mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 20:20:46 +02:00
9776 lines
No EOL
143 KiB
JSON
Executable file
9776 lines
No EOL
143 KiB
JSON
Executable file
{
|
|
"Accuracy": 71.79,
|
|
"Time": [
|
|
201.48987045185302,
|
|
137.9733498252723
|
|
],
|
|
"Device": "Graphics Device",
|
|
"Param_names": [
|
|
"Identity",
|
|
"FlipUD",
|
|
"FlipLR",
|
|
"Rotate",
|
|
"TranslateX",
|
|
"TranslateY",
|
|
"ShearX",
|
|
"ShearY",
|
|
"Contrast",
|
|
"Color",
|
|
"Brightness",
|
|
"Sharpness",
|
|
"Posterize",
|
|
"Solarize"
|
|
],
|
|
"Log": [
|
|
{
|
|
"epoch": 1,
|
|
"train_loss": 2.3006033897399902,
|
|
"val_loss": 2.259181261062622,
|
|
"acc": 13.73,
|
|
"time": 106.97303916100645,
|
|
"param": [
|
|
{
|
|
"p": 0.050540562719106674,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050357673317193985,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04090020805597305,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1049560159444809,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07643981277942657,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11823508888483047,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09602785855531693,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05952966585755348,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06286141276359558,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07938544452190399,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06399674713611603,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08915118128061295,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08897896856069565,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01863930933177471,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 2.158860206604004,
|
|
"val_loss": 2.1128573417663574,
|
|
"acc": 24.5,
|
|
"time": 102.95612122399325,
|
|
"param": [
|
|
{
|
|
"p": 0.06310563534498215,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022250309586524963,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12537795305252075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0947379320859909,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.020384032279253006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09144467860460281,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09043854475021362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12577961385250092,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04127061739563942,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08998479694128036,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06817467510700226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04074595123529434,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10120832920074463,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025096910074353218,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 2.1167361736297607,
|
|
"val_loss": 1.9514288902282715,
|
|
"acc": 28.64,
|
|
"time": 101.71086178999394,
|
|
"param": [
|
|
{
|
|
"p": 0.07930149137973785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0717143714427948,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0955154299736023,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08524823933839798,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05804290249943733,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07675815373659134,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07788863033056259,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0764283761382103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044551216065883636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05288946256041527,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0669158324599266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08220069855451584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07350911945104599,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05903610587120056,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 2.160261631011963,
|
|
"val_loss": 1.818149209022522,
|
|
"acc": 34.59,
|
|
"time": 108.34126863600977,
|
|
"param": [
|
|
{
|
|
"p": 0.05766669660806656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038512296974658966,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1054457277059555,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07831589877605438,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05471338331699371,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11143245548009872,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08435840904712677,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0703040361404419,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06094914302229881,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09265735745429993,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07400636374950409,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06673185527324677,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09947414696216583,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005432239267975092,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 2.100431442260742,
|
|
"val_loss": 1.8835530281066895,
|
|
"acc": 33.79,
|
|
"time": 120.02101085800678,
|
|
"param": [
|
|
{
|
|
"p": 0.06387200951576233,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0670667216181755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08710852265357971,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06382447481155396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03969139605760574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07351928949356079,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058827340602874756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.089760921895504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060706790536642075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08255274593830109,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05987884849309921,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08163709938526154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07780782133340836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09374597668647766,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 1.8780523538589478,
|
|
"val_loss": 1.7910881042480469,
|
|
"acc": 38.0,
|
|
"time": 101.62120220198995,
|
|
"param": [
|
|
{
|
|
"p": 0.09074337780475616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06179770082235336,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08370480686426163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04784601554274559,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03197786584496498,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10151082277297974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046940576285123825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07691344618797302,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07579599320888519,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07671342045068741,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08963242173194885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07980687916278839,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06794295459985733,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06867370754480362,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 1.9712679386138916,
|
|
"val_loss": 1.7254109382629395,
|
|
"acc": 39.38,
|
|
"time": 114.87565465101216,
|
|
"param": [
|
|
{
|
|
"p": 0.06989999115467072,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06452406942844391,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0781606063246727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0572538785636425,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050823744386434555,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0776253342628479,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07062847912311554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045796267688274384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07341355830430984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09539894014596939,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08346638083457947,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08385268598794937,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09014800190925598,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05900800973176956,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 1.9327656030654907,
|
|
"val_loss": 1.6818379163742065,
|
|
"acc": 41.37,
|
|
"time": 100.16885208699387,
|
|
"param": [
|
|
{
|
|
"p": 0.1056479886174202,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056617025285959244,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08626847714185715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.065408855676651,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.017138950526714325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07963760942220688,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06215886026620865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05228990688920021,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0827319473028183,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07462415099143982,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09102916717529297,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07930243760347366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07789208739995956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06925258785486221,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 1.7806146144866943,
|
|
"val_loss": 1.5973283052444458,
|
|
"acc": 41.95,
|
|
"time": 121.43904403600027,
|
|
"param": [
|
|
{
|
|
"p": 0.08280541002750397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019714852795004845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10634458810091019,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03692708909511566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07844462990760803,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10576655715703964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05513707920908928,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07271801680326462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1291198432445526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06621633470058441,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07590804994106293,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10031869262456894,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07057888805866241,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 2.0345146656036377,
|
|
"val_loss": 1.6621110439300537,
|
|
"acc": 42.67,
|
|
"time": 101.86942889199418,
|
|
"param": [
|
|
{
|
|
"p": 0.0772576853632927,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039810243993997574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0784512609243393,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06819923967123032,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08667577803134918,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0728941559791565,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07109396904706955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07333852350711823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09871756285429001,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06929190456867218,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08409242331981659,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07775314152240753,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10242415219545364,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 1.8253209590911865,
|
|
"val_loss": 1.5995099544525146,
|
|
"acc": 42.96,
|
|
"time": 100.95009425200988,
|
|
"param": [
|
|
{
|
|
"p": 0.08477956056594849,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04059266671538353,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08543328195810318,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04158901423215866,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09468676149845123,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09244569391012192,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07649806886911392,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06645099073648453,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0847853422164917,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07930072396993637,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0777709111571312,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08422567695379257,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09144128113985062,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 1.979018211364746,
|
|
"val_loss": 1.5993698835372925,
|
|
"acc": 45.94,
|
|
"time": 103.3554721190012,
|
|
"param": [
|
|
{
|
|
"p": 0.06648223102092743,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03668969124555588,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08865074068307877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03293919563293457,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0189379770308733,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08779151737689972,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09544692933559418,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08045592904090881,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07584594190120697,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0925205796957016,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07570997625589371,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09139709919691086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10641717910766602,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05071500688791275,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 1.9766918420791626,
|
|
"val_loss": 1.558653712272644,
|
|
"acc": 45.95,
|
|
"time": 104.46544147499662,
|
|
"param": [
|
|
{
|
|
"p": 0.06440697610378265,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059362392872571945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0728164091706276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050908491015434265,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03969518467783928,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0961751863360405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08079148828983307,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08615227043628693,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07445438206195831,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1010393500328064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07093437016010284,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0727880448102951,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06936392188072205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061111509799957275,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 1.811204433441162,
|
|
"val_loss": 1.5397911071777344,
|
|
"acc": 46.52,
|
|
"time": 116.15601112299191,
|
|
"param": [
|
|
{
|
|
"p": 0.07328279316425323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057821523398160934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09577786177396774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04566143825650215,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008745831437408924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09212050586938858,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09882207959890366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08715568482875824,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08248428255319595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0654807835817337,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0654955506324768,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07240024954080582,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08687474578619003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06787671148777008,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 1.9214346408843994,
|
|
"val_loss": 1.4055414199829102,
|
|
"acc": 48.66,
|
|
"time": 121.05776393999986,
|
|
"param": [
|
|
{
|
|
"p": 0.06991147249937057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0455215647816658,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09572453796863556,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031134501099586487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035607703030109406,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06963345408439636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10286615788936615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05473656207323074,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07915905117988586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09053751081228256,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06238708272576332,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0927882045507431,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10709339380264282,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06289883702993393,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 1.767503023147583,
|
|
"val_loss": 1.4269092082977295,
|
|
"acc": 47.27,
|
|
"time": 123.03045798200765,
|
|
"param": [
|
|
{
|
|
"p": 0.0740039125084877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03572677820920944,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06606505066156387,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08501460403203964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02825012058019638,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08961370587348938,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07972246408462524,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07387164980173111,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09346669912338257,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07093526422977448,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08160487562417984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0662161111831665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09295450150966644,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06255435198545456,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 1.737925410270691,
|
|
"val_loss": 1.4313604831695557,
|
|
"acc": 47.12,
|
|
"time": 121.2789041440119,
|
|
"param": [
|
|
{
|
|
"p": 0.06838493049144745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0829605981707573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06319736689329147,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040981367230415344,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046935658901929855,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08548791706562042,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09044681489467621,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0704452320933342,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07129501551389694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0708286240696907,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09108409285545349,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.077853262424469,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09063295274972916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04946615546941757,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 1.537087321281433,
|
|
"val_loss": 1.3929082155227661,
|
|
"acc": 49.26,
|
|
"time": 102.69898866700532,
|
|
"param": [
|
|
{
|
|
"p": 0.08280932158231735,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04758251830935478,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08567829430103302,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05544612929224968,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0091616315767169,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09369120001792908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10058362036943436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042415130883455276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07726284861564636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09338539838790894,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07228470593690872,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.063385970890522,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11862704157829285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05768609046936035,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 1.6432323455810547,
|
|
"val_loss": 1.385966181755066,
|
|
"acc": 51.86,
|
|
"time": 105.97513963999518,
|
|
"param": [
|
|
{
|
|
"p": 0.08659269660711288,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055307451635599136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09182535856962204,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02566445805132389,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01116974651813507,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07355561852455139,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06758280843496323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06742287427186966,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08975325524806976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08748888969421387,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07907164096832275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10530693084001541,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09390495717525482,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06535337120294571,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 1.4968258142471313,
|
|
"val_loss": 1.4109735488891602,
|
|
"acc": 52.99,
|
|
"time": 123.88218757801224,
|
|
"param": [
|
|
{
|
|
"p": 0.09772763401269913,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05136923864483833,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07166813313961029,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05922071263194084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027191488072276115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08896522969007492,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08914786577224731,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05487731099128723,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05488026887178421,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08245949447154999,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08242715150117874,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0923800840973854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06465362012386322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08303169906139374,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 1.6421242952346802,
|
|
"val_loss": 1.2354437112808228,
|
|
"acc": 54.78,
|
|
"time": 107.84658204698644,
|
|
"param": [
|
|
{
|
|
"p": 0.10999014228582382,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0882377028465271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03294286131858826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02534123696386814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06260740011930466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09649281948804855,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09745624661445618,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08250939846038818,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09008888155221939,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07894975692033768,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10458365827798843,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0851656049489975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04563433676958084,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 1.6746315956115723,
|
|
"val_loss": 1.3630396127700806,
|
|
"acc": 54.28,
|
|
"time": 100.44268562601064,
|
|
"param": [
|
|
{
|
|
"p": 0.0884530246257782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0682879239320755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08020952343940735,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06779082864522934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05725609138607979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08605732023715973,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07433270663022995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07408279925584793,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07538880407810211,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06885360181331635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06372857838869095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06969510763883591,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09031736850738525,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03554640710353851,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 1.7123228311538696,
|
|
"val_loss": 1.2530295848846436,
|
|
"acc": 53.67,
|
|
"time": 118.927956790998,
|
|
"param": [
|
|
{
|
|
"p": 0.07620306313037872,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06115029379725456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09479546546936035,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057219985872507095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051194943487644196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06716727465391159,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08509522676467896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0595599040389061,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.033754944801330566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09438865631818771,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0871506780385971,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07961717993021011,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08461655676364899,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06808575987815857,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 1.7232630252838135,
|
|
"val_loss": 1.3054426908493042,
|
|
"acc": 55.58,
|
|
"time": 111.75376525500906,
|
|
"param": [
|
|
{
|
|
"p": 0.0998925268650055,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051101937890052795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09407979995012283,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03135865926742554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050204452127218246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04803328588604927,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06253979355096817,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07750967890024185,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09576644003391266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06623537838459015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09916128218173981,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08039964735507965,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08429799228906631,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059418998658657074,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 1.5663244724273682,
|
|
"val_loss": 1.2166541814804077,
|
|
"acc": 56.26,
|
|
"time": 116.52444525400642,
|
|
"param": [
|
|
{
|
|
"p": 0.08355540037155151,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04730277881026268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07273150235414505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0662199854850769,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060526203364133835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0559515580534935,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09433389455080032,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06099138781428337,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07175879180431366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08395961672067642,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07441148161888123,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06743360310792923,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10759864002466202,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05322512239217758,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 1.707120418548584,
|
|
"val_loss": 1.2468105554580688,
|
|
"acc": 56.53,
|
|
"time": 110.28845831799845,
|
|
"param": [
|
|
{
|
|
"p": 0.06989391893148422,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04360048472881317,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0930771604180336,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07168810814619064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0437186025083065,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055799879133701324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047088924795389175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08043236285448074,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0827561765909195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09385181218385696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07560329884290695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09253848344087601,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09536311775445938,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054587628692388535,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 1.4431252479553223,
|
|
"val_loss": 1.197434425354004,
|
|
"acc": 56.93,
|
|
"time": 100.85014526399027,
|
|
"param": [
|
|
{
|
|
"p": 0.08206918090581894,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06893611699342728,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08734724670648575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07527013123035431,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04315953701734543,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054567042738199234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04946819692850113,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05943046510219574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06690554320812225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10025698691606522,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07721765339374542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07550640404224396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08391352742910385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07595193386077881,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 1.5805022716522217,
|
|
"val_loss": 1.2187966108322144,
|
|
"acc": 56.78,
|
|
"time": 106.91860627700225,
|
|
"param": [
|
|
{
|
|
"p": 0.06735165417194366,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048671744763851166,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10861887037754059,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.067562535405159,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04589102789759636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05677655711770058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07515103369951248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07856550812721252,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07348815351724625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09305030107498169,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06840787827968597,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07046454399824142,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08554039150476456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06045972928404808,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 1.6008334159851074,
|
|
"val_loss": 1.2667319774627686,
|
|
"acc": 57.47,
|
|
"time": 104.21668320900062,
|
|
"param": [
|
|
{
|
|
"p": 0.07804016023874283,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045298200100660324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08747284859418869,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06728467345237732,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04369714856147766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0837412029504776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08737615495920181,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07005154341459274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053055424243211746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09213197976350784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09080306440591812,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07813247293233871,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08557809144258499,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03733717277646065,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 1.688689947128296,
|
|
"val_loss": 1.2537424564361572,
|
|
"acc": 57.32,
|
|
"time": 109.50435483599722,
|
|
"param": [
|
|
{
|
|
"p": 0.07913930714130402,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05796397849917412,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08918342739343643,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0626009926199913,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05785902589559555,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05711036175489426,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07623627781867981,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053537625819444656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06795859336853027,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11095529794692993,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05034825578331947,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06645043194293976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09816042333841324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07249590754508972,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 1.501992106437683,
|
|
"val_loss": 1.1171776056289673,
|
|
"acc": 58.92,
|
|
"time": 105.20728456698998,
|
|
"param": [
|
|
{
|
|
"p": 0.08937453478574753,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0551082082092762,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09568781405687332,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06397616118192673,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04886600747704506,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056252703070640564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04595360904932022,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08780524134635925,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07649040967226028,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09219706803560257,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07879184186458588,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07367248088121414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0766165629029274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059207361191511154,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 1.576400876045227,
|
|
"val_loss": 1.2852553129196167,
|
|
"acc": 57.62,
|
|
"time": 104.7026540920051,
|
|
"param": [
|
|
{
|
|
"p": 0.07416883856058121,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05553286522626877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07394774258136749,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06705813109874725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05712908133864403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056317660957574844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06638184189796448,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06447481364011765,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06526345759630203,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09855850785970688,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0928288996219635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0681954100728035,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09015870839357376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06998414546251297,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 1.5761168003082275,
|
|
"val_loss": 1.1104953289031982,
|
|
"acc": 59.17,
|
|
"time": 106.99315029599529,
|
|
"param": [
|
|
{
|
|
"p": 0.07410550117492676,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04261478781700134,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09995697438716888,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06168004125356674,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028788618743419647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0676778256893158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09621180593967438,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06740764528512955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08231910318136215,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07641883939504623,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05531825125217438,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08188412338495255,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0835469663143158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08206967264413834,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 1.6916512250900269,
|
|
"val_loss": 1.1109884977340698,
|
|
"acc": 58.35,
|
|
"time": 107.51969448100135,
|
|
"param": [
|
|
{
|
|
"p": 0.06943662464618683,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04226235672831535,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06625158339738846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05290985107421875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06555802375078201,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05638827010989189,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06437152624130249,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09453447163105011,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07222562283277512,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09818736463785172,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08169347047805786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07465793192386627,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12677741050720215,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.034745555371046066,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 1.6458011865615845,
|
|
"val_loss": 1.1222052574157715,
|
|
"acc": 60.43,
|
|
"time": 99.72620830399683,
|
|
"param": [
|
|
{
|
|
"p": 0.08324895054101944,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052638549357652664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06962084770202637,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0646316334605217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06323257833719254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07954181730747223,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06794217973947525,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058138955384492874,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0751676931977272,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08840227127075195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04811454191803932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08745153993368149,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09542638808488846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0664421021938324,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 1.7419370412826538,
|
|
"val_loss": 1.2184953689575195,
|
|
"acc": 57.89,
|
|
"time": 121.67157025299093,
|
|
"param": [
|
|
{
|
|
"p": 0.07569452375173569,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04802577197551727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1063736081123352,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05000275373458862,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06203101575374603,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06095295399427414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07467763870954514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05118875950574875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07932771742343903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08766556531190872,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07426437735557556,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07218268513679504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08815360069274902,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06945906579494476,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 1.550913691520691,
|
|
"val_loss": 1.1680471897125244,
|
|
"acc": 58.14,
|
|
"time": 113.10081205799361,
|
|
"param": [
|
|
{
|
|
"p": 0.07926345616579056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05794500932097435,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06809964030981064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07148121297359467,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07364705204963684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05317320302128792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06699680536985397,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07235284149646759,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06198153272271156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09152349829673767,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05449113994836807,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08342132717370987,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0873706191778183,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0782526507973671,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 1.4261815547943115,
|
|
"val_loss": 1.2059803009033203,
|
|
"acc": 58.4,
|
|
"time": 121.27357679599663,
|
|
"param": [
|
|
{
|
|
"p": 0.09382215142250061,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031249558553099632,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0827607661485672,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06143593788146973,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05754827335476875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045068494975566864,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05984152480959892,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06840991973876953,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144956290721893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07953118532896042,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08414413779973984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09821993857622147,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10866791009902954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05785065516829491,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 1.212536334991455,
|
|
"val_loss": 1.0708943605422974,
|
|
"acc": 60.18,
|
|
"time": 101.39550713999779,
|
|
"param": [
|
|
{
|
|
"p": 0.08803054690361023,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04847659915685654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0937914177775383,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06186032295227051,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04671936482191086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058580655604600906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06638480722904205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06639435142278671,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06568888574838638,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07900091260671616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08760710060596466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.073555588722229,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.103998564183712,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05991087853908539,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 1.538731336593628,
|
|
"val_loss": 1.020957350730896,
|
|
"acc": 61.06,
|
|
"time": 119.92803450999781,
|
|
"param": [
|
|
{
|
|
"p": 0.08167590945959091,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0575970895588398,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08624538034200668,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0628548339009285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061097148805856705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06410572677850723,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07616423815488815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0930800661444664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0757240280508995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07528911530971527,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06253877282142639,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07426794618368149,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0770130604505539,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05234672129154205,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 1.4880846738815308,
|
|
"val_loss": 1.1612651348114014,
|
|
"acc": 61.68,
|
|
"time": 125.9012257699942,
|
|
"param": [
|
|
{
|
|
"p": 0.06605736911296844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02958488278090954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11992400884628296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06512012332677841,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048635292798280716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07410332560539246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07372882962226868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05786047875881195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0743200033903122,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07542004436254501,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0775667205452919,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09402167797088623,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08638590574264526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057271335273981094,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 1.4988337755203247,
|
|
"val_loss": 1.0597196817398071,
|
|
"acc": 61.56,
|
|
"time": 119.94749859999865,
|
|
"param": [
|
|
{
|
|
"p": 0.05947037786245346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06062047556042671,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07018543779850006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07331854850053787,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06700877100229263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05409746989607811,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08343708515167236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08068330585956573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05459955334663391,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0808342844247818,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0813516303896904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09448003768920898,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07557752728462219,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06433550268411636,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 1.4346086978912354,
|
|
"val_loss": 1.1248886585235596,
|
|
"acc": 62.11,
|
|
"time": 116.09855203500774,
|
|
"param": [
|
|
{
|
|
"p": 0.08387193828821182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05643124505877495,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08589833229780197,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05049999803304672,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052746787667274475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06322215497493744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06886977702379227,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06547178328037262,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06733033806085587,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09503469616174698,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08427803963422775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06771485507488251,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09737717360258102,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06125288084149361,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 1.4018179178237915,
|
|
"val_loss": 1.081645131111145,
|
|
"acc": 59.92,
|
|
"time": 121.36454862100072,
|
|
"param": [
|
|
{
|
|
"p": 0.05778627470135689,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03615659102797508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08127126842737198,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05791269615292549,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06259295344352722,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08587591350078583,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08785827457904816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05020590126514435,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07467694580554962,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08974936604499817,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07909443974494934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09383321553468704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08717633038759232,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055809929966926575,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 1.327289342880249,
|
|
"val_loss": 0.9841206669807434,
|
|
"acc": 62.92,
|
|
"time": 107.59803080400161,
|
|
"param": [
|
|
{
|
|
"p": 0.09185323864221573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051774829626083374,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058300964534282684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046685200184583664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0639728307723999,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07928358763456345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05928044021129608,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07995735853910446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06458868086338043,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08455570042133331,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08566808700561523,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.076141357421875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09626319259405136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06167452409863472,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 1.2616877555847168,
|
|
"val_loss": 1.1113882064819336,
|
|
"acc": 61.81,
|
|
"time": 103.29750563499692,
|
|
"param": [
|
|
{
|
|
"p": 0.06391362100839615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05715807527303696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07450006902217865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07211481779813766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06509977579116821,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09339813143014908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07088036090135574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07069680839776993,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08782270550727844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07399070262908936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057385917752981186,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08953931927680969,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06669337302446365,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056806400418281555,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 1.3601255416870117,
|
|
"val_loss": 1.0389668941497803,
|
|
"acc": 62.56,
|
|
"time": 110.29171872900042,
|
|
"param": [
|
|
{
|
|
"p": 0.09257606416940689,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07186311483383179,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0574834868311882,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04961547255516052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050970785319805145,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06723887473344803,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0759238749742508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04532025381922722,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05641081556677818,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07122340053319931,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08802126348018646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09438619762659073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10042587667703629,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07854045927524567,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 1.4009698629379272,
|
|
"val_loss": 1.04379141330719,
|
|
"acc": 60.3,
|
|
"time": 100.97900152399961,
|
|
"param": [
|
|
{
|
|
"p": 0.0753079429268837,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07299510389566422,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09155764430761337,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06842786818742752,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06796345114707947,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08576470613479614,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08006870746612549,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06344828009605408,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07188667356967926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06129392609000206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06873743236064911,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06581534445285797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06894166767597198,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057791244238615036,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 1.4061243534088135,
|
|
"val_loss": 0.9860672950744629,
|
|
"acc": 63.93,
|
|
"time": 113.25753577399882,
|
|
"param": [
|
|
{
|
|
"p": 0.0731881633400917,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06617429107427597,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07408726215362549,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05113857239484787,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048166144639253616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07681139558553696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06275973469018936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03695811331272125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08920619636774063,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11055853217840195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06524559110403061,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09166058152914047,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09740260988473892,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056642863899469376,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 1.3146623373031616,
|
|
"val_loss": 0.9947023391723633,
|
|
"acc": 63.32,
|
|
"time": 111.19954976899317,
|
|
"param": [
|
|
{
|
|
"p": 0.08069732040166855,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062478285282850266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07090921700000763,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06189614534378052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053525660187006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05716566741466522,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06606128066778183,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0932166576385498,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08013574779033661,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08988656103610992,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07021751999855042,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06811252236366272,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08762627094984055,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05807114765048027,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 1.3007458448410034,
|
|
"val_loss": 0.9870060086250305,
|
|
"acc": 62.82,
|
|
"time": 112.5020733190031,
|
|
"param": [
|
|
{
|
|
"p": 0.06652787327766418,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05683621019124985,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11806044727563858,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06001274660229683,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02518983744084835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0503215529024601,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09128647297620773,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06239902973175049,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027871690690517426,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09770059585571289,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07607242465019226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08608297258615494,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12994378805160522,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05169437825679779,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 1.306785225868225,
|
|
"val_loss": 1.0223768949508667,
|
|
"acc": 63.2,
|
|
"time": 103.6838992700068,
|
|
"param": [
|
|
{
|
|
"p": 0.05243920534849167,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05661134421825409,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09641918540000916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0682854875922203,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052372533828020096,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07116524130105972,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09161464124917984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051111821085214615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08576450496912003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07916401326656342,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06348768621683121,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07455366849899292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08832265436649323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06868809461593628,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 1.2398399114608765,
|
|
"val_loss": 1.1043121814727783,
|
|
"acc": 62.78,
|
|
"time": 99.6568386630097,
|
|
"param": [
|
|
{
|
|
"p": 0.07802178710699081,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04840372875332832,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08214942365884781,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043329592794179916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08215416222810745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05651473626494408,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09126674383878708,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08739133179187775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06616367399692535,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07250086963176727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0709918960928917,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06472136080265045,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09862890839576721,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057761840522289276,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 1.4209455251693726,
|
|
"val_loss": 0.9895437359809875,
|
|
"acc": 63.32,
|
|
"time": 99.74703335898812,
|
|
"param": [
|
|
{
|
|
"p": 0.09876042604446411,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0620858371257782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09831735491752625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056105293333530426,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05816468596458435,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06537515670061111,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08330598473548889,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06598475575447083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07794836163520813,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061742883175611496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06550085544586182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0890393778681755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0597928985953331,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05787615105509758,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 1.3011884689331055,
|
|
"val_loss": 1.019080638885498,
|
|
"acc": 62.91,
|
|
"time": 107.30525298599969,
|
|
"param": [
|
|
{
|
|
"p": 0.07221797853708267,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053883928805589676,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0574493370950222,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06466932594776154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06173328682780266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06302673369646072,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07465009391307831,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08016001433134079,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10216858983039856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07744470238685608,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07258821278810501,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07011716067790985,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08042330294847488,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06946738809347153,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 1.3796429634094238,
|
|
"val_loss": 1.036157250404358,
|
|
"acc": 63.41,
|
|
"time": 100.27985409299436,
|
|
"param": [
|
|
{
|
|
"p": 0.06729885935783386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03840222209692001,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07897265255451202,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03409633785486221,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06714477390050888,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060122884809970856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11706001311540604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09796753525733948,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0592656172811985,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09269315004348755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052407193928956985,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08705443143844604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08331715315580368,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06419724225997925,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 1.4391109943389893,
|
|
"val_loss": 1.0482102632522583,
|
|
"acc": 64.56,
|
|
"time": 119.10906723700464,
|
|
"param": [
|
|
{
|
|
"p": 0.07083413004875183,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0491938591003418,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07199942320585251,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05876936763525009,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06265927851200104,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05120120570063591,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06239023804664612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07426822930574417,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062026891857385635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08059042692184448,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09916262328624725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0909779965877533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09067583084106445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0752505213022232,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 1.3878875970840454,
|
|
"val_loss": 1.0685912370681763,
|
|
"acc": 63.71,
|
|
"time": 112.79678948699438,
|
|
"param": [
|
|
{
|
|
"p": 0.08452209830284119,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04870487377047539,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06607375293970108,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06887134909629822,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06471256166696548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08011545985937119,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06557467579841614,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06314149498939514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06954948604106903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09575182944536209,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07859072089195251,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06131775304675102,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08031237870454788,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07276155054569244,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 1.5164926052093506,
|
|
"val_loss": 0.9305470585823059,
|
|
"acc": 64.5,
|
|
"time": 114.25614178099204,
|
|
"param": [
|
|
{
|
|
"p": 0.0849926546216011,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05095488950610161,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08107031881809235,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07296809554100037,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07259947061538696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07413126528263092,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06415489315986633,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0553678497672081,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0905773863196373,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08899084478616714,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08578040450811386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06961236894130707,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07769425213336945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.031105242669582367,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 1.531067132949829,
|
|
"val_loss": 1.023014783859253,
|
|
"acc": 64.71,
|
|
"time": 102.58512901701033,
|
|
"param": [
|
|
{
|
|
"p": 0.10609026253223419,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08619678020477295,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07182590663433075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05925543233752251,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.041018616408109665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046661704778671265,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06310420483350754,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057143572717905045,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08908800780773163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10831998288631439,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05341024696826935,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08067412674427032,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08094868808984756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05626251921057701,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 1.2723630666732788,
|
|
"val_loss": 1.031855821609497,
|
|
"acc": 64.81,
|
|
"time": 109.32072841899935,
|
|
"param": [
|
|
{
|
|
"p": 0.07779370993375778,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040813568979501724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08056940883398056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05129627510905266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0769965872168541,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08614061772823334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06963064521551132,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06842506676912308,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0677187517285347,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09555381536483765,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07943619787693024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09224886447191238,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07903245836496353,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03434402868151665,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 1.2604029178619385,
|
|
"val_loss": 0.9656285643577576,
|
|
"acc": 64.6,
|
|
"time": 120.11623815399071,
|
|
"param": [
|
|
{
|
|
"p": 0.055065225809812546,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0682779997587204,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08331361413002014,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07113023847341537,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07273196429014206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05677155777812004,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0764533132314682,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06421387940645218,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06976379454135895,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08447388559579849,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06141309067606926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07997524738311768,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07433457672595978,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08208146691322327,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 1.3266149759292603,
|
|
"val_loss": 0.9379732012748718,
|
|
"acc": 65.89,
|
|
"time": 113.53318474499974,
|
|
"param": [
|
|
{
|
|
"p": 0.08126552402973175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04449066147208214,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08690536767244339,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03979278728365898,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04444548860192299,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07169344276189804,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06704780459403992,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046613819897174835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09780791401863098,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06528214365243912,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0735185295343399,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08014755696058273,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10538079589605331,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0956081748008728,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 1.4727548360824585,
|
|
"val_loss": 1.0219308137893677,
|
|
"acc": 62.84,
|
|
"time": 117.4383649770025,
|
|
"param": [
|
|
{
|
|
"p": 0.07935762405395508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06358559429645538,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09420432895421982,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06407906860113144,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04848955199122429,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0574084110558033,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06250450760126114,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09389429539442062,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06882549822330475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08752632141113281,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06616143137216568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05757153034210205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08521096408367157,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07118088006973267,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 1.404229760169983,
|
|
"val_loss": 0.9101471900939941,
|
|
"acc": 65.12,
|
|
"time": 111.58985387199209,
|
|
"param": [
|
|
{
|
|
"p": 0.062466058880090714,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060848891735076904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07797005772590637,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05333299562335014,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052783265709877014,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06926829367876053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08538373559713364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06972779333591461,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09420790523290634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08004644513130188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05781854689121246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09619545936584473,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07863345742225647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06131713464856148,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 1.2568069696426392,
|
|
"val_loss": 1.1053507328033447,
|
|
"acc": 65.42,
|
|
"time": 102.25340421999863,
|
|
"param": [
|
|
{
|
|
"p": 0.10986011475324631,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03924164921045303,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0777050033211708,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06659302115440369,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05405266582965851,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06285375356674194,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0869939774274826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06120331957936287,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07291098684072495,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05273076146841049,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07147497683763504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08416766673326492,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08555757254362106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0746544823050499,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 1.3058010339736938,
|
|
"val_loss": 1.1141400337219238,
|
|
"acc": 64.88,
|
|
"time": 126.5886597350036,
|
|
"param": [
|
|
{
|
|
"p": 0.06950055062770844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05849173292517662,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0827224925160408,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0724865198135376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04060523584485054,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0718432143330574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06206579506397247,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06386533379554749,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07942605763673782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08132461458444595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07901220768690109,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09241047501564026,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08592068403959274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06032506376504898,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 1.2541786432266235,
|
|
"val_loss": 0.9921758770942688,
|
|
"acc": 65.96,
|
|
"time": 99.67289223599073,
|
|
"param": [
|
|
{
|
|
"p": 0.08098317682743073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05355081334710121,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07970399409532547,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051353584975004196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07671351730823517,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05958313122391701,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10498888045549393,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07633255422115326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06173091381788254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144447416067123,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08196964114904404,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05482401326298714,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08813317865133286,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058688122779130936,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 1.226020097732544,
|
|
"val_loss": 0.968527615070343,
|
|
"acc": 65.01,
|
|
"time": 118.65624094000668,
|
|
"param": [
|
|
{
|
|
"p": 0.08811205625534058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04723324999213219,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09083012491464615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07407461851835251,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04683879762887955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06027409806847572,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07125313580036163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07824485749006271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07307729125022888,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054375309497117996,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07797711342573166,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07036268711090088,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08011770993471146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08722894638776779,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 1.2272717952728271,
|
|
"val_loss": 0.9022479057312012,
|
|
"acc": 65.4,
|
|
"time": 99.83768989499367,
|
|
"param": [
|
|
{
|
|
"p": 0.09031958132982254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04899284616112709,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0908406674861908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0428454615175724,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0509897843003273,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0805545374751091,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08564713597297668,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06646034866571426,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08543877303600311,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0894564837217331,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05712104216217995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06686454266309738,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10060296952724457,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04386582598090172,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 1.4735342264175415,
|
|
"val_loss": 0.9455858469009399,
|
|
"acc": 64.91,
|
|
"time": 103.0677919699956,
|
|
"param": [
|
|
{
|
|
"p": 0.11248262971639633,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04041926935315132,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09452348202466965,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06691116094589233,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036214448511600494,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042048659175634384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10346947610378265,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04493846371769905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05366218835115433,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07258021086454391,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07611846923828125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0742671862244606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10791829973459244,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07444603741168976,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 1.1736085414886475,
|
|
"val_loss": 0.9241340160369873,
|
|
"acc": 66.97,
|
|
"time": 100.3896741669887,
|
|
"param": [
|
|
{
|
|
"p": 0.07846936583518982,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050440117716789246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09031108021736145,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055651284754276276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06393179297447205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06413386017084122,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07984963804483414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06614938378334045,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08070863038301468,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08539518713951111,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06166800484061241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09164782613515854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07375296205282211,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05789072811603546,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 1.3439452648162842,
|
|
"val_loss": 0.912986159324646,
|
|
"acc": 66.93,
|
|
"time": 110.93130790400028,
|
|
"param": [
|
|
{
|
|
"p": 0.09982464462518692,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026769312098622322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08222488313913345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04802651330828667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05769442021846771,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06401527673006058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0684979259967804,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07352124154567719,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040780652314424515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09282297641038895,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09961871802806854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07612916827201843,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10356047004461288,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06651388853788376,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 1.225341558456421,
|
|
"val_loss": 0.9759148955345154,
|
|
"acc": 65.77,
|
|
"time": 106.58896158300922,
|
|
"param": [
|
|
{
|
|
"p": 0.07245949655771255,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07212764024734497,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09345508366823196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011587402783334255,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03944709524512291,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06966562569141388,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08255341649055481,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09156192094087601,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0476035512983799,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0695989802479744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07039471715688705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10312289744615555,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08874724805355072,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0876750573515892,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 1.4590606689453125,
|
|
"val_loss": 0.8406928777694702,
|
|
"acc": 66.75,
|
|
"time": 112.07358396300697,
|
|
"param": [
|
|
{
|
|
"p": 0.0678655281662941,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053458359092473984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06876955181360245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06892633438110352,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055942390114068985,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06421547383069992,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08512675017118454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07868003845214844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06437162309885025,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07407505065202713,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09755022078752518,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07372082769870758,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.089064821600914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05823305994272232,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 1.2956570386886597,
|
|
"val_loss": 1.0885231494903564,
|
|
"acc": 67.37,
|
|
"time": 108.35926809499506,
|
|
"param": [
|
|
{
|
|
"p": 0.0719183087348938,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03131919726729393,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08323703706264496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0579301081597805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061212848871946335,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05800417810678482,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06854072958230972,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08994529396295547,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07954828441143036,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07851626724004745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09327811747789383,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06928467005491257,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07964643836021423,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07761857658624649,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 1.3729678392410278,
|
|
"val_loss": 1.0526286363601685,
|
|
"acc": 66.6,
|
|
"time": 100.16721952101216,
|
|
"param": [
|
|
{
|
|
"p": 0.07554195076227188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051661066710948944,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08193764835596085,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04883681237697601,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07475565373897552,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06931093335151672,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055776264518499374,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055322062224149704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08060208708047867,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07772505283355713,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09584303945302963,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07962294667959213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09141451120376587,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06164998188614845,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 1.1242729425430298,
|
|
"val_loss": 0.8543378710746765,
|
|
"acc": 66.94,
|
|
"time": 112.4964556779887,
|
|
"param": [
|
|
{
|
|
"p": 0.08640968054533005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07409678399562836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07284419983625412,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04383097216486931,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08409713953733444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0749211460351944,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09280916303396225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05544871464371681,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.068819560110569,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08515513688325882,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0632098913192749,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0615091398358345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08702164143323898,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0498267225921154,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 1.25827157497406,
|
|
"val_loss": 0.9488078951835632,
|
|
"acc": 67.67,
|
|
"time": 100.1952934889996,
|
|
"param": [
|
|
{
|
|
"p": 0.08906049281358719,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04906144365668297,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08248832076787949,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06589718163013458,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07285474985837936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07436461001634598,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06784652173519135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0751839429140091,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05986591428518295,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08267196267843246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056725889444351196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08743788301944733,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07937108725309372,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05717000365257263,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 1.4793736934661865,
|
|
"val_loss": 0.864210307598114,
|
|
"acc": 67.63,
|
|
"time": 114.67403208700125,
|
|
"param": [
|
|
{
|
|
"p": 0.09574821591377258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07491342723369598,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0845644623041153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058965086936950684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06708747893571854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05174785479903221,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06780591607093811,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06755032390356064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0706089437007904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07958461344242096,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06111324205994606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06428676098585129,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08265915513038635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07336454838514328,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 1.1318795680999756,
|
|
"val_loss": 0.8721398115158081,
|
|
"acc": 68.03,
|
|
"time": 104.64470694000192,
|
|
"param": [
|
|
{
|
|
"p": 0.07893992960453033,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03938370943069458,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0849413052201271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06644885241985321,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04524926841259003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05253034457564354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09507396817207336,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0722123458981514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055261559784412384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08350033313035965,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07707817107439041,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07731648534536362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09645041078329086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07561333477497101,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 1.3921630382537842,
|
|
"val_loss": 0.8890920281410217,
|
|
"acc": 68.02,
|
|
"time": 112.24046963801084,
|
|
"param": [
|
|
{
|
|
"p": 0.09390608221292496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03373974561691284,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0857519581913948,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07161709666252136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04635243862867355,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048755060881376266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07532224804162979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08596855401992798,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050567157566547394,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09181186556816101,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062055159360170364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0818319171667099,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09748318046331406,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07483749091625214,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 1.2550102472305298,
|
|
"val_loss": 0.9057741165161133,
|
|
"acc": 68.21,
|
|
"time": 124.12889870601066,
|
|
"param": [
|
|
{
|
|
"p": 0.09745132178068161,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0363444909453392,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0787956640124321,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06798049062490463,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051529835909605026,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08119168877601624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058953575789928436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08157048374414444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08602719753980637,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07832088321447372,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06732451915740967,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08124841749668121,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0715273916721344,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06173421069979668,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 1.3076624870300293,
|
|
"val_loss": 0.8859983086585999,
|
|
"acc": 67.53,
|
|
"time": 126.63673565800127,
|
|
"param": [
|
|
{
|
|
"p": 0.06912189722061157,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0690091922879219,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09021180123090744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05966101586818695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07314900308847427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05948346480727196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06905356049537659,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061128757894039154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07876207679510117,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0820864662528038,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05422516539692879,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07120358198881149,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09076505899429321,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07213891297578812,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 1.3550432920455933,
|
|
"val_loss": 1.0012130737304688,
|
|
"acc": 67.76,
|
|
"time": 105.393560624987,
|
|
"param": [
|
|
{
|
|
"p": 0.09764586389064789,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05287079140543938,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09298014640808105,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06697347015142441,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06221965327858925,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04964324086904526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07976645976305008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07362565398216248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058333829045295715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061406467109918594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08180394023656845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0789617970585823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07911185175180435,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06465677171945572,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 1.2916371822357178,
|
|
"val_loss": 0.87078458070755,
|
|
"acc": 66.86,
|
|
"time": 121.64677206901251,
|
|
"param": [
|
|
{
|
|
"p": 0.08167630434036255,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052000343799591064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07162050902843475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05954534932971001,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0693688616156578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08755632489919662,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06386381387710571,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07212980836629868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08350963890552521,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07725336402654648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05316941440105438,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08197047561407089,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08408951014280319,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06224630028009415,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 1.1253275871276855,
|
|
"val_loss": 0.8716109395027161,
|
|
"acc": 67.39,
|
|
"time": 121.72892312599288,
|
|
"param": [
|
|
{
|
|
"p": 0.07433178275823593,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06672750413417816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0855572521686554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07137781381607056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038298383355140686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06830411404371262,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0663626566529274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08017371594905853,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08775173127651215,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08164076507091522,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07758317142724991,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07779820263385773,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07090281695127487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053190018981695175,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 1.2296478748321533,
|
|
"val_loss": 0.9013195037841797,
|
|
"acc": 67.67,
|
|
"time": 115.11398991299211,
|
|
"param": [
|
|
{
|
|
"p": 0.08614794909954071,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06611255556344986,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08522988855838776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06925246864557266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0583312101662159,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06484565883874893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055434130132198334,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06312026083469391,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07857784628868103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08768422156572342,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07188668847084045,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07753071188926697,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0802769809961319,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05556945875287056,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 1.2064669132232666,
|
|
"val_loss": 0.8646439909934998,
|
|
"acc": 67.0,
|
|
"time": 109.71268892199441,
|
|
"param": [
|
|
{
|
|
"p": 0.07624796032905579,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06644614040851593,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0868583619594574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07276461273431778,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06240884214639664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06227028742432594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06998922675848007,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06673760712146759,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07404961436986923,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0870901495218277,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04915449395775795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08748898655176163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0755137950181961,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06297990679740906,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 1.1881827116012573,
|
|
"val_loss": 0.9642515182495117,
|
|
"acc": 67.67,
|
|
"time": 107.3636305520049,
|
|
"param": [
|
|
{
|
|
"p": 0.06925737112760544,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05673188716173172,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07677003741264343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09713857620954514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0629943385720253,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05452096089720726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07464352250099182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07303518056869507,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055287737399339676,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06925582140684128,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07338285446166992,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08459869772195816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09157705307006836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06080593541264534,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 1.098186731338501,
|
|
"val_loss": 0.952477216720581,
|
|
"acc": 69.11,
|
|
"time": 115.20381644098961,
|
|
"param": [
|
|
{
|
|
"p": 0.0838266909122467,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05941719189286232,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0921066552400589,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045292869210243225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06710447371006012,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06412757188081741,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06011208891868591,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061150550842285156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05972471833229065,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08904712647199631,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08247168362140656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0862414687871933,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09463883936405182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05473800003528595,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 1.3976136445999146,
|
|
"val_loss": 0.8485244512557983,
|
|
"acc": 68.6,
|
|
"time": 111.64532269600022,
|
|
"param": [
|
|
{
|
|
"p": 0.06380684673786163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0629318356513977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06911176443099976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07675843685865402,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05963006243109703,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055088747292757034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06994187831878662,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06980714946985245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08664021641016006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06562075763940811,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07549186050891876,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07958664000034332,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0783977285027504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0871860682964325,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 1.2270774841308594,
|
|
"val_loss": 0.8844349384307861,
|
|
"acc": 68.88,
|
|
"time": 109.85160073700536,
|
|
"param": [
|
|
{
|
|
"p": 0.09668834507465363,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058353740721940994,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07881791889667511,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06447797268629074,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057275090366601944,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05721238628029823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042894888669252396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08589020371437073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08895586431026459,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09982729703187943,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047650016844272614,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06928743422031403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06203543767333031,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09063331037759781,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 1.2163894176483154,
|
|
"val_loss": 0.9017960429191589,
|
|
"acc": 67.49,
|
|
"time": 126.84313686999667,
|
|
"param": [
|
|
{
|
|
"p": 0.057831212878227234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06669032573699951,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08663690835237503,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04877156764268875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07095808535814285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06710107624530792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051152076572179794,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07388254255056381,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09486374258995056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07862508296966553,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06947573274374008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06694623082876205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11419473588466644,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05287059769034386,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 1.1898038387298584,
|
|
"val_loss": 0.8864253759384155,
|
|
"acc": 68.95,
|
|
"time": 116.06918997799221,
|
|
"param": [
|
|
{
|
|
"p": 0.09580902010202408,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04282495379447937,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10699734836816788,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.037105876952409744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04907885938882828,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07020659744739532,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0767190158367157,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07197757065296173,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06908787041902542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06773647665977478,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07950795441865921,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06993316859006882,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10658935457468033,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05642589181661606,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 1.222757339477539,
|
|
"val_loss": 0.792659342288971,
|
|
"acc": 68.5,
|
|
"time": 100.38715946499724,
|
|
"param": [
|
|
{
|
|
"p": 0.06537871062755585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048582740128040314,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08105418086051941,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06441143900156021,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07571834325790405,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06927645206451416,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.070743128657341,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07371971011161804,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07112186402082443,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07426150888204575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06659852713346481,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08193062245845795,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08679832518100739,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07040449231863022,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 1.1222809553146362,
|
|
"val_loss": 0.9787347316741943,
|
|
"acc": 68.5,
|
|
"time": 109.09239081499982,
|
|
"param": [
|
|
{
|
|
"p": 0.08067355304956436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055695295333862305,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09387608617544174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035749323666095734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05838289111852646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09642568230628967,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07338409870862961,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04851710423827171,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07183023542165756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07324269413948059,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07136842608451843,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0654369443655014,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1009877622127533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07442987710237503,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 1.1822378635406494,
|
|
"val_loss": 0.7780720591545105,
|
|
"acc": 68.87,
|
|
"time": 113.76247000000149,
|
|
"param": [
|
|
{
|
|
"p": 0.07739672064781189,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0482206791639328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09441253542900085,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06270747631788254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04194176569581032,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08314801007509232,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06911685317754745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07204332202672958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060576263815164566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09063778072595596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07200096547603607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07768513262271881,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07350920140743256,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07660337537527084,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 1.2681283950805664,
|
|
"val_loss": 0.9306813478469849,
|
|
"acc": 69.71,
|
|
"time": 248.10040735299117,
|
|
"param": [
|
|
{
|
|
"p": 0.07542993128299713,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.033466797322034836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06654416769742966,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07314439862966537,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07669460028409958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07326778024435043,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07678259909152985,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0734584629535675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0729738250374794,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06515529006719589,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08060670644044876,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06477174162864685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09946437180042267,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06823931634426117,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 1.3120455741882324,
|
|
"val_loss": 0.893658459186554,
|
|
"acc": 68.87,
|
|
"time": 263.79212399000244,
|
|
"param": [
|
|
{
|
|
"p": 0.08079064637422562,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04599013179540634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10595633834600449,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05068162456154823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06408774852752686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08500939607620239,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06185689568519592,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060658492147922516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06949159502983093,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042049601674079895,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07182391732931137,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08522439748048782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08979696035385132,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08658227324485779,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 101,
|
|
"train_loss": 1.3046069145202637,
|
|
"val_loss": 0.8918101787567139,
|
|
"acc": 68.99,
|
|
"time": 275.00030099399737,
|
|
"param": [
|
|
{
|
|
"p": 0.09051986038684845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05137740075588226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08657540380954742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05539096146821976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07090432196855545,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07596207410097122,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0722242146730423,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0590246357023716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08443808555603027,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08236042410135269,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06341176480054855,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07482022792100906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07871023565530777,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05428042635321617,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 102,
|
|
"train_loss": 1.099021553993225,
|
|
"val_loss": 0.8647509813308716,
|
|
"acc": 68.67,
|
|
"time": 438.1205456859898,
|
|
"param": [
|
|
{
|
|
"p": 0.10370299965143204,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04834708571434021,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09559349715709686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04520094022154808,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08128920197486877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04108034446835518,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06324684619903564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08283655345439911,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07406593859195709,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08289142698049545,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055877480655908585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05886625498533249,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0888989046216011,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07810258120298386,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 103,
|
|
"train_loss": 0.8775302171707153,
|
|
"val_loss": 0.8714845776557922,
|
|
"acc": 69.03,
|
|
"time": 437.81341955000244,
|
|
"param": [
|
|
{
|
|
"p": 0.06840166449546814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05443785339593887,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08610609173774719,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05834202095866203,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03922107815742493,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07452429085969925,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07066145539283752,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08677291125059128,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0558554083108902,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08081674575805664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07517628371715546,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07195037603378296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08255191147327423,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0951818972826004,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 104,
|
|
"train_loss": 1.1470870971679688,
|
|
"val_loss": 0.7883041501045227,
|
|
"acc": 69.77,
|
|
"time": 437.1870477219927,
|
|
"param": [
|
|
{
|
|
"p": 0.07235134392976761,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045578498393297195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08815512806177139,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05227592960000038,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05541103705763817,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059937670826911926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07594908028841019,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06678071618080139,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06702328473329544,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09805824607610703,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07051561027765274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0836993008852005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09222870320081711,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07203531265258789,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 105,
|
|
"train_loss": 0.9643533229827881,
|
|
"val_loss": 0.9304955005645752,
|
|
"acc": 68.21,
|
|
"time": 439.4104473920015,
|
|
"param": [
|
|
{
|
|
"p": 0.08676479011774063,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049674104899168015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07664982974529266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06287831813097,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05730978772044182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06124981865286827,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07089340686798096,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07878875732421875,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06650330126285553,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07742160558700562,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09173881262540817,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08209220319986343,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09289572387933731,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04513952136039734,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 106,
|
|
"train_loss": 1.2268730401992798,
|
|
"val_loss": 0.9802109003067017,
|
|
"acc": 69.29,
|
|
"time": 439.024553493,
|
|
"param": [
|
|
{
|
|
"p": 0.0895010232925415,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0383736714720726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07402612268924713,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08584845811128616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04854518920183182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061757199466228485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054175350815057755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05315488576889038,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07089098542928696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0753733217716217,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06783461570739746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09004070609807968,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09851919859647751,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09195932745933533,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 107,
|
|
"train_loss": 1.2269810438156128,
|
|
"val_loss": 0.8981078267097473,
|
|
"acc": 68.28,
|
|
"time": 440.57222888500837,
|
|
"param": [
|
|
{
|
|
"p": 0.07811450213193893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06483015418052673,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07384313642978668,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.065095454454422,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04241681098937988,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05777163803577423,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07082466781139374,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07620333880186081,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08322066068649292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0780133455991745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08231835812330246,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059722281992435455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09779690951108932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06982871890068054,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 108,
|
|
"train_loss": 1.0788302421569824,
|
|
"val_loss": 0.7768821716308594,
|
|
"acc": 69.69,
|
|
"time": 442.6063272060128,
|
|
"param": [
|
|
{
|
|
"p": 0.08075468242168427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04956890270113945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08819358795881271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0623650886118412,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04390162229537964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0570463202893734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06446775794029236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07218125462532043,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05917755886912346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06961067765951157,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08486273884773254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11572978645563126,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0650484636425972,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08709153532981873,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 109,
|
|
"train_loss": 1.1350044012069702,
|
|
"val_loss": 0.8169775009155273,
|
|
"acc": 70.24,
|
|
"time": 443.3558330359956,
|
|
"param": [
|
|
{
|
|
"p": 0.07779906690120697,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019230540841817856,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09895730763673782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0786171406507492,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08112017065286636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08568618446588516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0695636123418808,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08467244356870651,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05830692499876022,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0832977220416069,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07103757560253143,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051195982843637466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09582716226577759,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044688258320093155,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 110,
|
|
"train_loss": 1.0186811685562134,
|
|
"val_loss": 0.8991503119468689,
|
|
"acc": 70.17,
|
|
"time": 328.67870761400263,
|
|
"param": [
|
|
{
|
|
"p": 0.09557229280471802,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05641615763306618,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09013243019580841,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05020587146282196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06700092554092407,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05532892048358917,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08930277824401855,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07237052917480469,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0681302398443222,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06251940131187439,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0718463659286499,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0690699890255928,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0897085964679718,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06239556521177292,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 111,
|
|
"train_loss": 1.2401418685913086,
|
|
"val_loss": 0.7770012021064758,
|
|
"acc": 68.68,
|
|
"time": 268.75863593199756,
|
|
"param": [
|
|
{
|
|
"p": 0.0633651465177536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06589175760746002,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05885452404618263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05708887428045273,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08615875244140625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07827799767255783,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08808574825525284,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05992048978805542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06352119147777557,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07751975953578949,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07792960852384567,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06677316874265671,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0866072028875351,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07000575214624405,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 112,
|
|
"train_loss": 1.3160009384155273,
|
|
"val_loss": 0.8016986846923828,
|
|
"acc": 69.52,
|
|
"time": 272.00503108499106,
|
|
"param": [
|
|
{
|
|
"p": 0.09501602500677109,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06839314103126526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05899282544851303,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035646457225084305,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06101580709218979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08440364897251129,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056071121245622635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058047711849212646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06612223386764526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07303989678621292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07902809977531433,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09970822185277939,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08328157663345337,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08123330771923065,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 113,
|
|
"train_loss": 1.2071231603622437,
|
|
"val_loss": 0.8498970866203308,
|
|
"acc": 69.55,
|
|
"time": 418.3853332869912,
|
|
"param": [
|
|
{
|
|
"p": 0.07885114848613739,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06277700513601303,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08510009944438934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05176237225532532,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07259433716535568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05255084112286568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05532163009047508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07905979454517365,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07704389840364456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0711534395813942,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07731284201145172,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08276470750570297,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08732053637504578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06638727337121964,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 114,
|
|
"train_loss": 1.331956148147583,
|
|
"val_loss": 0.9179337620735168,
|
|
"acc": 69.7,
|
|
"time": 438.12315136801044,
|
|
"param": [
|
|
{
|
|
"p": 0.0856289491057396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04780416935682297,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08839977532625198,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059098850935697556,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06766011565923691,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07951318472623825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07666432857513428,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06843993067741394,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06279014050960541,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06782367825508118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06193729117512703,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06379494816064835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08474677801132202,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08569779992103577,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 115,
|
|
"train_loss": 1.122336506843567,
|
|
"val_loss": 0.9678595066070557,
|
|
"acc": 69.56,
|
|
"time": 378.4740356669936,
|
|
"param": [
|
|
{
|
|
"p": 0.08467280864715576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08255858719348907,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08699601888656616,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03236756846308708,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06073455885052681,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07831837236881256,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07196282595396042,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05941016227006912,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07441211491823196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07960814982652664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06307686120271683,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0832001343369484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09242741018533707,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05025448277592659,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 116,
|
|
"train_loss": 1.1697083711624146,
|
|
"val_loss": 1.0413093566894531,
|
|
"acc": 70.58,
|
|
"time": 105.55431212099211,
|
|
"param": [
|
|
{
|
|
"p": 0.07458695024251938,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0416371114552021,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08196352422237396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07073149085044861,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.064242422580719,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06434453278779984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08718319237232208,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06640901416540146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05701354891061783,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08966156095266342,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07221908867359161,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06947571039199829,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07268296182155609,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08784891664981842,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 117,
|
|
"train_loss": 1.0678303241729736,
|
|
"val_loss": 0.806323230266571,
|
|
"acc": 70.16,
|
|
"time": 116.75265999599651,
|
|
"param": [
|
|
{
|
|
"p": 0.08244534581899643,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05214789882302284,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09656037390232086,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.063804030418396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05773600935935974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07290587574243546,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08132859319448471,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09094232320785522,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05288198962807655,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08072254061698914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06589026004076004,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07502675801515579,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08710218966007233,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04050583764910698,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 118,
|
|
"train_loss": 1.1899487972259521,
|
|
"val_loss": 0.815864086151123,
|
|
"acc": 69.74,
|
|
"time": 183.13322394000716,
|
|
"param": [
|
|
{
|
|
"p": 0.07869736850261688,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054473116993904114,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09739972651004791,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06908086687326431,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07621021568775177,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06776732206344604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06003166735172272,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06398096680641174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07351002097129822,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06495732069015503,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0789123997092247,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08387494087219238,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060231778770685196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07087228447198868,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 119,
|
|
"train_loss": 1.2235865592956543,
|
|
"val_loss": 0.8791846632957458,
|
|
"acc": 70.01,
|
|
"time": 308.940159632999,
|
|
"param": [
|
|
{
|
|
"p": 0.07193031162023544,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06265177577733994,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08025390654802322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04823135584592819,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07420745491981506,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06869063526391983,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062077973037958145,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04146607592701912,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06943962723016739,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10598015785217285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07332880795001984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0965135470032692,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09067189693450928,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054556455463171005,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 120,
|
|
"train_loss": 1.3553420305252075,
|
|
"val_loss": 0.9113873243331909,
|
|
"acc": 69.79,
|
|
"time": 321.14437302199076,
|
|
"param": [
|
|
{
|
|
"p": 0.07607026398181915,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04846677556633949,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0663771778345108,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07608526945114136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055945392698049545,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06464344263076782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08596055954694748,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0615813210606575,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0773053765296936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07152048498392105,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05914974585175514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08212793618440628,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08798497915267944,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08678118139505386,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 121,
|
|
"train_loss": 1.1763261556625366,
|
|
"val_loss": 0.76406329870224,
|
|
"acc": 71.44,
|
|
"time": 444.73029950400814,
|
|
"param": [
|
|
{
|
|
"p": 0.08573076874017715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03940252959728241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08168916404247284,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06392604857683182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06731007993221283,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05261267349123955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06206580623984337,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07194997370243073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06325740367174149,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06259329617023468,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09273913502693176,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0858597531914711,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09498447924852371,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07587891817092896,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 122,
|
|
"train_loss": 1.384186029434204,
|
|
"val_loss": 0.8573251366615295,
|
|
"acc": 69.84,
|
|
"time": 435.850747110002,
|
|
"param": [
|
|
{
|
|
"p": 0.07026908546686172,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05245252326130867,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08186511695384979,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.070371113717556,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046428125351667404,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04609879106283188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0789661556482315,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07961481809616089,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05644647404551506,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0867304652929306,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07505622506141663,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07383456826210022,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10912950336933136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0727369412779808,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 123,
|
|
"train_loss": 1.237804889678955,
|
|
"val_loss": 0.8115158081054688,
|
|
"acc": 69.94,
|
|
"time": 442.5888297850033,
|
|
"param": [
|
|
{
|
|
"p": 0.07259103655815125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06861238181591034,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07952064275741577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051663029938936234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047000713646411896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05555441230535507,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08866226673126221,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06525567173957825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08966536819934845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07099014520645142,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08045066893100739,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07203610241413116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08000648021697998,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07799109816551208,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 124,
|
|
"train_loss": 1.0524333715438843,
|
|
"val_loss": 0.8231702446937561,
|
|
"acc": 70.01,
|
|
"time": 446.80779683099536,
|
|
"param": [
|
|
{
|
|
"p": 0.0774904191493988,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049434978514909744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0506407730281353,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045045867562294006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054182019084692,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09070314466953278,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06897198408842087,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07345941662788391,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07405844330787659,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05855324864387512,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08878608793020248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09288022667169571,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08253475278615952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09325858950614929,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 125,
|
|
"train_loss": 0.9963346719741821,
|
|
"val_loss": 0.8350273370742798,
|
|
"acc": 69.96,
|
|
"time": 444.57005267599015,
|
|
"param": [
|
|
{
|
|
"p": 0.08169728517532349,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057638805359601974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0604860782623291,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0657465010881424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055098433047533035,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06245686113834381,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04769225791096687,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08654279261827469,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07287582755088806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07616814225912094,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07274767011404037,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09265755861997604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09112533926963806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07706647366285324,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 126,
|
|
"train_loss": 1.158701777458191,
|
|
"val_loss": 0.8700197339057922,
|
|
"acc": 70.06,
|
|
"time": 435.9923182959901,
|
|
"param": [
|
|
{
|
|
"p": 0.08247005194425583,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0322677306830883,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07285924255847931,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07025792449712753,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06799023598432541,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05670381337404251,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07427121698856354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0634772852063179,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06588450074195862,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07811872661113739,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08849228918552399,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07531064748764038,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07906338572502136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09283288568258286,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 127,
|
|
"train_loss": 1.2890539169311523,
|
|
"val_loss": 0.8008540868759155,
|
|
"acc": 70.16,
|
|
"time": 429.1756674829958,
|
|
"param": [
|
|
{
|
|
"p": 0.10199874639511108,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04279623180627823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10344097018241882,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038427919149398804,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06557221710681915,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.090230293571949,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0951773151755333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05185982957482338,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04461238160729408,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06478477269411087,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0835324302315712,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06502313911914825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09396148473024368,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058582331985235214,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 128,
|
|
"train_loss": 1.1158125400543213,
|
|
"val_loss": 0.7902476191520691,
|
|
"acc": 70.9,
|
|
"time": 434.8104136269976,
|
|
"param": [
|
|
{
|
|
"p": 0.08180494606494904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055652085691690445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10076190531253815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05443825572729111,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06775395572185516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03714827075600624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07092738151550293,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07496415823698044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09027551859617233,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06742046028375626,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0857071727514267,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05837852880358696,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08162584155797958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07314150780439377,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 129,
|
|
"train_loss": 1.3413711786270142,
|
|
"val_loss": 0.8925381302833557,
|
|
"acc": 71.41,
|
|
"time": 367.00247882600524,
|
|
"param": [
|
|
{
|
|
"p": 0.0806804969906807,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0834461972117424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05436613783240318,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06460920721292496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054193127900362015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060433465987443924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0792551040649414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07581687718629837,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06563989818096161,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07032082974910736,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06947208940982819,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09229769557714462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07702217251062393,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07244686037302017,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 130,
|
|
"train_loss": 1.4157546758651733,
|
|
"val_loss": 0.8559519648551941,
|
|
"acc": 70.77,
|
|
"time": 322.5266341109964,
|
|
"param": [
|
|
{
|
|
"p": 0.0859450101852417,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05631604790687561,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06608182191848755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05736961215734482,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06109229102730751,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07678025960922241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08477574586868286,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07275598496198654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06735055148601532,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06949546933174133,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06412582844495773,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07455981522798538,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08276037126779556,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08059123903512955,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 131,
|
|
"train_loss": 1.0529842376708984,
|
|
"val_loss": 0.7457568645477295,
|
|
"acc": 70.99,
|
|
"time": 342.58477415901143,
|
|
"param": [
|
|
{
|
|
"p": 0.08052878081798553,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05320991575717926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0828542709350586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05806176736950874,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07033781707286835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046870991587638855,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07213682681322098,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06470723450183868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08856545388698578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08526717871427536,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07902809232473373,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08095655590295792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07902346551418304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058451633900403976,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 132,
|
|
"train_loss": 1.3631370067596436,
|
|
"val_loss": 0.8155655860900879,
|
|
"acc": 70.0,
|
|
"time": 445.4061294300045,
|
|
"param": [
|
|
{
|
|
"p": 0.0888318344950676,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025105860084295273,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11363548785448074,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03311269357800484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07691184431314468,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0431535579264164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08074025809764862,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053730547428131104,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1054331511259079,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07803109288215637,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06947220116853714,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06871563196182251,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08644191175699234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07668392360210419,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 133,
|
|
"train_loss": 1.2684866189956665,
|
|
"val_loss": 0.812574028968811,
|
|
"acc": 70.71,
|
|
"time": 446.9441462740069,
|
|
"param": [
|
|
{
|
|
"p": 0.07043729722499847,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047461409121751785,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09038612246513367,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06280232965946198,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07449547946453094,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06738891452550888,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06071691960096359,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06663215160369873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07748372852802277,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06057196483016014,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09448474645614624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06917078793048859,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08803961426019669,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06992849707603455,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 134,
|
|
"train_loss": 1.255608081817627,
|
|
"val_loss": 0.8586789965629578,
|
|
"acc": 70.61,
|
|
"time": 445.6843520830007,
|
|
"param": [
|
|
{
|
|
"p": 0.06909672915935516,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07018248736858368,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07002517580986023,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06206444278359413,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06755855679512024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056043725460767746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07805237919092178,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06371127814054489,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08338221162557602,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06592686474323273,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06818413734436035,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08684409409761429,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09807462245225906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06085338816046715,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 135,
|
|
"train_loss": 0.9390308260917664,
|
|
"val_loss": 0.8835238814353943,
|
|
"acc": 70.61,
|
|
"time": 446.8818963520025,
|
|
"param": [
|
|
{
|
|
"p": 0.06761952489614487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0755707249045372,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08712524175643921,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053077779710292816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04360368847846985,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07979993522167206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07139883190393448,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0884162187576294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07759973406791687,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07799733430147171,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06561760604381561,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08528207987546921,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08170169591903687,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04518962278962135,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 136,
|
|
"train_loss": 1.1020534038543701,
|
|
"val_loss": 0.8731753826141357,
|
|
"acc": 71.15,
|
|
"time": 447.0116920760047,
|
|
"param": [
|
|
{
|
|
"p": 0.10119751840829849,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052849482744932175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09353534877300262,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07865558564662933,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054954323917627335,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06022648885846138,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07731173187494278,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08470616489648819,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0742349848151207,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05968118831515312,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052990756928920746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07965900003910065,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.082175113260746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047822315245866776,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 137,
|
|
"train_loss": 1.3040151596069336,
|
|
"val_loss": 0.8487164974212646,
|
|
"acc": 71.53,
|
|
"time": 363.1452558669989,
|
|
"param": [
|
|
{
|
|
"p": 0.11082522571086884,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04630110040307045,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07575035095214844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0372035875916481,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04696028307080269,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08041554689407349,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09431483596563339,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07272862643003464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08311458677053452,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08416479825973511,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06221705302596092,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06485945731401443,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09881822764873505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042326297610998154,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 138,
|
|
"train_loss": 1.1610615253448486,
|
|
"val_loss": 0.872719407081604,
|
|
"acc": 70.49,
|
|
"time": 109.29969741799869,
|
|
"param": [
|
|
{
|
|
"p": 0.0781911313533783,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08447471261024475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0588909275829792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04750152677297592,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07633374631404877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07547998428344727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07442943006753922,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0599285364151001,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06764349341392517,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05993678420782089,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07849250733852386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0810578465461731,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09985678642988205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05778251588344574,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 139,
|
|
"train_loss": 1.288910150527954,
|
|
"val_loss": 0.8610305786132812,
|
|
"acc": 71.36,
|
|
"time": 151.8359292219975,
|
|
"param": [
|
|
{
|
|
"p": 0.07167109847068787,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05219342187047005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08536840975284576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.037624843418598175,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06033111736178398,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06510047614574432,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08799178153276443,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07603495568037033,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07964558899402618,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07107888162136078,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08108462393283844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06815952807664871,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0833902508020401,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08032504469156265,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 140,
|
|
"train_loss": 1.0992681980133057,
|
|
"val_loss": 0.6715881824493408,
|
|
"acc": 71.51,
|
|
"time": 314.3358242779941,
|
|
"param": [
|
|
{
|
|
"p": 0.0779741108417511,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06909243762493134,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09116782248020172,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03784201294183731,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054595451802015305,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08087187260389328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07821247726678848,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07009586691856384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07001207768917084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07655191421508789,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06900811940431595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07289547473192215,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07934168726205826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07233863323926926,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 141,
|
|
"train_loss": 1.0800211429595947,
|
|
"val_loss": 0.8613225221633911,
|
|
"acc": 70.89,
|
|
"time": 311.7575221070001,
|
|
"param": [
|
|
{
|
|
"p": 0.0944320484995842,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04583701863884926,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06708726286888123,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0656883642077446,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03745662048459053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.037590090185403824,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0931171327829361,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0692487582564354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04557151347398758,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09743625670671463,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07686782628297806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09735540300607681,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1117633581161499,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06054842099547386,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 142,
|
|
"train_loss": 1.1573394536972046,
|
|
"val_loss": 0.7492303252220154,
|
|
"acc": 71.07,
|
|
"time": 427.38936757299234,
|
|
"param": [
|
|
{
|
|
"p": 0.08246494829654694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06397921591997147,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07785840332508087,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07973194867372513,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06171597167849541,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06477632373571396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07693108916282654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06236681714653969,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07217741757631302,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07165064662694931,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08441924303770065,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07028881460428238,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06970421224832535,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06193501874804497,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 143,
|
|
"train_loss": 1.1710127592086792,
|
|
"val_loss": 0.8626561760902405,
|
|
"acc": 71.62,
|
|
"time": 434.4930040610052,
|
|
"param": [
|
|
{
|
|
"p": 0.07137143611907959,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06154631823301315,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07285792380571365,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058290995657444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07418529689311981,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05518118664622307,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06831981986761093,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06598594039678574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09060671925544739,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09689369052648544,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07410289347171783,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07245611399412155,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08131609112024307,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05688564106822014,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 144,
|
|
"train_loss": 0.9807178974151611,
|
|
"val_loss": 0.7962337136268616,
|
|
"acc": 71.45,
|
|
"time": 445.90348157800327,
|
|
"param": [
|
|
{
|
|
"p": 0.08542897552251816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05176803097128868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10055664926767349,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044056233018636703,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060863301157951355,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0753684863448143,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08631674200296402,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06050863862037659,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06252191960811615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08638743311166763,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06851592659950256,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07272420078516006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09485702216625214,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050126418471336365,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 145,
|
|
"train_loss": 1.097137212753296,
|
|
"val_loss": 0.8186678886413574,
|
|
"acc": 71.25,
|
|
"time": 448.6944525340077,
|
|
"param": [
|
|
{
|
|
"p": 0.09761001169681549,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07417058944702148,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06921542435884476,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0448036789894104,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05676514282822609,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05406880006194115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044058505445718765,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09239843487739563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07712925225496292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08652818202972412,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07904326915740967,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06999281793832779,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07751099765300751,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07670502364635468,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 146,
|
|
"train_loss": 1.0046701431274414,
|
|
"val_loss": 0.7438883781433105,
|
|
"acc": 71.79,
|
|
"time": 438.2375994900067,
|
|
"param": [
|
|
{
|
|
"p": 0.05439222976565361,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057661160826683044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07579247653484344,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07069621980190277,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07009728997945786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05622659623622894,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062432628124952316,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08857900649309158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07060141861438751,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08490002900362015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07062916457653046,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07250750064849854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08159920573234558,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0838850662112236,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 147,
|
|
"train_loss": 1.240525722503662,
|
|
"val_loss": 0.7494514584541321,
|
|
"acc": 71.17,
|
|
"time": 448.3471197100007,
|
|
"param": [
|
|
{
|
|
"p": 0.085846446454525,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07017409801483154,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07848584651947021,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0509205237030983,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06020846590399742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07249408215284348,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08661302924156189,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06289910525083542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07361538708209991,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06666549295186996,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0713687464594841,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07691200822591782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08043128997087479,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06336551904678345,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 148,
|
|
"train_loss": 0.9642063975334167,
|
|
"val_loss": 0.847283661365509,
|
|
"acc": 71.28,
|
|
"time": 438.9601873190113,
|
|
"param": [
|
|
{
|
|
"p": 0.11931058019399643,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030560355633497238,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0838959664106369,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06015252321958542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060715001076459885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07849713414907455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054130278527736664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06203912943601608,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07216595113277435,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.073190838098526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07379437237977982,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08938314765691757,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09482061862945557,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04734411835670471,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 149,
|
|
"train_loss": 1.2209134101867676,
|
|
"val_loss": 0.8001613616943359,
|
|
"acc": 71.45,
|
|
"time": 441.3423864869983,
|
|
"param": [
|
|
{
|
|
"p": 0.0746920183300972,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0592222586274147,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05521685630083084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057511381804943085,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08875205367803574,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08242764323949814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06537509709596634,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07896997779607773,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06892530620098114,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08552562445402145,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0521789975464344,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08684999495744705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07246546447277069,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0718872994184494,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 150,
|
|
"train_loss": 1.03163480758667,
|
|
"val_loss": 0.866702139377594,
|
|
"acc": 71.48,
|
|
"time": 393.344977433997,
|
|
"param": [
|
|
{
|
|
"p": 0.09372103959321976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07983165979385376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09318505972623825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0605071559548378,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05260343849658966,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016925539821386337,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08193520456552505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0701291635632515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06693141162395477,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08625630289316177,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08177223801612854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08005103468894958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06769520789384842,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06845554709434509,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |