280563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04716138169169426,
|
|
"m": 0.19857515394687653
|
|
},
|
|
{
|
|
"p": 0.056937895715236664,
|
|
"m": 0.42659884691238403
|
|
},
|
|
{
|
|
"p": 0.06566648185253143,
|
|
"m": 0.9736301302909851
|
|
},
|
|
{
|
|
"p": 0.08294155448675156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07000376284122467,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05511020869016647,
|
|
"m": 0.517745316028595
|
|
},
|
|
{
|
|
"p": 0.06087590754032135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10584775358438492,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09816411882638931,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05151670426130295,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 1.5688552856445312,
|
|
"val_loss": 1.272791862487793,
|
|
"acc": 53.84,
|
|
"time": 236.0967833029572,
|
|
"param": [
|
|
{
|
|
"p": 0.0902637243270874,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07178207486867905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08190315216779709,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05457582324743271,
|
|
"m": 0.9843513369560242
|
|
},
|
|
{
|
|
"p": 0.07018335908651352,
|
|
"m": 0.24769949913024902
|
|
},
|
|
{
|
|
"p": 0.051122188568115234,
|
|
"m": 0.34925711154937744
|
|
},
|
|
{
|
|
"p": 0.07403779029846191,
|
|
"m": 0.9354769587516785
|
|
},
|
|
{
|
|
"p": 0.06753450632095337,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07036928832530975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06756002455949783,
|
|
"m": 0.577477216720581
|
|
},
|
|
{
|
|
"p": 0.06532277166843414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08974683284759521,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08378663659095764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06181177869439125,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 1.6999850273132324,
|
|
"val_loss": 1.2773970365524292,
|
|
"acc": 52.78,
|
|
"time": 235.72181541391183,
|
|
"param": [
|
|
{
|
|
"p": 0.0760941207408905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05229981988668442,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07633736729621887,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08207046240568161,
|
|
"m": 0.9415760040283203
|
|
},
|
|
{
|
|
"p": 0.07847613841295242,
|
|
"m": 0.17565342783927917
|
|
},
|
|
{
|
|
"p": 0.0678255707025528,
|
|
"m": 0.35555294156074524
|
|
},
|
|
{
|
|
"p": 0.09399428218603134,
|
|
"m": 0.9502409100532532
|
|
},
|
|
{
|
|
"p": 0.0663757398724556,
|
|
"m": 0.9974034428596497
|
|
},
|
|
{
|
|
"p": 0.07985732704401016,
|
|
"m": 0.9808197021484375
|
|
},
|
|
{
|
|
"p": 0.06328533589839935,
|
|
"m": 0.5850095748901367
|
|
},
|
|
{
|
|
"p": 0.06990833580493927,
|
|
"m": 0.9903613924980164
|
|
},
|
|
{
|
|
"p": 0.07579118758440018,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06483118236064911,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05285320058465004,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 1.6071298122406006,
|
|
"val_loss": 1.220432162284851,
|
|
"acc": 55.64,
|
|
"time": 235.1205983250402,
|
|
"param": [
|
|
{
|
|
"p": 0.09146133065223694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06185954064130783,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09874950349330902,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0657552182674408,
|
|
"m": 0.9598208069801331
|
|
},
|
|
{
|
|
"p": 0.05941823497414589,
|
|
"m": 0.08786067366600037
|
|
},
|
|
{
|
|
"p": 0.09091915935277939,
|
|
"m": 0.42822524905204773
|
|
},
|
|
{
|
|
"p": 0.07926478236913681,
|
|
"m": 0.9121292233467102
|
|
},
|
|
{
|
|
"p": 0.07536623626947403,
|
|
"m": 0.9746363759040833
|
|
},
|
|
{
|
|
"p": 0.051737621426582336,
|
|
"m": 0.9573397636413574
|
|
},
|
|
{
|
|
"p": 0.07042334973812103,
|
|
"m": 0.6383953094482422
|
|
},
|
|
{
|
|
"p": 0.05560772866010666,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07713308185338974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09371701627969742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028587210923433304,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 1.6459143161773682,
|
|
"val_loss": 1.3048800230026245,
|
|
"acc": 54.55,
|
|
"time": 234.8906330220634,
|
|
"param": [
|
|
{
|
|
"p": 0.08774565905332565,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06601081788539886,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09560096263885498,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056788474321365356,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05863677337765694,
|
|
"m": 0.10917387157678604
|
|
},
|
|
{
|
|
"p": 0.0719483494758606,
|
|
"m": 0.454266220331192
|
|
},
|
|
{
|
|
"p": 0.06990934908390045,
|
|
"m": 0.884802520275116
|
|
},
|
|
{
|
|
"p": 0.0808967724442482,
|
|
"m": 0.984499454498291
|
|
},
|
|
{
|
|
"p": 0.08405282348394394,
|
|
"m": 0.9999654293060303
|
|
},
|
|
{
|
|
"p": 0.05373291298747063,
|
|
"m": 0.704156219959259
|
|
},
|
|
{
|
|
"p": 0.06175593286752701,
|
|
"m": 0.9811902642250061
|
|
},
|
|
{
|
|
"p": 0.06174425780773163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09459073841571808,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05658609792590141,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 1.5202666521072388,
|
|
"val_loss": 1.26020085811615,
|
|
"acc": 56.01,
|
|
"time": 237.01015586196445,
|
|
"param": [
|
|
{
|
|
"p": 0.08035796880722046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06988482922315598,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06744883954524994,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06965231895446777,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07624921947717667,
|
|
"m": 0.1334267109632492
|
|
},
|
|
{
|
|
"p": 0.07462243735790253,
|
|
"m": 0.377501517534256
|
|
},
|
|
{
|
|
"p": 0.0727987289428711,
|
|
"m": 0.9593275785446167
|
|
},
|
|
{
|
|
"p": 0.06645501405000687,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06683430075645447,
|
|
"m": 0.9889740943908691
|
|
},
|
|
{
|
|
"p": 0.0591103658080101,
|
|
"m": 0.7493162751197815
|
|
},
|
|
{
|
|
"p": 0.06948497891426086,
|
|
"m": 0.9935004711151123
|
|
},
|
|
{
|
|
"p": 0.08749941736459732,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08703189343214035,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052569758147001266,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 1.5229618549346924,
|
|
"val_loss": 1.2459828853607178,
|
|
"acc": 56.49,
|
|
"time": 235.21991673798766,
|
|
"param": [
|
|
{
|
|
"p": 0.09546162188053131,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07187268882989883,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0957847535610199,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061779726296663284,
|
|
"m": 0.9428712725639343
|
|
},
|
|
{
|
|
"p": 0.032741621136665344,
|
|
"m": 0.24385173618793488
|
|
},
|
|
{
|
|
"p": 0.07938765734434128,
|
|
"m": 0.3656282424926758
|
|
},
|
|
{
|
|
"p": 0.0653814747929573,
|
|
"m": 0.9748219847679138
|
|
},
|
|
{
|
|
"p": 0.06880656629800797,
|
|
"m": 0.9899100661277771
|
|
},
|
|
{
|
|
"p": 0.06603140383958817,
|
|
"m": 0.9249693751335144
|
|
},
|
|
{
|
|
"p": 0.06154084950685501,
|
|
"m": 0.8046624660491943
|
|
},
|
|
{
|
|
"p": 0.057169873267412186,
|
|
"m": 0.9474608898162842
|
|
},
|
|
{
|
|
"p": 0.07173064351081848,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1034439206123352,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06886720657348633,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 1.4107415676116943,
|
|
"val_loss": 1.1580930948257446,
|
|
"acc": 57.54,
|
|
"time": 236.9345367969945,
|
|
"param": [
|
|
{
|
|
"p": 0.07364249974489212,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04855590686202049,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09019455313682556,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049904223531484604,
|
|
"m": 0.9184568524360657
|
|
},
|
|
{
|
|
"p": 0.06313670426607132,
|
|
"m": 0.16895607113838196
|
|
},
|
|
{
|
|
"p": 0.09316336363554001,
|
|
"m": 0.28361254930496216
|
|
},
|
|
{
|
|
"p": 0.0807429701089859,
|
|
"m": 0.9293819665908813
|
|
},
|
|
{
|
|
"p": 0.07191314548254013,
|
|
"m": 0.9892542958259583
|
|
},
|
|
{
|
|
"p": 0.056147973984479904,
|
|
"m": 0.9815443754196167
|
|
},
|
|
{
|
|
"p": 0.06918880343437195,
|
|
"m": 0.8159698843955994
|
|
},
|
|
{
|
|
"p": 0.07707282900810242,
|
|
"m": 0.9768144488334656
|
|
},
|
|
{
|
|
"p": 0.06611371785402298,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10810024291276932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052123021334409714,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 1.6510056257247925,
|
|
"val_loss": 1.3279764652252197,
|
|
"acc": 56.62,
|
|
"time": 236.37371957697906,
|
|
"param": [
|
|
{
|
|
"p": 0.09268388897180557,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04515548422932625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08996027708053589,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06016025319695473,
|
|
"m": 0.9910841584205627
|
|
},
|
|
{
|
|
"p": 0.05231549218297005,
|
|
"m": 0.13713602721691132
|
|
},
|
|
{
|
|
"p": 0.07884883880615234,
|
|
"m": 0.2596675157546997
|
|
},
|
|
{
|
|
"p": 0.049957867711782455,
|
|
"m": 0.8531134724617004
|
|
},
|
|
{
|
|
"p": 0.0868925228714943,
|
|
"m": 0.9309009909629822
|
|
},
|
|
{
|
|
"p": 0.07772345840930939,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07812965661287308,
|
|
"m": 0.8212740421295166
|
|
},
|
|
{
|
|
"p": 0.06616321206092834,
|
|
"m": 0.9953097105026245
|
|
},
|
|
{
|
|
"p": 0.0884857252240181,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08596181869506836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04756151884794235,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 1.5072252750396729,
|
|
"val_loss": 1.2303290367126465,
|
|
"acc": 57.58,
|
|
"time": 235.8177338229725,
|
|
"param": [
|
|
{
|
|
"p": 0.08439475297927856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060087837278842926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10475169122219086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027597229927778244,
|
|
"m": 0.9746983647346497
|
|
},
|
|
{
|
|
"p": 0.061930976808071136,
|
|
"m": 0.1749313622713089
|
|
},
|
|
{
|
|
"p": 0.07533815503120422,
|
|
"m": 0.40502017736434937
|
|
},
|
|
{
|
|
"p": 0.05800813063979149,
|
|
"m": 0.8476260900497437
|
|
},
|
|
{
|
|
"p": 0.06326156109571457,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09959960728883743,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07806919515132904,
|
|
"m": 0.8395865559577942
|
|
},
|
|
{
|
|
"p": 0.052086133509874344,
|
|
"m": 0.9617099165916443
|
|
},
|
|
{
|
|
"p": 0.09002694487571716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09778617322444916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047061674296855927,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 1.4621022939682007,
|
|
"val_loss": 1.151957392692566,
|
|
"acc": 58.73,
|
|
"time": 237.0421510830056,
|
|
"param": [
|
|
{
|
|
"p": 0.07110528647899628,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06546784192323685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0868677943944931,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06733207404613495,
|
|
"m": 0.9871898293495178
|
|
},
|
|
{
|
|
"p": 0.07787924259901047,
|
|
"m": 0.17132438719272614
|
|
},
|
|
{
|
|
"p": 0.04759380221366882,
|
|
"m": 0.45827817916870117
|
|
},
|
|
{
|
|
"p": 0.08482011407613754,
|
|
"m": 0.8902935981750488
|
|
},
|
|
{
|
|
"p": 0.07619013637304306,
|
|
"m": 0.9518746733665466
|
|
},
|
|
{
|
|
"p": 0.06494952738285065,
|
|
"m": 0.9991547465324402
|
|
},
|
|
{
|
|
"p": 0.057442281395196915,
|
|
"m": 0.8440598845481873
|
|
},
|
|
{
|
|
"p": 0.04685162007808685,
|
|
"m": 0.9981201887130737
|
|
},
|
|
{
|
|
"p": 0.08641403913497925,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10312969237565994,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06395656615495682,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 1.5010144710540771,
|
|
"val_loss": 1.1041967868804932,
|
|
"acc": 59.21,
|
|
"time": 235.92165406700224,
|
|
"param": [
|
|
{
|
|
"p": 0.0786527469754219,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059598688036203384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08505414426326752,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06261592358350754,
|
|
"m": 0.9874348640441895
|
|
},
|
|
{
|
|
"p": 0.06869638711214066,
|
|
"m": 0.176076740026474
|
|
},
|
|
{
|
|
"p": 0.06110532581806183,
|
|
"m": 0.46287405490875244
|
|
},
|
|
{
|
|
"p": 0.07159487903118134,
|
|
"m": 0.8110387325286865
|
|
},
|
|
{
|
|
"p": 0.06830886751413345,
|
|
"m": 0.9912030696868896
|
|
},
|
|
{
|
|
"p": 0.06604834645986557,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08139929175376892,
|
|
"m": 0.8822756409645081
|
|
},
|
|
{
|
|
"p": 0.08049529045820236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07928059995174408,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08321404457092285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053935546427965164,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 1.4401965141296387,
|
|
"val_loss": 1.1772544384002686,
|
|
"acc": 57.68,
|
|
"time": 237.4964317040285,
|
|
"param": [
|
|
{
|
|
"p": 0.08830847591161728,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07417773455381393,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08255621790885925,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0704355239868164,
|
|
"m": 0.9418235421180725
|
|
},
|
|
{
|
|
"p": 0.06972576677799225,
|
|
"m": 0.401772141456604
|
|
},
|
|
{
|
|
"p": 0.08038733899593353,
|
|
"m": 0.5698171854019165
|
|
},
|
|
{
|
|
"p": 0.06910835206508636,
|
|
"m": 0.8660275340080261
|
|
},
|
|
{
|
|
"p": 0.060318611562252045,
|
|
"m": 0.9314966797828674
|
|
},
|
|
{
|
|
"p": 0.08119165897369385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06118021160364151,
|
|
"m": 0.9342344999313354
|
|
},
|
|
{
|
|
"p": 0.07559245079755783,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06149813532829285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0761338397860527,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049385614693164825,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 1.4452577829360962,
|
|
"val_loss": 1.1532009840011597,
|
|
"acc": 58.43,
|
|
"time": 239.70131369389128,
|
|
"param": [
|
|
{
|
|
"p": 0.07505345344543457,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0591767281293869,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09113020449876785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0698300153017044,
|
|
"m": 0.9379839301109314
|
|
},
|
|
{
|
|
"p": 0.05368325859308243,
|
|
"m": 0.2865501046180725
|
|
},
|
|
{
|
|
"p": 0.06640990078449249,
|
|
"m": 0.5603181719779968
|
|
},
|
|
{
|
|
"p": 0.06898578256368637,
|
|
"m": 0.9266690611839294
|
|
},
|
|
{
|
|
"p": 0.08497604727745056,
|
|
"m": 0.8984560966491699
|
|
},
|
|
{
|
|
"p": 0.04846370220184326,
|
|
"m": 0.9438936710357666
|
|
},
|
|
{
|
|
"p": 0.06428756564855576,
|
|
"m": 0.9226292371749878
|
|
},
|
|
{
|
|
"p": 0.0920489951968193,
|
|
"m": 0.9998123049736023
|
|
},
|
|
{
|
|
"p": 0.07901695370674133,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0883137658238411,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05862366408109665,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 1.4805293083190918,
|
|
"val_loss": 1.1203176975250244,
|
|
"acc": 59.97,
|
|
"time": 239.1266574760666,
|
|
"param": [
|
|
{
|
|
"p": 0.060064028948545456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07189028710126877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0780358612537384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06348580867052078,
|
|
"m": 0.9773019552230835
|
|
},
|
|
{
|
|
"p": 0.08480159193277359,
|
|
"m": 0.32059910893440247
|
|
},
|
|
{
|
|
"p": 0.07696837931871414,
|
|
"m": 0.5066804885864258
|
|
},
|
|
{
|
|
"p": 0.09293870627880096,
|
|
"m": 0.9871134161949158
|
|
},
|
|
{
|
|
"p": 0.0665009543299675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09488864243030548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06438619643449783,
|
|
"m": 0.9386119842529297
|
|
},
|
|
{
|
|
"p": 0.0744955837726593,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08375740051269531,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058566026389598846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029220426455140114,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 1.4551359415054321,
|
|
"val_loss": 1.148330569267273,
|
|
"acc": 60.28,
|
|
"time": 237.195936514996,
|
|
"param": [
|
|
{
|
|
"p": 0.08879934996366501,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07636210322380066,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08679783344268799,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0381123349070549,
|
|
"m": 0.9180598855018616
|
|
},
|
|
{
|
|
"p": 0.06239192187786102,
|
|
"m": 0.2784308195114136
|
|
},
|
|
{
|
|
"p": 0.07735077291727066,
|
|
"m": 0.4959639012813568
|
|
},
|
|
{
|
|
"p": 0.05172121897339821,
|
|
"m": 0.9930862188339233
|
|
},
|
|
{
|
|
"p": 0.07313109189271927,
|
|
"m": 0.9527590870857239
|
|
},
|
|
{
|
|
"p": 0.07422909140586853,
|
|
"m": 0.9805781841278076
|
|
},
|
|
{
|
|
"p": 0.057410821318626404,
|
|
"m": 0.9235371351242065
|
|
},
|
|
{
|
|
"p": 0.07724055647850037,
|
|
"m": 0.9865968227386475
|
|
},
|
|
{
|
|
"p": 0.07648522406816483,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10274703055620193,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05722066015005112,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 1.8041716814041138,
|
|
"val_loss": 1.2008850574493408,
|
|
"acc": 59.46,
|
|
"time": 235.24560725700576,
|
|
"param": [
|
|
{
|
|
"p": 0.06393882632255554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028311388567090034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06757394969463348,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057277482002973557,
|
|
"m": 0.8751118779182434
|
|
},
|
|
{
|
|
"p": 0.06406508386135101,
|
|
"m": 0.4384516477584839
|
|
},
|
|
{
|
|
"p": 0.06965025514364243,
|
|
"m": 0.5081042647361755
|
|
},
|
|
{
|
|
"p": 0.06301519274711609,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.075281523168087,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07469598203897476,
|
|
"m": 0.9985764026641846
|
|
},
|
|
{
|
|
"p": 0.07673889398574829,
|
|
"m": 0.9010709524154663
|
|
},
|
|
{
|
|
"p": 0.07781185209751129,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08104957640171051,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11754816025495529,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08304178714752197,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 1.4931925535202026,
|
|
"val_loss": 1.0652055740356445,
|
|
"acc": 59.99,
|
|
"time": 236.33914594398811,
|
|
"param": [
|
|
{
|
|
"p": 0.08909083157777786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038375455886125565,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0773710161447525,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04884808138012886,
|
|
"m": 0.910223662853241
|
|
},
|
|
{
|
|
"p": 0.055124007165431976,
|
|
"m": 0.4487631618976593
|
|
},
|
|
{
|
|
"p": 0.06666942685842514,
|
|
"m": 0.49343544244766235
|
|
},
|
|
{
|
|
"p": 0.05691409111022949,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08053278177976608,
|
|
"m": 0.9332184791564941
|
|
},
|
|
{
|
|
"p": 0.08376350998878479,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0612180158495903,
|
|
"m": 0.8484069108963013
|
|
},
|
|
{
|
|
"p": 0.09331914037466049,
|
|
"m": 0.9859073758125305
|
|
},
|
|
{
|
|
"p": 0.10053417086601257,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08140645921230316,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0668330192565918,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 1.5964120626449585,
|
|
"val_loss": 1.0254778861999512,
|
|
"acc": 60.47,
|
|
"time": 236.1841096620774,
|
|
"param": [
|
|
{
|
|
"p": 0.0955769345164299,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06538919359445572,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0726328119635582,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051100265234708786,
|
|
"m": 0.9246848225593567
|
|
},
|
|
{
|
|
"p": 0.06687557697296143,
|
|
"m": 0.41085273027420044
|
|
},
|
|
{
|
|
"p": 0.05511139705777168,
|
|
"m": 0.5661891102790833
|
|
},
|
|
{
|
|
"p": 0.06476661562919617,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060684747993946075,
|
|
"m": 0.9307231307029724
|
|
},
|
|
{
|
|
"p": 0.07516128569841385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07865887135267258,
|
|
"m": 0.8478583097457886
|
|
},
|
|
{
|
|
"p": 0.08028403669595718,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0822354331612587,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08191665261983871,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06960617005825043,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 1.6095709800720215,
|
|
"val_loss": 1.0219753980636597,
|
|
"acc": 61.1,
|
|
"time": 237.16583022591658,
|
|
"param": [
|
|
{
|
|
"p": 0.09017294645309448,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07342313230037689,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08409225940704346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07201649248600006,
|
|
"m": 0.9506586194038391
|
|
},
|
|
{
|
|
"p": 0.08125544339418411,
|
|
"m": 0.4967990517616272
|
|
},
|
|
{
|
|
"p": 0.07841173559427261,
|
|
"m": 0.472297728061676
|
|
},
|
|
{
|
|
"p": 0.037737827748060226,
|
|
"m": 0.8532622456550598
|
|
},
|
|
{
|
|
"p": 0.06200040876865387,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06410917639732361,
|
|
"m": 0.9995975494384766
|
|
},
|
|
{
|
|
"p": 0.06612278521060944,
|
|
"m": 0.9169255495071411
|
|
},
|
|
{
|
|
"p": 0.08249815553426743,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07709018886089325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0904383659362793,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04063097760081291,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 1.634250283241272,
|
|
"val_loss": 1.0617408752441406,
|
|
"acc": 61.02,
|
|
"time": 235.90034459996969,
|
|
"param": [
|
|
{
|
|
"p": 0.0952470451593399,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06771163642406464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08038966357707977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04401586577296257,
|
|
"m": 0.8248786926269531
|
|
},
|
|
{
|
|
"p": 0.0513053797185421,
|
|
"m": 0.5357058048248291
|
|
},
|
|
{
|
|
"p": 0.06956972926855087,
|
|
"m": 0.5582032799720764
|
|
},
|
|
{
|
|
"p": 0.06254283338785172,
|
|
"m": 0.9117214679718018
|
|
},
|
|
{
|
|
"p": 0.05267976596951485,
|
|
"m": 0.891429603099823
|
|
},
|
|
{
|
|
"p": 0.08431050181388855,
|
|
"m": 0.9342828989028931
|
|
},
|
|
{
|
|
"p": 0.06287387013435364,
|
|
"m": 0.924433708190918
|
|
},
|
|
{
|
|
"p": 0.07327103614807129,
|
|
"m": 0.9391953349113464
|
|
},
|
|
{
|
|
"p": 0.10193348675966263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1093132272362709,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04483594745397568,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 1.5022639036178589,
|
|
"val_loss": 1.0606728792190552,
|
|
"acc": 59.6,
|
|
"time": 235.64553461794276,
|
|
"param": [
|
|
{
|
|
"p": 0.0732872411608696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06777556240558624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08266457915306091,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04944979399442673,
|
|
"m": 0.7363275289535522
|
|
},
|
|
{
|
|
"p": 0.0545702800154686,
|
|
"m": 0.5652885437011719
|
|
},
|
|
{
|
|
"p": 0.07529962062835693,
|
|
"m": 0.519812822341919
|
|
},
|
|
{
|
|
"p": 0.08691490441560745,
|
|
"m": 0.9498324394226074
|
|
},
|
|
{
|
|
"p": 0.06715746968984604,
|
|
"m": 0.8791404366493225
|
|
},
|
|
{
|
|
"p": 0.06806401163339615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06296773254871368,
|
|
"m": 0.9569175243377686
|
|
},
|
|
{
|
|
"p": 0.0912029817700386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07887887209653854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07767739146947861,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06408950686454773,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 1.4429861307144165,
|
|
"val_loss": 1.0081591606140137,
|
|
"acc": 61.41,
|
|
"time": 235.51897106401157,
|
|
"param": [
|
|
{
|
|
"p": 0.11712495237588882,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.032128479331731796,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10263501107692719,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02202325314283371,
|
|
"m": 0.7155309319496155
|
|
},
|
|
{
|
|
"p": 0.03730108216404915,
|
|
"m": 0.4760265648365021
|
|
},
|
|
{
|
|
"p": 0.06264811009168625,
|
|
"m": 0.529627799987793
|
|
},
|
|
{
|
|
"p": 0.0497036837041378,
|
|
"m": 0.8280555009841919
|
|
},
|
|
{
|
|
"p": 0.08164191991090775,
|
|
"m": 0.9721698760986328
|
|
},
|
|
{
|
|
"p": 0.07602950930595398,
|
|
"m": 0.989181399345398
|
|
},
|
|
{
|
|
"p": 0.059123601764440536,
|
|
"m": 0.9637435674667358
|
|
},
|
|
{
|
|
"p": 0.09389198571443558,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.093096524477005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10565072298049927,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06700105220079422,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 1.3475159406661987,
|
|
"val_loss": 1.0480958223342896,
|
|
"acc": 62.34,
|
|
"time": 236.54820314107928,
|
|
"param": [
|
|
{
|
|
"p": 0.09282846748828888,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06813894957304001,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07960687577724457,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06255541741847992,
|
|
"m": 0.8010983467102051
|
|
},
|
|
{
|
|
"p": 0.05000842735171318,
|
|
"m": 0.42702892422676086
|
|
},
|
|
{
|
|
"p": 0.07480789721012115,
|
|
"m": 0.5998381972312927
|
|
},
|
|
{
|
|
"p": 0.055107858031988144,
|
|
"m": 0.868678867816925
|
|
},
|
|
{
|
|
"p": 0.06887353211641312,
|
|
"m": 0.9912976622581482
|
|
},
|
|
{
|
|
"p": 0.05437108129262924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0734081119298935,
|
|
"m": 0.9039332866668701
|
|
},
|
|
{
|
|
"p": 0.0790843665599823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08850061148405075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10191841423511505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05079002305865288,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 1.4876508712768555,
|
|
"val_loss": 1.1094788312911987,
|
|
"acc": 61.55,
|
|
"time": 236.24953049991746,
|
|
"param": [
|
|
{
|
|
"p": 0.07758839428424835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06332097202539444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08997613191604614,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04542655497789383,
|
|
"m": 0.8336002230644226
|
|
},
|
|
{
|
|
"p": 0.05279586836695671,
|
|
"m": 0.5075755715370178
|
|
},
|
|
{
|
|
"p": 0.08204538375139236,
|
|
"m": 0.5944216251373291
|
|
},
|
|
{
|
|
"p": 0.07537456601858139,
|
|
"m": 0.8671376705169678
|
|
},
|
|
{
|
|
"p": 0.057064421474933624,
|
|
"m": 0.9115317463874817
|
|
},
|
|
{
|
|
"p": 0.0842125415802002,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07012686133384705,
|
|
"m": 0.9368249773979187
|
|
},
|
|
{
|
|
"p": 0.07945174723863602,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07639972865581512,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07587046921253204,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07034623622894287,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 1.4991048574447632,
|
|
"val_loss": 1.054189920425415,
|
|
"acc": 61.13,
|
|
"time": 236.6460433130851,
|
|
"param": [
|
|
{
|
|
"p": 0.0799177959561348,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06374653428792953,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.065688855946064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06802960485219955,
|
|
"m": 0.8793417811393738
|
|
},
|
|
{
|
|
"p": 0.052217621356248856,
|
|
"m": 0.5970041155815125
|
|
},
|
|
{
|
|
"p": 0.06062539294362068,
|
|
"m": 0.783511221408844
|
|
},
|
|
{
|
|
"p": 0.07601308822631836,
|
|
"m": 0.7511513233184814
|
|
},
|
|
{
|
|
"p": 0.061391137540340424,
|
|
"m": 0.9219860434532166
|
|
},
|
|
{
|
|
"p": 0.07489090412855148,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06631497293710709,
|
|
"m": 0.8884246945381165
|
|
},
|
|
{
|
|
"p": 0.0974276065826416,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0815962553024292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08456028252840042,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06757990270853043,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 1.4271421432495117,
|
|
"val_loss": 1.01425302028656,
|
|
"acc": 62.96,
|
|
"time": 236.46246334293392,
|
|
"param": [
|
|
{
|
|
"p": 0.07681459933519363,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07096654176712036,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08539111167192459,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03518874943256378,
|
|
"m": 0.9058968424797058
|
|
},
|
|
{
|
|
"p": 0.040631458163261414,
|
|
"m": 0.6481355428695679
|
|
},
|
|
{
|
|
"p": 0.06924974173307419,
|
|
"m": 0.7903037667274475
|
|
},
|
|
{
|
|
"p": 0.07214518636465073,
|
|
"m": 0.7142627835273743
|
|
},
|
|
{
|
|
"p": 0.0609385147690773,
|
|
"m": 0.9688442945480347
|
|
},
|
|
{
|
|
"p": 0.08450167626142502,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09079021960496902,
|
|
"m": 0.8483823537826538
|
|
},
|
|
{
|
|
"p": 0.07481548935174942,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07516613602638245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09344344586133957,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0699571967124939,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 1.3670510053634644,
|
|
"val_loss": 0.9399221539497375,
|
|
"acc": 62.57,
|
|
"time": 235.9764209620189,
|
|
"param": [
|
|
{
|
|
"p": 0.07128250598907471,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07195354253053665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09135013073682785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04617603123188019,
|
|
"m": 0.8113436698913574
|
|
},
|
|
{
|
|
"p": 0.07292916625738144,
|
|
"m": 0.6478387713432312
|
|
},
|
|
{
|
|
"p": 0.08780870586633682,
|
|
"m": 0.713115930557251
|
|
},
|
|
{
|
|
"p": 0.07596360892057419,
|
|
"m": 0.8276165127754211
|
|
},
|
|
{
|
|
"p": 0.07993578910827637,
|
|
"m": 0.9883862733840942
|
|
},
|
|
{
|
|
"p": 0.05718209967017174,
|
|
"m": 0.9943087100982666
|
|
},
|
|
{
|
|
"p": 0.07466311752796173,
|
|
"m": 0.8971419930458069
|
|
},
|
|
{
|
|
"p": 0.05511385202407837,
|
|
"m": 0.989369809627533
|
|
},
|
|
{
|
|
"p": 0.08050137013196945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06521543115377426,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06992464512586594,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 1.4633800983428955,
|
|
"val_loss": 0.9533770680427551,
|
|
"acc": 61.87,
|
|
"time": 237.05438557302114,
|
|
"param": [
|
|
{
|
|
"p": 0.07198087126016617,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05146988108754158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08043307065963745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051241662353277206,
|
|
"m": 0.8797770142555237
|
|
},
|
|
{
|
|
"p": 0.06976133584976196,
|
|
"m": 0.6007223725318909
|
|
},
|
|
{
|
|
"p": 0.06128845736384392,
|
|
"m": 0.8142271637916565
|
|
},
|
|
{
|
|
"p": 0.08351951092481613,
|
|
"m": 0.9223340749740601
|
|
},
|
|
{
|
|
"p": 0.06936771422624588,
|
|
"m": 0.9932743310928345
|
|
},
|
|
{
|
|
"p": 0.05918266996741295,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0922749862074852,
|
|
"m": 0.9216739535331726
|
|
},
|
|
{
|
|
"p": 0.07685508579015732,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09482236951589584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08103880286216736,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05676361918449402,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 1.370796799659729,
|
|
"val_loss": 1.0786300897598267,
|
|
"acc": 62.07,
|
|
"time": 237.7550017030444,
|
|
"param": [
|
|
{
|
|
"p": 0.11564478278160095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04839219152927399,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07399178296327591,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.014838853850960732,
|
|
"m": 0.7606281638145447
|
|
},
|
|
{
|
|
"p": 0.03658203035593033,
|
|
"m": 0.5983831286430359
|
|
},
|
|
{
|
|
"p": 0.0508563332259655,
|
|
"m": 0.8379685282707214
|
|
},
|
|
{
|
|
"p": 0.054260291159152985,
|
|
"m": 0.8916015625
|
|
},
|
|
{
|
|
"p": 0.07476164400577545,
|
|
"m": 0.8597345352172852
|
|
},
|
|
{
|
|
"p": 0.10219158977270126,
|
|
"m": 0.9994627237319946
|
|
},
|
|
{
|
|
"p": 0.08327775448560715,
|
|
"m": 0.9994832277297974
|
|
},
|
|
{
|
|
"p": 0.09756913036108017,
|
|
"m": 0.9998430609703064
|
|
},
|
|
{
|
|
"p": 0.07800168544054031,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08634698390960693,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08328483998775482,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 1.4381217956542969,
|
|
"val_loss": 1.1043096780776978,
|
|
"acc": 62.42,
|
|
"time": 238.28630090795923,
|
|
"param": [
|
|
{
|
|
"p": 0.08426887542009354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05139632895588875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09288021922111511,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035546351224184036,
|
|
"m": 0.71368807554245
|
|
},
|
|
{
|
|
"p": 0.05644454061985016,
|
|
"m": 0.4366677701473236
|
|
},
|
|
{
|
|
"p": 0.06242194026708603,
|
|
"m": 0.8890019655227661
|
|
},
|
|
{
|
|
"p": 0.06686525791883469,
|
|
"m": 0.9292328357696533
|
|
},
|
|
{
|
|
"p": 0.06379684060811996,
|
|
"m": 0.8601130247116089
|
|
},
|
|
{
|
|
"p": 0.07462619245052338,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07981311529874802,
|
|
"m": 0.983741044998169
|
|
},
|
|
{
|
|
"p": 0.08537525683641434,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09862807393074036,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08465776592493057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06327922642230988,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 1.2467563152313232,
|
|
"val_loss": 1.0661473274230957,
|
|
"acc": 60.93,
|
|
"time": 235.12812635896262,
|
|
"param": [
|
|
{
|
|
"p": 0.07976345717906952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06288445740938187,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08413510024547577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0408451221883297,
|
|
"m": 0.6695625185966492
|
|
},
|
|
{
|
|
"p": 0.04957948625087738,
|
|
"m": 0.4316762387752533
|
|
},
|
|
{
|
|
"p": 0.04467383772134781,
|
|
"m": 0.9557661414146423
|
|
},
|
|
{
|
|
"p": 0.05830637365579605,
|
|
"m": 0.8330586552619934
|
|
},
|
|
{
|
|
"p": 0.07207559794187546,
|
|
"m": 0.9371592402458191
|
|
},
|
|
{
|
|
"p": 0.0759856328368187,
|
|
"m": 0.9842727184295654
|
|
},
|
|
{
|
|
"p": 0.09027885645627975,
|
|
"m": 0.9473705887794495
|
|
},
|
|
{
|
|
"p": 0.08683085441589355,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08180638402700424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07889527082443237,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09393952786922455,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 1.283501386642456,
|
|
"val_loss": 0.9965838193893433,
|
|
"acc": 63.3,
|
|
"time": 236.37263346801046,
|
|
"param": [
|
|
{
|
|
"p": 0.09317906200885773,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044018350541591644,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09978347271680832,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03713347017765045,
|
|
"m": 0.5790843963623047
|
|
},
|
|
{
|
|
"p": 0.019959980621933937,
|
|
"m": 0.46279314160346985
|
|
},
|
|
{
|
|
"p": 0.0685902014374733,
|
|
"m": 0.9248724579811096
|
|
},
|
|
{
|
|
"p": 0.05039859935641289,
|
|
"m": 0.7228951454162598
|
|
},
|
|
{
|
|
"p": 0.07465390861034393,
|
|
"m": 0.8411511182785034
|
|
},
|
|
{
|
|
"p": 0.07522282749414444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07998866587877274,
|
|
"m": 0.9831316471099854
|
|
},
|
|
{
|
|
"p": 0.0798271894454956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08217738568782806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10991906374692917,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08514784276485443,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 1.4711986780166626,
|
|
"val_loss": 0.9838953614234924,
|
|
"acc": 62.21,
|
|
"time": 236.6858454500325,
|
|
"param": [
|
|
{
|
|
"p": 0.07093777507543564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060844965279102325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07954876869916916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06334585696458817,
|
|
"m": 0.6424043774604797
|
|
},
|
|
{
|
|
"p": 0.06941671669483185,
|
|
"m": 0.47489550709724426
|
|
},
|
|
{
|
|
"p": 0.05556643009185791,
|
|
"m": 0.8387147188186646
|
|
},
|
|
{
|
|
"p": 0.07446566224098206,
|
|
"m": 0.6990121603012085
|
|
},
|
|
{
|
|
"p": 0.06438072770833969,
|
|
"m": 0.8891196846961975
|
|
},
|
|
{
|
|
"p": 0.07946749031543732,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07571639865636826,
|
|
"m": 0.8234785199165344
|
|
},
|
|
{
|
|
"p": 0.06900831311941147,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07828574627637863,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0927666649222374,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06624849885702133,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 1.3915728330612183,
|
|
"val_loss": 0.9909607172012329,
|
|
"acc": 63.99,
|
|
"time": 236.4957518739393,
|
|
"param": [
|
|
{
|
|
"p": 0.06615550816059113,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057866618037223816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08533644676208496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03162570297718048,
|
|
"m": 0.6843389868736267
|
|
},
|
|
{
|
|
"p": 0.0852598324418068,
|
|
"m": 0.4443589448928833
|
|
},
|
|
{
|
|
"p": 0.07303702086210251,
|
|
"m": 0.900924563407898
|
|
},
|
|
{
|
|
"p": 0.05343862622976303,
|
|
"m": 0.7795529961585999
|
|
},
|
|
{
|
|
"p": 0.07018547505140305,
|
|
"m": 0.7953270077705383
|
|
},
|
|
{
|
|
"p": 0.07641541957855225,
|
|
"m": 0.9993159174919128
|
|
},
|
|
{
|
|
"p": 0.08742467314004898,
|
|
"m": 0.8213668465614319
|
|
},
|
|
{
|
|
"p": 0.08089837431907654,
|
|
"m": 0.9771540760993958
|
|
},
|
|
{
|
|
"p": 0.08761388808488846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08364079892635345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061101678758859634,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 1.2912664413452148,
|
|
"val_loss": 0.9367968440055847,
|
|
"acc": 63.42,
|
|
"time": 237.33162761095446,
|
|
"param": [
|
|
{
|
|
"p": 0.07506518065929413,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0515829399228096,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05121113732457161,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059457674622535706,
|
|
"m": 0.7858440279960632
|
|
},
|
|
{
|
|
"p": 0.06610473990440369,
|
|
"m": 0.32037755846977234
|
|
},
|
|
{
|
|
"p": 0.06368136405944824,
|
|
"m": 0.9298175573348999
|
|
},
|
|
{
|
|
"p": 0.07946742326021194,
|
|
"m": 0.7847617268562317
|
|
},
|
|
{
|
|
"p": 0.07646460831165314,
|
|
"m": 0.8794971704483032
|
|
},
|
|
{
|
|
"p": 0.09721255302429199,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07521945238113403,
|
|
"m": 0.7225155830383301
|
|
},
|
|
{
|
|
"p": 0.060074374079704285,
|
|
"m": 0.9914438724517822
|
|
},
|
|
{
|
|
"p": 0.07411600649356842,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09943584352731705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07090666890144348,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 1.4980196952819824,
|
|
"val_loss": 0.9902449250221252,
|
|
"acc": 61.95,
|
|
"time": 236.9846126449993,
|
|
"param": [
|
|
{
|
|
"p": 0.08789018541574478,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056692734360694885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0776350200176239,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062161460518836975,
|
|
"m": 0.8227993845939636
|
|
},
|
|
{
|
|
"p": 0.06448449194431305,
|
|
"m": 0.2841484546661377
|
|
},
|
|
{
|
|
"p": 0.06744015961885452,
|
|
"m": 0.9361382722854614
|
|
},
|
|
{
|
|
"p": 0.07533285766839981,
|
|
"m": 0.7751376032829285
|
|
},
|
|
{
|
|
"p": 0.07829082757234573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06458375602960587,
|
|
"m": 0.9922608733177185
|
|
},
|
|
{
|
|
"p": 0.08060441166162491,
|
|
"m": 0.7514293193817139
|
|
},
|
|
{
|
|
"p": 0.0767955332994461,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07157349586486816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0782141163945198,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058300912380218506,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 1.3600972890853882,
|
|
"val_loss": 1.0233417749404907,
|
|
"acc": 63.86,
|
|
"time": 238.8857290270971,
|
|
"param": [
|
|
{
|
|
"p": 0.08214492350816727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052178941667079926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06566008925437927,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04641026258468628,
|
|
"m": 0.7348554730415344
|
|
},
|
|
{
|
|
"p": 0.07284747064113617,
|
|
"m": 0.3207314610481262
|
|
},
|
|
{
|
|
"p": 0.05401330441236496,
|
|
"m": 0.9312397837638855
|
|
},
|
|
{
|
|
"p": 0.06787146627902985,
|
|
"m": 0.8407424688339233
|
|
},
|
|
{
|
|
"p": 0.08053626120090485,
|
|
"m": 0.7953078150749207
|
|
},
|
|
{
|
|
"p": 0.08657222986221313,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07124767452478409,
|
|
"m": 0.8279569745063782
|
|
},
|
|
{
|
|
"p": 0.06471765041351318,
|
|
"m": 0.9849880933761597
|
|
},
|
|
{
|
|
"p": 0.09582584351301193,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0746794044971466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08529448509216309,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 1.4347203969955444,
|
|
"val_loss": 1.0342416763305664,
|
|
"acc": 63.84,
|
|
"time": 236.93371038895566,
|
|
"param": [
|
|
{
|
|
"p": 0.0867803767323494,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062261395156383514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0826074481010437,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045928239822387695,
|
|
"m": 0.7063302397727966
|
|
},
|
|
{
|
|
"p": 0.08080310374498367,
|
|
"m": 0.22531192004680634
|
|
},
|
|
{
|
|
"p": 0.06735093891620636,
|
|
"m": 0.9052479863166809
|
|
},
|
|
{
|
|
"p": 0.058019038289785385,
|
|
"m": 0.7765707969665527
|
|
},
|
|
{
|
|
"p": 0.05575798079371452,
|
|
"m": 0.7691518664360046
|
|
},
|
|
{
|
|
"p": 0.07185248285531998,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07447268813848495,
|
|
"m": 0.8320396542549133
|
|
},
|
|
{
|
|
"p": 0.08885889500379562,
|
|
"m": 0.9973846673965454
|
|
},
|
|
{
|
|
"p": 0.08771254867315292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07604093104600906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06155399978160858,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 1.3403079509735107,
|
|
"val_loss": 1.0029075145721436,
|
|
"acc": 66.23,
|
|
"time": 235.32815242907964,
|
|
"param": [
|
|
{
|
|
"p": 0.0855773463845253,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061962440609931946,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08838165551424026,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061791785061359406,
|
|
"m": 0.6945443153381348
|
|
},
|
|
{
|
|
"p": 0.04396258294582367,
|
|
"m": 0.161553293466568
|
|
},
|
|
{
|
|
"p": 0.07530074566602707,
|
|
"m": 0.8523744344711304
|
|
},
|
|
{
|
|
"p": 0.06664231419563293,
|
|
"m": 0.8146302700042725
|
|
},
|
|
{
|
|
"p": 0.09245651215314865,
|
|
"m": 0.8540581464767456
|
|
},
|
|
{
|
|
"p": 0.07612820714712143,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07688745856285095,
|
|
"m": 0.8675559163093567
|
|
},
|
|
{
|
|
"p": 0.07586004585027695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08415808528661728,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05669105798006058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05419965460896492,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 1.3506542444229126,
|
|
"val_loss": 1.037873387336731,
|
|
"acc": 65.18,
|
|
"time": 236.50217813102063,
|
|
"param": [
|
|
{
|
|
"p": 0.08778978884220123,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07900066673755646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06275147199630737,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05967095494270325,
|
|
"m": 0.5679006576538086
|
|
},
|
|
{
|
|
"p": 0.07765070348978043,
|
|
"m": 0.22888487577438354
|
|
},
|
|
{
|
|
"p": 0.0674828588962555,
|
|
"m": 0.844391405582428
|
|
},
|
|
{
|
|
"p": 0.06357651203870773,
|
|
"m": 0.6441013216972351
|
|
},
|
|
{
|
|
"p": 0.06706611812114716,
|
|
"m": 0.8619734048843384
|
|
},
|
|
{
|
|
"p": 0.05998579412698746,
|
|
"m": 0.9671334028244019
|
|
},
|
|
{
|
|
"p": 0.06320585310459137,
|
|
"m": 0.8096675872802734
|
|
},
|
|
{
|
|
"p": 0.06660957634449005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0844331905245781,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10099458694458008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05978187546133995,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 1.2561582326889038,
|
|
"val_loss": 1.0107758045196533,
|
|
"acc": 64.57,
|
|
"time": 236.16098267410416,
|
|
"param": [
|
|
{
|
|
"p": 0.08224082738161087,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08156576752662659,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09526021778583527,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04986374080181122,
|
|
"m": 0.6557842493057251
|
|
},
|
|
{
|
|
"p": 0.07313685119152069,
|
|
"m": 0.1855371594429016
|
|
},
|
|
{
|
|
"p": 0.04554662108421326,
|
|
"m": 0.9432674050331116
|
|
},
|
|
{
|
|
"p": 0.054540812969207764,
|
|
"m": 0.7897874712944031
|
|
},
|
|
{
|
|
"p": 0.07331652194261551,
|
|
"m": 0.9717122316360474
|
|
},
|
|
{
|
|
"p": 0.0781649649143219,
|
|
"m": 0.9967349767684937
|
|
},
|
|
{
|
|
"p": 0.0801251232624054,
|
|
"m": 0.7942000031471252
|
|
},
|
|
{
|
|
"p": 0.06780275702476501,
|
|
"m": 0.9750572443008423
|
|
},
|
|
{
|
|
"p": 0.07982829958200455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08653117716312408,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05207621306180954,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 1.2530930042266846,
|
|
"val_loss": 0.9877910017967224,
|
|
"acc": 64.49,
|
|
"time": 238.34152849100064,
|
|
"param": [
|
|
{
|
|
"p": 0.08780613541603088,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04716731235384941,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08949685841798782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04322756454348564,
|
|
"m": 0.6217971444129944
|
|
},
|
|
{
|
|
"p": 0.06847216188907623,
|
|
"m": 0.31430986523628235
|
|
},
|
|
{
|
|
"p": 0.06631939858198166,
|
|
"m": 0.9134976267814636
|
|
},
|
|
{
|
|
"p": 0.059432465583086014,
|
|
"m": 0.9782748818397522
|
|
},
|
|
{
|
|
"p": 0.0746435821056366,
|
|
"m": 0.9136773347854614
|
|
},
|
|
{
|
|
"p": 0.06659965217113495,
|
|
"m": 0.9764946103096008
|
|
},
|
|
{
|
|
"p": 0.06484916806221008,
|
|
"m": 0.9418007731437683
|
|
},
|
|
{
|
|
"p": 0.08495389670133591,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0826738029718399,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0882609561085701,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07609694451093674,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 1.428475022315979,
|
|
"val_loss": 1.029598355293274,
|
|
"acc": 65.62,
|
|
"time": 235.81922709709033,
|
|
"param": [
|
|
{
|
|
"p": 0.07172614336013794,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05415784940123558,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07346814125776291,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058408915996551514,
|
|
"m": 0.6645208597183228
|
|
},
|
|
{
|
|
"p": 0.05669378489255905,
|
|
"m": 0.40676918625831604
|
|
},
|
|
{
|
|
"p": 0.058015186339616776,
|
|
"m": 0.8765413761138916
|
|
},
|
|
{
|
|
"p": 0.09757999330759048,
|
|
"m": 0.919667661190033
|
|
},
|
|
{
|
|
"p": 0.0721505656838417,
|
|
"m": 0.8991917371749878
|
|
},
|
|
{
|
|
"p": 0.0813124030828476,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061458200216293335,
|
|
"m": 0.9995200634002686
|
|
},
|
|
{
|
|
"p": 0.07260826975107193,
|
|
"m": 0.9995269179344177
|
|
},
|
|
{
|
|
"p": 0.08287293463945389,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08876043558120728,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0707872211933136,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 1.4073009490966797,
|
|
"val_loss": 0.8427066802978516,
|
|
"acc": 66.78,
|
|
"time": 236.3761876130011,
|
|
"param": [
|
|
{
|
|
"p": 0.08207657188177109,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06564837694168091,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07785939425230026,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06275167316198349,
|
|
"m": 0.7604841589927673
|
|
},
|
|
{
|
|
"p": 0.05754419043660164,
|
|
"m": 0.49198225140571594
|
|
},
|
|
{
|
|
"p": 0.06528175622224808,
|
|
"m": 0.8410017490386963
|
|
},
|
|
{
|
|
"p": 0.06452275812625885,
|
|
"m": 0.9449540376663208
|
|
},
|
|
{
|
|
"p": 0.056582119315862656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09635840356349945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07011844962835312,
|
|
"m": 0.9236035943031311
|
|
},
|
|
{
|
|
"p": 0.08036266267299652,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07062248140573502,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08687430620193481,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06339684873819351,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 1.3924479484558105,
|
|
"val_loss": 1.1322541236877441,
|
|
"acc": 63.87,
|
|
"time": 235.78177257301286,
|
|
"param": [
|
|
{
|
|
"p": 0.07430063933134079,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06344647705554962,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08517048507928848,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06136908754706383,
|
|
"m": 0.6198754906654358
|
|
},
|
|
{
|
|
"p": 0.06655248999595642,
|
|
"m": 0.46401408314704895
|
|
},
|
|
{
|
|
"p": 0.05500887706875801,
|
|
"m": 0.8128025531768799
|
|
},
|
|
{
|
|
"p": 0.0746767595410347,
|
|
"m": 0.9437434673309326
|
|
},
|
|
{
|
|
"p": 0.07222676277160645,
|
|
"m": 0.9124082922935486
|
|
},
|
|
{
|
|
"p": 0.06607315689325333,
|
|
"m": 0.9771501421928406
|
|
},
|
|
{
|
|
"p": 0.078335702419281,
|
|
"m": 0.9128656983375549
|
|
},
|
|
{
|
|
"p": 0.0900091677904129,
|
|
"m": 0.9995207786560059
|
|
},
|
|
{
|
|
"p": 0.06419800221920013,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07509671896696091,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0735357478260994,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 1.2995131015777588,
|
|
"val_loss": 1.0581194162368774,
|
|
"acc": 67.11,
|
|
"time": 236.45987843407784,
|
|
"param": [
|
|
{
|
|
"p": 0.07893314957618713,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05521579086780548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07756947726011276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05814094841480255,
|
|
"m": 0.5379880666732788
|
|
},
|
|
{
|
|
"p": 0.06338585168123245,
|
|
"m": 0.5459302663803101
|
|
},
|
|
{
|
|
"p": 0.07981008291244507,
|
|
"m": 0.8223890066146851
|
|
},
|
|
{
|
|
"p": 0.0731065422296524,
|
|
"m": 0.8628185391426086
|
|
},
|
|
{
|
|
"p": 0.06774243712425232,
|
|
"m": 0.9951356649398804
|
|
},
|
|
{
|
|
"p": 0.08251079171895981,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0883772224187851,
|
|
"m": 0.8230790495872498
|
|
},
|
|
{
|
|
"p": 0.07670282572507858,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07905387133359909,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06756336241960526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05188770964741707,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 1.1750539541244507,
|
|
"val_loss": 1.0318511724472046,
|
|
"acc": 66.48,
|
|
"time": 235.81829205004033,
|
|
"param": [
|
|
{
|
|
"p": 0.0855088159441948,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07533817738294601,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10605932772159576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04654551297426224,
|
|
"m": 0.44987452030181885
|
|
},
|
|
{
|
|
"p": 0.038330696523189545,
|
|
"m": 0.5561850666999817
|
|
},
|
|
{
|
|
"p": 0.048663921654224396,
|
|
"m": 0.8535962700843811
|
|
},
|
|
{
|
|
"p": 0.060255806893110275,
|
|
"m": 0.7049719095230103
|
|
},
|
|
{
|
|
"p": 0.037669796496629715,
|
|
"m": 0.9702653288841248
|
|
},
|
|
{
|
|
"p": 0.08190502226352692,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0892321914434433,
|
|
"m": 0.7854326367378235
|
|
},
|
|
{
|
|
"p": 0.07728645205497742,
|
|
"m": 0.9544558525085449
|
|
},
|
|
{
|
|
"p": 0.10324414074420929,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11407226324081421,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03588799387216568,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 1.4541329145431519,
|
|
"val_loss": 0.9654362201690674,
|
|
"acc": 64.91,
|
|
"time": 234.80855651001912,
|
|
"param": [
|
|
{
|
|
"p": 0.06222684308886528,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06934800744056702,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08611492067575455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06722106039524078,
|
|
"m": 0.4646916687488556
|
|
},
|
|
{
|
|
"p": 0.06904221326112747,
|
|
"m": 0.6203403472900391
|
|
},
|
|
{
|
|
"p": 0.07169361412525177,
|
|
"m": 0.7602089643478394
|
|
},
|
|
{
|
|
"p": 0.08314400911331177,
|
|
"m": 0.9222004413604736
|
|
},
|
|
{
|
|
"p": 0.06604050099849701,
|
|
"m": 0.9925723075866699
|
|
},
|
|
{
|
|
"p": 0.06579301506280899,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06898800283670425,
|
|
"m": 0.7197557687759399
|
|
},
|
|
{
|
|
"p": 0.06794106960296631,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06384268403053284,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08283715695142746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07576683908700943,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 1.3834855556488037,
|
|
"val_loss": 0.9258738160133362,
|
|
"acc": 65.98,
|
|
"time": 236.01289460610133,
|
|
"param": [
|
|
{
|
|
"p": 0.08957699686288834,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03105507791042328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08843865990638733,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03600894659757614,
|
|
"m": 0.3661021292209625
|
|
},
|
|
{
|
|
"p": 0.04537874087691307,
|
|
"m": 0.6164734363555908
|
|
},
|
|
{
|
|
"p": 0.06857411563396454,
|
|
"m": 0.7784289121627808
|
|
},
|
|
{
|
|
"p": 0.08372098207473755,
|
|
"m": 0.804783046245575
|
|
},
|
|
{
|
|
"p": 0.0772932916879654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06572254002094269,
|
|
"m": 0.9706705808639526
|
|
},
|
|
{
|
|
"p": 0.10340151190757751,
|
|
"m": 0.7722765803337097
|
|
},
|
|
{
|
|
"p": 0.07979251444339752,
|
|
"m": 0.9997654557228088
|
|
},
|
|
{
|
|
"p": 0.09409830719232559,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10269398242235184,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03424440696835518,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 1.3123022317886353,
|
|
"val_loss": 0.9114025235176086,
|
|
"acc": 66.49,
|
|
"time": 236.92568998795468,
|
|
"param": [
|
|
{
|
|
"p": 0.08551963418722153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05953328311443329,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0959356278181076,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04872431606054306,
|
|
"m": 0.3437582552433014
|
|
},
|
|
{
|
|
"p": 0.05848892405629158,
|
|
"m": 0.5962914824485779
|
|
},
|
|
{
|
|
"p": 0.06844472140073776,
|
|
"m": 0.6807491779327393
|
|
},
|
|
{
|
|
"p": 0.06622233241796494,
|
|
"m": 0.7973810434341431
|
|
},
|
|
{
|
|
"p": 0.07613872736692429,
|
|
"m": 0.9220855832099915
|
|
},
|
|
{
|
|
"p": 0.05846986919641495,
|
|
"m": 0.9640560150146484
|
|
},
|
|
{
|
|
"p": 0.07437363266944885,
|
|
"m": 0.8535526394844055
|
|
},
|
|
{
|
|
"p": 0.05871559679508209,
|
|
"m": 0.9755919575691223
|
|
},
|
|
{
|
|
"p": 0.11868711560964584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06810685992240906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06263935565948486,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 1.2363258600234985,
|
|
"val_loss": 0.9373210072517395,
|
|
"acc": 66.94,
|
|
"time": 236.13513855193742,
|
|
"param": [
|
|
{
|
|
"p": 0.06656810641288757,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08241389691829681,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08314552158117294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0774780884385109,
|
|
"m": 0.3550429940223694
|
|
},
|
|
{
|
|
"p": 0.06439526379108429,
|
|
"m": 0.5473294854164124
|
|
},
|
|
{
|
|
"p": 0.08150806277990341,
|
|
"m": 0.8022170662879944
|
|
},
|
|
{
|
|
"p": 0.048646923154592514,
|
|
"m": 0.782555878162384
|
|
},
|
|
{
|
|
"p": 0.06273800134658813,
|
|
"m": 0.9143535494804382
|
|
},
|
|
{
|
|
"p": 0.05439506471157074,
|
|
"m": 0.9573140740394592
|
|
},
|
|
{
|
|
"p": 0.08776558190584183,
|
|
"m": 0.8570400476455688
|
|
},
|
|
{
|
|
"p": 0.07172751426696777,
|
|
"m": 0.9622334241867065
|
|
},
|
|
{
|
|
"p": 0.059457339346408844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07814729958772659,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0816132202744484,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 1.1100233793258667,
|
|
"val_loss": 0.8750158548355103,
|
|
"acc": 68.01,
|
|
"time": 236.37326960405335,
|
|
"param": [
|
|
{
|
|
"p": 0.08565136790275574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0405762605369091,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0869029238820076,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06438086926937103,
|
|
"m": 0.40713199973106384
|
|
},
|
|
{
|
|
"p": 0.04685044661164284,
|
|
"m": 0.5726548433303833
|
|
},
|
|
{
|
|
"p": 0.07477869093418121,
|
|
"m": 0.6902312636375427
|
|
},
|
|
{
|
|
"p": 0.09942840039730072,
|
|
"m": 0.9081603288650513
|
|
},
|
|
{
|
|
"p": 0.0697590708732605,
|
|
"m": 0.8483799695968628
|
|
},
|
|
{
|
|
"p": 0.07080522924661636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07997049391269684,
|
|
"m": 0.7824899554252625
|
|
},
|
|
{
|
|
"p": 0.04812130331993103,
|
|
"m": 0.9527064561843872
|
|
},
|
|
{
|
|
"p": 0.07167067378759384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0873263031244278,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07377800345420837,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 1.4456356763839722,
|
|
"val_loss": 0.9297822713851929,
|
|
"acc": 66.45,
|
|
"time": 235.9810364479199,
|
|
"param": [
|
|
{
|
|
"p": 0.07492786645889282,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05243174731731415,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08171229064464569,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07939773052930832,
|
|
"m": 0.35640662908554077
|
|
},
|
|
{
|
|
"p": 0.0569048672914505,
|
|
"m": 0.6255006790161133
|
|
},
|
|
{
|
|
"p": 0.07611318677663803,
|
|
"m": 0.8659618496894836
|
|
},
|
|
{
|
|
"p": 0.05170312896370888,
|
|
"m": 0.9224905371665955
|
|
},
|
|
{
|
|
"p": 0.060833048075437546,
|
|
"m": 0.7266727089881897
|
|
},
|
|
{
|
|
"p": 0.07740424573421478,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08277931064367294,
|
|
"m": 0.8378177285194397
|
|
},
|
|
{
|
|
"p": 0.06291870027780533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08994179219007492,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07638975977897644,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07654234021902084,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 1.272646188735962,
|
|
"val_loss": 0.8506229519844055,
|
|
"acc": 67.79,
|
|
"time": 237.18188756599557,
|
|
"param": [
|
|
{
|
|
"p": 0.09158763289451599,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048240065574645996,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.079398013651371,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04943316802382469,
|
|
"m": 0.38749006390571594
|
|
},
|
|
{
|
|
"p": 0.039175134152173996,
|
|
"m": 0.6124510169029236
|
|
},
|
|
{
|
|
"p": 0.054128751158714294,
|
|
"m": 0.8043554425239563
|
|
},
|
|
{
|
|
"p": 0.07956916838884354,
|
|
"m": 0.9766734838485718
|
|
},
|
|
{
|
|
"p": 0.08226584643125534,
|
|
"m": 0.8368293046951294
|
|
},
|
|
{
|
|
"p": 0.08269721269607544,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07746577262878418,
|
|
"m": 0.7795367240905762
|
|
},
|
|
{
|
|
"p": 0.07194911688566208,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09311401098966599,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09303402900695801,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05794203281402588,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 1.3589839935302734,
|
|
"val_loss": 0.992120623588562,
|
|
"acc": 66.52,
|
|
"time": 237.37971893302165,
|
|
"param": [
|
|
{
|
|
"p": 0.07576799392700195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06550591439008713,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09798042476177216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054160960018634796,
|
|
"m": 0.39414823055267334
|
|
},
|
|
{
|
|
"p": 0.04424784332513809,
|
|
"m": 0.662322461605072
|
|
},
|
|
{
|
|
"p": 0.06612578779459,
|
|
"m": 0.7243912816047668
|
|
},
|
|
{
|
|
"p": 0.07100286334753036,
|
|
"m": 0.940187931060791
|
|
},
|
|
{
|
|
"p": 0.06282412260770798,
|
|
"m": 0.9082399606704712
|
|
},
|
|
{
|
|
"p": 0.07281865179538727,
|
|
"m": 0.9901228547096252
|
|
},
|
|
{
|
|
"p": 0.06537449359893799,
|
|
"m": 0.9018164873123169
|
|
},
|
|
{
|
|
"p": 0.090501569211483,
|
|
"m": 0.9991761445999146
|
|
},
|
|
{
|
|
"p": 0.07806114852428436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08374594151973724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07188215851783752,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 1.3106486797332764,
|
|
"val_loss": 0.9223729968070984,
|
|
"acc": 67.17,
|
|
"time": 235.2065704370616,
|
|
"param": [
|
|
{
|
|
"p": 0.08367282152175903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07288769632577896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09345412999391556,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05969518423080444,
|
|
"m": 0.393140584230423
|
|
},
|
|
{
|
|
"p": 0.06376177072525024,
|
|
"m": 0.5817049741744995
|
|
},
|
|
{
|
|
"p": 0.05511273816227913,
|
|
"m": 0.573063850402832
|
|
},
|
|
{
|
|
"p": 0.06709117442369461,
|
|
"m": 0.9170370101928711
|
|
},
|
|
{
|
|
"p": 0.034341663122177124,
|
|
"m": 0.8066416382789612
|
|
},
|
|
{
|
|
"p": 0.07490236312150955,
|
|
"m": 0.9939085841178894
|
|
},
|
|
{
|
|
"p": 0.09821964055299759,
|
|
"m": 0.9998590350151062
|
|
},
|
|
{
|
|
"p": 0.07987958192825317,
|
|
"m": 0.9566742777824402
|
|
},
|
|
{
|
|
"p": 0.07888723164796829,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0919591635465622,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04613485187292099,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 1.1650601625442505,
|
|
"val_loss": 1.0031472444534302,
|
|
"acc": 66.26,
|
|
"time": 236.91771953494754,
|
|
"param": [
|
|
{
|
|
"p": 0.07799573987722397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06724371016025543,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08207491785287857,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051248498260974884,
|
|
"m": 0.3686615526676178
|
|
},
|
|
{
|
|
"p": 0.06271109730005264,
|
|
"m": 0.6541100740432739
|
|
},
|
|
{
|
|
"p": 0.06665010750293732,
|
|
"m": 0.551365852355957
|
|
},
|
|
{
|
|
"p": 0.08310849964618683,
|
|
"m": 0.9457729458808899
|
|
},
|
|
{
|
|
"p": 0.07060351222753525,
|
|
"m": 0.822275698184967
|
|
},
|
|
{
|
|
"p": 0.08834772557020187,
|
|
"m": 0.9885544776916504
|
|
},
|
|
{
|
|
"p": 0.07775120437145233,
|
|
"m": 0.9690541625022888
|
|
},
|
|
{
|
|
"p": 0.05948323756456375,
|
|
"m": 0.9849258065223694
|
|
},
|
|
{
|
|
"p": 0.07907126098871231,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08402998745441437,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0496804304420948,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 1.1190816164016724,
|
|
"val_loss": 0.8291246294975281,
|
|
"acc": 67.2,
|
|
"time": 236.98801860201638,
|
|
"param": [
|
|
{
|
|
"p": 0.0908142626285553,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06379012763500214,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0686803013086319,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05640270560979843,
|
|
"m": 0.20754879713058472
|
|
},
|
|
{
|
|
"p": 0.06676384061574936,
|
|
"m": 0.6159194111824036
|
|
},
|
|
{
|
|
"p": 0.06055745109915733,
|
|
"m": 0.4514337480068207
|
|
},
|
|
{
|
|
"p": 0.057038504630327225,
|
|
"m": 0.7610877752304077
|
|
},
|
|
{
|
|
"p": 0.0587809719145298,
|
|
"m": 0.6921940445899963
|
|
},
|
|
{
|
|
"p": 0.07910557091236115,
|
|
"m": 0.982147216796875
|
|
},
|
|
{
|
|
"p": 0.08153536915779114,
|
|
"m": 0.9316027760505676
|
|
},
|
|
{
|
|
"p": 0.08327806740999222,
|
|
"m": 0.9996953010559082
|
|
},
|
|
{
|
|
"p": 0.08281715214252472,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08991192281246185,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06052379310131073,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 1.3085668087005615,
|
|
"val_loss": 0.8585149645805359,
|
|
"acc": 67.13,
|
|
"time": 236.14161162206437,
|
|
"param": [
|
|
{
|
|
"p": 0.07536190748214722,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07309019565582275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10061857104301453,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06830297410488129,
|
|
"m": 0.262690007686615
|
|
},
|
|
{
|
|
"p": 0.0427376925945282,
|
|
"m": 0.6936803460121155
|
|
},
|
|
{
|
|
"p": 0.06210710480809212,
|
|
"m": 0.635367751121521
|
|
},
|
|
{
|
|
"p": 0.09693942964076996,
|
|
"m": 0.7250603437423706
|
|
},
|
|
{
|
|
"p": 0.07994942367076874,
|
|
"m": 0.6988240480422974
|
|
},
|
|
{
|
|
"p": 0.05770944058895111,
|
|
"m": 0.9584817886352539
|
|
},
|
|
{
|
|
"p": 0.056267209351062775,
|
|
"m": 0.9114695191383362
|
|
},
|
|
{
|
|
"p": 0.06497061252593994,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07591687142848969,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09058322757482529,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055445361882448196,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 1.1759836673736572,
|
|
"val_loss": 0.9031179547309875,
|
|
"acc": 68.65,
|
|
"time": 238.20899231091607,
|
|
"param": [
|
|
{
|
|
"p": 0.07011907547712326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05284981057047844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06428872048854828,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04248641058802605,
|
|
"m": 0.32795095443725586
|
|
},
|
|
{
|
|
"p": 0.03020637482404709,
|
|
"m": 0.5025963187217712
|
|
},
|
|
{
|
|
"p": 0.08364718407392502,
|
|
"m": 0.6014414429664612
|
|
},
|
|
{
|
|
"p": 0.06506641209125519,
|
|
"m": 0.9964210987091064
|
|
},
|
|
{
|
|
"p": 0.06912440061569214,
|
|
"m": 0.7784568667411804
|
|
},
|
|
{
|
|
"p": 0.09478375315666199,
|
|
"m": 0.9995619058609009
|
|
},
|
|
{
|
|
"p": 0.07055660337209702,
|
|
"m": 0.8334935903549194
|
|
},
|
|
{
|
|
"p": 0.09418710321187973,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07886093109846115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10798414051532745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07583904266357422,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 1.179888367652893,
|
|
"val_loss": 1.040488362312317,
|
|
"acc": 67.94,
|
|
"time": 236.44092501990963,
|
|
"param": [
|
|
{
|
|
"p": 0.06792619824409485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0418822318315506,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07101456820964813,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05594272539019585,
|
|
"m": 0.3479915261268616
|
|
},
|
|
{
|
|
"p": 0.04621715471148491,
|
|
"m": 0.4403022527694702
|
|
},
|
|
{
|
|
"p": 0.08321104198694229,
|
|
"m": 0.7238207459449768
|
|
},
|
|
{
|
|
"p": 0.08489716053009033,
|
|
"m": 0.9208431243896484
|
|
},
|
|
{
|
|
"p": 0.05054554343223572,
|
|
"m": 0.7739553451538086
|
|
},
|
|
{
|
|
"p": 0.08892497420310974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10328849405050278,
|
|
"m": 0.9316550493240356
|
|
},
|
|
{
|
|
"p": 0.06542510539293289,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0771372839808464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08603659272193909,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07755090296268463,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 1.1730248928070068,
|
|
"val_loss": 0.7844739556312561,
|
|
"acc": 67.3,
|
|
"time": 237.61352698795963,
|
|
"param": [
|
|
{
|
|
"p": 0.06310872733592987,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06363003700971603,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07895176857709885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057376448065042496,
|
|
"m": 0.4809468984603882
|
|
},
|
|
{
|
|
"p": 0.059595536440610886,
|
|
"m": 0.40090933442115784
|
|
},
|
|
{
|
|
"p": 0.06937005370855331,
|
|
"m": 0.7489993572235107
|
|
},
|
|
{
|
|
"p": 0.05745261162519455,
|
|
"m": 0.8652040362358093
|
|
},
|
|
{
|
|
"p": 0.09352429956197739,
|
|
"m": 0.6749730110168457
|
|
},
|
|
{
|
|
"p": 0.07164523005485535,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08481691032648087,
|
|
"m": 0.9014533758163452
|
|
},
|
|
{
|
|
"p": 0.07717019319534302,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07206245511770248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07566335797309875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07563238590955734,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 1.1798580884933472,
|
|
"val_loss": 0.8974450826644897,
|
|
"acc": 68.15,
|
|
"time": 236.53639683197252,
|
|
"param": [
|
|
{
|
|
"p": 0.07800685614347458,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05920422822237015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08280131965875626,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0324636735022068,
|
|
"m": 0.490603506565094
|
|
},
|
|
{
|
|
"p": 0.07249423116445541,
|
|
"m": 0.34183329343795776
|
|
},
|
|
{
|
|
"p": 0.05052357539534569,
|
|
"m": 0.7348629236221313
|
|
},
|
|
{
|
|
"p": 0.07461937516927719,
|
|
"m": 0.8573815226554871
|
|
},
|
|
{
|
|
"p": 0.0653083547949791,
|
|
"m": 0.7096656560897827
|
|
},
|
|
{
|
|
"p": 0.10056327283382416,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09301774203777313,
|
|
"m": 0.9556703567504883
|
|
},
|
|
{
|
|
"p": 0.07140789180994034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09360924363136292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08361706882715225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042363278567790985,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 1.213603138923645,
|
|
"val_loss": 0.7819490432739258,
|
|
"acc": 68.66,
|
|
"time": 235.6475816189777,
|
|
"param": [
|
|
{
|
|
"p": 0.08014970272779465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06013258919119835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09828878194093704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046081677079200745,
|
|
"m": 0.441305935382843
|
|
},
|
|
{
|
|
"p": 0.07672563195228577,
|
|
"m": 0.42076200246810913
|
|
},
|
|
{
|
|
"p": 0.061510927975177765,
|
|
"m": 0.8032770752906799
|
|
},
|
|
{
|
|
"p": 0.054539795964956284,
|
|
"m": 0.7680948376655579
|
|
},
|
|
{
|
|
"p": 0.052744969725608826,
|
|
"m": 0.7091142535209656
|
|
},
|
|
{
|
|
"p": 0.0801154375076294,
|
|
"m": 0.999538779258728
|
|
},
|
|
{
|
|
"p": 0.06553380191326141,
|
|
"m": 0.7861774563789368
|
|
},
|
|
{
|
|
"p": 0.0731225535273552,
|
|
"m": 0.9971593618392944
|
|
},
|
|
{
|
|
"p": 0.09987671673297882,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10077881067991257,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05039861053228378,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 1.1718071699142456,
|
|
"val_loss": 0.8812547922134399,
|
|
"acc": 68.18,
|
|
"time": 236.8042725219857,
|
|
"param": [
|
|
{
|
|
"p": 0.10148146003484726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06817873567342758,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.070266492664814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047385454177856445,
|
|
"m": 0.4577283561229706
|
|
},
|
|
{
|
|
"p": 0.08875659853219986,
|
|
"m": 0.49423956871032715
|
|
},
|
|
{
|
|
"p": 0.04842729493975639,
|
|
"m": 0.6806049346923828
|
|
},
|
|
{
|
|
"p": 0.06457195430994034,
|
|
"m": 0.7737130522727966
|
|
},
|
|
{
|
|
"p": 0.05803774669766426,
|
|
"m": 0.7019490003585815
|
|
},
|
|
{
|
|
"p": 0.06794123351573944,
|
|
"m": 0.8602027297019958
|
|
},
|
|
{
|
|
"p": 0.04685691371560097,
|
|
"m": 0.8275070190429688
|
|
},
|
|
{
|
|
"p": 0.08158300071954727,
|
|
"m": 0.948273241519928
|
|
},
|
|
{
|
|
"p": 0.07884715497493744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10921092331409454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06845501065254211,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 1.2724575996398926,
|
|
"val_loss": 0.8982974290847778,
|
|
"acc": 68.63,
|
|
"time": 236.9821071010083,
|
|
"param": [
|
|
{
|
|
"p": 0.07145340740680695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06945589929819107,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10063452273607254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05301811546087265,
|
|
"m": 0.4648449718952179
|
|
},
|
|
{
|
|
"p": 0.05935985967516899,
|
|
"m": 0.48204874992370605
|
|
},
|
|
{
|
|
"p": 0.059130482375621796,
|
|
"m": 0.7592354416847229
|
|
},
|
|
{
|
|
"p": 0.06931000202894211,
|
|
"m": 0.8177939057350159
|
|
},
|
|
{
|
|
"p": 0.06583541631698608,
|
|
"m": 0.7860334515571594
|
|
},
|
|
{
|
|
"p": 0.060575153678655624,
|
|
"m": 0.8812258839607239
|
|
},
|
|
{
|
|
"p": 0.07350029796361923,
|
|
"m": 0.9176251292228699
|
|
},
|
|
{
|
|
"p": 0.08255965262651443,
|
|
"m": 0.9268553256988525
|
|
},
|
|
{
|
|
"p": 0.08489716053009033,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08967819809913635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060591936111450195,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 1.3471001386642456,
|
|
"val_loss": 0.9833943843841553,
|
|
"acc": 68.25,
|
|
"time": 235.74704264104366,
|
|
"param": [
|
|
{
|
|
"p": 0.08091896027326584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06447668373584747,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07725760340690613,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06066228449344635,
|
|
"m": 0.44625356793403625
|
|
},
|
|
{
|
|
"p": 0.07907965779304504,
|
|
"m": 0.3868227005004883
|
|
},
|
|
{
|
|
"p": 0.07883760333061218,
|
|
"m": 0.7043770551681519
|
|
},
|
|
{
|
|
"p": 0.0528390072286129,
|
|
"m": 0.7387914061546326
|
|
},
|
|
{
|
|
"p": 0.04981779679656029,
|
|
"m": 0.8130034804344177
|
|
},
|
|
{
|
|
"p": 0.07202325016260147,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06821468472480774,
|
|
"m": 0.8357728123664856
|
|
},
|
|
{
|
|
"p": 0.08254929631948471,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07942596822977066,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10070250183343887,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053194768726825714,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 1.24354887008667,
|
|
"val_loss": 0.9485202431678772,
|
|
"acc": 68.12,
|
|
"time": 236.34119777497835,
|
|
"param": [
|
|
{
|
|
"p": 0.0657992735505104,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0673397108912468,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07149384915828705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04787309095263481,
|
|
"m": 0.49655428528785706
|
|
},
|
|
{
|
|
"p": 0.08196825534105301,
|
|
"m": 0.3401013910770416
|
|
},
|
|
{
|
|
"p": 0.0787811353802681,
|
|
"m": 0.7620441317558289
|
|
},
|
|
{
|
|
"p": 0.0643480122089386,
|
|
"m": 0.7470302581787109
|
|
},
|
|
{
|
|
"p": 0.07596961408853531,
|
|
"m": 0.9439252614974976
|
|
},
|
|
{
|
|
"p": 0.07879070937633514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06541881710290909,
|
|
"m": 0.8864442110061646
|
|
},
|
|
{
|
|
"p": 0.06672114133834839,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08745012432336807,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06987054646015167,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07817570865154266,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 1.1158620119094849,
|
|
"val_loss": 0.8301039934158325,
|
|
"acc": 68.47,
|
|
"time": 237.64584187592845,
|
|
"param": [
|
|
{
|
|
"p": 0.06368241459131241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07620104402303696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07348708808422089,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07718954980373383,
|
|
"m": 0.5305703282356262
|
|
},
|
|
{
|
|
"p": 0.060602493584156036,
|
|
"m": 0.3636176586151123
|
|
},
|
|
{
|
|
"p": 0.06328371912240982,
|
|
"m": 0.717028021812439
|
|
},
|
|
{
|
|
"p": 0.068671815097332,
|
|
"m": 0.7936602234840393
|
|
},
|
|
{
|
|
"p": 0.07383248209953308,
|
|
"m": 0.9627613425254822
|
|
},
|
|
{
|
|
"p": 0.06390020996332169,
|
|
"m": 0.9771035313606262
|
|
},
|
|
{
|
|
"p": 0.0804169550538063,
|
|
"m": 0.8613020777702332
|
|
},
|
|
{
|
|
"p": 0.08532562851905823,
|
|
"m": 0.9965716600418091
|
|
},
|
|
{
|
|
"p": 0.07553769648075104,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08657975494861603,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051289185881614685,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 1.0804164409637451,
|
|
"val_loss": 0.8713116645812988,
|
|
"acc": 67.81,
|
|
"time": 240.2606831820449,
|
|
"param": [
|
|
{
|
|
"p": 0.06971870362758636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0639314129948616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09281334280967712,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05707583948969841,
|
|
"m": 0.4925665855407715
|
|
},
|
|
{
|
|
"p": 0.06685317307710648,
|
|
"m": 0.5062188506126404
|
|
},
|
|
{
|
|
"p": 0.08151606470346451,
|
|
"m": 0.7578924894332886
|
|
},
|
|
{
|
|
"p": 0.07933957129716873,
|
|
"m": 0.7674894332885742
|
|
},
|
|
{
|
|
"p": 0.05877525359392166,
|
|
"m": 0.895736813545227
|
|
},
|
|
{
|
|
"p": 0.08977813273668289,
|
|
"m": 0.9988155961036682
|
|
},
|
|
{
|
|
"p": 0.06308136135339737,
|
|
"m": 0.8401305079460144
|
|
},
|
|
{
|
|
"p": 0.0813329890370369,
|
|
"m": 0.9987629055976868
|
|
},
|
|
{
|
|
"p": 0.06840376555919647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07407665997743607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05330383777618408,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 1.361167311668396,
|
|
"val_loss": 0.9030167460441589,
|
|
"acc": 68.84,
|
|
"time": 239.09090331196785,
|
|
"param": [
|
|
{
|
|
"p": 0.09405507147312164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057690758258104324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09797972440719604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06482043862342834,
|
|
"m": 0.5263226628303528
|
|
},
|
|
{
|
|
"p": 0.0707787349820137,
|
|
"m": 0.47383666038513184
|
|
},
|
|
{
|
|
"p": 0.07894640415906906,
|
|
"m": 0.6814180612564087
|
|
},
|
|
{
|
|
"p": 0.04677816480398178,
|
|
"m": 0.9428278207778931
|
|
},
|
|
{
|
|
"p": 0.06647741049528122,
|
|
"m": 0.9221081733703613
|
|
},
|
|
{
|
|
"p": 0.062186501920223236,
|
|
"m": 0.9681316018104553
|
|
},
|
|
{
|
|
"p": 0.0608043372631073,
|
|
"m": 0.836141049861908
|
|
},
|
|
{
|
|
"p": 0.09992710500955582,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07477599382400513,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06966936588287354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055109892040491104,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 1.2678375244140625,
|
|
"val_loss": 0.8853909373283386,
|
|
"acc": 69.52,
|
|
"time": 248.85975644993596,
|
|
"param": [
|
|
{
|
|
"p": 0.08889736235141754,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06311339884996414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07518037408590317,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05782495066523552,
|
|
"m": 0.5559900999069214
|
|
},
|
|
{
|
|
"p": 0.07232507318258286,
|
|
"m": 0.5229593515396118
|
|
},
|
|
{
|
|
"p": 0.0669713094830513,
|
|
"m": 0.662557065486908
|
|
},
|
|
{
|
|
"p": 0.08289720118045807,
|
|
"m": 0.9720193147659302
|
|
},
|
|
{
|
|
"p": 0.0609506219625473,
|
|
"m": 0.9178380370140076
|
|
},
|
|
{
|
|
"p": 0.05355159193277359,
|
|
"m": 0.9413626790046692
|
|
},
|
|
{
|
|
"p": 0.06738854944705963,
|
|
"m": 0.9024772644042969
|
|
},
|
|
{
|
|
"p": 0.06416966021060944,
|
|
"m": 0.9799371957778931
|
|
},
|
|
{
|
|
"p": 0.08223851770162582,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09274996072053909,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07174146920442581,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 1.1538982391357422,
|
|
"val_loss": 0.9093177318572998,
|
|
"acc": 68.67,
|
|
"time": 248.11385453189723,
|
|
"param": [
|
|
{
|
|
"p": 0.06595360487699509,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044143468141555786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08127099275588989,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05315385386347771,
|
|
"m": 0.5741615891456604
|
|
},
|
|
{
|
|
"p": 0.04998830333352089,
|
|
"m": 0.5583366751670837
|
|
},
|
|
{
|
|
"p": 0.0822882279753685,
|
|
"m": 0.7460473775863647
|
|
},
|
|
{
|
|
"p": 0.07524207979440689,
|
|
"m": 0.9135304689407349
|
|
},
|
|
{
|
|
"p": 0.06100677326321602,
|
|
"m": 0.6716617941856384
|
|
},
|
|
{
|
|
"p": 0.0901101753115654,
|
|
"m": 0.8904927372932434
|
|
},
|
|
{
|
|
"p": 0.08342026174068451,
|
|
"m": 0.7595961689949036
|
|
},
|
|
{
|
|
"p": 0.07264801859855652,
|
|
"m": 0.8663157820701599
|
|
},
|
|
{
|
|
"p": 0.07289937138557434,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08067221194505692,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08720257878303528,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 1.2331645488739014,
|
|
"val_loss": 0.8673192858695984,
|
|
"acc": 69.29,
|
|
"time": 246.60701542405877,
|
|
"param": [
|
|
{
|
|
"p": 0.07263742387294769,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07603360712528229,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06723062694072723,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05492251738905907,
|
|
"m": 0.5299500226974487
|
|
},
|
|
{
|
|
"p": 0.05231332778930664,
|
|
"m": 0.6024340391159058
|
|
},
|
|
{
|
|
"p": 0.08297079801559448,
|
|
"m": 0.6670728921890259
|
|
},
|
|
{
|
|
"p": 0.06511951237916946,
|
|
"m": 0.872013509273529
|
|
},
|
|
{
|
|
"p": 0.03436519205570221,
|
|
"m": 0.7179650068283081
|
|
},
|
|
{
|
|
"p": 0.07356109470129013,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07499554008245468,
|
|
"m": 0.7446531653404236
|
|
},
|
|
{
|
|
"p": 0.11048737168312073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0798807293176651,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08996998518705368,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0655122697353363,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 1.097462773323059,
|
|
"val_loss": 0.8131241202354431,
|
|
"acc": 68.78,
|
|
"time": 247.3960383250378,
|
|
"param": [
|
|
{
|
|
"p": 0.07752741128206253,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04307709261775017,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09338223189115524,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05043875798583031,
|
|
"m": 0.5129820704460144
|
|
},
|
|
{
|
|
"p": 0.052351053804159164,
|
|
"m": 0.6931869983673096
|
|
},
|
|
{
|
|
"p": 0.06561657041311264,
|
|
"m": 0.748058557510376
|
|
},
|
|
{
|
|
"p": 0.08561607450246811,
|
|
"m": 0.7260027527809143
|
|
},
|
|
{
|
|
"p": 0.0513838455080986,
|
|
"m": 0.71479731798172
|
|
},
|
|
{
|
|
"p": 0.08083851635456085,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0688009187579155,
|
|
"m": 0.8246161341667175
|
|
},
|
|
{
|
|
"p": 0.07709337025880814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11111607402563095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09484174102544785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04791629686951637,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 1.1795918941497803,
|
|
"val_loss": 0.7493647336959839,
|
|
"acc": 69.07,
|
|
"time": 249.01270494388882,
|
|
"param": [
|
|
{
|
|
"p": 0.09225060790777206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06298699229955673,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06860633939504623,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07064199447631836,
|
|
"m": 0.39724019169807434
|
|
},
|
|
{
|
|
"p": 0.07167992740869522,
|
|
"m": 0.5949729084968567
|
|
},
|
|
{
|
|
"p": 0.047248292714357376,
|
|
"m": 0.7924510836601257
|
|
},
|
|
{
|
|
"p": 0.06504558026790619,
|
|
"m": 0.8010483384132385
|
|
},
|
|
{
|
|
"p": 0.09338054060935974,
|
|
"m": 0.8052166104316711
|
|
},
|
|
{
|
|
"p": 0.06857510656118393,
|
|
"m": 0.9883331060409546
|
|
},
|
|
{
|
|
"p": 0.07798878103494644,
|
|
"m": 0.9620921015739441
|
|
},
|
|
{
|
|
"p": 0.07532276958227158,
|
|
"m": 0.9136132597923279
|
|
},
|
|
{
|
|
"p": 0.0684932991862297,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06952934712171555,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06825040280818939,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 1.2092008590698242,
|
|
"val_loss": 0.966837465763092,
|
|
"acc": 69.52,
|
|
"time": 243.43115844996646,
|
|
"param": [
|
|
{
|
|
"p": 0.08441652357578278,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06897147744894028,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09037342667579651,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06853234767913818,
|
|
"m": 0.30499178171157837
|
|
},
|
|
{
|
|
"p": 0.05746794864535332,
|
|
"m": 0.47289910912513733
|
|
},
|
|
{
|
|
"p": 0.06984083354473114,
|
|
"m": 0.768221378326416
|
|
},
|
|
{
|
|
"p": 0.08268319070339203,
|
|
"m": 0.8098477721214294
|
|
},
|
|
{
|
|
"p": 0.05067353695631027,
|
|
"m": 0.8099135160446167
|
|
},
|
|
{
|
|
"p": 0.06618701666593552,
|
|
"m": 0.9943974018096924
|
|
},
|
|
{
|
|
"p": 0.07289691269397736,
|
|
"m": 0.9334717988967896
|
|
},
|
|
{
|
|
"p": 0.07405925542116165,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07065292447805405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152697443962097,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0717177465558052,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 1.1407188177108765,
|
|
"val_loss": 0.8588145971298218,
|
|
"acc": 68.82,
|
|
"time": 236.13446574495174,
|
|
"param": [
|
|
{
|
|
"p": 0.10051856189966202,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047060705721378326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07784383744001389,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04094202071428299,
|
|
"m": 0.4977627396583557
|
|
},
|
|
{
|
|
"p": 0.06365474313497543,
|
|
"m": 0.5714937448501587
|
|
},
|
|
{
|
|
"p": 0.08543133735656738,
|
|
"m": 0.6837899088859558
|
|
},
|
|
{
|
|
"p": 0.06592416018247604,
|
|
"m": 0.8812970519065857
|
|
},
|
|
{
|
|
"p": 0.05635444447398186,
|
|
"m": 0.7946372032165527
|
|
},
|
|
{
|
|
"p": 0.061139028519392014,
|
|
"m": 0.8945141434669495
|
|
},
|
|
{
|
|
"p": 0.09085672348737717,
|
|
"m": 0.9013925194740295
|
|
},
|
|
{
|
|
"p": 0.08396995812654495,
|
|
"m": 0.9680996537208557
|
|
},
|
|
{
|
|
"p": 0.08768309652805328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0867854431271553,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05183582007884979,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 1.3911395072937012,
|
|
"val_loss": 0.8586593270301819,
|
|
"acc": 68.54,
|
|
"time": 235.81285655195825,
|
|
"param": [
|
|
{
|
|
"p": 0.10197065770626068,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04551507160067558,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06303036957979202,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06556396186351776,
|
|
"m": 0.36503133177757263
|
|
},
|
|
{
|
|
"p": 0.04388367012143135,
|
|
"m": 0.5407354831695557
|
|
},
|
|
{
|
|
"p": 0.08877264708280563,
|
|
"m": 0.5054451823234558
|
|
},
|
|
{
|
|
"p": 0.07169102877378464,
|
|
"m": 0.6746559143066406
|
|
},
|
|
{
|
|
"p": 0.04783906042575836,
|
|
"m": 0.9121436476707458
|
|
},
|
|
{
|
|
"p": 0.07775896787643433,
|
|
"m": 0.9633281826972961
|
|
},
|
|
{
|
|
"p": 0.10057604312896729,
|
|
"m": 0.8760839104652405
|
|
},
|
|
{
|
|
"p": 0.07748889178037643,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07720042765140533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08732280880212784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05138644203543663,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 1.2408534288406372,
|
|
"val_loss": 0.9076594710350037,
|
|
"acc": 69.3,
|
|
"time": 236.75303763407283,
|
|
"param": [
|
|
{
|
|
"p": 0.08381961286067963,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08108894526958466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07807677239179611,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062320251017808914,
|
|
"m": 0.26698291301727295
|
|
},
|
|
{
|
|
"p": 0.06685115396976471,
|
|
"m": 0.5901293158531189
|
|
},
|
|
{
|
|
"p": 0.04517599567770958,
|
|
"m": 0.4571967124938965
|
|
},
|
|
{
|
|
"p": 0.06848099082708359,
|
|
"m": 0.6092239022254944
|
|
},
|
|
{
|
|
"p": 0.0761287659406662,
|
|
"m": 0.8367976546287537
|
|
},
|
|
{
|
|
"p": 0.07132018357515335,
|
|
"m": 0.9731501340866089
|
|
},
|
|
{
|
|
"p": 0.07271824777126312,
|
|
"m": 0.9319137334823608
|
|
},
|
|
{
|
|
"p": 0.07022226601839066,
|
|
"m": 0.9956954717636108
|
|
},
|
|
{
|
|
"p": 0.0801992267370224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0835496261715889,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060047995299100876,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 101,
|
|
"train_loss": 1.4393144845962524,
|
|
"val_loss": 0.9163245558738708,
|
|
"acc": 68.88,
|
|
"time": 236.40738047205377,
|
|
"param": [
|
|
{
|
|
"p": 0.08894532918930054,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047555647790431976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10346249490976334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026376640424132347,
|
|
"m": 0.04406315088272095
|
|
},
|
|
{
|
|
"p": 0.04199269786477089,
|
|
"m": 0.5387760400772095
|
|
},
|
|
{
|
|
"p": 0.0655025914311409,
|
|
"m": 0.6666079759597778
|
|
},
|
|
{
|
|
"p": 0.08427650481462479,
|
|
"m": 0.7265421152114868
|
|
},
|
|
{
|
|
"p": 0.0493600033223629,
|
|
"m": 0.9261188507080078
|
|
},
|
|
{
|
|
"p": 0.08161270618438721,
|
|
"m": 0.8960340619087219
|
|
},
|
|
{
|
|
"p": 0.09368497878313065,
|
|
"m": 0.9985409379005432
|
|
},
|
|
{
|
|
"p": 0.09815731644630432,
|
|
"m": 0.945621132850647
|
|
},
|
|
{
|
|
"p": 0.05712683126330376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.084812231361866,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07713402062654495,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 102,
|
|
"train_loss": 1.2041878700256348,
|
|
"val_loss": 0.9867997765541077,
|
|
"acc": 69.43,
|
|
"time": 237.41792120598257,
|
|
"param": [
|
|
{
|
|
"p": 0.08025653660297394,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0699121281504631,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06955966353416443,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09752358496189117,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.06745089590549469,
|
|
"m": 0.6476911902427673
|
|
},
|
|
{
|
|
"p": 0.056615978479385376,
|
|
"m": 0.6784095168113708
|
|
},
|
|
{
|
|
"p": 0.057325899600982666,
|
|
"m": 0.8648251891136169
|
|
},
|
|
{
|
|
"p": 0.06833174079656601,
|
|
"m": 0.8991178870201111
|
|
},
|
|
{
|
|
"p": 0.08884415775537491,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0638984888792038,
|
|
"m": 0.9763803482055664
|
|
},
|
|
{
|
|
"p": 0.05561605840921402,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07847782969474792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08507232367992401,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06111469864845276,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 103,
|
|
"train_loss": 1.1437759399414062,
|
|
"val_loss": 0.8372456431388855,
|
|
"acc": 68.96,
|
|
"time": 237.77763570996467,
|
|
"param": [
|
|
{
|
|
"p": 0.05500153452157974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05848566070199013,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07123899459838867,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0836808979511261,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.036112140864133835,
|
|
"m": 0.5525209903717041
|
|
},
|
|
{
|
|
"p": 0.08761425316333771,
|
|
"m": 0.6839402914047241
|
|
},
|
|
{
|
|
"p": 0.07158355414867401,
|
|
"m": 0.9051786065101624
|
|
},
|
|
{
|
|
"p": 0.06620992720127106,
|
|
"m": 0.7758005261421204
|
|
},
|
|
{
|
|
"p": 0.08418694138526917,
|
|
"m": 0.9675480723381042
|
|
},
|
|
{
|
|
"p": 0.04971523582935333,
|
|
"m": 0.9662718176841736
|
|
},
|
|
{
|
|
"p": 0.06400271505117416,
|
|
"m": 0.9096710085868835
|
|
},
|
|
{
|
|
"p": 0.10552545636892319,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08915922790765762,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07748343795537949,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 104,
|
|
"train_loss": 1.2081235647201538,
|
|
"val_loss": 0.8127564191818237,
|
|
"acc": 70.02,
|
|
"time": 236.78498564602342,
|
|
"param": [
|
|
{
|
|
"p": 0.09331510961055756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07359068095684052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10385193675756454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08449316769838333,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05178982764482498,
|
|
"m": 0.5777868628501892
|
|
},
|
|
{
|
|
"p": 0.08713912963867188,
|
|
"m": 0.6732205748558044
|
|
},
|
|
{
|
|
"p": 0.06407278776168823,
|
|
"m": 0.9996399283409119
|
|
},
|
|
{
|
|
"p": 0.0677427425980568,
|
|
"m": 0.8750030994415283
|
|
},
|
|
{
|
|
"p": 0.06009829044342041,
|
|
"m": 0.9983113408088684
|
|
},
|
|
{
|
|
"p": 0.07821054011583328,
|
|
"m": 0.9568235278129578
|
|
},
|
|
{
|
|
"p": 0.03680075705051422,
|
|
"m": 0.9037864208221436
|
|
},
|
|
{
|
|
"p": 0.07132770866155624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07794171571731567,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04962558299303055,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 105,
|
|
"train_loss": 1.1174782514572144,
|
|
"val_loss": 0.8537691235542297,
|
|
"acc": 69.4,
|
|
"time": 235.59173332503997,
|
|
"param": [
|
|
{
|
|
"p": 0.07765134423971176,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07916369289159775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0771368220448494,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08659742772579193,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.04092682898044586,
|
|
"m": 0.6630946397781372
|
|
},
|
|
{
|
|
"p": 0.07751205563545227,
|
|
"m": 0.7003211975097656
|
|
},
|
|
{
|
|
"p": 0.06312500685453415,
|
|
"m": 0.9408376812934875
|
|
},
|
|
{
|
|
"p": 0.061112213879823685,
|
|
"m": 0.8641805648803711
|
|
},
|
|
{
|
|
"p": 0.07153312116861343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07725250720977783,
|
|
"m": 0.9405068755149841
|
|
},
|
|
{
|
|
"p": 0.06194500997662544,
|
|
"m": 0.9789012670516968
|
|
},
|
|
{
|
|
"p": 0.09350701421499252,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06392577290534973,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06861114501953125,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 106,
|
|
"train_loss": 1.0439306497573853,
|
|
"val_loss": 0.8117163181304932,
|
|
"acc": 70.01,
|
|
"time": 234.50795236800332,
|
|
"param": [
|
|
{
|
|
"p": 0.0746135339140892,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05498412996530533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07985083013772964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07991239428520203,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.07071322947740555,
|
|
"m": 0.6005083322525024
|
|
},
|
|
{
|
|
"p": 0.059899330139160156,
|
|
"m": 0.823318600654602
|
|
},
|
|
{
|
|
"p": 0.04398481175303459,
|
|
"m": 0.9974610805511475
|
|
},
|
|
{
|
|
"p": 0.08332738280296326,
|
|
"m": 0.973614513874054
|
|
},
|
|
{
|
|
"p": 0.09167521446943283,
|
|
"m": 0.9761985540390015
|
|
},
|
|
{
|
|
"p": 0.10806634277105331,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061334241181612015,
|
|
"m": 0.9861579537391663
|
|
},
|
|
{
|
|
"p": 0.07073947042226791,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06353966891765594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05735940858721733,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 107,
|
|
"train_loss": 1.186566948890686,
|
|
"val_loss": 0.8877606391906738,
|
|
"acc": 69.36,
|
|
"time": 236.197139378055,
|
|
"param": [
|
|
{
|
|
"p": 0.08107838034629822,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06655585765838623,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0745360255241394,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08457106351852417,
|
|
"m": 0.028730086982250214
|
|
},
|
|
{
|
|
"p": 0.08680228888988495,
|
|
"m": 0.5844267010688782
|
|
},
|
|
{
|
|
"p": 0.05454077571630478,
|
|
"m": 0.8261824250221252
|
|
},
|
|
{
|
|
"p": 0.07580399513244629,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06289390474557877,
|
|
"m": 0.8873639702796936
|
|
},
|
|
{
|
|
"p": 0.06629548966884613,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07546984404325485,
|
|
"m": 0.9310933947563171
|
|
},
|
|
{
|
|
"p": 0.05644120275974274,
|
|
"m": 0.9700887799263
|
|
},
|
|
{
|
|
"p": 0.08438364416360855,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07055982947349548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06006769463419914,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 108,
|
|
"train_loss": 1.032462239265442,
|
|
"val_loss": 0.9176909327507019,
|
|
"acc": 70.14,
|
|
"time": 234.98909938696306,
|
|
"param": [
|
|
{
|
|
"p": 0.08078865706920624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06677916646003723,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07376329600811005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08121247589588165,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.07528194785118103,
|
|
"m": 0.5800749659538269
|
|
},
|
|
{
|
|
"p": 0.04337456449866295,
|
|
"m": 0.9372020959854126
|
|
},
|
|
{
|
|
"p": 0.06389810144901276,
|
|
"m": 0.9986789226531982
|
|
},
|
|
{
|
|
"p": 0.066164530813694,
|
|
"m": 0.8452450037002563
|
|
},
|
|
{
|
|
"p": 0.05316578969359398,
|
|
"m": 0.9165248870849609
|
|
},
|
|
{
|
|
"p": 0.07732093334197998,
|
|
"m": 0.9614488482475281
|
|
},
|
|
{
|
|
"p": 0.0687788724899292,
|
|
"m": 0.9334437251091003
|
|
},
|
|
{
|
|
"p": 0.08011572808027267,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09621095657348633,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07314512133598328,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 109,
|
|
"train_loss": 1.1306936740875244,
|
|
"val_loss": 0.7862085700035095,
|
|
"acc": 70.64,
|
|
"time": 235.36672791501042,
|
|
"param": [
|
|
{
|
|
"p": 0.08614979684352875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08710566908121109,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06821471452713013,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07868554443120956,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05653150752186775,
|
|
"m": 0.49850937724113464
|
|
},
|
|
{
|
|
"p": 0.044885531067848206,
|
|
"m": 0.8426753282546997
|
|
},
|
|
{
|
|
"p": 0.0643710047006607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07323057949542999,
|
|
"m": 0.7422714829444885
|
|
},
|
|
{
|
|
"p": 0.08730766922235489,
|
|
"m": 0.9816365838050842
|
|
},
|
|
{
|
|
"p": 0.07026492804288864,
|
|
"m": 0.9280837178230286
|
|
},
|
|
{
|
|
"p": 0.07037662714719772,
|
|
"m": 0.9974329471588135
|
|
},
|
|
{
|
|
"p": 0.06827431917190552,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08323559910058975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06136658042669296,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 110,
|
|
"train_loss": 1.2990690469741821,
|
|
"val_loss": 0.8188768625259399,
|
|
"acc": 70.81,
|
|
"time": 236.41860646288842,
|
|
"param": [
|
|
{
|
|
"p": 0.07250287383794785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061753492802381516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07642710208892822,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09551098942756653,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0698094367980957,
|
|
"m": 0.552127480506897
|
|
},
|
|
{
|
|
"p": 0.05321326479315758,
|
|
"m": 0.8135319948196411
|
|
},
|
|
{
|
|
"p": 0.06814052164554596,
|
|
"m": 0.9392443895339966
|
|
},
|
|
{
|
|
"p": 0.06846165657043457,
|
|
"m": 0.801228940486908
|
|
},
|
|
{
|
|
"p": 0.0895514041185379,
|
|
"m": 0.9680423736572266
|
|
},
|
|
{
|
|
"p": 0.06695187091827393,
|
|
"m": 0.9487636089324951
|
|
},
|
|
{
|
|
"p": 0.0897882878780365,
|
|
"m": 0.9777672290802002
|
|
},
|
|
{
|
|
"p": 0.06854673475027084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061401210725307465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0579412467777729,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 111,
|
|
"train_loss": 1.2756476402282715,
|
|
"val_loss": 0.7902591824531555,
|
|
"acc": 70.04,
|
|
"time": 236.12569238909055,
|
|
"param": [
|
|
{
|
|
"p": 0.07515954971313477,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040306705981492996,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07425042241811752,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0828147754073143,
|
|
"m": 0.00884298887103796
|
|
},
|
|
{
|
|
"p": 0.061183489859104156,
|
|
"m": 0.5050576329231262
|
|
},
|
|
{
|
|
"p": 0.05683964118361473,
|
|
"m": 0.8484643697738647
|
|
},
|
|
{
|
|
"p": 0.09160958975553513,
|
|
"m": 0.8711927533149719
|
|
},
|
|
{
|
|
"p": 0.05752534791827202,
|
|
"m": 0.8814916610717773
|
|
},
|
|
{
|
|
"p": 0.07281406968832016,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07617112249135971,
|
|
"m": 0.9912893772125244
|
|
},
|
|
{
|
|
"p": 0.06960213929414749,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09786809980869293,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08489825576543808,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05895676463842392,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 112,
|
|
"train_loss": 1.1044197082519531,
|
|
"val_loss": 0.8077273964881897,
|
|
"acc": 70.48,
|
|
"time": 237.3942766879918,
|
|
"param": [
|
|
{
|
|
"p": 0.09156111627817154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06161089986562729,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09346739202737808,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0723944827914238,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.06383971124887466,
|
|
"m": 0.5655964016914368
|
|
},
|
|
{
|
|
"p": 0.06421716511249542,
|
|
"m": 0.935828447341919
|
|
},
|
|
{
|
|
"p": 0.04294062778353691,
|
|
"m": 0.9150092005729675
|
|
},
|
|
{
|
|
"p": 0.07326782494783401,
|
|
"m": 0.9455013275146484
|
|
},
|
|
{
|
|
"p": 0.08072513341903687,
|
|
"m": 0.9940308928489685
|
|
},
|
|
{
|
|
"p": 0.0681261420249939,
|
|
"m": 0.9984250068664551
|
|
},
|
|
{
|
|
"p": 0.06713897734880447,
|
|
"m": 0.9948585033416748
|
|
},
|
|
{
|
|
"p": 0.07988704741001129,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0702037587761879,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07061969488859177,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 113,
|
|
"train_loss": 1.2118442058563232,
|
|
"val_loss": 0.8655917644500732,
|
|
"acc": 68.71,
|
|
"time": 236.0144971209811,
|
|
"param": [
|
|
{
|
|
"p": 0.061837729066610336,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08376749604940414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.086158886551857,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07433798164129257,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05759330838918686,
|
|
"m": 0.5842669606208801
|
|
},
|
|
{
|
|
"p": 0.05716510862112045,
|
|
"m": 0.8635450601577759
|
|
},
|
|
{
|
|
"p": 0.078440360724926,
|
|
"m": 0.9982713460922241
|
|
},
|
|
{
|
|
"p": 0.07602425664663315,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06916914880275726,
|
|
"m": 0.945107638835907
|
|
},
|
|
{
|
|
"p": 0.0698731318116188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0682235062122345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07463617622852325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07849720865488052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06427560746669769,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 114,
|
|
"train_loss": 1.123626708984375,
|
|
"val_loss": 0.9421448111534119,
|
|
"acc": 69.6,
|
|
"time": 235.49183485202957,
|
|
"param": [
|
|
{
|
|
"p": 0.0926862359046936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05697815865278244,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05901838093996048,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08266520500183105,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.06277395039796829,
|
|
"m": 0.5904219150543213
|
|
},
|
|
{
|
|
"p": 0.07200607657432556,
|
|
"m": 0.7981622219085693
|
|
},
|
|
{
|
|
"p": 0.055938102304935455,
|
|
"m": 0.954052746295929
|
|
},
|
|
{
|
|
"p": 0.07539957016706467,
|
|
"m": 0.8457554578781128
|
|
},
|
|
{
|
|
"p": 0.10023761540651321,
|
|
"m": 0.997816264629364
|
|
},
|
|
{
|
|
"p": 0.06772954016923904,
|
|
"m": 0.9162834882736206
|
|
},
|
|
{
|
|
"p": 0.0639665424823761,
|
|
"m": 0.9644535183906555
|
|
},
|
|
{
|
|
"p": 0.07487186044454575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09139765053987503,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04433106631040573,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 115,
|
|
"train_loss": 1.0765089988708496,
|
|
"val_loss": 0.7331159114837646,
|
|
"acc": 70.65,
|
|
"time": 236.54596378200222,
|
|
"param": [
|
|
{
|
|
"p": 0.09128665924072266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0631798580288887,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08853378891944885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05117347463965416,
|
|
"m": 0.0021710519213229418
|
|
},
|
|
{
|
|
"p": 0.0659523531794548,
|
|
"m": 0.4728545546531677
|
|
},
|
|
{
|
|
"p": 0.06717019528150558,
|
|
"m": 0.6678363084793091
|
|
},
|
|
{
|
|
"p": 0.06056375056505203,
|
|
"m": 0.9306761026382446
|
|
},
|
|
{
|
|
"p": 0.05361136049032211,
|
|
"m": 0.7755742073059082
|
|
},
|
|
{
|
|
"p": 0.07910002768039703,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06138812005519867,
|
|
"m": 0.9540664553642273
|
|
},
|
|
{
|
|
"p": 0.07766430824995041,
|
|
"m": 0.9924930334091187
|
|
},
|
|
{
|
|
"p": 0.0674402043223381,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09720662236213684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07572924345731735,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 116,
|
|
"train_loss": 1.1891568899154663,
|
|
"val_loss": 0.8569393157958984,
|
|
"acc": 70.97,
|
|
"time": 237.26275644800626,
|
|
"param": [
|
|
{
|
|
"p": 0.06801468133926392,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06529196351766586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07406911253929138,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10040457546710968,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05942778289318085,
|
|
"m": 0.45533591508865356
|
|
},
|
|
{
|
|
"p": 0.06370950490236282,
|
|
"m": 0.6711899042129517
|
|
},
|
|
{
|
|
"p": 0.0677168220281601,
|
|
"m": 0.7934263944625854
|
|
},
|
|
{
|
|
"p": 0.07466689497232437,
|
|
"m": 0.7654150128364563
|
|
},
|
|
{
|
|
"p": 0.07278100401163101,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059259895235300064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06856215745210648,
|
|
"m": 0.977501392364502
|
|
},
|
|
{
|
|
"p": 0.06708720326423645,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08640853315591812,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07259981334209442,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 117,
|
|
"train_loss": 1.0922436714172363,
|
|
"val_loss": 0.7699418663978577,
|
|
"acc": 71.14,
|
|
"time": 239.39527496998198,
|
|
"param": [
|
|
{
|
|
"p": 0.08071481436491013,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01909930631518364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09520289301872253,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11931975185871124,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.02397211268544197,
|
|
"m": 0.49029314517974854
|
|
},
|
|
{
|
|
"p": 0.09718232601881027,
|
|
"m": 0.7210294008255005
|
|
},
|
|
{
|
|
"p": 0.052395544946193695,
|
|
"m": 0.7241129279136658
|
|
},
|
|
{
|
|
"p": 0.07010460644960403,
|
|
"m": 0.7379196286201477
|
|
},
|
|
{
|
|
"p": 0.07401558011770248,
|
|
"m": 0.9925759434700012
|
|
},
|
|
{
|
|
"p": 0.07074903696775436,
|
|
"m": 0.9997357726097107
|
|
},
|
|
{
|
|
"p": 0.07046398520469666,
|
|
"m": 0.9227190017700195
|
|
},
|
|
{
|
|
"p": 0.10977140069007874,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06834179908037186,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04866684228181839,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 118,
|
|
"train_loss": 1.026942491531372,
|
|
"val_loss": 0.8272396326065063,
|
|
"acc": 68.28,
|
|
"time": 237.43783736100886,
|
|
"param": [
|
|
{
|
|
"p": 0.09587398916482925,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051540374755859375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08325126767158508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05832235887646675,
|
|
"m": 0.00021929445210844278
|
|
},
|
|
{
|
|
"p": 0.0501399040222168,
|
|
"m": 0.5360066890716553
|
|
},
|
|
{
|
|
"p": 0.06869110465049744,
|
|
"m": 0.7677229642868042
|
|
},
|
|
{
|
|
"p": 0.06779417395591736,
|
|
"m": 0.847257137298584
|
|
},
|
|
{
|
|
"p": 0.06605466455221176,
|
|
"m": 0.7394500374794006
|
|
},
|
|
{
|
|
"p": 0.07614688575267792,
|
|
"m": 0.9121367335319519
|
|
},
|
|
{
|
|
"p": 0.07440595328807831,
|
|
"m": 0.9212434887886047
|
|
},
|
|
{
|
|
"p": 0.07199927419424057,
|
|
"m": 0.8604255318641663
|
|
},
|
|
{
|
|
"p": 0.07893246412277222,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07688874751329422,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07995886355638504,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 119,
|
|
"train_loss": 1.177518606185913,
|
|
"val_loss": 0.8908027410507202,
|
|
"acc": 71.03,
|
|
"time": 238.82056758005638,
|
|
"param": [
|
|
{
|
|
"p": 0.06382483243942261,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058479033410549164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07470692694187164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060431286692619324,
|
|
"m": 0.0003475233097560704
|
|
},
|
|
{
|
|
"p": 0.07464820891618729,
|
|
"m": 0.42020952701568604
|
|
},
|
|
{
|
|
"p": 0.06091824546456337,
|
|
"m": 0.770957350730896
|
|
},
|
|
{
|
|
"p": 0.08219492435455322,
|
|
"m": 0.8513611555099487
|
|
},
|
|
{
|
|
"p": 0.06291745603084564,
|
|
"m": 0.7341227531433105
|
|
},
|
|
{
|
|
"p": 0.06648661941289902,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08673980087041855,
|
|
"m": 0.9112504124641418
|
|
},
|
|
{
|
|
"p": 0.07524329423904419,
|
|
"m": 0.9995224475860596
|
|
},
|
|
{
|
|
"p": 0.07293212413787842,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09529814124107361,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06517909467220306,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 120,
|
|
"train_loss": 1.128085970878601,
|
|
"val_loss": 0.7417442202568054,
|
|
"acc": 71.65,
|
|
"time": 236.13640365796164,
|
|
"param": [
|
|
{
|
|
"p": 0.07557264715433121,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05487697198987007,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07579401135444641,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08542659133672714,
|
|
"m": 0.00017358192417304963
|
|
},
|
|
{
|
|
"p": 0.07766304165124893,
|
|
"m": 0.38315150141716003
|
|
},
|
|
{
|
|
"p": 0.07364557683467865,
|
|
"m": 0.7863551378250122
|
|
},
|
|
{
|
|
"p": 0.07026229053735733,
|
|
"m": 0.7823634743690491
|
|
},
|
|
{
|
|
"p": 0.05913936719298363,
|
|
"m": 0.7980062365531921
|
|
},
|
|
{
|
|
"p": 0.07308033108711243,
|
|
"m": 0.971860408782959
|
|
},
|
|
{
|
|
"p": 0.07455142587423325,
|
|
"m": 0.8127695918083191
|
|
},
|
|
{
|
|
"p": 0.07798799127340317,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08383067697286606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07076577842235565,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047403350472450256,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 121,
|
|
"train_loss": 1.2895525693893433,
|
|
"val_loss": 0.8952661752700806,
|
|
"acc": 70.04,
|
|
"time": 236.7641866200138,
|
|
"param": [
|
|
{
|
|
"p": 0.05767228081822395,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059147387742996216,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08384343236684799,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0947796106338501,
|
|
"m": 0.0015417678514495492
|
|
},
|
|
{
|
|
"p": 0.07293161004781723,
|
|
"m": 0.5047286152839661
|
|
},
|
|
{
|
|
"p": 0.07561623305082321,
|
|
"m": 0.8919264078140259
|
|
},
|
|
{
|
|
"p": 0.07021377235651016,
|
|
"m": 0.8953574895858765
|
|
},
|
|
{
|
|
"p": 0.07662040740251541,
|
|
"m": 0.9311719536781311
|
|
},
|
|
{
|
|
"p": 0.07979504019021988,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06267325580120087,
|
|
"m": 0.8972952365875244
|
|
},
|
|
{
|
|
"p": 0.05744926258921623,
|
|
"m": 0.9938983917236328
|
|
},
|
|
{
|
|
"p": 0.05962182208895683,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0748014971613884,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07483453303575516,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 122,
|
|
"train_loss": 1.0182812213897705,
|
|
"val_loss": 0.8561236262321472,
|
|
"acc": 71.66,
|
|
"time": 236.5425510139903,
|
|
"param": [
|
|
{
|
|
"p": 0.10003145784139633,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06028823181986809,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08387821167707443,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06630515307188034,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.045521918684244156,
|
|
"m": 0.7099921703338623
|
|
},
|
|
{
|
|
"p": 0.049882128834724426,
|
|
"m": 0.9913355112075806
|
|
},
|
|
{
|
|
"p": 0.07287591695785522,
|
|
"m": 0.8992455005645752
|
|
},
|
|
{
|
|
"p": 0.058425791561603546,
|
|
"m": 0.8430347442626953
|
|
},
|
|
{
|
|
"p": 0.08643844723701477,
|
|
"m": 0.9972240328788757
|
|
},
|
|
{
|
|
"p": 0.09004828333854675,
|
|
"m": 0.8911978006362915
|
|
},
|
|
{
|
|
"p": 0.08189892768859863,
|
|
"m": 0.9457217454910278
|
|
},
|
|
{
|
|
"p": 0.06623759865760803,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07943085581064224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05873705446720123,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 123,
|
|
"train_loss": 1.3621375560760498,
|
|
"val_loss": 0.7822200059890747,
|
|
"acc": 70.69,
|
|
"time": 237.9867484299466,
|
|
"param": [
|
|
{
|
|
"p": 0.07856737077236176,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048467326909303665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07632745802402496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10587730258703232,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05155009403824806,
|
|
"m": 0.8599260449409485
|
|
},
|
|
{
|
|
"p": 0.0495898611843586,
|
|
"m": 0.9963412880897522
|
|
},
|
|
{
|
|
"p": 0.05028050020337105,
|
|
"m": 0.8044443130493164
|
|
},
|
|
{
|
|
"p": 0.060973603278398514,
|
|
"m": 0.7852139472961426
|
|
},
|
|
{
|
|
"p": 0.06848514825105667,
|
|
"m": 0.9706977605819702
|
|
},
|
|
{
|
|
"p": 0.08857078105211258,
|
|
"m": 0.9432547688484192
|
|
},
|
|
{
|
|
"p": 0.08416063338518143,
|
|
"m": 0.978044331073761
|
|
},
|
|
{
|
|
"p": 0.07486739009618759,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09144352376461029,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07083891332149506,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 124,
|
|
"train_loss": 1.043349027633667,
|
|
"val_loss": 0.9075682759284973,
|
|
"acc": 69.14,
|
|
"time": 237.81658197601791,
|
|
"param": [
|
|
{
|
|
"p": 0.07084883004426956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06135115027427673,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07704980671405792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07296200841665268,
|
|
"m": 0.0016064121155068278
|
|
},
|
|
{
|
|
"p": 0.0821094736456871,
|
|
"m": 0.8334214091300964
|
|
},
|
|
{
|
|
"p": 0.08679447323083878,
|
|
"m": 0.9495116472244263
|
|
},
|
|
{
|
|
"p": 0.07991443574428558,
|
|
"m": 0.9420186281204224
|
|
},
|
|
{
|
|
"p": 0.0588497519493103,
|
|
"m": 0.8564022183418274
|
|
},
|
|
{
|
|
"p": 0.06934662908315659,
|
|
"m": 0.998562216758728
|
|
},
|
|
{
|
|
"p": 0.07404061406850815,
|
|
"m": 0.9997826814651489
|
|
},
|
|
{
|
|
"p": 0.07105005532503128,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06967822462320328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08281080424785614,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043193746358156204,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 125,
|
|
"train_loss": 1.0751646757125854,
|
|
"val_loss": 0.9074241518974304,
|
|
"acc": 71.68,
|
|
"time": 237.71881250292063,
|
|
"param": [
|
|
{
|
|
"p": 0.07369381189346313,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09326797723770142,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08995871245861053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07325217872858047,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.07001563906669617,
|
|
"m": 0.7249228358268738
|
|
},
|
|
{
|
|
"p": 0.045790862292051315,
|
|
"m": 0.8798947334289551
|
|
},
|
|
{
|
|
"p": 0.06871519237756729,
|
|
"m": 0.8051122426986694
|
|
},
|
|
{
|
|
"p": 0.06166822463274002,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03908834606409073,
|
|
"m": 0.9639381766319275
|
|
},
|
|
{
|
|
"p": 0.08196745067834854,
|
|
"m": 0.9719582200050354
|
|
},
|
|
{
|
|
"p": 0.06931854039430618,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07587234675884247,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08452577888965607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07286486774682999,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 126,
|
|
"train_loss": 1.0691170692443848,
|
|
"val_loss": 0.7746995091438293,
|
|
"acc": 71.44,
|
|
"time": 238.33950656699017,
|
|
"param": [
|
|
{
|
|
"p": 0.08414057642221451,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06225654482841492,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05838130787014961,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06913676857948303,
|
|
"m": 0.0002315003366675228
|
|
},
|
|
{
|
|
"p": 0.04582394286990166,
|
|
"m": 0.6359080672264099
|
|
},
|
|
{
|
|
"p": 0.05532078444957733,
|
|
"m": 0.9560580253601074
|
|
},
|
|
{
|
|
"p": 0.0887233093380928,
|
|
"m": 0.7537925243377686
|
|
},
|
|
{
|
|
"p": 0.07638639211654663,
|
|
"m": 0.9853301048278809
|
|
},
|
|
{
|
|
"p": 0.05733279883861542,
|
|
"m": 0.9347939491271973
|
|
},
|
|
{
|
|
"p": 0.06831918656826019,
|
|
"m": 0.8295477628707886
|
|
},
|
|
{
|
|
"p": 0.08483242243528366,
|
|
"m": 0.969720184803009
|
|
},
|
|
{
|
|
"p": 0.08552072197198868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07998295873403549,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08384232223033905,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 127,
|
|
"train_loss": 1.2793344259262085,
|
|
"val_loss": 0.8097828030586243,
|
|
"acc": 70.5,
|
|
"time": 238.72343617293518,
|
|
"param": [
|
|
{
|
|
"p": 0.0773233100771904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05805046111345291,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09658508747816086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06653381139039993,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.07906676828861237,
|
|
"m": 0.6333237886428833
|
|
},
|
|
{
|
|
"p": 0.06851457059383392,
|
|
"m": 0.9417086243629456
|
|
},
|
|
{
|
|
"p": 0.056075796484947205,
|
|
"m": 0.8260124921798706
|
|
},
|
|
{
|
|
"p": 0.059601765125989914,
|
|
"m": 0.9855756163597107
|
|
},
|
|
{
|
|
"p": 0.07260960340499878,
|
|
"m": 0.9980769157409668
|
|
},
|
|
{
|
|
"p": 0.10382862389087677,
|
|
"m": 0.7237572073936462
|
|
},
|
|
{
|
|
"p": 0.07178850471973419,
|
|
"m": 0.9688804149627686
|
|
},
|
|
{
|
|
"p": 0.079805888235569,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07635030895471573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03386553376913071,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 128,
|
|
"train_loss": 1.1925604343414307,
|
|
"val_loss": 0.7673234343528748,
|
|
"acc": 71.35,
|
|
"time": 238.16088543704245,
|
|
"param": [
|
|
{
|
|
"p": 0.0769946351647377,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05688897892832756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06593747437000275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07977456599473953,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.06839638948440552,
|
|
"m": 0.7425332069396973
|
|
},
|
|
{
|
|
"p": 0.08514238148927689,
|
|
"m": 0.9719310998916626
|
|
},
|
|
{
|
|
"p": 0.05732754245400429,
|
|
"m": 0.9436357617378235
|
|
},
|
|
{
|
|
"p": 0.06649859249591827,
|
|
"m": 0.9306530952453613
|
|
},
|
|
{
|
|
"p": 0.08903716504573822,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07393406331539154,
|
|
"m": 0.7209795713424683
|
|
},
|
|
{
|
|
"p": 0.05798545107245445,
|
|
"m": 0.9822946190834045
|
|
},
|
|
{
|
|
"p": 0.08722919970750809,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06381277740001678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07104075700044632,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 129,
|
|
"train_loss": 1.1728038787841797,
|
|
"val_loss": 0.7814111113548279,
|
|
"acc": 71.55,
|
|
"time": 239.96204754710197,
|
|
"param": [
|
|
{
|
|
"p": 0.06470197439193726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061403319239616394,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0657988041639328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08716621994972229,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0789056196808815,
|
|
"m": 0.687545657157898
|
|
},
|
|
{
|
|
"p": 0.05557698383927345,
|
|
"m": 0.993403434753418
|
|
},
|
|
{
|
|
"p": 0.05736069008708,
|
|
"m": 0.9989266395568848
|
|
},
|
|
{
|
|
"p": 0.06608748435974121,
|
|
"m": 0.8979244828224182
|
|
},
|
|
{
|
|
"p": 0.08943799883127213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08099787682294846,
|
|
"m": 0.7655640244483948
|
|
},
|
|
{
|
|
"p": 0.09281044453382492,
|
|
"m": 0.9986109137535095
|
|
},
|
|
{
|
|
"p": 0.06419000774621964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06641067564487457,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06915201991796494,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 130,
|
|
"train_loss": 1.042540431022644,
|
|
"val_loss": 0.7632768750190735,
|
|
"acc": 71.03,
|
|
"time": 236.2167421230115,
|
|
"param": [
|
|
{
|
|
"p": 0.07959604263305664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08449302613735199,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08128029853105545,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08170381188392639,
|
|
"m": 0.0002088141191052273
|
|
},
|
|
{
|
|
"p": 0.051939383149147034,
|
|
"m": 0.7775412797927856
|
|
},
|
|
{
|
|
"p": 0.05059473589062691,
|
|
"m": 0.9974753856658936
|
|
},
|
|
{
|
|
"p": 0.07207343727350235,
|
|
"m": 0.9813851118087769
|
|
},
|
|
{
|
|
"p": 0.06973110139369965,
|
|
"m": 0.8579307794570923
|
|
},
|
|
{
|
|
"p": 0.08131279051303864,
|
|
"m": 0.9858726263046265
|
|
},
|
|
{
|
|
"p": 0.07974928617477417,
|
|
"m": 0.799565315246582
|
|
},
|
|
{
|
|
"p": 0.07405181974172592,
|
|
"m": 0.9986923933029175
|
|
},
|
|
{
|
|
"p": 0.07607347518205643,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07306419312953949,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044336605817079544,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 131,
|
|
"train_loss": 1.260080337524414,
|
|
"val_loss": 0.7616142630577087,
|
|
"acc": 72.16,
|
|
"time": 234.68499067402445,
|
|
"param": [
|
|
{
|
|
"p": 0.06104923039674759,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058548539876937866,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08305450528860092,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08652795851230621,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.07472588866949081,
|
|
"m": 0.744779109954834
|
|
},
|
|
{
|
|
"p": 0.04065511003136635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07977353781461716,
|
|
"m": 0.9106399416923523
|
|
},
|
|
{
|
|
"p": 0.06619495153427124,
|
|
"m": 0.8718577027320862
|
|
},
|
|
{
|
|
"p": 0.07533684372901917,
|
|
"m": 0.9918511509895325
|
|
},
|
|
{
|
|
"p": 0.102692149579525,
|
|
"m": 0.8871381282806396
|
|
},
|
|
{
|
|
"p": 0.0704687163233757,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08460638672113419,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05346657335758209,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06289960443973541,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 132,
|
|
"train_loss": 1.3113943338394165,
|
|
"val_loss": 0.8063256740570068,
|
|
"acc": 70.75,
|
|
"time": 234.83562616398558,
|
|
"param": [
|
|
{
|
|
"p": 0.08694469183683395,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07418438792228699,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06761389225721359,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09679523855447769,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.06825578212738037,
|
|
"m": 0.6195226907730103
|
|
},
|
|
{
|
|
"p": 0.06026313081383705,
|
|
"m": 0.9669115543365479
|
|
},
|
|
{
|
|
"p": 0.03633156046271324,
|
|
"m": 0.9416553974151611
|
|
},
|
|
{
|
|
"p": 0.060790251940488815,
|
|
"m": 0.7085916996002197
|
|
},
|
|
{
|
|
"p": 0.08429095149040222,
|
|
"m": 0.9657651782035828
|
|
},
|
|
{
|
|
"p": 0.06752558052539825,
|
|
"m": 0.8267260193824768
|
|
},
|
|
{
|
|
"p": 0.0630260705947876,
|
|
"m": 0.9462767839431763
|
|
},
|
|
{
|
|
"p": 0.07525435835123062,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07600672543048859,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08271733671426773,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 133,
|
|
"train_loss": 1.1925288438796997,
|
|
"val_loss": 0.7562462091445923,
|
|
"acc": 71.5,
|
|
"time": 238.24474429595284,
|
|
"param": [
|
|
{
|
|
"p": 0.07203100621700287,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07755075395107269,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07087894529104233,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08632782846689224,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.07043168693780899,
|
|
"m": 0.6527224183082581
|
|
},
|
|
{
|
|
"p": 0.05412270873785019,
|
|
"m": 0.8791016936302185
|
|
},
|
|
{
|
|
"p": 0.06093739718198776,
|
|
"m": 0.9508785605430603
|
|
},
|
|
{
|
|
"p": 0.0632951483130455,
|
|
"m": 0.8770332932472229
|
|
},
|
|
{
|
|
"p": 0.08900074660778046,
|
|
"m": 0.991230309009552
|
|
},
|
|
{
|
|
"p": 0.0607629232108593,
|
|
"m": 0.9843274354934692
|
|
},
|
|
{
|
|
"p": 0.05528121069073677,
|
|
"m": 0.9718935489654541
|
|
},
|
|
{
|
|
"p": 0.07330819964408875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09084276109933853,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07522869110107422,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 134,
|
|
"train_loss": 1.1966958045959473,
|
|
"val_loss": 0.7399994730949402,
|
|
"acc": 71.37,
|
|
"time": 237.92630854609888,
|
|
"param": [
|
|
{
|
|
"p": 0.07940231263637543,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06159007176756859,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06569772958755493,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07754041999578476,
|
|
"m": 7.966299745021388e-05
|
|
},
|
|
{
|
|
"p": 0.048543088138103485,
|
|
"m": 0.5721527934074402
|
|
},
|
|
{
|
|
"p": 0.06640107184648514,
|
|
"m": 0.8737004399299622
|
|
},
|
|
{
|
|
"p": 0.08995421975851059,
|
|
"m": 0.9455146789550781
|
|
},
|
|
{
|
|
"p": 0.07103816419839859,
|
|
"m": 0.8366727828979492
|
|
},
|
|
{
|
|
"p": 0.0676756352186203,
|
|
"m": 0.982498049736023
|
|
},
|
|
{
|
|
"p": 0.08080308139324188,
|
|
"m": 0.9641490578651428
|
|
},
|
|
{
|
|
"p": 0.06480050086975098,
|
|
"m": 0.9798409938812256
|
|
},
|
|
{
|
|
"p": 0.08749164640903473,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0778001993894577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061261799186468124,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 135,
|
|
"train_loss": 1.1335341930389404,
|
|
"val_loss": 0.7165056467056274,
|
|
"acc": 71.82,
|
|
"time": 238.47014156903606,
|
|
"param": [
|
|
{
|
|
"p": 0.06864707916975021,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.071210116147995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08895120024681091,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07286640256643295,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.07379917055368423,
|
|
"m": 0.4592624008655548
|
|
},
|
|
{
|
|
"p": 0.05732303857803345,
|
|
"m": 0.8806383013725281
|
|
},
|
|
{
|
|
"p": 0.06357935070991516,
|
|
"m": 0.9971307516098022
|
|
},
|
|
{
|
|
"p": 0.07132197171449661,
|
|
"m": 0.8026342988014221
|
|
},
|
|
{
|
|
"p": 0.07528197765350342,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07597092539072037,
|
|
"m": 0.9271385669708252
|
|
},
|
|
{
|
|
"p": 0.04437902197241783,
|
|
"m": 0.9904975295066833
|
|
},
|
|
{
|
|
"p": 0.09176089614629745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08242914080619812,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06247956305742264,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 136,
|
|
"train_loss": 1.3766790628433228,
|
|
"val_loss": 0.9691775441169739,
|
|
"acc": 70.94,
|
|
"time": 237.40167084895074,
|
|
"param": [
|
|
{
|
|
"p": 0.06753919273614883,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056557707488536835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07672173529863358,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08310798555612564,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.056852277368307114,
|
|
"m": 0.6476067900657654
|
|
},
|
|
{
|
|
"p": 0.06105612963438034,
|
|
"m": 0.7510547637939453
|
|
},
|
|
{
|
|
"p": 0.07329633831977844,
|
|
"m": 0.9075478911399841
|
|
},
|
|
{
|
|
"p": 0.07401980459690094,
|
|
"m": 0.7092008590698242
|
|
},
|
|
{
|
|
"p": 0.06767407804727554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154817879199982,
|
|
"m": 0.8410748243331909
|
|
},
|
|
{
|
|
"p": 0.08097665011882782,
|
|
"m": 0.968140184879303
|
|
},
|
|
{
|
|
"p": 0.08144468814134598,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07623643428087234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07296884804964066,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 137,
|
|
"train_loss": 1.127241611480713,
|
|
"val_loss": 0.7004579305648804,
|
|
"acc": 72.33,
|
|
"time": 237.11064681201242,
|
|
"param": [
|
|
{
|
|
"p": 0.0936855748295784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06520913541316986,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07761305570602417,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07957778126001358,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.07044346630573273,
|
|
"m": 0.5835496783256531
|
|
},
|
|
{
|
|
"p": 0.09523304551839828,
|
|
"m": 0.6566333770751953
|
|
},
|
|
{
|
|
"p": 0.05866970494389534,
|
|
"m": 0.9396790266036987
|
|
},
|
|
{
|
|
"p": 0.049010831862688065,
|
|
"m": 0.7405813932418823
|
|
},
|
|
{
|
|
"p": 0.04945937916636467,
|
|
"m": 0.9078027606010437
|
|
},
|
|
{
|
|
"p": 0.07527564465999603,
|
|
"m": 0.7000446915626526
|
|
},
|
|
{
|
|
"p": 0.05569523200392723,
|
|
"m": 0.9821621775627136
|
|
},
|
|
{
|
|
"p": 0.07570113986730576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08325784653425217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0711682066321373,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 138,
|
|
"train_loss": 0.8558706641197205,
|
|
"val_loss": 0.940960705280304,
|
|
"acc": 70.4,
|
|
"time": 236.82573372602928,
|
|
"param": [
|
|
{
|
|
"p": 0.07304089516401291,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08180756121873856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0852157473564148,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09123792499303818,
|
|
"m": 0.00025389474467374384
|
|
},
|
|
{
|
|
"p": 0.05721227824687958,
|
|
"m": 0.5093746781349182
|
|
},
|
|
{
|
|
"p": 0.058166615664958954,
|
|
"m": 0.620854914188385
|
|
},
|
|
{
|
|
"p": 0.06873101741075516,
|
|
"m": 0.8949625492095947
|
|
},
|
|
{
|
|
"p": 0.06355834007263184,
|
|
"m": 0.705016553401947
|
|
},
|
|
{
|
|
"p": 0.0748969241976738,
|
|
"m": 0.8692243695259094
|
|
},
|
|
{
|
|
"p": 0.06863177567720413,
|
|
"m": 0.7741218209266663
|
|
},
|
|
{
|
|
"p": 0.08231993019580841,
|
|
"m": 0.8547742962837219
|
|
},
|
|
{
|
|
"p": 0.07292237877845764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08525021374225616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03700846806168556,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 139,
|
|
"train_loss": 0.8552647233009338,
|
|
"val_loss": 0.8094028234481812,
|
|
"acc": 71.25,
|
|
"time": 237.63331629498862,
|
|
"param": [
|
|
{
|
|
"p": 0.07807023078203201,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06372494995594025,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06388018280267715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07630852609872818,
|
|
"m": 0.00021723053941968828
|
|
},
|
|
{
|
|
"p": 0.07800114154815674,
|
|
"m": 0.5905994176864624
|
|
},
|
|
{
|
|
"p": 0.08595217764377594,
|
|
"m": 0.3674408197402954
|
|
},
|
|
{
|
|
"p": 0.058356910943984985,
|
|
"m": 0.8602802157402039
|
|
},
|
|
{
|
|
"p": 0.051771365106105804,
|
|
"m": 0.7467808127403259
|
|
},
|
|
{
|
|
"p": 0.07028135657310486,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06802233308553696,
|
|
"m": 0.9040173292160034
|
|
},
|
|
{
|
|
"p": 0.07221505790948868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08496695756912231,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08542250096797943,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06302627921104431,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 140,
|
|
"train_loss": 0.9140583872795105,
|
|
"val_loss": 0.7677004933357239,
|
|
"acc": 72.41,
|
|
"time": 237.6979923680192,
|
|
"param": [
|
|
{
|
|
"p": 0.06941532343626022,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06518851965665817,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06007332354784012,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09535069763660431,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.0613391250371933,
|
|
"m": 0.5507084727287292
|
|
},
|
|
{
|
|
"p": 0.09482809156179428,
|
|
"m": 0.38386544585227966
|
|
},
|
|
{
|
|
"p": 0.07583224773406982,
|
|
"m": 0.7111673951148987
|
|
},
|
|
{
|
|
"p": 0.07357373088598251,
|
|
"m": 0.6155101656913757
|
|
},
|
|
{
|
|
"p": 0.06477338820695877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06410563737154007,
|
|
"m": 0.8886508345603943
|
|
},
|
|
{
|
|
"p": 0.08757041394710541,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07510275393724442,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061595819890499115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0512508898973465,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 141,
|
|
"train_loss": 1.2086291313171387,
|
|
"val_loss": 0.8141440749168396,
|
|
"acc": 72.23,
|
|
"time": 235.4009865699336,
|
|
"param": [
|
|
{
|
|
"p": 0.06688794493675232,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0675560012459755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09131525456905365,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08370501548051834,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05583908036351204,
|
|
"m": 0.5566625595092773
|
|
},
|
|
{
|
|
"p": 0.07809971272945404,
|
|
"m": 0.40015116333961487
|
|
},
|
|
{
|
|
"p": 0.06026817113161087,
|
|
"m": 0.7996371984481812
|
|
},
|
|
{
|
|
"p": 0.0886305719614029,
|
|
"m": 0.7731888890266418
|
|
},
|
|
{
|
|
"p": 0.057343367487192154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07260328531265259,
|
|
"m": 0.9696351885795593
|
|
},
|
|
{
|
|
"p": 0.05473482608795166,
|
|
"m": 0.9985368251800537
|
|
},
|
|
{
|
|
"p": 0.05987704545259476,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09789324551820755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06524641066789627,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 142,
|
|
"train_loss": 1.1414680480957031,
|
|
"val_loss": 0.9113540649414062,
|
|
"acc": 71.79,
|
|
"time": 236.087029992952,
|
|
"param": [
|
|
{
|
|
"p": 0.0791822001338005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045434560626745224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06831254810094833,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08729005604982376,
|
|
"m": 0.0019616035278886557
|
|
},
|
|
{
|
|
"p": 0.07142046093940735,
|
|
"m": 0.619670569896698
|
|
},
|
|
{
|
|
"p": 0.07675539702177048,
|
|
"m": 0.5235537886619568
|
|
},
|
|
{
|
|
"p": 0.06886862218379974,
|
|
"m": 0.8775192499160767
|
|
},
|
|
{
|
|
"p": 0.05617595463991165,
|
|
"m": 0.7867429852485657
|
|
},
|
|
{
|
|
"p": 0.06804213672876358,
|
|
"m": 0.9861462712287903
|
|
},
|
|
{
|
|
"p": 0.08573238551616669,
|
|
"m": 0.8377028107643127
|
|
},
|
|
{
|
|
"p": 0.07157732546329498,
|
|
"m": 0.9786098003387451
|
|
},
|
|
{
|
|
"p": 0.0808035358786583,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07336518913507462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06703963130712509,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 143,
|
|
"train_loss": 1.0283420085906982,
|
|
"val_loss": 0.9480920433998108,
|
|
"acc": 72.57,
|
|
"time": 236.23563813301735,
|
|
"param": [
|
|
{
|
|
"p": 0.06781695783138275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046088121831417084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09058231115341187,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07495879381895065,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.04341570660471916,
|
|
"m": 0.6718687415122986
|
|
},
|
|
{
|
|
"p": 0.08719976246356964,
|
|
"m": 0.5640448331832886
|
|
},
|
|
{
|
|
"p": 0.07386486977338791,
|
|
"m": 0.8525262475013733
|
|
},
|
|
{
|
|
"p": 0.07246105372905731,
|
|
"m": 0.7292746305465698
|
|
},
|
|
{
|
|
"p": 0.06095794215798378,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10044246166944504,
|
|
"m": 0.8142215013504028
|
|
},
|
|
{
|
|
"p": 0.09176290035247803,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07430702447891235,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062040917575359344,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05410119891166687,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 144,
|
|
"train_loss": 1.2722666263580322,
|
|
"val_loss": 0.8592647910118103,
|
|
"acc": 71.63,
|
|
"time": 236.45414240797982,
|
|
"param": [
|
|
{
|
|
"p": 0.08306477963924408,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06854265183210373,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07792087644338608,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07816711068153381,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.07118124514818192,
|
|
"m": 0.8096719980239868
|
|
},
|
|
{
|
|
"p": 0.05684790760278702,
|
|
"m": 0.536361038684845
|
|
},
|
|
{
|
|
"p": 0.06344395130872726,
|
|
"m": 0.9805402159690857
|
|
},
|
|
{
|
|
"p": 0.05905412882566452,
|
|
"m": 0.7264353036880493
|
|
},
|
|
{
|
|
"p": 0.07965892553329468,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07614833116531372,
|
|
"m": 0.9396442174911499
|
|
},
|
|
{
|
|
"p": 0.04907076805830002,
|
|
"m": 0.9369209408760071
|
|
},
|
|
{
|
|
"p": 0.08095066994428635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08060643821954727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07534217089414597,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 145,
|
|
"train_loss": 1.1386833190917969,
|
|
"val_loss": 0.7292883396148682,
|
|
"acc": 72.33,
|
|
"time": 236.65819352399558,
|
|
"param": [
|
|
{
|
|
"p": 0.06651825457811356,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07865213602781296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09344769269227982,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06741009652614594,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.08466731011867523,
|
|
"m": 0.782225489616394
|
|
},
|
|
{
|
|
"p": 0.05716884881258011,
|
|
"m": 0.6652727723121643
|
|
},
|
|
{
|
|
"p": 0.04491647705435753,
|
|
"m": 0.8866933584213257
|
|
},
|
|
{
|
|
"p": 0.07737695425748825,
|
|
"m": 0.5768105387687683
|
|
},
|
|
{
|
|
"p": 0.08841758221387863,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09266616404056549,
|
|
"m": 0.8789800405502319
|
|
},
|
|
{
|
|
"p": 0.047213487327098846,
|
|
"m": 0.9337338209152222
|
|
},
|
|
{
|
|
"p": 0.050263937562704086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09970986843109131,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05157115310430527,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 146,
|
|
"train_loss": 1.0656914710998535,
|
|
"val_loss": 0.7779574990272522,
|
|
"acc": 71.65,
|
|
"time": 236.04001479991712,
|
|
"param": [
|
|
{
|
|
"p": 0.07817167043685913,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05352667719125748,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07660045474767685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06416872143745422,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.054600637406110764,
|
|
"m": 0.7631856203079224
|
|
},
|
|
{
|
|
"p": 0.08566994220018387,
|
|
"m": 0.6994612812995911
|
|
},
|
|
{
|
|
"p": 0.08645287156105042,
|
|
"m": 0.909278929233551
|
|
},
|
|
{
|
|
"p": 0.05888480693101883,
|
|
"m": 0.504290759563446
|
|
},
|
|
{
|
|
"p": 0.08379072695970535,
|
|
"m": 0.992426872253418
|
|
},
|
|
{
|
|
"p": 0.06277691572904587,
|
|
"m": 0.8844645023345947
|
|
},
|
|
{
|
|
"p": 0.06604603677988052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0630405992269516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0891302078962326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07713964581489563,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 147,
|
|
"train_loss": 0.9737734794616699,
|
|
"val_loss": 0.7345759272575378,
|
|
"acc": 72.45,
|
|
"time": 235.29014857206494,
|
|
"param": [
|
|
{
|
|
"p": 0.07392913848161697,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07044586539268494,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09418237954378128,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08585841208696365,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.059545353055000305,
|
|
"m": 0.6985740661621094
|
|
},
|
|
{
|
|
"p": 0.05537308752536774,
|
|
"m": 0.689441978931427
|
|
},
|
|
{
|
|
"p": 0.04932558536529541,
|
|
"m": 0.8650885224342346
|
|
},
|
|
{
|
|
"p": 0.05859614163637161,
|
|
"m": 0.5539118051528931
|
|
},
|
|
{
|
|
"p": 0.06729349493980408,
|
|
"m": 0.932309091091156
|
|
},
|
|
{
|
|
"p": 0.07505682110786438,
|
|
"m": 0.8103654980659485
|
|
},
|
|
{
|
|
"p": 0.08556423336267471,
|
|
"m": 0.9587447643280029
|
|
},
|
|
{
|
|
"p": 0.0896165519952774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08456461131572723,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050648365169763565,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 148,
|
|
"train_loss": 1.1686761379241943,
|
|
"val_loss": 0.7595194578170776,
|
|
"acc": 71.39,
|
|
"time": 237.31311055400874,
|
|
"param": [
|
|
{
|
|
"p": 0.06402283161878586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07228834927082062,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08836065977811813,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08821427077054977,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.05567357689142227,
|
|
"m": 0.7289802432060242
|
|
},
|
|
{
|
|
"p": 0.07682941108942032,
|
|
"m": 0.7098081111907959
|
|
},
|
|
{
|
|
"p": 0.05735177546739578,
|
|
"m": 0.9009784460067749
|
|
},
|
|
{
|
|
"p": 0.044876374304294586,
|
|
"m": 0.6249526739120483
|
|
},
|
|
{
|
|
"p": 0.09348200261592865,
|
|
"m": 0.9875582456588745
|
|
},
|
|
{
|
|
"p": 0.05918882414698601,
|
|
"m": 0.7327182292938232
|
|
},
|
|
{
|
|
"p": 0.08626023679971695,
|
|
"m": 0.9998921751976013
|
|
},
|
|
{
|
|
"p": 0.0805710181593895,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0746382623910904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058242328464984894,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 149,
|
|
"train_loss": 0.9272031784057617,
|
|
"val_loss": 0.8057560920715332,
|
|
"acc": 72.3,
|
|
"time": 236.47243309707846,
|
|
"param": [
|
|
{
|
|
"p": 0.09760405123233795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.076517753303051,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0661669597029686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08517943322658539,
|
|
"m": 0.0018251118017360568
|
|
},
|
|
{
|
|
"p": 0.06059885397553444,
|
|
"m": 0.7323352694511414
|
|
},
|
|
{
|
|
"p": 0.05883995071053505,
|
|
"m": 0.6025887727737427
|
|
},
|
|
{
|
|
"p": 0.056688837707042694,
|
|
"m": 0.8991304636001587
|
|
},
|
|
{
|
|
"p": 0.06266684085130692,
|
|
"m": 0.7019777894020081
|
|
},
|
|
{
|
|
"p": 0.09069395065307617,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07650270313024521,
|
|
"m": 0.8231235146522522
|
|
},
|
|
{
|
|
"p": 0.07879723608493805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08042816817760468,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052854496985673904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05646072328090668,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 150,
|
|
"train_loss": 1.184812068939209,
|
|
"val_loss": 0.8253135085105896,
|
|
"acc": 72.28,
|
|
"time": 235.68539022200275,
|
|
"param": [
|
|
{
|
|
"p": 0.08868275582790375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05834878608584404,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06349534541368484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08675099909305573,
|
|
"m": 0.0
|
|
},
|
|
{
|
|
"p": 0.051657285541296005,
|
|
"m": 0.7529250979423523
|
|
},
|
|
{
|
|
"p": 0.051372870802879333,
|
|
"m": 0.5966830253601074
|
|
},
|
|
{
|
|
"p": 0.06298647075891495,
|
|
"m": 0.809231162071228
|
|
},
|
|
{
|
|
"p": 0.07283605635166168,
|
|
"m": 0.6668821573257446
|
|
},
|
|
{
|
|
"p": 0.07525260746479034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08899816870689392,
|
|
"m": 0.9992928504943848
|
|
},
|
|
{
|
|
"p": 0.060718242079019547,
|
|
"m": 0.9695119857788086
|
|
},
|
|
{
|
|
"p": 0.10132316499948502,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07418130338191986,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06339585781097412,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |