mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 20:20:46 +02:00
9776 lines
No EOL
158 KiB
JSON
9776 lines
No EOL
158 KiB
JSON
{
|
|
"Accuracy": 73.07,
|
|
"Time": [
|
|
210.90522891834726,
|
|
4.341094086863938
|
|
],
|
|
"Device": "Graphics Device",
|
|
"Param_names": [
|
|
"Identity",
|
|
"FlipUD",
|
|
"FlipLR",
|
|
"Rotate",
|
|
"TranslateX",
|
|
"TranslateY",
|
|
"ShearX",
|
|
"ShearY",
|
|
"Contrast",
|
|
"Color",
|
|
"Brightness",
|
|
"Sharpness",
|
|
"Posterize",
|
|
"Solarize"
|
|
],
|
|
"Log": [
|
|
{
|
|
"epoch": 1,
|
|
"train_loss": 2.2996175289154053,
|
|
"val_loss": 2.299206495285034,
|
|
"acc": 13.72,
|
|
"time": 204.70360820897622,
|
|
"param": [
|
|
{
|
|
"p": 0.13154637813568115,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07255244255065918,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0750068947672844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05174470320343971,
|
|
"m": 0.9978010654449463
|
|
},
|
|
{
|
|
"p": 0.09150350093841553,
|
|
"m": 0.9796954989433289
|
|
},
|
|
{
|
|
"p": 0.11576962471008301,
|
|
"m": 0.9949986934661865
|
|
},
|
|
{
|
|
"p": 0.05836648866534233,
|
|
"m": 0.9986912608146667
|
|
},
|
|
{
|
|
"p": 0.0787743479013443,
|
|
"m": 0.9922109246253967
|
|
},
|
|
{
|
|
"p": 0.051765717566013336,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0704428181052208,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03499654680490494,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07726850360631943,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07337111979722977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016890915110707283,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 2.1579055786132812,
|
|
"val_loss": 2.0910122394561768,
|
|
"acc": 22.21,
|
|
"time": 206.02017221803544,
|
|
"param": [
|
|
{
|
|
"p": 0.0808853879570961,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14545468986034393,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07664985954761505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15617555379867554,
|
|
"m": 0.9617360234260559
|
|
},
|
|
{
|
|
"p": 0.0023205853067338467,
|
|
"m": 0.7569093704223633
|
|
},
|
|
{
|
|
"p": 0.08800029754638672,
|
|
"m": 0.9352911114692688
|
|
},
|
|
{
|
|
"p": 0.01729900762438774,
|
|
"m": 0.9998684525489807
|
|
},
|
|
{
|
|
"p": 0.015109390951693058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08469106256961823,
|
|
"m": 0.9851426482200623
|
|
},
|
|
{
|
|
"p": 0.0892583578824997,
|
|
"m": 0.8205444812774658
|
|
},
|
|
{
|
|
"p": 0.08974335342645645,
|
|
"m": 0.9898896217346191
|
|
},
|
|
{
|
|
"p": 0.06214658543467522,
|
|
"m": 0.9796210527420044
|
|
},
|
|
{
|
|
"p": 0.09226582199335098,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 2.145376443862915,
|
|
"val_loss": 2.0432910919189453,
|
|
"acc": 26.65,
|
|
"time": 210.8323889710009,
|
|
"param": [
|
|
{
|
|
"p": 0.06546450406312943,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08142589032649994,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05937361344695091,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08118797838687897,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0927075743675232,
|
|
"m": 0.6349982619285583
|
|
},
|
|
{
|
|
"p": 0.06118793785572052,
|
|
"m": 0.5744284987449646
|
|
},
|
|
{
|
|
"p": 0.07923071086406708,
|
|
"m": 0.8184833526611328
|
|
},
|
|
{
|
|
"p": 0.08227314054965973,
|
|
"m": 0.8784003853797913
|
|
},
|
|
{
|
|
"p": 0.053615257143974304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07459649443626404,
|
|
"m": 0.7306910753250122
|
|
},
|
|
{
|
|
"p": 0.07490098476409912,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07808564603328705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07095591723918915,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04499434307217598,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 1.9399226903915405,
|
|
"val_loss": 1.9207416772842407,
|
|
"acc": 31.47,
|
|
"time": 207.39688666694565,
|
|
"param": [
|
|
{
|
|
"p": 0.06039523333311081,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04045925661921501,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0689118355512619,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07025255262851715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10048236697912216,
|
|
"m": 0.4222271740436554
|
|
},
|
|
{
|
|
"p": 0.0473581962287426,
|
|
"m": 0.41857361793518066
|
|
},
|
|
{
|
|
"p": 0.08488041907548904,
|
|
"m": 0.8845769762992859
|
|
},
|
|
{
|
|
"p": 0.07553083449602127,
|
|
"m": 0.8452962636947632
|
|
},
|
|
{
|
|
"p": 0.0741906613111496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07378989458084106,
|
|
"m": 0.7640990018844604
|
|
},
|
|
{
|
|
"p": 0.05096123367547989,
|
|
"m": 0.9994968771934509
|
|
},
|
|
{
|
|
"p": 0.08039051294326782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07967643439769745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09272056818008423,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 1.9630423784255981,
|
|
"val_loss": 1.819300651550293,
|
|
"acc": 36.05,
|
|
"time": 210.63419810199412,
|
|
"param": [
|
|
{
|
|
"p": 0.10137069225311279,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07317226380109787,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0692882239818573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06903525441884995,
|
|
"m": 0.7943590879440308
|
|
},
|
|
{
|
|
"p": 0.051983121782541275,
|
|
"m": 0.18682624399662018
|
|
},
|
|
{
|
|
"p": 0.06810041517019272,
|
|
"m": 0.5819106698036194
|
|
},
|
|
{
|
|
"p": 0.08405083417892456,
|
|
"m": 0.7796511054039001
|
|
},
|
|
{
|
|
"p": 0.06914325803518295,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06129969283938408,
|
|
"m": 0.9966094493865967
|
|
},
|
|
{
|
|
"p": 0.06928299367427826,
|
|
"m": 0.5524523854255676
|
|
},
|
|
{
|
|
"p": 0.044811736792325974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09552272409200668,
|
|
"m": 0.9976465106010437
|
|
},
|
|
{
|
|
"p": 0.07359340786933899,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0693453997373581,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 2.008281707763672,
|
|
"val_loss": 1.7263305187225342,
|
|
"acc": 37.33,
|
|
"time": 205.8390633329982,
|
|
"param": [
|
|
{
|
|
"p": 0.07051128149032593,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06878529489040375,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0807790532708168,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06301572918891907,
|
|
"m": 0.7237892746925354
|
|
},
|
|
{
|
|
"p": 0.07776260375976562,
|
|
"m": 0.22394956648349762
|
|
},
|
|
{
|
|
"p": 0.10621833801269531,
|
|
"m": 0.6098641753196716
|
|
},
|
|
{
|
|
"p": 0.06261373311281204,
|
|
"m": 0.7910882830619812
|
|
},
|
|
{
|
|
"p": 0.09574440866708755,
|
|
"m": 0.9967628121376038
|
|
},
|
|
{
|
|
"p": 0.03390021622180939,
|
|
"m": 0.9903416633605957
|
|
},
|
|
{
|
|
"p": 0.088492251932621,
|
|
"m": 0.3977862596511841
|
|
},
|
|
{
|
|
"p": 0.05295686796307564,
|
|
"m": 0.9688963890075684
|
|
},
|
|
{
|
|
"p": 0.08674153685569763,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10153189301490784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01094677485525608,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 1.7688127756118774,
|
|
"val_loss": 1.5713679790496826,
|
|
"acc": 41.43,
|
|
"time": 203.25578892801423,
|
|
"param": [
|
|
{
|
|
"p": 0.07517457753419876,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052302148193120956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05887036398053169,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048490673303604126,
|
|
"m": 0.7548065185546875
|
|
},
|
|
{
|
|
"p": 0.06945206969976425,
|
|
"m": 0.1104704886674881
|
|
},
|
|
{
|
|
"p": 0.09014710038900375,
|
|
"m": 0.490187406539917
|
|
},
|
|
{
|
|
"p": 0.02487396076321602,
|
|
"m": 0.704277515411377
|
|
},
|
|
{
|
|
"p": 0.12594398856163025,
|
|
"m": 0.9282822608947754
|
|
},
|
|
{
|
|
"p": 0.0768643468618393,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10035014152526855,
|
|
"m": 0.2564585208892822
|
|
},
|
|
{
|
|
"p": 0.09563101083040237,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050203267484903336,
|
|
"m": 0.992047131061554
|
|
},
|
|
{
|
|
"p": 0.10882257670164108,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02287384495139122,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 1.8601188659667969,
|
|
"val_loss": 1.564143419265747,
|
|
"acc": 42.6,
|
|
"time": 203.4455247510341,
|
|
"param": [
|
|
{
|
|
"p": 0.08825834840536118,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03151373937726021,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06483156979084015,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09141450375318527,
|
|
"m": 0.7975183129310608
|
|
},
|
|
{
|
|
"p": 0.0779334083199501,
|
|
"m": 0.2179485708475113
|
|
},
|
|
{
|
|
"p": 0.06290382146835327,
|
|
"m": 0.4950004518032074
|
|
},
|
|
{
|
|
"p": 0.08473365753889084,
|
|
"m": 0.5799685716629028
|
|
},
|
|
{
|
|
"p": 0.06938635557889938,
|
|
"m": 0.924839437007904
|
|
},
|
|
{
|
|
"p": 0.06991352140903473,
|
|
"m": 0.9980625510215759
|
|
},
|
|
{
|
|
"p": 0.0779070258140564,
|
|
"m": 0.30414658784866333
|
|
},
|
|
{
|
|
"p": 0.07795017212629318,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045317910611629486,
|
|
"m": 0.9762389659881592
|
|
},
|
|
{
|
|
"p": 0.09669535607099533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061240553855895996,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 1.8615951538085938,
|
|
"val_loss": 1.580546498298645,
|
|
"acc": 44.49,
|
|
"time": 209.46222834696528,
|
|
"param": [
|
|
{
|
|
"p": 0.10669990628957748,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0557340644299984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10452853888273239,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04611792415380478,
|
|
"m": 0.8158961534500122
|
|
},
|
|
{
|
|
"p": 0.06868577003479004,
|
|
"m": 0.13874369859695435
|
|
},
|
|
{
|
|
"p": 0.06031077727675438,
|
|
"m": 0.43790972232818604
|
|
},
|
|
{
|
|
"p": 0.06667566299438477,
|
|
"m": 0.5749057531356812
|
|
},
|
|
{
|
|
"p": 0.05528724193572998,
|
|
"m": 0.9981040954589844
|
|
},
|
|
{
|
|
"p": 0.04381544515490532,
|
|
"m": 0.9958139061927795
|
|
},
|
|
{
|
|
"p": 0.07532274723052979,
|
|
"m": 0.22986626625061035
|
|
},
|
|
{
|
|
"p": 0.09403454512357712,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0909007266163826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08093355596065521,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05095318704843521,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 1.7438616752624512,
|
|
"val_loss": 1.5224108695983887,
|
|
"acc": 47.37,
|
|
"time": 203.9889554559486,
|
|
"param": [
|
|
{
|
|
"p": 0.06147918105125427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06455671042203903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09652381390333176,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05717527121305466,
|
|
"m": 0.7571585774421692
|
|
},
|
|
{
|
|
"p": 0.09200222045183182,
|
|
"m": 0.10808341950178146
|
|
},
|
|
{
|
|
"p": 0.09981054067611694,
|
|
"m": 0.5180612206459045
|
|
},
|
|
{
|
|
"p": 0.06813284754753113,
|
|
"m": 0.5091368556022644
|
|
},
|
|
{
|
|
"p": 0.039557114243507385,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05532042309641838,
|
|
"m": 0.9966577887535095
|
|
},
|
|
{
|
|
"p": 0.06595117598772049,
|
|
"m": 0.1854029893875122
|
|
},
|
|
{
|
|
"p": 0.061210889369249344,
|
|
"m": 0.9885944724082947
|
|
},
|
|
{
|
|
"p": 0.08985518664121628,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07742611318826675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07099855691194534,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 1.69135582447052,
|
|
"val_loss": 1.439843773841858,
|
|
"acc": 47.59,
|
|
"time": 207.77370209398214,
|
|
"param": [
|
|
{
|
|
"p": 0.07346940040588379,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04899440333247185,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06854283064603806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08518204092979431,
|
|
"m": 0.803443193435669
|
|
},
|
|
{
|
|
"p": 0.09348945319652557,
|
|
"m": 0.13398246467113495
|
|
},
|
|
{
|
|
"p": 0.06020138040184975,
|
|
"m": 0.5327436327934265
|
|
},
|
|
{
|
|
"p": 0.07094617933034897,
|
|
"m": 0.6024959683418274
|
|
},
|
|
{
|
|
"p": 0.08094151318073273,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08024544268846512,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07652811706066132,
|
|
"m": 0.196391761302948
|
|
},
|
|
{
|
|
"p": 0.05861949175596237,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07144255936145782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09989995509386063,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03149722144007683,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 1.699245572090149,
|
|
"val_loss": 1.4238337278366089,
|
|
"acc": 48.6,
|
|
"time": 209.82532392797293,
|
|
"param": [
|
|
{
|
|
"p": 0.08342605084180832,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04356823116540909,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07589909434318542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10031617432832718,
|
|
"m": 0.8307850956916809
|
|
},
|
|
{
|
|
"p": 0.09091292321681976,
|
|
"m": 0.10489719361066818
|
|
},
|
|
{
|
|
"p": 0.07017035037279129,
|
|
"m": 0.4990736246109009
|
|
},
|
|
{
|
|
"p": 0.055088892579078674,
|
|
"m": 0.5828103423118591
|
|
},
|
|
{
|
|
"p": 0.06893008947372437,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06713686883449554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08030791580677032,
|
|
"m": 0.13576626777648926
|
|
},
|
|
{
|
|
"p": 0.05234319716691971,
|
|
"m": 0.9943206906318665
|
|
},
|
|
{
|
|
"p": 0.07652953267097473,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09044555574655533,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044925179332494736,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 1.5872077941894531,
|
|
"val_loss": 1.5216052532196045,
|
|
"acc": 49.43,
|
|
"time": 209.68546723603504,
|
|
"param": [
|
|
{
|
|
"p": 0.0766599103808403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05790485814213753,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07475480437278748,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051901888102293015,
|
|
"m": 0.9406606554985046
|
|
},
|
|
{
|
|
"p": 0.07752417027950287,
|
|
"m": 0.15513403713703156
|
|
},
|
|
{
|
|
"p": 0.08390707522630692,
|
|
"m": 0.5201393365859985
|
|
},
|
|
{
|
|
"p": 0.09107735753059387,
|
|
"m": 0.740265429019928
|
|
},
|
|
{
|
|
"p": 0.09777048230171204,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052396345883607864,
|
|
"m": 0.9995672106742859
|
|
},
|
|
{
|
|
"p": 0.05834714323282242,
|
|
"m": 0.17468275129795074
|
|
},
|
|
{
|
|
"p": 0.0637938603758812,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07827296108007431,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07189662754535675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06379251927137375,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 1.8042136430740356,
|
|
"val_loss": 1.4533542394638062,
|
|
"acc": 50.26,
|
|
"time": 216.78024300496327,
|
|
"param": [
|
|
{
|
|
"p": 0.08383486419916153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04465954005718231,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0805661529302597,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0851757824420929,
|
|
"m": 0.9948395490646362
|
|
},
|
|
{
|
|
"p": 0.07636585086584091,
|
|
"m": 0.1307036131620407
|
|
},
|
|
{
|
|
"p": 0.07153225690126419,
|
|
"m": 0.5005600452423096
|
|
},
|
|
{
|
|
"p": 0.07382789999246597,
|
|
"m": 0.8056213855743408
|
|
},
|
|
{
|
|
"p": 0.0711783915758133,
|
|
"m": 0.995015561580658
|
|
},
|
|
{
|
|
"p": 0.07389206439256668,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06294657289981842,
|
|
"m": 0.2251930832862854
|
|
},
|
|
{
|
|
"p": 0.05864385887980461,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.080176942050457,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07304497063159943,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06415485590696335,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 1.6437288522720337,
|
|
"val_loss": 1.3634746074676514,
|
|
"acc": 52.01,
|
|
"time": 216.70635667297756,
|
|
"param": [
|
|
{
|
|
"p": 0.0900355651974678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0765063688158989,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07995370030403137,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06270862370729446,
|
|
"m": 0.9525625109672546
|
|
},
|
|
{
|
|
"p": 0.08812091499567032,
|
|
"m": 0.15225748717784882
|
|
},
|
|
{
|
|
"p": 0.0805196538567543,
|
|
"m": 0.5125916600227356
|
|
},
|
|
{
|
|
"p": 0.033724069595336914,
|
|
"m": 0.7370355725288391
|
|
},
|
|
{
|
|
"p": 0.07394516468048096,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07653588056564331,
|
|
"m": 0.995616614818573
|
|
},
|
|
{
|
|
"p": 0.077199287712574,
|
|
"m": 0.2958775758743286
|
|
},
|
|
{
|
|
"p": 0.06319115310907364,
|
|
"m": 0.9840677976608276
|
|
},
|
|
{
|
|
"p": 0.07967337220907211,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07683756202459335,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04104861244559288,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 1.6218011379241943,
|
|
"val_loss": 1.3771586418151855,
|
|
"acc": 51.04,
|
|
"time": 211.33981269900687,
|
|
"param": [
|
|
{
|
|
"p": 0.07684899121522903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05565470829606056,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0801219567656517,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06310784816741943,
|
|
"m": 0.9384719729423523
|
|
},
|
|
{
|
|
"p": 0.09025327116250992,
|
|
"m": 0.12769804894924164
|
|
},
|
|
{
|
|
"p": 0.07369310408830643,
|
|
"m": 0.5704346895217896
|
|
},
|
|
{
|
|
"p": 0.06424196064472198,
|
|
"m": 0.7292971611022949
|
|
},
|
|
{
|
|
"p": 0.09354352951049805,
|
|
"m": 0.9714942574501038
|
|
},
|
|
{
|
|
"p": 0.09319572150707245,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05327688902616501,
|
|
"m": 0.3401450514793396
|
|
},
|
|
{
|
|
"p": 0.07265515625476837,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07446226477622986,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06490399688482285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044040556997060776,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 1.6388227939605713,
|
|
"val_loss": 1.3845643997192383,
|
|
"acc": 52.21,
|
|
"time": 206.8080857329769,
|
|
"param": [
|
|
{
|
|
"p": 0.08824384957551956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053729455918073654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0662480816245079,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060392070561647415,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05271618813276291,
|
|
"m": 0.11862620711326599
|
|
},
|
|
{
|
|
"p": 0.04729625955224037,
|
|
"m": 0.4938640296459198
|
|
},
|
|
{
|
|
"p": 0.07323504239320755,
|
|
"m": 0.832336962223053
|
|
},
|
|
{
|
|
"p": 0.10246057063341141,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06898204237222672,
|
|
"m": 0.990917980670929
|
|
},
|
|
{
|
|
"p": 0.07226401567459106,
|
|
"m": 0.4607992172241211
|
|
},
|
|
{
|
|
"p": 0.07623695582151413,
|
|
"m": 0.9597593545913696
|
|
},
|
|
{
|
|
"p": 0.087103933095932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09214521199464798,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05894630774855614,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 1.6960549354553223,
|
|
"val_loss": 1.3753474950790405,
|
|
"acc": 50.9,
|
|
"time": 207.93958337802906,
|
|
"param": [
|
|
{
|
|
"p": 0.10376930236816406,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027898861095309258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08345750719308853,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06740822643041611,
|
|
"m": 0.9684941172599792
|
|
},
|
|
{
|
|
"p": 0.06216573715209961,
|
|
"m": 0.11829748004674911
|
|
},
|
|
{
|
|
"p": 0.11902381479740143,
|
|
"m": 0.487225741147995
|
|
},
|
|
{
|
|
"p": 0.07986918091773987,
|
|
"m": 0.7747991681098938
|
|
},
|
|
{
|
|
"p": 0.09078826010227203,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03932616859674454,
|
|
"m": 0.9574846625328064
|
|
},
|
|
{
|
|
"p": 0.058265332132577896,
|
|
"m": 0.5366123914718628
|
|
},
|
|
{
|
|
"p": 0.05024120956659317,
|
|
"m": 0.9556899666786194
|
|
},
|
|
{
|
|
"p": 0.06806426495313644,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08345825225114822,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06626386940479279,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 1.564732313156128,
|
|
"val_loss": 1.3638598918914795,
|
|
"acc": 53.58,
|
|
"time": 205.24030851502903,
|
|
"param": [
|
|
{
|
|
"p": 0.07721425592899323,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061678141355514526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05111625790596008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06665999442338943,
|
|
"m": 0.97141432762146
|
|
},
|
|
{
|
|
"p": 0.07818401604890823,
|
|
"m": 0.2069331705570221
|
|
},
|
|
{
|
|
"p": 0.06768769770860672,
|
|
"m": 0.5271450877189636
|
|
},
|
|
{
|
|
"p": 0.07064106315374374,
|
|
"m": 0.7963609099388123
|
|
},
|
|
{
|
|
"p": 0.06616327911615372,
|
|
"m": 0.9593886137008667
|
|
},
|
|
{
|
|
"p": 0.08565577119588852,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08744831383228302,
|
|
"m": 0.5931170582771301
|
|
},
|
|
{
|
|
"p": 0.05353088304400444,
|
|
"m": 0.9994397163391113
|
|
},
|
|
{
|
|
"p": 0.10137375444173813,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08720596879720688,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045440610498189926,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 1.4567605257034302,
|
|
"val_loss": 1.1896674633026123,
|
|
"acc": 54.95,
|
|
"time": 205.63551614194876,
|
|
"param": [
|
|
{
|
|
"p": 0.09125758707523346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05349350348114967,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07550816982984543,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06782686710357666,
|
|
"m": 0.9729002714157104
|
|
},
|
|
{
|
|
"p": 0.08500852435827255,
|
|
"m": 0.24315443634986877
|
|
},
|
|
{
|
|
"p": 0.08228521049022675,
|
|
"m": 0.5104323029518127
|
|
},
|
|
{
|
|
"p": 0.06959183514118195,
|
|
"m": 0.7642449736595154
|
|
},
|
|
{
|
|
"p": 0.063142791390419,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05994930490851402,
|
|
"m": 0.9963588714599609
|
|
},
|
|
{
|
|
"p": 0.07102477550506592,
|
|
"m": 0.6578928232192993
|
|
},
|
|
{
|
|
"p": 0.06928753107786179,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09500452131032944,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07399426400661469,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04262510687112808,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 1.3962069749832153,
|
|
"val_loss": 1.2463217973709106,
|
|
"acc": 54.13,
|
|
"time": 213.70171579701127,
|
|
"param": [
|
|
{
|
|
"p": 0.09666893631219864,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05259401723742485,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09931373596191406,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04546742886304855,
|
|
"m": 0.9983966946601868
|
|
},
|
|
{
|
|
"p": 0.06525661051273346,
|
|
"m": 0.20610740780830383
|
|
},
|
|
{
|
|
"p": 0.04844224825501442,
|
|
"m": 0.5663266777992249
|
|
},
|
|
{
|
|
"p": 0.07651776075363159,
|
|
"m": 0.8362347483634949
|
|
},
|
|
{
|
|
"p": 0.08830905705690384,
|
|
"m": 0.9959632158279419
|
|
},
|
|
{
|
|
"p": 0.06622479110956192,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054423440247774124,
|
|
"m": 0.718472421169281
|
|
},
|
|
{
|
|
"p": 0.05162714049220085,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07727035135030746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11142498254776001,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0664595291018486,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 1.762397289276123,
|
|
"val_loss": 1.2360358238220215,
|
|
"acc": 54.39,
|
|
"time": 204.00389702798566,
|
|
"param": [
|
|
{
|
|
"p": 0.1004297137260437,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044978927820920944,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08819856494665146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07360217720270157,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056819140911102295,
|
|
"m": 0.30061113834381104
|
|
},
|
|
{
|
|
"p": 0.06932319700717926,
|
|
"m": 0.5872828960418701
|
|
},
|
|
{
|
|
"p": 0.06192106381058693,
|
|
"m": 0.93288654088974
|
|
},
|
|
{
|
|
"p": 0.0801679864525795,
|
|
"m": 0.9586169123649597
|
|
},
|
|
{
|
|
"p": 0.06409600377082825,
|
|
"m": 0.9996054768562317
|
|
},
|
|
{
|
|
"p": 0.07658066600561142,
|
|
"m": 0.7560625672340393
|
|
},
|
|
{
|
|
"p": 0.07024648785591125,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06665849685668945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08212172240018845,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06485588848590851,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 1.5956145524978638,
|
|
"val_loss": 1.2627836465835571,
|
|
"acc": 56.5,
|
|
"time": 205.65320674399845,
|
|
"param": [
|
|
{
|
|
"p": 0.08876378834247589,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.025849735364317894,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09198462218046188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06993600726127625,
|
|
"m": 0.9733808040618896
|
|
},
|
|
{
|
|
"p": 0.08068713545799255,
|
|
"m": 0.23330065608024597
|
|
},
|
|
{
|
|
"p": 0.06836842745542526,
|
|
"m": 0.5742360949516296
|
|
},
|
|
{
|
|
"p": 0.06930697709321976,
|
|
"m": 0.8390935063362122
|
|
},
|
|
{
|
|
"p": 0.07343611121177673,
|
|
"m": 0.9796425104141235
|
|
},
|
|
{
|
|
"p": 0.07621672004461288,
|
|
"m": 0.992936909198761
|
|
},
|
|
{
|
|
"p": 0.07611647993326187,
|
|
"m": 0.7972885966300964
|
|
},
|
|
{
|
|
"p": 0.07844638079404831,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0797705128788948,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06686078011989594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054256316274404526,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 1.6100707054138184,
|
|
"val_loss": 1.259218454360962,
|
|
"acc": 56.62,
|
|
"time": 208.22532608301844,
|
|
"param": [
|
|
{
|
|
"p": 0.07976784557104111,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054619546979665756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07791941612958908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04865008965134621,
|
|
"m": 0.9531684517860413
|
|
},
|
|
{
|
|
"p": 0.04263193905353546,
|
|
"m": 0.3111279010772705
|
|
},
|
|
{
|
|
"p": 0.04305223375558853,
|
|
"m": 0.6536388397216797
|
|
},
|
|
{
|
|
"p": 0.062008313834667206,
|
|
"m": 0.8646356463432312
|
|
},
|
|
{
|
|
"p": 0.09255991131067276,
|
|
"m": 0.9625167846679688
|
|
},
|
|
{
|
|
"p": 0.07536004483699799,
|
|
"m": 0.9989309906959534
|
|
},
|
|
{
|
|
"p": 0.09250742942094803,
|
|
"m": 0.7981031537055969
|
|
},
|
|
{
|
|
"p": 0.06459061056375504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09690748900175095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10253066569566727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06689444929361343,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 1.4975881576538086,
|
|
"val_loss": 1.20859694480896,
|
|
"acc": 55.86,
|
|
"time": 208.87278866703855,
|
|
"param": [
|
|
{
|
|
"p": 0.0861416608095169,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06760603189468384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09619560092687607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06262374669313431,
|
|
"m": 0.8853616118431091
|
|
},
|
|
{
|
|
"p": 0.046338800340890884,
|
|
"m": 0.2519368529319763
|
|
},
|
|
{
|
|
"p": 0.08058863878250122,
|
|
"m": 0.738972544670105
|
|
},
|
|
{
|
|
"p": 0.06991448253393173,
|
|
"m": 0.8416588306427002
|
|
},
|
|
{
|
|
"p": 0.06739871203899384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07164720445871353,
|
|
"m": 0.9948420524597168
|
|
},
|
|
{
|
|
"p": 0.07650630921125412,
|
|
"m": 0.8490639925003052
|
|
},
|
|
{
|
|
"p": 0.058835238218307495,
|
|
"m": 0.9728565216064453
|
|
},
|
|
{
|
|
"p": 0.0787135660648346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07702240347862244,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06046758592128754,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 1.408609390258789,
|
|
"val_loss": 1.140995740890503,
|
|
"acc": 56.24,
|
|
"time": 210.51775149500463,
|
|
"param": [
|
|
{
|
|
"p": 0.10787217319011688,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047793496400117874,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07457983493804932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06947620213031769,
|
|
"m": 0.9013991951942444
|
|
},
|
|
{
|
|
"p": 0.07122869044542313,
|
|
"m": 0.28473150730133057
|
|
},
|
|
{
|
|
"p": 0.06968993693590164,
|
|
"m": 0.7938129901885986
|
|
},
|
|
{
|
|
"p": 0.06574998795986176,
|
|
"m": 0.8517693877220154
|
|
},
|
|
{
|
|
"p": 0.08718804270029068,
|
|
"m": 0.9566707611083984
|
|
},
|
|
{
|
|
"p": 0.05179700255393982,
|
|
"m": 0.9802447557449341
|
|
},
|
|
{
|
|
"p": 0.07806799560785294,
|
|
"m": 0.8756240606307983
|
|
},
|
|
{
|
|
"p": 0.06076810881495476,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07234817743301392,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08723442256450653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056206025183200836,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 1.5696200132369995,
|
|
"val_loss": 1.0511353015899658,
|
|
"acc": 58.41,
|
|
"time": 217.65027062501758,
|
|
"param": [
|
|
{
|
|
"p": 0.07136183977127075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04480813071131706,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09253574907779694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07062169909477234,
|
|
"m": 0.8946467638015747
|
|
},
|
|
{
|
|
"p": 0.06336881965398788,
|
|
"m": 0.26322612166404724
|
|
},
|
|
{
|
|
"p": 0.06468535214662552,
|
|
"m": 0.7821652889251709
|
|
},
|
|
{
|
|
"p": 0.07573767751455307,
|
|
"m": 0.8868981003761292
|
|
},
|
|
{
|
|
"p": 0.08454626798629761,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060080982744693756,
|
|
"m": 0.9752187728881836
|
|
},
|
|
{
|
|
"p": 0.07806560397148132,
|
|
"m": 0.9253599047660828
|
|
},
|
|
{
|
|
"p": 0.06778141111135483,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08139663189649582,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0662788674235344,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07873103767633438,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 1.5354158878326416,
|
|
"val_loss": 1.1538417339324951,
|
|
"acc": 58.6,
|
|
"time": 209.63668262196006,
|
|
"param": [
|
|
{
|
|
"p": 0.0747997909784317,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040751863270998,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07833202183246613,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0845881924033165,
|
|
"m": 0.9027768969535828
|
|
},
|
|
{
|
|
"p": 0.07804452627897263,
|
|
"m": 0.23302878439426422
|
|
},
|
|
{
|
|
"p": 0.07207302749156952,
|
|
"m": 0.8138604760169983
|
|
},
|
|
{
|
|
"p": 0.08656439930200577,
|
|
"m": 0.9455838799476624
|
|
},
|
|
{
|
|
"p": 0.07157306373119354,
|
|
"m": 0.9887558817863464
|
|
},
|
|
{
|
|
"p": 0.05685822293162346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07157205045223236,
|
|
"m": 0.9743563532829285
|
|
},
|
|
{
|
|
"p": 0.0647910013794899,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07392264902591705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08395763486623764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06217152997851372,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 1.3132888078689575,
|
|
"val_loss": 1.3700278997421265,
|
|
"acc": 55.93,
|
|
"time": 205.91141168301692,
|
|
"param": [
|
|
{
|
|
"p": 0.08300823718309402,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07884663343429565,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07449067384004593,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07601116597652435,
|
|
"m": 0.8479833602905273
|
|
},
|
|
{
|
|
"p": 0.06053726747632027,
|
|
"m": 0.30699852108955383
|
|
},
|
|
{
|
|
"p": 0.07042349129915237,
|
|
"m": 0.7184102535247803
|
|
},
|
|
{
|
|
"p": 0.057799603790044785,
|
|
"m": 0.8447645306587219
|
|
},
|
|
{
|
|
"p": 0.09137231856584549,
|
|
"m": 0.9195101857185364
|
|
},
|
|
{
|
|
"p": 0.07582155615091324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06922496855258942,
|
|
"m": 0.9542586803436279
|
|
},
|
|
{
|
|
"p": 0.06748790293931961,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06921640783548355,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06532163918018341,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06043817102909088,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 1.3262650966644287,
|
|
"val_loss": 1.170251488685608,
|
|
"acc": 60.1,
|
|
"time": 213.09756912000012,
|
|
"param": [
|
|
{
|
|
"p": 0.09146575629711151,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08510267734527588,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0869002714753151,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05964066833257675,
|
|
"m": 0.895632803440094
|
|
},
|
|
{
|
|
"p": 0.045135632157325745,
|
|
"m": 0.2277212142944336
|
|
},
|
|
{
|
|
"p": 0.06761308759450912,
|
|
"m": 0.7194821834564209
|
|
},
|
|
{
|
|
"p": 0.0575697124004364,
|
|
"m": 0.820067822933197
|
|
},
|
|
{
|
|
"p": 0.07187817990779877,
|
|
"m": 0.9995298385620117
|
|
},
|
|
{
|
|
"p": 0.05802278220653534,
|
|
"m": 0.9866800904273987
|
|
},
|
|
{
|
|
"p": 0.069521963596344,
|
|
"m": 0.9399669766426086
|
|
},
|
|
{
|
|
"p": 0.07070314884185791,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08549411594867706,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09025061875581741,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06070134416222572,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 1.3707678318023682,
|
|
"val_loss": 1.1017814874649048,
|
|
"acc": 58.82,
|
|
"time": 213.17223122704308,
|
|
"param": [
|
|
{
|
|
"p": 0.10918351262807846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03241758793592453,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10654295235872269,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04847690835595131,
|
|
"m": 0.8462806344032288
|
|
},
|
|
{
|
|
"p": 0.05176399648189545,
|
|
"m": 0.2207888662815094
|
|
},
|
|
{
|
|
"p": 0.051355138421058655,
|
|
"m": 0.7119147181510925
|
|
},
|
|
{
|
|
"p": 0.04605085775256157,
|
|
"m": 0.8718026280403137
|
|
},
|
|
{
|
|
"p": 0.06182853877544403,
|
|
"m": 0.9979027509689331
|
|
},
|
|
{
|
|
"p": 0.06919416040182114,
|
|
"m": 0.9941009283065796
|
|
},
|
|
{
|
|
"p": 0.08755766600370407,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06882217526435852,
|
|
"m": 0.9992370009422302
|
|
},
|
|
{
|
|
"p": 0.09090015292167664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09954642504453659,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07635986804962158,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 1.2271649837493896,
|
|
"val_loss": 1.0807205438613892,
|
|
"acc": 60.81,
|
|
"time": 206.1391805820167,
|
|
"param": [
|
|
{
|
|
"p": 0.06699562072753906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05666030943393707,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0937802866101265,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04528626427054405,
|
|
"m": 0.943415105342865
|
|
},
|
|
{
|
|
"p": 0.06480274349451065,
|
|
"m": 0.16657142341136932
|
|
},
|
|
{
|
|
"p": 0.06236083060503006,
|
|
"m": 0.6142724752426147
|
|
},
|
|
{
|
|
"p": 0.07033898681402206,
|
|
"m": 0.8293488025665283
|
|
},
|
|
{
|
|
"p": 0.09606102108955383,
|
|
"m": 0.9985833764076233
|
|
},
|
|
{
|
|
"p": 0.0633779764175415,
|
|
"m": 0.996025800704956
|
|
},
|
|
{
|
|
"p": 0.08470727503299713,
|
|
"m": 0.9962920546531677
|
|
},
|
|
{
|
|
"p": 0.08297223597764969,
|
|
"m": 0.9931561350822449
|
|
},
|
|
{
|
|
"p": 0.08448535948991776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054203931242227554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07396716624498367,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 1.2878812551498413,
|
|
"val_loss": 1.1138668060302734,
|
|
"acc": 59.88,
|
|
"time": 208.79711616097484,
|
|
"param": [
|
|
{
|
|
"p": 0.06822849810123444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044214874505996704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06713206321001053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06096178665757179,
|
|
"m": 0.8598441481590271
|
|
},
|
|
{
|
|
"p": 0.07870075106620789,
|
|
"m": 0.2578824758529663
|
|
},
|
|
{
|
|
"p": 0.06735388934612274,
|
|
"m": 0.6165475249290466
|
|
},
|
|
{
|
|
"p": 0.06036746874451637,
|
|
"m": 0.8970292210578918
|
|
},
|
|
{
|
|
"p": 0.08025100827217102,
|
|
"m": 0.8828573822975159
|
|
},
|
|
{
|
|
"p": 0.0884377509355545,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08721261471509933,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07943430542945862,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07439765334129333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08492667227983475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058380674570798874,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 1.3203483819961548,
|
|
"val_loss": 1.1746385097503662,
|
|
"acc": 60.98,
|
|
"time": 207.65559576096712,
|
|
"param": [
|
|
{
|
|
"p": 0.08444605022668839,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03299510478973389,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10769093781709671,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0560813844203949,
|
|
"m": 0.9070859551429749
|
|
},
|
|
{
|
|
"p": 0.07362537831068039,
|
|
"m": 0.31056344509124756
|
|
},
|
|
{
|
|
"p": 0.08528020977973938,
|
|
"m": 0.7146929502487183
|
|
},
|
|
{
|
|
"p": 0.053045548498630524,
|
|
"m": 0.8391260504722595
|
|
},
|
|
{
|
|
"p": 0.05994914844632149,
|
|
"m": 0.7879919409751892
|
|
},
|
|
{
|
|
"p": 0.07793564349412918,
|
|
"m": 0.9987529516220093
|
|
},
|
|
{
|
|
"p": 0.07458695769309998,
|
|
"m": 0.9717494249343872
|
|
},
|
|
{
|
|
"p": 0.0677056610584259,
|
|
"m": 0.9845362901687622
|
|
},
|
|
{
|
|
"p": 0.08252689987421036,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09583640098571777,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04829471930861473,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 1.5039372444152832,
|
|
"val_loss": 1.1286782026290894,
|
|
"acc": 60.78,
|
|
"time": 212.16604250500677,
|
|
"param": [
|
|
{
|
|
"p": 0.08056279271841049,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04754793271422386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0776291936635971,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054742615669965744,
|
|
"m": 0.9174575805664062
|
|
},
|
|
{
|
|
"p": 0.05718252435326576,
|
|
"m": 0.32197216153144836
|
|
},
|
|
{
|
|
"p": 0.05973808467388153,
|
|
"m": 0.7688103914260864
|
|
},
|
|
{
|
|
"p": 0.0854068323969841,
|
|
"m": 0.9050994515419006
|
|
},
|
|
{
|
|
"p": 0.054972678422927856,
|
|
"m": 0.8227992653846741
|
|
},
|
|
{
|
|
"p": 0.06898590177297592,
|
|
"m": 0.982455849647522
|
|
},
|
|
{
|
|
"p": 0.07811450213193893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09711869060993195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09811700880527496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08262922614812851,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05725211277604103,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 1.609611988067627,
|
|
"val_loss": 1.0886307954788208,
|
|
"acc": 61.01,
|
|
"time": 214.22173184994608,
|
|
"param": [
|
|
{
|
|
"p": 0.10559888184070587,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042025431990623474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09168525040149689,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04350052773952484,
|
|
"m": 0.9028027057647705
|
|
},
|
|
{
|
|
"p": 0.058223627507686615,
|
|
"m": 0.2670365571975708
|
|
},
|
|
{
|
|
"p": 0.06449360400438309,
|
|
"m": 0.7469956874847412
|
|
},
|
|
{
|
|
"p": 0.0699993148446083,
|
|
"m": 0.9090887904167175
|
|
},
|
|
{
|
|
"p": 0.08813992887735367,
|
|
"m": 0.9014149904251099
|
|
},
|
|
{
|
|
"p": 0.0656047835946083,
|
|
"m": 0.9882461428642273
|
|
},
|
|
{
|
|
"p": 0.06812169402837753,
|
|
"m": 0.9668400883674622
|
|
},
|
|
{
|
|
"p": 0.09497001767158508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06268645823001862,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09168879687786102,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05326168239116669,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 1.4002996683120728,
|
|
"val_loss": 1.0352274179458618,
|
|
"acc": 61.61,
|
|
"time": 210.54222164704697,
|
|
"param": [
|
|
{
|
|
"p": 0.09124825149774551,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06456752866506577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07427025586366653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06147577613592148,
|
|
"m": 0.9619762301445007
|
|
},
|
|
{
|
|
"p": 0.08442270010709763,
|
|
"m": 0.2617127597332001
|
|
},
|
|
{
|
|
"p": 0.07702292501926422,
|
|
"m": 0.713032603263855
|
|
},
|
|
{
|
|
"p": 0.06624464690685272,
|
|
"m": 0.9964911937713623
|
|
},
|
|
{
|
|
"p": 0.08646418899297714,
|
|
"m": 0.8903071880340576
|
|
},
|
|
{
|
|
"p": 0.06224995478987694,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06711145490407944,
|
|
"m": 0.9567378163337708
|
|
},
|
|
{
|
|
"p": 0.06901799142360687,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07863324135541916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06332121789455414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053949855268001556,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 1.281742811203003,
|
|
"val_loss": 1.0737214088439941,
|
|
"acc": 61.8,
|
|
"time": 216.24653224198846,
|
|
"param": [
|
|
{
|
|
"p": 0.08958841115236282,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04331636056303978,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0817931666970253,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06626588851213455,
|
|
"m": 0.8898863196372986
|
|
},
|
|
{
|
|
"p": 0.06684720516204834,
|
|
"m": 0.4067069888114929
|
|
},
|
|
{
|
|
"p": 0.06463064253330231,
|
|
"m": 0.5908746719360352
|
|
},
|
|
{
|
|
"p": 0.07851405441761017,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08419740945100784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050792183727025986,
|
|
"m": 0.982063353061676
|
|
},
|
|
{
|
|
"p": 0.0668228268623352,
|
|
"m": 0.9717059135437012
|
|
},
|
|
{
|
|
"p": 0.09306968003511429,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08019635826349258,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06368324160575867,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07028259336948395,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 1.4009052515029907,
|
|
"val_loss": 1.1812210083007812,
|
|
"acc": 62.54,
|
|
"time": 206.20419724000385,
|
|
"param": [
|
|
{
|
|
"p": 0.08205582201480865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04119941219687462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08255079388618469,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046759940683841705,
|
|
"m": 0.7494761347770691
|
|
},
|
|
{
|
|
"p": 0.06672552973031998,
|
|
"m": 0.30023542046546936
|
|
},
|
|
{
|
|
"p": 0.06900770962238312,
|
|
"m": 0.6298728585243225
|
|
},
|
|
{
|
|
"p": 0.08175988495349884,
|
|
"m": 0.9912647008895874
|
|
},
|
|
{
|
|
"p": 0.053339987993240356,
|
|
"m": 0.9465848803520203
|
|
},
|
|
{
|
|
"p": 0.08204039186239243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06219792366027832,
|
|
"m": 0.9890131950378418
|
|
},
|
|
{
|
|
"p": 0.06914395838975906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09918446093797684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09355034679174423,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07048378139734268,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 1.0815601348876953,
|
|
"val_loss": 1.034572720527649,
|
|
"acc": 62.46,
|
|
"time": 204.20513022696832,
|
|
"param": [
|
|
{
|
|
"p": 0.06987344473600388,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05539115518331528,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09455574303865433,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054894816130399704,
|
|
"m": 0.7905359864234924
|
|
},
|
|
{
|
|
"p": 0.05411355197429657,
|
|
"m": 0.37837591767311096
|
|
},
|
|
{
|
|
"p": 0.07386486977338791,
|
|
"m": 0.6804865002632141
|
|
},
|
|
{
|
|
"p": 0.05357761308550835,
|
|
"m": 0.9486233592033386
|
|
},
|
|
{
|
|
"p": 0.07468819618225098,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06582663208246231,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07855232059955597,
|
|
"m": 0.9743824005126953
|
|
},
|
|
{
|
|
"p": 0.06697746366262436,
|
|
"m": 0.966964602470398
|
|
},
|
|
{
|
|
"p": 0.09821081161499023,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0938899964094162,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06558339297771454,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 1.1614893674850464,
|
|
"val_loss": 1.0165090560913086,
|
|
"acc": 63.25,
|
|
"time": 217.10215658304514,
|
|
"param": [
|
|
{
|
|
"p": 0.07646776735782623,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04104556143283844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0745849683880806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06765285134315491,
|
|
"m": 0.8359284400939941
|
|
},
|
|
{
|
|
"p": 0.030835911631584167,
|
|
"m": 0.3282088041305542
|
|
},
|
|
{
|
|
"p": 0.08155611902475357,
|
|
"m": 0.7088532447814941
|
|
},
|
|
{
|
|
"p": 0.09040160477161407,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07350843399763107,
|
|
"m": 0.9979342222213745
|
|
},
|
|
{
|
|
"p": 0.06977741420269012,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08002901077270508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08417858183383942,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09957190603017807,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09111237525939941,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039277538657188416,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 1.3484444618225098,
|
|
"val_loss": 1.0193819999694824,
|
|
"acc": 63.01,
|
|
"time": 217.64068340702215,
|
|
"param": [
|
|
{
|
|
"p": 0.07241789251565933,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030887546017766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07036866992712021,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07592024654150009,
|
|
"m": 0.827570915222168
|
|
},
|
|
{
|
|
"p": 0.06651997566223145,
|
|
"m": 0.2725454568862915
|
|
},
|
|
{
|
|
"p": 0.08223086595535278,
|
|
"m": 0.7617496848106384
|
|
},
|
|
{
|
|
"p": 0.06118625029921532,
|
|
"m": 0.9057155251502991
|
|
},
|
|
{
|
|
"p": 0.06916921585798264,
|
|
"m": 0.9557861685752869
|
|
},
|
|
{
|
|
"p": 0.07242397964000702,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08257806301116943,
|
|
"m": 0.9842796325683594
|
|
},
|
|
{
|
|
"p": 0.08776300400495529,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0857141986489296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07877673208713531,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06404341757297516,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 1.4246914386749268,
|
|
"val_loss": 1.0219590663909912,
|
|
"acc": 63.56,
|
|
"time": 215.00806865101913,
|
|
"param": [
|
|
{
|
|
"p": 0.07302536815404892,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06463480740785599,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06823419034481049,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07861296087503433,
|
|
"m": 0.8764203190803528
|
|
},
|
|
{
|
|
"p": 0.06444497406482697,
|
|
"m": 0.29314836859703064
|
|
},
|
|
{
|
|
"p": 0.09234149754047394,
|
|
"m": 0.760802149772644
|
|
},
|
|
{
|
|
"p": 0.07953549176454544,
|
|
"m": 0.8884581327438354
|
|
},
|
|
{
|
|
"p": 0.0596734881401062,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06428539007902145,
|
|
"m": 0.987643301486969
|
|
},
|
|
{
|
|
"p": 0.08702004700899124,
|
|
"m": 0.947982668876648
|
|
},
|
|
{
|
|
"p": 0.0642024502158165,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07854264229536057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08226300030946732,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043183669447898865,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 1.1947174072265625,
|
|
"val_loss": 1.033257007598877,
|
|
"acc": 65.25,
|
|
"time": 208.02550840197364,
|
|
"param": [
|
|
{
|
|
"p": 0.08234449476003647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04110313579440117,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07712022215127945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06876254081726074,
|
|
"m": 0.849223256111145
|
|
},
|
|
{
|
|
"p": 0.07419102638959885,
|
|
"m": 0.33697736263275146
|
|
},
|
|
{
|
|
"p": 0.06793573498725891,
|
|
"m": 0.7338628768920898
|
|
},
|
|
{
|
|
"p": 0.054108697921037674,
|
|
"m": 0.8659566640853882
|
|
},
|
|
{
|
|
"p": 0.09262192994356155,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061757128685712814,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08608788996934891,
|
|
"m": 0.9377025365829468
|
|
},
|
|
{
|
|
"p": 0.06961607187986374,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08022166043519974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08819061517715454,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05593879148364067,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 1.3366159200668335,
|
|
"val_loss": 0.9881598353385925,
|
|
"acc": 63.5,
|
|
"time": 216.19151449896162,
|
|
"param": [
|
|
{
|
|
"p": 0.09068432450294495,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042637765407562256,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06203477084636688,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0646289587020874,
|
|
"m": 0.9587699770927429
|
|
},
|
|
{
|
|
"p": 0.05720861628651619,
|
|
"m": 0.29009485244750977
|
|
},
|
|
{
|
|
"p": 0.07824918627738953,
|
|
"m": 0.7149640321731567
|
|
},
|
|
{
|
|
"p": 0.08187686651945114,
|
|
"m": 0.8747611045837402
|
|
},
|
|
{
|
|
"p": 0.07772287726402283,
|
|
"m": 0.9605482816696167
|
|
},
|
|
{
|
|
"p": 0.06304251402616501,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09219451248645782,
|
|
"m": 0.9461573362350464
|
|
},
|
|
{
|
|
"p": 0.05370241776108742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08516863733530045,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09848333895206451,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05236521363258362,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 1.3896938562393188,
|
|
"val_loss": 1.0654493570327759,
|
|
"acc": 63.92,
|
|
"time": 212.6334964259877,
|
|
"param": [
|
|
{
|
|
"p": 0.07363404333591461,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06383343040943146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10393542796373367,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0647638663649559,
|
|
"m": 0.9003581404685974
|
|
},
|
|
{
|
|
"p": 0.07779430598020554,
|
|
"m": 0.2002430260181427
|
|
},
|
|
{
|
|
"p": 0.05455059930682182,
|
|
"m": 0.7441372871398926
|
|
},
|
|
{
|
|
"p": 0.0706755742430687,
|
|
"m": 0.9460117816925049
|
|
},
|
|
{
|
|
"p": 0.05836781486868858,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07976701855659485,
|
|
"m": 0.9997349977493286
|
|
},
|
|
{
|
|
"p": 0.06842420995235443,
|
|
"m": 0.9950507283210754
|
|
},
|
|
{
|
|
"p": 0.05733383819460869,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08318642526865005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08751647174358368,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.056216929107904434,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 1.3640207052230835,
|
|
"val_loss": 1.0477770566940308,
|
|
"acc": 65.41,
|
|
"time": 215.35045144800097,
|
|
"param": [
|
|
{
|
|
"p": 0.08739490807056427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04445392265915871,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06806814670562744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06685621291399002,
|
|
"m": 0.8479030132293701
|
|
},
|
|
{
|
|
"p": 0.030819211155176163,
|
|
"m": 0.18040040135383606
|
|
},
|
|
{
|
|
"p": 0.08480744808912277,
|
|
"m": 0.8201170563697815
|
|
},
|
|
{
|
|
"p": 0.07507011294364929,
|
|
"m": 0.9605774283409119
|
|
},
|
|
{
|
|
"p": 0.07740627974271774,
|
|
"m": 0.9903236627578735
|
|
},
|
|
{
|
|
"p": 0.0668129101395607,
|
|
"m": 0.9774583578109741
|
|
},
|
|
{
|
|
"p": 0.0820714458823204,
|
|
"m": 0.9961056113243103
|
|
},
|
|
{
|
|
"p": 0.0741569772362709,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08177903294563293,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.102342888712883,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05796051397919655,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 1.335176944732666,
|
|
"val_loss": 1.0124002695083618,
|
|
"acc": 63.82,
|
|
"time": 212.49339078599587,
|
|
"param": [
|
|
{
|
|
"p": 0.06845066696405411,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07049887627363205,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09128262102603912,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06798610091209412,
|
|
"m": 0.8478638529777527
|
|
},
|
|
{
|
|
"p": 0.05370312184095383,
|
|
"m": 0.1829165667295456
|
|
},
|
|
{
|
|
"p": 0.07596161961555481,
|
|
"m": 0.8901108503341675
|
|
},
|
|
{
|
|
"p": 0.0825595110654831,
|
|
"m": 0.9342616200447083
|
|
},
|
|
{
|
|
"p": 0.05392293632030487,
|
|
"m": 0.8827478885650635
|
|
},
|
|
{
|
|
"p": 0.07342684268951416,
|
|
"m": 0.9999611377716064
|
|
},
|
|
{
|
|
"p": 0.06856320053339005,
|
|
"m": 0.9960266351699829
|
|
},
|
|
{
|
|
"p": 0.07598768919706345,
|
|
"m": 0.9408653974533081
|
|
},
|
|
{
|
|
"p": 0.07528196275234222,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08783374726772308,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05454110726714134,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 1.1837016344070435,
|
|
"val_loss": 0.8809555172920227,
|
|
"acc": 66.38,
|
|
"time": 205.66000551800244,
|
|
"param": [
|
|
{
|
|
"p": 0.08037256449460983,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05773467570543289,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07117150723934174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06606180220842361,
|
|
"m": 0.7401407957077026
|
|
},
|
|
{
|
|
"p": 0.052361346781253815,
|
|
"m": 0.16337238252162933
|
|
},
|
|
{
|
|
"p": 0.07509531080722809,
|
|
"m": 0.8053761720657349
|
|
},
|
|
{
|
|
"p": 0.058723632246255875,
|
|
"m": 0.7902587056159973
|
|
},
|
|
{
|
|
"p": 0.06781455129384995,
|
|
"m": 0.8597388863563538
|
|
},
|
|
{
|
|
"p": 0.0927339643239975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09797175228595734,
|
|
"m": 0.8889422416687012
|
|
},
|
|
{
|
|
"p": 0.0819152444601059,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07317622750997543,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06790477782487869,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05696256458759308,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 1.349208950996399,
|
|
"val_loss": 1.0357588529586792,
|
|
"acc": 65.5,
|
|
"time": 216.50019166897982,
|
|
"param": [
|
|
{
|
|
"p": 0.08081761747598648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042936570942401886,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.097979836165905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0366036482155323,
|
|
"m": 0.7614156603813171
|
|
},
|
|
{
|
|
"p": 0.06189258024096489,
|
|
"m": 0.24798256158828735
|
|
},
|
|
{
|
|
"p": 0.06604122370481491,
|
|
"m": 0.7802852392196655
|
|
},
|
|
{
|
|
"p": 0.06047500669956207,
|
|
"m": 0.8495646119117737
|
|
},
|
|
{
|
|
"p": 0.08585341274738312,
|
|
"m": 0.8944195508956909
|
|
},
|
|
{
|
|
"p": 0.06281311810016632,
|
|
"m": 0.984599769115448
|
|
},
|
|
{
|
|
"p": 0.0769280418753624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08167632669210434,
|
|
"m": 0.9861069321632385
|
|
},
|
|
{
|
|
"p": 0.09164684265851974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09225426614284515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.062081485986709595,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 1.3196922540664673,
|
|
"val_loss": 0.8399440050125122,
|
|
"acc": 65.21,
|
|
"time": 206.417639375024,
|
|
"param": [
|
|
{
|
|
"p": 0.06572205573320389,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.034297749400138855,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09106370806694031,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08393920958042145,
|
|
"m": 0.8182123899459839
|
|
},
|
|
{
|
|
"p": 0.04112031310796738,
|
|
"m": 0.29494673013687134
|
|
},
|
|
{
|
|
"p": 0.06589686125516891,
|
|
"m": 0.8021429181098938
|
|
},
|
|
{
|
|
"p": 0.08933514356613159,
|
|
"m": 0.9481737613677979
|
|
},
|
|
{
|
|
"p": 0.06266199052333832,
|
|
"m": 0.9471554160118103
|
|
},
|
|
{
|
|
"p": 0.07301738858222961,
|
|
"m": 0.9967948794364929
|
|
},
|
|
{
|
|
"p": 0.08509804308414459,
|
|
"m": 0.9924445152282715
|
|
},
|
|
{
|
|
"p": 0.07901883125305176,
|
|
"m": 0.9999301433563232
|
|
},
|
|
{
|
|
"p": 0.06683634966611862,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08069656789302826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08129574358463287,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 1.3882238864898682,
|
|
"val_loss": 1.0429961681365967,
|
|
"acc": 65.71,
|
|
"time": 213.0129855160485,
|
|
"param": [
|
|
{
|
|
"p": 0.07169324159622192,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04666372016072273,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.072348453104496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05116260424256325,
|
|
"m": 0.8326482772827148
|
|
},
|
|
{
|
|
"p": 0.07068981230258942,
|
|
"m": 0.29187068343162537
|
|
},
|
|
{
|
|
"p": 0.09040095657110214,
|
|
"m": 0.9086036682128906
|
|
},
|
|
{
|
|
"p": 0.06262248754501343,
|
|
"m": 0.8610747456550598
|
|
},
|
|
{
|
|
"p": 0.08665189892053604,
|
|
"m": 0.9086136221885681
|
|
},
|
|
{
|
|
"p": 0.0506347194314003,
|
|
"m": 0.9871375560760498
|
|
},
|
|
{
|
|
"p": 0.09700796753168106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06560487300157547,
|
|
"m": 0.998934268951416
|
|
},
|
|
{
|
|
"p": 0.0836535394191742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09038461744785309,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06048107147216797,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 1.4065194129943848,
|
|
"val_loss": 0.9934850931167603,
|
|
"acc": 64.52,
|
|
"time": 207.6092389599653,
|
|
"param": [
|
|
{
|
|
"p": 0.08887699246406555,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07140365988016129,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08049904555082321,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07206755876541138,
|
|
"m": 0.775998055934906
|
|
},
|
|
{
|
|
"p": 0.052749522030353546,
|
|
"m": 0.2463245689868927
|
|
},
|
|
{
|
|
"p": 0.06443113833665848,
|
|
"m": 0.9567021131515503
|
|
},
|
|
{
|
|
"p": 0.055929284542798996,
|
|
"m": 0.8582867980003357
|
|
},
|
|
{
|
|
"p": 0.08537814766168594,
|
|
"m": 0.8439750075340271
|
|
},
|
|
{
|
|
"p": 0.048481572419404984,
|
|
"m": 0.925233006477356
|
|
},
|
|
{
|
|
"p": 0.07166998088359833,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07905104756355286,
|
|
"m": 0.9459503293037415
|
|
},
|
|
{
|
|
"p": 0.07995666563510895,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09810630977153778,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05139907822012901,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 1.3910149335861206,
|
|
"val_loss": 1.042193055152893,
|
|
"acc": 65.46,
|
|
"time": 206.13808633596636,
|
|
"param": [
|
|
{
|
|
"p": 0.07489477843046188,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07979083061218262,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.065697580575943,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0542234443128109,
|
|
"m": 0.7819383144378662
|
|
},
|
|
{
|
|
"p": 0.07749409973621368,
|
|
"m": 0.3314335346221924
|
|
},
|
|
{
|
|
"p": 0.0762919932603836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059529244899749756,
|
|
"m": 0.9638382792472839
|
|
},
|
|
{
|
|
"p": 0.07014545798301697,
|
|
"m": 0.9058502912521362
|
|
},
|
|
{
|
|
"p": 0.06827607750892639,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08922497928142548,
|
|
"m": 0.9559423923492432
|
|
},
|
|
{
|
|
"p": 0.05534405633807182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06944386661052704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0808175578713417,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07882605493068695,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 1.0998585224151611,
|
|
"val_loss": 0.9539072513580322,
|
|
"acc": 65.59,
|
|
"time": 213.0104885220062,
|
|
"param": [
|
|
{
|
|
"p": 0.07503556460142136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07811222970485687,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09147917479276657,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05620274320244789,
|
|
"m": 0.7591735124588013
|
|
},
|
|
{
|
|
"p": 0.0660412535071373,
|
|
"m": 0.3019430935382843
|
|
},
|
|
{
|
|
"p": 0.05406588315963745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07345827668905258,
|
|
"m": 0.936587393283844
|
|
},
|
|
{
|
|
"p": 0.08804260194301605,
|
|
"m": 0.8891092538833618
|
|
},
|
|
{
|
|
"p": 0.06918927282094955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07836703211069107,
|
|
"m": 0.9593055844306946
|
|
},
|
|
{
|
|
"p": 0.07438460737466812,
|
|
"m": 0.994685709476471
|
|
},
|
|
{
|
|
"p": 0.07127618044614792,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07945235073566437,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044892795383930206,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 1.1911242008209229,
|
|
"val_loss": 0.8928727507591248,
|
|
"acc": 65.65,
|
|
"time": 204.14813491300447,
|
|
"param": [
|
|
{
|
|
"p": 0.08799517154693604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04030938819050789,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06533609330654144,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058269672095775604,
|
|
"m": 0.7034709453582764
|
|
},
|
|
{
|
|
"p": 0.06821887940168381,
|
|
"m": 0.3800790309906006
|
|
},
|
|
{
|
|
"p": 0.059966377913951874,
|
|
"m": 0.97036212682724
|
|
},
|
|
{
|
|
"p": 0.06791584193706512,
|
|
"m": 0.9513206481933594
|
|
},
|
|
{
|
|
"p": 0.08510254323482513,
|
|
"m": 0.9184028506278992
|
|
},
|
|
{
|
|
"p": 0.07379769533872604,
|
|
"m": 0.9948639869689941
|
|
},
|
|
{
|
|
"p": 0.06552039086818695,
|
|
"m": 0.9761298298835754
|
|
},
|
|
{
|
|
"p": 0.06295765191316605,
|
|
"m": 0.9948331713676453
|
|
},
|
|
{
|
|
"p": 0.0961548388004303,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09258309751749039,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07587229460477829,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 1.3026272058486938,
|
|
"val_loss": 1.0939792394638062,
|
|
"acc": 66.48,
|
|
"time": 213.7410678640008,
|
|
"param": [
|
|
{
|
|
"p": 0.0821455791592598,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05301947891712189,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09028273820877075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061649300158023834,
|
|
"m": 0.6785045266151428
|
|
},
|
|
{
|
|
"p": 0.04301033169031143,
|
|
"m": 0.28415796160697937
|
|
},
|
|
{
|
|
"p": 0.08124890178442001,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06142324209213257,
|
|
"m": 0.9699642658233643
|
|
},
|
|
{
|
|
"p": 0.07191107422113419,
|
|
"m": 0.7661260366439819
|
|
},
|
|
{
|
|
"p": 0.05716509744524956,
|
|
"m": 0.9746333956718445
|
|
},
|
|
{
|
|
"p": 0.07389984279870987,
|
|
"m": 0.9115631580352783
|
|
},
|
|
{
|
|
"p": 0.09561452269554138,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07988299429416656,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0801570937037468,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06858979910612106,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 1.0986155271530151,
|
|
"val_loss": 1.1318120956420898,
|
|
"acc": 65.5,
|
|
"time": 218.09455345995957,
|
|
"param": [
|
|
{
|
|
"p": 0.06943158060312271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05514600872993469,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07601477205753326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06589555740356445,
|
|
"m": 0.6354408264160156
|
|
},
|
|
{
|
|
"p": 0.06752922385931015,
|
|
"m": 0.27596408128738403
|
|
},
|
|
{
|
|
"p": 0.06834600865840912,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057677704840898514,
|
|
"m": 0.8986948132514954
|
|
},
|
|
{
|
|
"p": 0.07660942524671555,
|
|
"m": 0.9134366512298584
|
|
},
|
|
{
|
|
"p": 0.09974399954080582,
|
|
"m": 0.9860472679138184
|
|
},
|
|
{
|
|
"p": 0.08160113543272018,
|
|
"m": 0.8114988803863525
|
|
},
|
|
{
|
|
"p": 0.06944019347429276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057388950139284134,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08291138708591461,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07226405292749405,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 1.00371515750885,
|
|
"val_loss": 0.9830512404441833,
|
|
"acc": 66.95,
|
|
"time": 218.03817187895766,
|
|
"param": [
|
|
{
|
|
"p": 0.07529526948928833,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05898527055978775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0692269504070282,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07132048159837723,
|
|
"m": 0.7813918590545654
|
|
},
|
|
{
|
|
"p": 0.07686923444271088,
|
|
"m": 0.2531999349594116
|
|
},
|
|
{
|
|
"p": 0.06431254744529724,
|
|
"m": 0.9995450377464294
|
|
},
|
|
{
|
|
"p": 0.0843225046992302,
|
|
"m": 0.9263226985931396
|
|
},
|
|
{
|
|
"p": 0.10330706834793091,
|
|
"m": 0.9002415537834167
|
|
},
|
|
{
|
|
"p": 0.04370568320155144,
|
|
"m": 0.9826144576072693
|
|
},
|
|
{
|
|
"p": 0.0743238553404808,
|
|
"m": 0.8195419311523438
|
|
},
|
|
{
|
|
"p": 0.06375052779912949,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0787036120891571,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07426295429468155,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061614103615283966,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 1.166195034980774,
|
|
"val_loss": 0.8136076927185059,
|
|
"acc": 66.82,
|
|
"time": 214.37986793601885,
|
|
"param": [
|
|
{
|
|
"p": 0.08435642719268799,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.033982209861278534,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07079868763685226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08200718462467194,
|
|
"m": 0.8624127507209778
|
|
},
|
|
{
|
|
"p": 0.07199634611606598,
|
|
"m": 0.3112339675426483
|
|
},
|
|
{
|
|
"p": 0.05639959126710892,
|
|
"m": 0.9558543562889099
|
|
},
|
|
{
|
|
"p": 0.09850724041461945,
|
|
"m": 0.9773394465446472
|
|
},
|
|
{
|
|
"p": 0.06059052795171738,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06884023547172546,
|
|
"m": 0.9975308775901794
|
|
},
|
|
{
|
|
"p": 0.06735951453447342,
|
|
"m": 0.8075262904167175
|
|
},
|
|
{
|
|
"p": 0.05891677364706993,
|
|
"m": 0.9999404549598694
|
|
},
|
|
{
|
|
"p": 0.09057498723268509,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08476947247982025,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07090074568986893,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 1.0722848176956177,
|
|
"val_loss": 0.9138582944869995,
|
|
"acc": 67.13,
|
|
"time": 215.54576033400372,
|
|
"param": [
|
|
{
|
|
"p": 0.08339734375476837,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.035129133611917496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0876999944448471,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0587540864944458,
|
|
"m": 0.7304820418357849
|
|
},
|
|
{
|
|
"p": 0.049059268087148666,
|
|
"m": 0.2917107045650482
|
|
},
|
|
{
|
|
"p": 0.07813451439142227,
|
|
"m": 0.9980726838111877
|
|
},
|
|
{
|
|
"p": 0.07516560703516006,
|
|
"m": 0.9892336130142212
|
|
},
|
|
{
|
|
"p": 0.056717392057180405,
|
|
"m": 0.931610643863678
|
|
},
|
|
{
|
|
"p": 0.08490850776433945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0840575248003006,
|
|
"m": 0.9426077008247375
|
|
},
|
|
{
|
|
"p": 0.0809933990240097,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08803265541791916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07318904250860214,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06476143002510071,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 1.2141939401626587,
|
|
"val_loss": 1.0278338193893433,
|
|
"acc": 65.84,
|
|
"time": 207.97207135200733,
|
|
"param": [
|
|
{
|
|
"p": 0.07032722979784012,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03249776363372803,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08622443675994873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07020021975040436,
|
|
"m": 0.5817021131515503
|
|
},
|
|
{
|
|
"p": 0.03331299498677254,
|
|
"m": 0.36907118558883667
|
|
},
|
|
{
|
|
"p": 0.06625079363584518,
|
|
"m": 0.8588664531707764
|
|
},
|
|
{
|
|
"p": 0.0741950199007988,
|
|
"m": 0.9722467064857483
|
|
},
|
|
{
|
|
"p": 0.06789691746234894,
|
|
"m": 0.9443079233169556
|
|
},
|
|
{
|
|
"p": 0.07106223702430725,
|
|
"m": 0.9605190753936768
|
|
},
|
|
{
|
|
"p": 0.09485261142253876,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08485197275876999,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08055751770734787,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08834762871265411,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07942261546850204,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 1.3384552001953125,
|
|
"val_loss": 0.8978822827339172,
|
|
"acc": 67.67,
|
|
"time": 214.86017191695282,
|
|
"param": [
|
|
{
|
|
"p": 0.08133801817893982,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0643865317106247,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08249790221452713,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05457597225904465,
|
|
"m": 0.7075318098068237
|
|
},
|
|
{
|
|
"p": 0.07334736734628677,
|
|
"m": 0.40763336420059204
|
|
},
|
|
{
|
|
"p": 0.07213687151670456,
|
|
"m": 0.908506453037262
|
|
},
|
|
{
|
|
"p": 0.09129960834980011,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050627849996089935,
|
|
"m": 0.7648747563362122
|
|
},
|
|
{
|
|
"p": 0.06767679005861282,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07753975689411163,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0833907201886177,
|
|
"m": 0.9932546019554138
|
|
},
|
|
{
|
|
"p": 0.06337270140647888,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06998831033706665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06782165169715881,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 1.2058160305023193,
|
|
"val_loss": 1.0515896081924438,
|
|
"acc": 67.64,
|
|
"time": 212.9644207819947,
|
|
"param": [
|
|
{
|
|
"p": 0.0852903202176094,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06510788947343826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07013575732707977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057566747069358826,
|
|
"m": 0.6213797330856323
|
|
},
|
|
{
|
|
"p": 0.05741092190146446,
|
|
"m": 0.4617863893508911
|
|
},
|
|
{
|
|
"p": 0.08601652085781097,
|
|
"m": 0.7726193070411682
|
|
},
|
|
{
|
|
"p": 0.059313978999853134,
|
|
"m": 0.9512333869934082
|
|
},
|
|
{
|
|
"p": 0.07247179001569748,
|
|
"m": 0.8487822413444519
|
|
},
|
|
{
|
|
"p": 0.08132029324769974,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08348461240530014,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06276566535234451,
|
|
"m": 0.9930565357208252
|
|
},
|
|
{
|
|
"p": 0.062373239547014236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09716441482305527,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059577826410532,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 1.1791682243347168,
|
|
"val_loss": 0.9118312001228333,
|
|
"acc": 67.98,
|
|
"time": 213.93302398797823,
|
|
"param": [
|
|
{
|
|
"p": 0.08332926034927368,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05702582001686096,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07580301910638809,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05035601183772087,
|
|
"m": 0.5977076292037964
|
|
},
|
|
{
|
|
"p": 0.06317466497421265,
|
|
"m": 0.4050394892692566
|
|
},
|
|
{
|
|
"p": 0.06558503955602646,
|
|
"m": 0.8567589521408081
|
|
},
|
|
{
|
|
"p": 0.06568654626607895,
|
|
"m": 0.9376354813575745
|
|
},
|
|
{
|
|
"p": 0.07390190660953522,
|
|
"m": 0.8886290192604065
|
|
},
|
|
{
|
|
"p": 0.0689275786280632,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08385495096445084,
|
|
"m": 0.9519068598747253
|
|
},
|
|
{
|
|
"p": 0.09257367253303528,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07972542941570282,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07369229197502136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06636381149291992,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 1.1632483005523682,
|
|
"val_loss": 0.9295477271080017,
|
|
"acc": 66.81,
|
|
"time": 212.82296172803035,
|
|
"param": [
|
|
{
|
|
"p": 0.0904136374592781,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04852074384689331,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09291873872280121,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046463675796985626,
|
|
"m": 0.5420442819595337
|
|
},
|
|
{
|
|
"p": 0.049505360424518585,
|
|
"m": 0.4193781614303589
|
|
},
|
|
{
|
|
"p": 0.07266825437545776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06703690439462662,
|
|
"m": 0.8510645031929016
|
|
},
|
|
{
|
|
"p": 0.06447259336709976,
|
|
"m": 0.8604089021682739
|
|
},
|
|
{
|
|
"p": 0.062429312616586685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1012352928519249,
|
|
"m": 0.9946556091308594
|
|
},
|
|
{
|
|
"p": 0.0752154290676117,
|
|
"m": 0.9944567084312439
|
|
},
|
|
{
|
|
"p": 0.07500435411930084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0766354650259018,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07748029381036758,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 1.2771581411361694,
|
|
"val_loss": 0.8237395882606506,
|
|
"acc": 66.36,
|
|
"time": 206.04937929403968,
|
|
"param": [
|
|
{
|
|
"p": 0.0803040936589241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07941845804452896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09233929216861725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03857467696070671,
|
|
"m": 0.6264660358428955
|
|
},
|
|
{
|
|
"p": 0.05807911604642868,
|
|
"m": 0.5421937108039856
|
|
},
|
|
{
|
|
"p": 0.06463128328323364,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08824247121810913,
|
|
"m": 0.8170426487922668
|
|
},
|
|
{
|
|
"p": 0.07759209722280502,
|
|
"m": 0.903333842754364
|
|
},
|
|
{
|
|
"p": 0.06017381325364113,
|
|
"m": 0.9882746934890747
|
|
},
|
|
{
|
|
"p": 0.08268562704324722,
|
|
"m": 0.9450150728225708
|
|
},
|
|
{
|
|
"p": 0.07049530744552612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0728645995259285,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07901085913181305,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05558837577700615,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 1.4430761337280273,
|
|
"val_loss": 1.0691627264022827,
|
|
"acc": 67.24,
|
|
"time": 217.7164390250109,
|
|
"param": [
|
|
{
|
|
"p": 0.09248600900173187,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06644170731306076,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09280376136302948,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05090866982936859,
|
|
"m": 0.6773543953895569
|
|
},
|
|
{
|
|
"p": 0.04058776795864105,
|
|
"m": 0.6248691082000732
|
|
},
|
|
{
|
|
"p": 0.04982667788863182,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08035071194171906,
|
|
"m": 0.9279485940933228
|
|
},
|
|
{
|
|
"p": 0.0858951210975647,
|
|
"m": 0.8700509667396545
|
|
},
|
|
{
|
|
"p": 0.077103391289711,
|
|
"m": 0.9970536828041077
|
|
},
|
|
{
|
|
"p": 0.07970309257507324,
|
|
"m": 0.9719328880310059
|
|
},
|
|
{
|
|
"p": 0.07889264076948166,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07276894897222519,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08339054882526398,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04884094372391701,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 1.2224901914596558,
|
|
"val_loss": 0.934459924697876,
|
|
"acc": 67.91,
|
|
"time": 210.09128851804417,
|
|
"param": [
|
|
{
|
|
"p": 0.08562969416379929,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05108741670846939,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09494394063949585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04952964559197426,
|
|
"m": 0.6932100057601929
|
|
},
|
|
{
|
|
"p": 0.04194308817386627,
|
|
"m": 0.6892829537391663
|
|
},
|
|
{
|
|
"p": 0.05045264586806297,
|
|
"m": 0.9998481869697571
|
|
},
|
|
{
|
|
"p": 0.07817625254392624,
|
|
"m": 0.9315321445465088
|
|
},
|
|
{
|
|
"p": 0.06730840355157852,
|
|
"m": 0.811095118522644
|
|
},
|
|
{
|
|
"p": 0.08613014221191406,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09212371706962585,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05799208581447601,
|
|
"m": 0.9645765423774719
|
|
},
|
|
{
|
|
"p": 0.0855371430516243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0804566740989685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0786890834569931,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 1.2503798007965088,
|
|
"val_loss": 0.8794720768928528,
|
|
"acc": 68.05,
|
|
"time": 205.17796798300697,
|
|
"param": [
|
|
{
|
|
"p": 0.08133748918771744,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046558961272239685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08508190512657166,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07998039573431015,
|
|
"m": 0.6154648065567017
|
|
},
|
|
{
|
|
"p": 0.03628549724817276,
|
|
"m": 0.6473749279975891
|
|
},
|
|
{
|
|
"p": 0.06265895068645477,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07402437180280685,
|
|
"m": 0.8752712607383728
|
|
},
|
|
{
|
|
"p": 0.06838935613632202,
|
|
"m": 0.8180193901062012
|
|
},
|
|
{
|
|
"p": 0.07582831382751465,
|
|
"m": 0.9869537949562073
|
|
},
|
|
{
|
|
"p": 0.09681602567434311,
|
|
"m": 0.9850518107414246
|
|
},
|
|
{
|
|
"p": 0.0790860503911972,
|
|
"m": 0.9933645725250244
|
|
},
|
|
{
|
|
"p": 0.07725502550601959,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07549557834863663,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06120212376117706,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 1.053734540939331,
|
|
"val_loss": 0.9341933727264404,
|
|
"acc": 68.61,
|
|
"time": 215.99164198199287,
|
|
"param": [
|
|
{
|
|
"p": 0.10464299470186234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060388386249542236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08520582318305969,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07011567801237106,
|
|
"m": 0.56003338098526
|
|
},
|
|
{
|
|
"p": 0.03294118121266365,
|
|
"m": 0.6755049228668213
|
|
},
|
|
{
|
|
"p": 0.05652446299791336,
|
|
"m": 0.9475239515304565
|
|
},
|
|
{
|
|
"p": 0.07362139970064163,
|
|
"m": 0.9013983607292175
|
|
},
|
|
{
|
|
"p": 0.06139444187283516,
|
|
"m": 0.7370463609695435
|
|
},
|
|
{
|
|
"p": 0.08266617357730865,
|
|
"m": 0.9940505623817444
|
|
},
|
|
{
|
|
"p": 0.08764289319515228,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07783599197864532,
|
|
"m": 0.9961317181587219
|
|
},
|
|
{
|
|
"p": 0.05720672011375427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09008609503507614,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05972766503691673,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 1.1737407445907593,
|
|
"val_loss": 0.8676577210426331,
|
|
"acc": 68.39,
|
|
"time": 204.84273535298416,
|
|
"param": [
|
|
{
|
|
"p": 0.0544029176235199,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03143051266670227,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08608768880367279,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059069883078336716,
|
|
"m": 0.579545259475708
|
|
},
|
|
{
|
|
"p": 0.0637689083814621,
|
|
"m": 0.6654733419418335
|
|
},
|
|
{
|
|
"p": 0.0798676535487175,
|
|
"m": 0.9057181477546692
|
|
},
|
|
{
|
|
"p": 0.08950316905975342,
|
|
"m": 0.8548187613487244
|
|
},
|
|
{
|
|
"p": 0.05438052490353584,
|
|
"m": 0.8733623027801514
|
|
},
|
|
{
|
|
"p": 0.07944358140230179,
|
|
"m": 0.9800816774368286
|
|
},
|
|
{
|
|
"p": 0.07376893609762192,
|
|
"m": 0.9522489309310913
|
|
},
|
|
{
|
|
"p": 0.07375073432922363,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07074257731437683,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11183015257120132,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07195279747247696,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 1.2415380477905273,
|
|
"val_loss": 0.9083842635154724,
|
|
"acc": 68.17,
|
|
"time": 206.26071392104495,
|
|
"param": [
|
|
{
|
|
"p": 0.0675329864025116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04400549829006195,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07628722488880157,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06749237328767776,
|
|
"m": 0.5786992907524109
|
|
},
|
|
{
|
|
"p": 0.06428996473550797,
|
|
"m": 0.8435274362564087
|
|
},
|
|
{
|
|
"p": 0.0584239661693573,
|
|
"m": 0.9992406368255615
|
|
},
|
|
{
|
|
"p": 0.06188271567225456,
|
|
"m": 0.6805773377418518
|
|
},
|
|
{
|
|
"p": 0.0691266879439354,
|
|
"m": 0.9270698428153992
|
|
},
|
|
{
|
|
"p": 0.09010477364063263,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09241186082363129,
|
|
"m": 0.925870954990387
|
|
},
|
|
{
|
|
"p": 0.07054070383310318,
|
|
"m": 0.9979992508888245
|
|
},
|
|
{
|
|
"p": 0.059463609009981155,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1002253070473671,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07821230590343475,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 1.2122540473937988,
|
|
"val_loss": 1.0182775259017944,
|
|
"acc": 69.07,
|
|
"time": 205.8541483419831,
|
|
"param": [
|
|
{
|
|
"p": 0.0913345143198967,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06355874985456467,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08817148208618164,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03748563304543495,
|
|
"m": 0.5584905743598938
|
|
},
|
|
{
|
|
"p": 0.03407120704650879,
|
|
"m": 0.9229941368103027
|
|
},
|
|
{
|
|
"p": 0.06498938053846359,
|
|
"m": 0.9532577395439148
|
|
},
|
|
{
|
|
"p": 0.06506677716970444,
|
|
"m": 0.8147755861282349
|
|
},
|
|
{
|
|
"p": 0.09367017447948456,
|
|
"m": 0.9999577403068542
|
|
},
|
|
{
|
|
"p": 0.06585502624511719,
|
|
"m": 0.9929015040397644
|
|
},
|
|
{
|
|
"p": 0.08846160024404526,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07605008035898209,
|
|
"m": 0.9994508624076843
|
|
},
|
|
{
|
|
"p": 0.0752481147646904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09127561748027802,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06476162374019623,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 1.3290255069732666,
|
|
"val_loss": 0.8493709564208984,
|
|
"acc": 67.95,
|
|
"time": 205.79535729601048,
|
|
"param": [
|
|
{
|
|
"p": 0.08594205230474472,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04294787347316742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09457974880933762,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03842088207602501,
|
|
"m": 0.6026730537414551
|
|
},
|
|
{
|
|
"p": 0.03695687651634216,
|
|
"m": 0.9457899332046509
|
|
},
|
|
{
|
|
"p": 0.05701244994997978,
|
|
"m": 0.9260779023170471
|
|
},
|
|
{
|
|
"p": 0.09840389341115952,
|
|
"m": 0.8364930748939514
|
|
},
|
|
{
|
|
"p": 0.0689043402671814,
|
|
"m": 0.9728076457977295
|
|
},
|
|
{
|
|
"p": 0.07071356475353241,
|
|
"m": 0.9977337718009949
|
|
},
|
|
{
|
|
"p": 0.07368747144937515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08213145285844803,
|
|
"m": 0.9443953037261963
|
|
},
|
|
{
|
|
"p": 0.11522182822227478,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0847548320889473,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05032273381948471,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 1.0992484092712402,
|
|
"val_loss": 0.9525206685066223,
|
|
"acc": 67.91,
|
|
"time": 210.70800144900568,
|
|
"param": [
|
|
{
|
|
"p": 0.10303644090890884,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06032155081629753,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10332036763429642,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06051797419786453,
|
|
"m": 0.6675640940666199
|
|
},
|
|
{
|
|
"p": 0.032860856503248215,
|
|
"m": 0.9677822589874268
|
|
},
|
|
{
|
|
"p": 0.0344221256673336,
|
|
"m": 0.9573050737380981
|
|
},
|
|
{
|
|
"p": 0.06678750365972519,
|
|
"m": 0.9255636930465698
|
|
},
|
|
{
|
|
"p": 0.05435039475560188,
|
|
"m": 0.9532056450843811
|
|
},
|
|
{
|
|
"p": 0.06854841113090515,
|
|
"m": 0.9294233322143555
|
|
},
|
|
{
|
|
"p": 0.09886365383863449,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08263538777828217,
|
|
"m": 0.997047483921051
|
|
},
|
|
{
|
|
"p": 0.09066296368837357,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10108335316181183,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042589131742715836,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 1.3472726345062256,
|
|
"val_loss": 0.9389183521270752,
|
|
"acc": 66.49,
|
|
"time": 206.00434797996422,
|
|
"param": [
|
|
{
|
|
"p": 0.08369206637144089,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04685812443494797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09065939486026764,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047050684690475464,
|
|
"m": 0.5909043550491333
|
|
},
|
|
{
|
|
"p": 0.04978681355714798,
|
|
"m": 0.9825373291969299
|
|
},
|
|
{
|
|
"p": 0.08300774544477463,
|
|
"m": 0.8830726146697998
|
|
},
|
|
{
|
|
"p": 0.04592161998152733,
|
|
"m": 0.8954609036445618
|
|
},
|
|
{
|
|
"p": 0.09428155422210693,
|
|
"m": 0.9075299501419067
|
|
},
|
|
{
|
|
"p": 0.0868816003203392,
|
|
"m": 0.9805064797401428
|
|
},
|
|
{
|
|
"p": 0.08351052552461624,
|
|
"m": 0.9992743730545044
|
|
},
|
|
{
|
|
"p": 0.07166758924722672,
|
|
"m": 0.9805392026901245
|
|
},
|
|
{
|
|
"p": 0.07597582787275314,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06398414820432663,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.076722152531147,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 1.2964177131652832,
|
|
"val_loss": 0.9948078989982605,
|
|
"acc": 69.05,
|
|
"time": 207.96468877396546,
|
|
"param": [
|
|
{
|
|
"p": 0.08631056547164917,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04085347056388855,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07381169497966766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05508357658982277,
|
|
"m": 0.6564897298812866
|
|
},
|
|
{
|
|
"p": 0.062116589397192,
|
|
"m": 0.9836589694023132
|
|
},
|
|
{
|
|
"p": 0.05431418865919113,
|
|
"m": 0.8932721614837646
|
|
},
|
|
{
|
|
"p": 0.07517097145318985,
|
|
"m": 0.9186558127403259
|
|
},
|
|
{
|
|
"p": 0.08395791798830032,
|
|
"m": 0.9563401937484741
|
|
},
|
|
{
|
|
"p": 0.06430458277463913,
|
|
"m": 0.9993492960929871
|
|
},
|
|
{
|
|
"p": 0.07823537290096283,
|
|
"m": 0.9634829163551331
|
|
},
|
|
{
|
|
"p": 0.09539692103862762,
|
|
"m": 0.9856973886489868
|
|
},
|
|
{
|
|
"p": 0.07348925620317459,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1162288710474968,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.040726035833358765,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 1.2429689168930054,
|
|
"val_loss": 0.8904861807823181,
|
|
"acc": 68.71,
|
|
"time": 214.33269101701444,
|
|
"param": [
|
|
{
|
|
"p": 0.09254663437604904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042132552713155746,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06167418882250786,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027324432507157326,
|
|
"m": 0.6181122660636902
|
|
},
|
|
{
|
|
"p": 0.04592747613787651,
|
|
"m": 0.9653798937797546
|
|
},
|
|
{
|
|
"p": 0.09056597203016281,
|
|
"m": 0.9161700010299683
|
|
},
|
|
{
|
|
"p": 0.06442325562238693,
|
|
"m": 0.9788462519645691
|
|
},
|
|
{
|
|
"p": 0.06737827509641647,
|
|
"m": 0.8726664781570435
|
|
},
|
|
{
|
|
"p": 0.088193878531456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08709713816642761,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07747548818588257,
|
|
"m": 0.9710408449172974
|
|
},
|
|
{
|
|
"p": 0.08985914289951324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0836777538061142,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08172381669282913,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 1.1558791399002075,
|
|
"val_loss": 0.841900110244751,
|
|
"acc": 68.86,
|
|
"time": 216.7474647500203,
|
|
"param": [
|
|
{
|
|
"p": 0.11908446997404099,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05184260383248329,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05577139928936958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04908760264515877,
|
|
"m": 0.5419360995292664
|
|
},
|
|
{
|
|
"p": 0.02888277918100357,
|
|
"m": 0.9304084777832031
|
|
},
|
|
{
|
|
"p": 0.07521799951791763,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06160316616296768,
|
|
"m": 0.8496928215026855
|
|
},
|
|
{
|
|
"p": 0.09184235334396362,
|
|
"m": 0.9836075305938721
|
|
},
|
|
{
|
|
"p": 0.08486782014369965,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07278560101985931,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07935529202222824,
|
|
"m": 0.9768180251121521
|
|
},
|
|
{
|
|
"p": 0.0800384134054184,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09427495300769806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055345505475997925,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 1.3724007606506348,
|
|
"val_loss": 0.8803284168243408,
|
|
"acc": 67.72,
|
|
"time": 216.50870704301633,
|
|
"param": [
|
|
{
|
|
"p": 0.0699821189045906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0456395149230957,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061386529356241226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06134164705872536,
|
|
"m": 0.6454339623451233
|
|
},
|
|
{
|
|
"p": 0.07154108583927155,
|
|
"m": 0.9578890800476074
|
|
},
|
|
{
|
|
"p": 0.05993763357400894,
|
|
"m": 0.9972153902053833
|
|
},
|
|
{
|
|
"p": 0.06101876497268677,
|
|
"m": 0.8458747267723083
|
|
},
|
|
{
|
|
"p": 0.08035358041524887,
|
|
"m": 0.9152857661247253
|
|
},
|
|
{
|
|
"p": 0.07857173681259155,
|
|
"m": 0.9529789686203003
|
|
},
|
|
{
|
|
"p": 0.09480097144842148,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07537607103586197,
|
|
"m": 0.9726632237434387
|
|
},
|
|
{
|
|
"p": 0.09923889487981796,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07521598786115646,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06559545546770096,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 1.2384077310562134,
|
|
"val_loss": 0.8595471382141113,
|
|
"acc": 68.87,
|
|
"time": 212.95476478297496,
|
|
"param": [
|
|
{
|
|
"p": 0.07800997048616409,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06136003136634827,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08419757336378098,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06103344261646271,
|
|
"m": 0.7312960624694824
|
|
},
|
|
{
|
|
"p": 0.04006640985608101,
|
|
"m": 0.9187250137329102
|
|
},
|
|
{
|
|
"p": 0.06574805080890656,
|
|
"m": 0.9998630285263062
|
|
},
|
|
{
|
|
"p": 0.07018130272626877,
|
|
"m": 0.7879905700683594
|
|
},
|
|
{
|
|
"p": 0.06891177594661713,
|
|
"m": 0.9794562458992004
|
|
},
|
|
{
|
|
"p": 0.09284336119890213,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06255555152893066,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06366465240716934,
|
|
"m": 0.8781517744064331
|
|
},
|
|
{
|
|
"p": 0.09187184274196625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08383609354496002,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07571998238563538,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 1.2046842575073242,
|
|
"val_loss": 0.8483092188835144,
|
|
"acc": 70.01,
|
|
"time": 213.72755350900115,
|
|
"param": [
|
|
{
|
|
"p": 0.09026884287595749,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05754654482007027,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05627923458814621,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06972747296094894,
|
|
"m": 0.6861546039581299
|
|
},
|
|
{
|
|
"p": 0.05914763733744621,
|
|
"m": 0.8605427145957947
|
|
},
|
|
{
|
|
"p": 0.07030151039361954,
|
|
"m": 0.9884398579597473
|
|
},
|
|
{
|
|
"p": 0.07040892541408539,
|
|
"m": 0.9057689905166626
|
|
},
|
|
{
|
|
"p": 0.057592302560806274,
|
|
"m": 0.9034542441368103
|
|
},
|
|
{
|
|
"p": 0.06986157596111298,
|
|
"m": 0.9872233867645264
|
|
},
|
|
{
|
|
"p": 0.08099294453859329,
|
|
"m": 0.923632800579071
|
|
},
|
|
{
|
|
"p": 0.08087892085313797,
|
|
"m": 0.9611566662788391
|
|
},
|
|
{
|
|
"p": 0.08577856421470642,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0752549022436142,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07596059143543243,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 1.3176345825195312,
|
|
"val_loss": 0.9029925465583801,
|
|
"acc": 69.43,
|
|
"time": 214.1696315369918,
|
|
"param": [
|
|
{
|
|
"p": 0.0757298618555069,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06358110159635544,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08498086035251617,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06326533108949661,
|
|
"m": 0.7242446541786194
|
|
},
|
|
{
|
|
"p": 0.05526014789938927,
|
|
"m": 0.8128687739372253
|
|
},
|
|
{
|
|
"p": 0.06197294220328331,
|
|
"m": 0.9282477498054504
|
|
},
|
|
{
|
|
"p": 0.0759391039609909,
|
|
"m": 0.9967149496078491
|
|
},
|
|
{
|
|
"p": 0.08034675568342209,
|
|
"m": 0.8655610680580139
|
|
},
|
|
{
|
|
"p": 0.06507852673530579,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07123012095689774,
|
|
"m": 0.9991530179977417
|
|
},
|
|
{
|
|
"p": 0.0642055869102478,
|
|
"m": 0.9758487343788147
|
|
},
|
|
{
|
|
"p": 0.07480680197477341,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10625755786895752,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05734540522098541,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 1.1185059547424316,
|
|
"val_loss": 0.8225111365318298,
|
|
"acc": 69.72,
|
|
"time": 216.331775018014,
|
|
"param": [
|
|
{
|
|
"p": 0.10030411928892136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059889812022447586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06419406086206436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04256901517510414,
|
|
"m": 0.6918976902961731
|
|
},
|
|
{
|
|
"p": 0.056155528873205185,
|
|
"m": 0.8457536697387695
|
|
},
|
|
{
|
|
"p": 0.07279333472251892,
|
|
"m": 0.90465247631073
|
|
},
|
|
{
|
|
"p": 0.0652267336845398,
|
|
"m": 0.9378721714019775
|
|
},
|
|
{
|
|
"p": 0.06094568222761154,
|
|
"m": 0.8854509592056274
|
|
},
|
|
{
|
|
"p": 0.0997091606259346,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0830158218741417,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.072017140686512,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08209869265556335,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08502162247896194,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05605924502015114,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 1.2177573442459106,
|
|
"val_loss": 0.8601441979408264,
|
|
"acc": 70.03,
|
|
"time": 218.1483447640203,
|
|
"param": [
|
|
{
|
|
"p": 0.07998384535312653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036829523742198944,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0924542173743248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030453547835350037,
|
|
"m": 0.6329604983329773
|
|
},
|
|
{
|
|
"p": 0.03279214724898338,
|
|
"m": 0.9431674480438232
|
|
},
|
|
{
|
|
"p": 0.060045450925827026,
|
|
"m": 0.9431251883506775
|
|
},
|
|
{
|
|
"p": 0.046667393296957016,
|
|
"m": 0.9071016311645508
|
|
},
|
|
{
|
|
"p": 0.08015778660774231,
|
|
"m": 0.8261942863464355
|
|
},
|
|
{
|
|
"p": 0.07240885496139526,
|
|
"m": 0.957298994064331
|
|
},
|
|
{
|
|
"p": 0.07940762490034103,
|
|
"m": 0.9396145939826965
|
|
},
|
|
{
|
|
"p": 0.08692382276058197,
|
|
"m": 0.9732685685157776
|
|
},
|
|
{
|
|
"p": 0.10059808939695358,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11519641429185867,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08608124405145645,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 1.1939884424209595,
|
|
"val_loss": 0.8653112649917603,
|
|
"acc": 70.34,
|
|
"time": 216.9746057629818,
|
|
"param": [
|
|
{
|
|
"p": 0.0700472816824913,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07473500072956085,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08126495033502579,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07089503109455109,
|
|
"m": 0.6612076163291931
|
|
},
|
|
{
|
|
"p": 0.06230594217777252,
|
|
"m": 0.9073452949523926
|
|
},
|
|
{
|
|
"p": 0.0589279904961586,
|
|
"m": 0.9632976055145264
|
|
},
|
|
{
|
|
"p": 0.054711442440748215,
|
|
"m": 0.8901702165603638
|
|
},
|
|
{
|
|
"p": 0.05421523377299309,
|
|
"m": 0.7715157270431519
|
|
},
|
|
{
|
|
"p": 0.08127520978450775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08561308681964874,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07718568295240402,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07581270486116409,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0846509337425232,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06835947930812836,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 1.2095799446105957,
|
|
"val_loss": 0.86874920129776,
|
|
"acc": 68.32,
|
|
"time": 204.94660846696934,
|
|
"param": [
|
|
{
|
|
"p": 0.07251005619764328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05724233016371727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08807910978794098,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05144356191158295,
|
|
"m": 0.6273882389068604
|
|
},
|
|
{
|
|
"p": 0.05465444549918175,
|
|
"m": 0.9624506235122681
|
|
},
|
|
{
|
|
"p": 0.09452465921640396,
|
|
"m": 0.8744628429412842
|
|
},
|
|
{
|
|
"p": 0.041751932352781296,
|
|
"m": 0.930889368057251
|
|
},
|
|
{
|
|
"p": 0.06586280465126038,
|
|
"m": 0.8492873907089233
|
|
},
|
|
{
|
|
"p": 0.07728918641805649,
|
|
"m": 0.9592015147209167
|
|
},
|
|
{
|
|
"p": 0.08800353854894638,
|
|
"m": 0.9958676695823669
|
|
},
|
|
{
|
|
"p": 0.08613892644643784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06820249557495117,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10082009434700012,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053476881235837936,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 1.2256158590316772,
|
|
"val_loss": 0.9416362643241882,
|
|
"acc": 69.91,
|
|
"time": 210.334316612978,
|
|
"param": [
|
|
{
|
|
"p": 0.08694641292095184,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06717963516712189,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058292172849178314,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06774919480085373,
|
|
"m": 0.7858119010925293
|
|
},
|
|
{
|
|
"p": 0.0849221870303154,
|
|
"m": 0.8646993637084961
|
|
},
|
|
{
|
|
"p": 0.05494511500000954,
|
|
"m": 0.8071150779724121
|
|
},
|
|
{
|
|
"p": 0.06437952071428299,
|
|
"m": 0.9896445274353027
|
|
},
|
|
{
|
|
"p": 0.06763823330402374,
|
|
"m": 0.7859047055244446
|
|
},
|
|
{
|
|
"p": 0.0687049925327301,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0835643857717514,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06352603435516357,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07538362592458725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07626991719007492,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08049846440553665,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 1.055315613746643,
|
|
"val_loss": 0.9024122953414917,
|
|
"acc": 70.14,
|
|
"time": 208.90574491902953,
|
|
"param": [
|
|
{
|
|
"p": 0.08941324055194855,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04306342452764511,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060076192021369934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02272007055580616,
|
|
"m": 0.7093229293823242
|
|
},
|
|
{
|
|
"p": 0.051568709313869476,
|
|
"m": 0.973839521408081
|
|
},
|
|
{
|
|
"p": 0.07905043661594391,
|
|
"m": 0.9249107241630554
|
|
},
|
|
{
|
|
"p": 0.08042691648006439,
|
|
"m": 0.9967960715293884
|
|
},
|
|
{
|
|
"p": 0.07258925586938858,
|
|
"m": 0.8731306195259094
|
|
},
|
|
{
|
|
"p": 0.07941430062055588,
|
|
"m": 0.914985716342926
|
|
},
|
|
{
|
|
"p": 0.08057712018489838,
|
|
"m": 0.991072416305542
|
|
},
|
|
{
|
|
"p": 0.08744025975465775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09025487303733826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0800580307841301,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08334711194038391,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 1.1520276069641113,
|
|
"val_loss": 0.8261593580245972,
|
|
"acc": 70.72,
|
|
"time": 210.3584288560087,
|
|
"param": [
|
|
{
|
|
"p": 0.08258666843175888,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.052830155938863754,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046574223786592484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0581052228808403,
|
|
"m": 0.6641517877578735
|
|
},
|
|
{
|
|
"p": 0.07510218024253845,
|
|
"m": 0.9032213687896729
|
|
},
|
|
{
|
|
"p": 0.05079098418354988,
|
|
"m": 0.9761030077934265
|
|
},
|
|
{
|
|
"p": 0.05229652673006058,
|
|
"m": 0.832607090473175
|
|
},
|
|
{
|
|
"p": 0.0819002091884613,
|
|
"m": 0.8550007939338684
|
|
},
|
|
{
|
|
"p": 0.08844113349914551,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08477359265089035,
|
|
"m": 0.7958945035934448
|
|
},
|
|
{
|
|
"p": 0.09642059355974197,
|
|
"m": 0.9711925983428955
|
|
},
|
|
{
|
|
"p": 0.08162841200828552,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0971645638346672,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05138559266924858,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 1.1802101135253906,
|
|
"val_loss": 0.917583167552948,
|
|
"acc": 69.15,
|
|
"time": 215.8005315209739,
|
|
"param": [
|
|
{
|
|
"p": 0.07861316204071045,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06690514832735062,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09874395281076431,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.016900768503546715,
|
|
"m": 0.6074033975601196
|
|
},
|
|
{
|
|
"p": 0.02811148576438427,
|
|
"m": 0.7900024056434631
|
|
},
|
|
{
|
|
"p": 0.07009317725896835,
|
|
"m": 0.9684943556785583
|
|
},
|
|
{
|
|
"p": 0.06467883288860321,
|
|
"m": 0.9706130027770996
|
|
},
|
|
{
|
|
"p": 0.08041200041770935,
|
|
"m": 0.8079607486724854
|
|
},
|
|
{
|
|
"p": 0.11249404400587082,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0841093584895134,
|
|
"m": 0.8643220663070679
|
|
},
|
|
{
|
|
"p": 0.05500085651874542,
|
|
"m": 0.988540530204773
|
|
},
|
|
{
|
|
"p": 0.0767078548669815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10825126618146896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058978110551834106,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 1.187221884727478,
|
|
"val_loss": 0.9163009524345398,
|
|
"acc": 67.99,
|
|
"time": 215.22268571401946,
|
|
"param": [
|
|
{
|
|
"p": 0.09869815409183502,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05326394736766815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08797767013311386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06433157622814178,
|
|
"m": 0.6022771000862122
|
|
},
|
|
{
|
|
"p": 0.058400336652994156,
|
|
"m": 0.6502392292022705
|
|
},
|
|
{
|
|
"p": 0.04881689324975014,
|
|
"m": 0.8453007936477661
|
|
},
|
|
{
|
|
"p": 0.06363914906978607,
|
|
"m": 0.9216290712356567
|
|
},
|
|
{
|
|
"p": 0.07318616658449173,
|
|
"m": 0.8631937503814697
|
|
},
|
|
{
|
|
"p": 0.06762726604938507,
|
|
"m": 0.9974669218063354
|
|
},
|
|
{
|
|
"p": 0.0686383917927742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06472577899694443,
|
|
"m": 0.9437782764434814
|
|
},
|
|
{
|
|
"p": 0.10277927666902542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10882291942834854,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.039092496037483215,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 1.0277273654937744,
|
|
"val_loss": 0.936148464679718,
|
|
"acc": 70.85,
|
|
"time": 218.425019790011,
|
|
"param": [
|
|
{
|
|
"p": 0.08923567831516266,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07442917674779892,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09201424568891525,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061658378690481186,
|
|
"m": 0.7364177107810974
|
|
},
|
|
{
|
|
"p": 0.07574686408042908,
|
|
"m": 0.6477412581443787
|
|
},
|
|
{
|
|
"p": 0.05348304286599159,
|
|
"m": 0.8884376883506775
|
|
},
|
|
{
|
|
"p": 0.04985099658370018,
|
|
"m": 0.8813924193382263
|
|
},
|
|
{
|
|
"p": 0.06718370318412781,
|
|
"m": 0.933581531047821
|
|
},
|
|
{
|
|
"p": 0.06389353424310684,
|
|
"m": 0.8946088552474976
|
|
},
|
|
{
|
|
"p": 0.09095845371484756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06091361120343208,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07324466109275818,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09012532234191895,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05726221203804016,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 1.082534909248352,
|
|
"val_loss": 0.8211356401443481,
|
|
"acc": 70.56,
|
|
"time": 205.80390042200452,
|
|
"param": [
|
|
{
|
|
"p": 0.0795552060008049,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055647749453783035,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06202365458011627,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06877013295888901,
|
|
"m": 0.7474166750907898
|
|
},
|
|
{
|
|
"p": 0.05273360386490822,
|
|
"m": 0.5916768908500671
|
|
},
|
|
{
|
|
"p": 0.050526559352874756,
|
|
"m": 0.8754342198371887
|
|
},
|
|
{
|
|
"p": 0.05721748620271683,
|
|
"m": 0.8025006055831909
|
|
},
|
|
{
|
|
"p": 0.08203566074371338,
|
|
"m": 0.9764001369476318
|
|
},
|
|
{
|
|
"p": 0.08627454936504364,
|
|
"m": 0.9432818293571472
|
|
},
|
|
{
|
|
"p": 0.09081630408763885,
|
|
"m": 0.9208540320396423
|
|
},
|
|
{
|
|
"p": 0.0802498310804367,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0826280415058136,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08463599532842636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06688526272773743,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 1.1672903299331665,
|
|
"val_loss": 0.8696203231811523,
|
|
"acc": 69.69,
|
|
"time": 216.42002857499756,
|
|
"param": [
|
|
{
|
|
"p": 0.07318205386400223,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05877853184938431,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10661394149065018,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.034173384308815,
|
|
"m": 0.622077226638794
|
|
},
|
|
{
|
|
"p": 0.07946440577507019,
|
|
"m": 0.4117348790168762
|
|
},
|
|
{
|
|
"p": 0.08534713089466095,
|
|
"m": 0.8567267060279846
|
|
},
|
|
{
|
|
"p": 0.059824343770742416,
|
|
"m": 0.8734410405158997
|
|
},
|
|
{
|
|
"p": 0.05175502225756645,
|
|
"m": 0.7795397639274597
|
|
},
|
|
{
|
|
"p": 0.05877145007252693,
|
|
"m": 0.9148434400558472
|
|
},
|
|
{
|
|
"p": 0.06117134541273117,
|
|
"m": 0.9665231108665466
|
|
},
|
|
{
|
|
"p": 0.08254284411668777,
|
|
"m": 0.9792463183403015
|
|
},
|
|
{
|
|
"p": 0.0822172611951828,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07318265736103058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09297559410333633,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 1.1022604703903198,
|
|
"val_loss": 0.9161530137062073,
|
|
"acc": 70.39,
|
|
"time": 208.09577705798438,
|
|
"param": [
|
|
{
|
|
"p": 0.10018058866262436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05905778706073761,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10322676599025726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029278157278895378,
|
|
"m": 0.5822228789329529
|
|
},
|
|
{
|
|
"p": 0.06157122924923897,
|
|
"m": 0.5283362865447998
|
|
},
|
|
{
|
|
"p": 0.045115258544683456,
|
|
"m": 0.8109449148178101
|
|
},
|
|
{
|
|
"p": 0.05058491230010986,
|
|
"m": 0.9222961664199829
|
|
},
|
|
{
|
|
"p": 0.05625760182738304,
|
|
"m": 0.8116807341575623
|
|
},
|
|
{
|
|
"p": 0.07366994768381119,
|
|
"m": 0.8808741569519043
|
|
},
|
|
{
|
|
"p": 0.09188321977853775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07714752107858658,
|
|
"m": 0.9842883944511414
|
|
},
|
|
{
|
|
"p": 0.09129753708839417,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08849115669727325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07223830372095108,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 0.9287188649177551,
|
|
"val_loss": 0.8243426084518433,
|
|
"acc": 71.19,
|
|
"time": 207.51063902699389,
|
|
"param": [
|
|
{
|
|
"p": 0.08696196973323822,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043298300355672836,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09544999152421951,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060766108334064484,
|
|
"m": 0.5807962417602539
|
|
},
|
|
{
|
|
"p": 0.08234117925167084,
|
|
"m": 0.6184712648391724
|
|
},
|
|
{
|
|
"p": 0.044807422906160355,
|
|
"m": 0.9486783146858215
|
|
},
|
|
{
|
|
"p": 0.05579308792948723,
|
|
"m": 0.9162906408309937
|
|
},
|
|
{
|
|
"p": 0.07602175325155258,
|
|
"m": 0.6974689364433289
|
|
},
|
|
{
|
|
"p": 0.08133107423782349,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06794889271259308,
|
|
"m": 0.9673926830291748
|
|
},
|
|
{
|
|
"p": 0.08896341919898987,
|
|
"m": 0.8815958499908447
|
|
},
|
|
{
|
|
"p": 0.055018436163663864,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.085839182138443,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0754593089222908,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 1.0091139078140259,
|
|
"val_loss": 0.840862512588501,
|
|
"acc": 70.75,
|
|
"time": 209.6254315560218,
|
|
"param": [
|
|
{
|
|
"p": 0.07019023597240448,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0712098777294159,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07496732473373413,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06174395605921745,
|
|
"m": 0.6127579212188721
|
|
},
|
|
{
|
|
"p": 0.056467004120349884,
|
|
"m": 0.6104393005371094
|
|
},
|
|
{
|
|
"p": 0.07811523228883743,
|
|
"m": 0.8614386916160583
|
|
},
|
|
{
|
|
"p": 0.06729230284690857,
|
|
"m": 0.936961829662323
|
|
},
|
|
{
|
|
"p": 0.06610538065433502,
|
|
"m": 0.7212960124015808
|
|
},
|
|
{
|
|
"p": 0.1008739247918129,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06257832050323486,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07020065933465958,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08241705596446991,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07083318382501602,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06700550019741058,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 1.0890672206878662,
|
|
"val_loss": 0.8410391211509705,
|
|
"acc": 69.15,
|
|
"time": 216.29973093001172,
|
|
"param": [
|
|
{
|
|
"p": 0.08847562223672867,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08067558705806732,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08729752898216248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05220014601945877,
|
|
"m": 0.519668698310852
|
|
},
|
|
{
|
|
"p": 0.028135590255260468,
|
|
"m": 0.6835983991622925
|
|
},
|
|
{
|
|
"p": 0.06990332901477814,
|
|
"m": 0.9147320985794067
|
|
},
|
|
{
|
|
"p": 0.0647835060954094,
|
|
"m": 0.8969718813896179
|
|
},
|
|
{
|
|
"p": 0.06478938460350037,
|
|
"m": 0.8045700192451477
|
|
},
|
|
{
|
|
"p": 0.08981414139270782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08726642280817032,
|
|
"m": 0.9468398690223694
|
|
},
|
|
{
|
|
"p": 0.06719690561294556,
|
|
"m": 0.9663828611373901
|
|
},
|
|
{
|
|
"p": 0.06818651407957077,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08757420629262924,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06370114535093307,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 101,
|
|
"train_loss": 1.2255750894546509,
|
|
"val_loss": 0.9030972719192505,
|
|
"acc": 69.73,
|
|
"time": 213.2727227960131,
|
|
"param": [
|
|
{
|
|
"p": 0.0748230442404747,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04150094836950302,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08367078006267548,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05452681705355644,
|
|
"m": 0.5312200784683228
|
|
},
|
|
{
|
|
"p": 0.07519935816526413,
|
|
"m": 0.7017459273338318
|
|
},
|
|
{
|
|
"p": 0.0445757657289505,
|
|
"m": 0.9886031150817871
|
|
},
|
|
{
|
|
"p": 0.06511814147233963,
|
|
"m": 0.7981374263763428
|
|
},
|
|
{
|
|
"p": 0.06899119168519974,
|
|
"m": 0.8849775791168213
|
|
},
|
|
{
|
|
"p": 0.08736733347177505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07676127552986145,
|
|
"m": 0.9158099293708801
|
|
},
|
|
{
|
|
"p": 0.08721556514501572,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09938233345746994,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08938518166542053,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051482174545526505,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 102,
|
|
"train_loss": 1.1252316236495972,
|
|
"val_loss": 0.8600745797157288,
|
|
"acc": 70.86,
|
|
"time": 203.35504844703246,
|
|
"param": [
|
|
{
|
|
"p": 0.08492211997509003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07124925404787064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06905074417591095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0442671962082386,
|
|
"m": 0.5606173276901245
|
|
},
|
|
{
|
|
"p": 0.06960588693618774,
|
|
"m": 0.7069535851478577
|
|
},
|
|
{
|
|
"p": 0.06653241068124771,
|
|
"m": 0.8194664120674133
|
|
},
|
|
{
|
|
"p": 0.06664997339248657,
|
|
"m": 0.8474034070968628
|
|
},
|
|
{
|
|
"p": 0.0909389778971672,
|
|
"m": 0.9014227390289307
|
|
},
|
|
{
|
|
"p": 0.05692845210433006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0823720172047615,
|
|
"m": 0.9158905148506165
|
|
},
|
|
{
|
|
"p": 0.06926343590021133,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09849696606397629,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06875751912593842,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0609649233520031,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 103,
|
|
"train_loss": 1.0594168901443481,
|
|
"val_loss": 0.8342248797416687,
|
|
"acc": 71.14,
|
|
"time": 211.09536476398353,
|
|
"param": [
|
|
{
|
|
"p": 0.08540552109479904,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07328391075134277,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06627408415079117,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0667058676481247,
|
|
"m": 0.622719407081604
|
|
},
|
|
{
|
|
"p": 0.06933239102363586,
|
|
"m": 0.6538225412368774
|
|
},
|
|
{
|
|
"p": 0.04554453119635582,
|
|
"m": 0.999252438545227
|
|
},
|
|
{
|
|
"p": 0.05029032751917839,
|
|
"m": 0.8206762671470642
|
|
},
|
|
{
|
|
"p": 0.08393682539463043,
|
|
"m": 0.9961990714073181
|
|
},
|
|
{
|
|
"p": 0.07097328454256058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07326030731201172,
|
|
"m": 0.8766351342201233
|
|
},
|
|
{
|
|
"p": 0.08663433790206909,
|
|
"m": 0.9894855618476868
|
|
},
|
|
{
|
|
"p": 0.08785782009363174,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07246465235948563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06803607940673828,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 104,
|
|
"train_loss": 1.0375277996063232,
|
|
"val_loss": 0.8070626854896545,
|
|
"acc": 71.55,
|
|
"time": 213.33929553302005,
|
|
"param": [
|
|
{
|
|
"p": 0.09035901725292206,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07568109780550003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08311533182859421,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05342964828014374,
|
|
"m": 0.6339136958122253
|
|
},
|
|
{
|
|
"p": 0.04565656557679176,
|
|
"m": 0.6886675357818604
|
|
},
|
|
{
|
|
"p": 0.07601047307252884,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050759587436914444,
|
|
"m": 0.937073290348053
|
|
},
|
|
{
|
|
"p": 0.07556835561990738,
|
|
"m": 0.760606050491333
|
|
},
|
|
{
|
|
"p": 0.05680149421095848,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07945331186056137,
|
|
"m": 0.927318274974823
|
|
},
|
|
{
|
|
"p": 0.07509558647871017,
|
|
"m": 0.9936724901199341
|
|
},
|
|
{
|
|
"p": 0.08222175389528275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08972816914319992,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06611957401037216,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 105,
|
|
"train_loss": 1.1487622261047363,
|
|
"val_loss": 0.8068127036094666,
|
|
"acc": 70.99,
|
|
"time": 211.5123448909726,
|
|
"param": [
|
|
{
|
|
"p": 0.08755499124526978,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0658174604177475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08763639628887177,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.044513825327157974,
|
|
"m": 0.5396251678466797
|
|
},
|
|
{
|
|
"p": 0.07024955004453659,
|
|
"m": 0.72646564245224
|
|
},
|
|
{
|
|
"p": 0.04846544563770294,
|
|
"m": 0.9930228590965271
|
|
},
|
|
{
|
|
"p": 0.07011014223098755,
|
|
"m": 0.9125663042068481
|
|
},
|
|
{
|
|
"p": 0.09248673170804977,
|
|
"m": 0.9286766052246094
|
|
},
|
|
{
|
|
"p": 0.07001866400241852,
|
|
"m": 0.951265275478363
|
|
},
|
|
{
|
|
"p": 0.10710430890321732,
|
|
"m": 0.9216025471687317
|
|
},
|
|
{
|
|
"p": 0.06913156807422638,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0676996260881424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07167550176382065,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04753580316901207,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 106,
|
|
"train_loss": 1.1936171054840088,
|
|
"val_loss": 0.9140642881393433,
|
|
"acc": 71.08,
|
|
"time": 210.0129722150159,
|
|
"param": [
|
|
{
|
|
"p": 0.08590087294578552,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06227128207683563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0758165568113327,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0682658702135086,
|
|
"m": 0.6548532843589783
|
|
},
|
|
{
|
|
"p": 0.08035295456647873,
|
|
"m": 0.7191627621650696
|
|
},
|
|
{
|
|
"p": 0.053762227296829224,
|
|
"m": 0.9982144832611084
|
|
},
|
|
{
|
|
"p": 0.06972870230674744,
|
|
"m": 0.9879299402236938
|
|
},
|
|
{
|
|
"p": 0.0656638815999031,
|
|
"m": 0.8345804810523987
|
|
},
|
|
{
|
|
"p": 0.0672125294804573,
|
|
"m": 0.8731817603111267
|
|
},
|
|
{
|
|
"p": 0.07278282940387726,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08365568518638611,
|
|
"m": 0.9877331256866455
|
|
},
|
|
{
|
|
"p": 0.07657436281442642,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08471444249153137,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05329771712422371,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 107,
|
|
"train_loss": 1.1989182233810425,
|
|
"val_loss": 0.7824233174324036,
|
|
"acc": 70.49,
|
|
"time": 211.143291289045,
|
|
"param": [
|
|
{
|
|
"p": 0.08093386143445969,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06185520812869072,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08461826294660568,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.029845168814063072,
|
|
"m": 0.7454367876052856
|
|
},
|
|
{
|
|
"p": 0.05798773467540741,
|
|
"m": 0.8300479650497437
|
|
},
|
|
{
|
|
"p": 0.0795203447341919,
|
|
"m": 0.9641536474227905
|
|
},
|
|
{
|
|
"p": 0.07516038417816162,
|
|
"m": 0.914553165435791
|
|
},
|
|
{
|
|
"p": 0.05908642336726189,
|
|
"m": 0.7904320955276489
|
|
},
|
|
{
|
|
"p": 0.07586711645126343,
|
|
"m": 0.9219832420349121
|
|
},
|
|
{
|
|
"p": 0.0824735015630722,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08033392578363419,
|
|
"m": 0.9957091808319092
|
|
},
|
|
{
|
|
"p": 0.08417144417762756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08037257194519043,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06777407228946686,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 108,
|
|
"train_loss": 1.1632115840911865,
|
|
"val_loss": 0.814799427986145,
|
|
"acc": 70.52,
|
|
"time": 217.1794214430265,
|
|
"param": [
|
|
{
|
|
"p": 0.08231082558631897,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045536480844020844,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07508012652397156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06119256094098091,
|
|
"m": 0.6292919516563416
|
|
},
|
|
{
|
|
"p": 0.05912449583411217,
|
|
"m": 0.8206356167793274
|
|
},
|
|
{
|
|
"p": 0.07426634430885315,
|
|
"m": 0.9648071527481079
|
|
},
|
|
{
|
|
"p": 0.05240456014871597,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08182422071695328,
|
|
"m": 0.898286759853363
|
|
},
|
|
{
|
|
"p": 0.07080264389514923,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09462234377861023,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.081723652780056,
|
|
"m": 0.8650369644165039
|
|
},
|
|
{
|
|
"p": 0.08711308240890503,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10423662513494492,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02976205199956894,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 109,
|
|
"train_loss": 1.0690927505493164,
|
|
"val_loss": 0.8320937752723694,
|
|
"acc": 70.29,
|
|
"time": 203.91652312799124,
|
|
"param": [
|
|
{
|
|
"p": 0.10684332996606827,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06095115840435028,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06865696609020233,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051421768963336945,
|
|
"m": 0.5507939457893372
|
|
},
|
|
{
|
|
"p": 0.05122116580605507,
|
|
"m": 0.9132182598114014
|
|
},
|
|
{
|
|
"p": 0.04991750791668892,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07131882011890411,
|
|
"m": 0.9869666695594788
|
|
},
|
|
{
|
|
"p": 0.09222415089607239,
|
|
"m": 0.8530327081680298
|
|
},
|
|
{
|
|
"p": 0.06260465830564499,
|
|
"m": 0.9326684474945068
|
|
},
|
|
{
|
|
"p": 0.07201714813709259,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07154212146997452,
|
|
"m": 0.9474846124649048
|
|
},
|
|
{
|
|
"p": 0.08508579432964325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09083455801010132,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06536083668470383,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 110,
|
|
"train_loss": 1.163108229637146,
|
|
"val_loss": 0.7731599807739258,
|
|
"acc": 70.54,
|
|
"time": 203.57367280498147,
|
|
"param": [
|
|
{
|
|
"p": 0.09357102960348129,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038041625171899796,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10174115002155304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03996236249804497,
|
|
"m": 0.5998402833938599
|
|
},
|
|
{
|
|
"p": 0.05899210274219513,
|
|
"m": 0.887418806552887
|
|
},
|
|
{
|
|
"p": 0.037601862102746964,
|
|
"m": 0.8193502426147461
|
|
},
|
|
{
|
|
"p": 0.05607537180185318,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06764824688434601,
|
|
"m": 0.9676985740661621
|
|
},
|
|
{
|
|
"p": 0.06403728574514389,
|
|
"m": 0.9968082308769226
|
|
},
|
|
{
|
|
"p": 0.09113843739032745,
|
|
"m": 0.9997462630271912
|
|
},
|
|
{
|
|
"p": 0.08252154290676117,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09248431026935577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10982122272253036,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06636349111795425,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 111,
|
|
"train_loss": 1.204058051109314,
|
|
"val_loss": 0.87157142162323,
|
|
"acc": 71.53,
|
|
"time": 210.49828333198093,
|
|
"param": [
|
|
{
|
|
"p": 0.09545388072729111,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08488959074020386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06048569083213806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05236225947737694,
|
|
"m": 0.6262688636779785
|
|
},
|
|
{
|
|
"p": 0.06942357122898102,
|
|
"m": 0.7746409773826599
|
|
},
|
|
{
|
|
"p": 0.06204874813556671,
|
|
"m": 0.8963049054145813
|
|
},
|
|
{
|
|
"p": 0.08159992843866348,
|
|
"m": 0.9003450274467468
|
|
},
|
|
{
|
|
"p": 0.06881089508533478,
|
|
"m": 0.9398989081382751
|
|
},
|
|
{
|
|
"p": 0.06434299051761627,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06445878744125366,
|
|
"m": 0.8509532809257507
|
|
},
|
|
{
|
|
"p": 0.052113331854343414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08441989123821259,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07121046632528305,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08837997913360596,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 112,
|
|
"train_loss": 1.0922125577926636,
|
|
"val_loss": 0.8507180213928223,
|
|
"acc": 70.63,
|
|
"time": 210.89215824595885,
|
|
"param": [
|
|
{
|
|
"p": 0.08812719583511353,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042150191962718964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06817199289798737,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058344464749097824,
|
|
"m": 0.6059393286705017
|
|
},
|
|
{
|
|
"p": 0.05729487165808678,
|
|
"m": 0.6878076791763306
|
|
},
|
|
{
|
|
"p": 0.07971440255641937,
|
|
"m": 0.8680549263954163
|
|
},
|
|
{
|
|
"p": 0.06681741774082184,
|
|
"m": 0.9991598129272461
|
|
},
|
|
{
|
|
"p": 0.09089294075965881,
|
|
"m": 0.8420311212539673
|
|
},
|
|
{
|
|
"p": 0.0835343524813652,
|
|
"m": 0.9919999241828918
|
|
},
|
|
{
|
|
"p": 0.09138142317533493,
|
|
"m": 0.9096848964691162
|
|
},
|
|
{
|
|
"p": 0.0868990421295166,
|
|
"m": 0.9952688813209534
|
|
},
|
|
{
|
|
"p": 0.07296375930309296,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0716879591345787,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04202008992433548,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 113,
|
|
"train_loss": 1.1348024606704712,
|
|
"val_loss": 0.803597629070282,
|
|
"acc": 70.54,
|
|
"time": 219.06809009000426,
|
|
"param": [
|
|
{
|
|
"p": 0.08056576550006866,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05172257125377655,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06149178743362427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06270471960306168,
|
|
"m": 0.7241602540016174
|
|
},
|
|
{
|
|
"p": 0.06900863349437714,
|
|
"m": 0.6062465906143188
|
|
},
|
|
{
|
|
"p": 0.07740121334791183,
|
|
"m": 0.8376883864402771
|
|
},
|
|
{
|
|
"p": 0.06201787292957306,
|
|
"m": 0.9328427910804749
|
|
},
|
|
{
|
|
"p": 0.0901598110795021,
|
|
"m": 0.8215394616127014
|
|
},
|
|
{
|
|
"p": 0.08620017766952515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050556570291519165,
|
|
"m": 0.9866986274719238
|
|
},
|
|
{
|
|
"p": 0.07922756671905518,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08545608073472977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09660175442695618,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046885356307029724,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 114,
|
|
"train_loss": 1.2931774854660034,
|
|
"val_loss": 0.9457237720489502,
|
|
"acc": 69.95,
|
|
"time": 217.70856719196308,
|
|
"param": [
|
|
{
|
|
"p": 0.07857876271009445,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06764910370111465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07529701292514801,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03400396183133125,
|
|
"m": 0.5728449821472168
|
|
},
|
|
{
|
|
"p": 0.07541541755199432,
|
|
"m": 0.7033888697624207
|
|
},
|
|
{
|
|
"p": 0.059560228139162064,
|
|
"m": 0.9141120314598083
|
|
},
|
|
{
|
|
"p": 0.051437824964523315,
|
|
"m": 0.941051721572876
|
|
},
|
|
{
|
|
"p": 0.07948042452335358,
|
|
"m": 0.7665587663650513
|
|
},
|
|
{
|
|
"p": 0.09146983921527863,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08251142501831055,
|
|
"m": 0.9451547265052795
|
|
},
|
|
{
|
|
"p": 0.0739586353302002,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07683859765529633,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07083392143249512,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08296488225460052,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 115,
|
|
"train_loss": 1.0873209238052368,
|
|
"val_loss": 0.6592175364494324,
|
|
"acc": 71.18,
|
|
"time": 213.86694352299673,
|
|
"param": [
|
|
{
|
|
"p": 0.09224139899015427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07829118520021439,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08639206737279892,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048814911395311356,
|
|
"m": 0.6084961891174316
|
|
},
|
|
{
|
|
"p": 0.07636498659849167,
|
|
"m": 0.6913431286811829
|
|
},
|
|
{
|
|
"p": 0.05398962274193764,
|
|
"m": 0.9468962550163269
|
|
},
|
|
{
|
|
"p": 0.07242190092802048,
|
|
"m": 0.9301682710647583
|
|
},
|
|
{
|
|
"p": 0.05249945446848869,
|
|
"m": 0.8608202338218689
|
|
},
|
|
{
|
|
"p": 0.06364312767982483,
|
|
"m": 0.9794714450836182
|
|
},
|
|
{
|
|
"p": 0.07795294374227524,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07642790675163269,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09227577596902847,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0800449475646019,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048639677464962006,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 116,
|
|
"train_loss": 1.2651668787002563,
|
|
"val_loss": 0.8173817992210388,
|
|
"acc": 71.2,
|
|
"time": 210.30423339101253,
|
|
"param": [
|
|
{
|
|
"p": 0.11136577278375626,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04715251922607422,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08608231693506241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02102223038673401,
|
|
"m": 0.6399155855178833
|
|
},
|
|
{
|
|
"p": 0.07242441922426224,
|
|
"m": 0.7473171353340149
|
|
},
|
|
{
|
|
"p": 0.0893276110291481,
|
|
"m": 0.8859542608261108
|
|
},
|
|
{
|
|
"p": 0.04997749254107475,
|
|
"m": 0.8367132544517517
|
|
},
|
|
{
|
|
"p": 0.05771655589342117,
|
|
"m": 0.8639259934425354
|
|
},
|
|
{
|
|
"p": 0.0803576186299324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08936743438243866,
|
|
"m": 0.9000197052955627
|
|
},
|
|
{
|
|
"p": 0.07434123009443283,
|
|
"m": 0.9963148236274719
|
|
},
|
|
{
|
|
"p": 0.07912968844175339,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06962185353040695,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07211316376924515,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 117,
|
|
"train_loss": 1.2249773740768433,
|
|
"val_loss": 0.7890951633453369,
|
|
"acc": 71.22,
|
|
"time": 209.54907759896014,
|
|
"param": [
|
|
{
|
|
"p": 0.07231072336435318,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.065350241959095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07726916670799255,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06946492195129395,
|
|
"m": 0.6928027272224426
|
|
},
|
|
{
|
|
"p": 0.040859244763851166,
|
|
"m": 0.7668018341064453
|
|
},
|
|
{
|
|
"p": 0.046428557485342026,
|
|
"m": 0.9106053709983826
|
|
},
|
|
{
|
|
"p": 0.07407859712839127,
|
|
"m": 0.7779161334037781
|
|
},
|
|
{
|
|
"p": 0.0607663132250309,
|
|
"m": 0.8913920521736145
|
|
},
|
|
{
|
|
"p": 0.07029439508914948,
|
|
"m": 0.9767820239067078
|
|
},
|
|
{
|
|
"p": 0.06207437813282013,
|
|
"m": 0.9520421028137207
|
|
},
|
|
{
|
|
"p": 0.09286267310380936,
|
|
"m": 0.9597046971321106
|
|
},
|
|
{
|
|
"p": 0.0993926003575325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08418230712413788,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08466586470603943,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 118,
|
|
"train_loss": 1.1477415561676025,
|
|
"val_loss": 0.9041629433631897,
|
|
"acc": 70.77,
|
|
"time": 214.63549568702,
|
|
"param": [
|
|
{
|
|
"p": 0.0857308879494667,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07583075761795044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08731178939342499,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04908628389239311,
|
|
"m": 0.6305021047592163
|
|
},
|
|
{
|
|
"p": 0.060674089938402176,
|
|
"m": 0.7123189568519592
|
|
},
|
|
{
|
|
"p": 0.0723772794008255,
|
|
"m": 0.7477770447731018
|
|
},
|
|
{
|
|
"p": 0.0513434037566185,
|
|
"m": 0.7312992215156555
|
|
},
|
|
{
|
|
"p": 0.09013404697179794,
|
|
"m": 0.9522598385810852
|
|
},
|
|
{
|
|
"p": 0.07564464211463928,
|
|
"m": 0.9555615782737732
|
|
},
|
|
{
|
|
"p": 0.06886156648397446,
|
|
"m": 0.9999901056289673
|
|
},
|
|
{
|
|
"p": 0.08133824914693832,
|
|
"m": 0.9508795738220215
|
|
},
|
|
{
|
|
"p": 0.09288147836923599,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05752197653055191,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.051263611763715744,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 119,
|
|
"train_loss": 1.2059943675994873,
|
|
"val_loss": 0.8106434941291809,
|
|
"acc": 70.06,
|
|
"time": 205.98593404400162,
|
|
"param": [
|
|
{
|
|
"p": 0.07840453833341599,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04782591015100479,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06991548091173172,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04361660033464432,
|
|
"m": 0.5630645155906677
|
|
},
|
|
{
|
|
"p": 0.06343182921409607,
|
|
"m": 0.6944252252578735
|
|
},
|
|
{
|
|
"p": 0.06804119050502777,
|
|
"m": 0.7741789817810059
|
|
},
|
|
{
|
|
"p": 0.049075897783041,
|
|
"m": 0.778691828250885
|
|
},
|
|
{
|
|
"p": 0.0810837522149086,
|
|
"m": 0.9612143039703369
|
|
},
|
|
{
|
|
"p": 0.08900773525238037,
|
|
"m": 0.9695464968681335
|
|
},
|
|
{
|
|
"p": 0.06511439383029938,
|
|
"m": 0.8960941433906555
|
|
},
|
|
{
|
|
"p": 0.0785403922200203,
|
|
"m": 0.9987406134605408
|
|
},
|
|
{
|
|
"p": 0.08244045078754425,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10004663467407227,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08345524966716766,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 120,
|
|
"train_loss": 1.0526002645492554,
|
|
"val_loss": 0.7921889424324036,
|
|
"acc": 71.89,
|
|
"time": 208.00230951904086,
|
|
"param": [
|
|
{
|
|
"p": 0.07560784369707108,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04899004474282265,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0740761011838913,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06766309589147568,
|
|
"m": 0.6010836362838745
|
|
},
|
|
{
|
|
"p": 0.08395884931087494,
|
|
"m": 0.5891507267951965
|
|
},
|
|
{
|
|
"p": 0.04941390082240105,
|
|
"m": 0.8425086736679077
|
|
},
|
|
{
|
|
"p": 0.06480489671230316,
|
|
"m": 0.9110170602798462
|
|
},
|
|
{
|
|
"p": 0.0726562961935997,
|
|
"m": 0.9995596408843994
|
|
},
|
|
{
|
|
"p": 0.07088471949100494,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08776494115591049,
|
|
"m": 0.9705133438110352
|
|
},
|
|
{
|
|
"p": 0.06838732212781906,
|
|
"m": 0.9990611672401428
|
|
},
|
|
{
|
|
"p": 0.08349081128835678,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07989230006933212,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07240878790616989,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 121,
|
|
"train_loss": 1.1901899576187134,
|
|
"val_loss": 0.8597939014434814,
|
|
"acc": 71.45,
|
|
"time": 210.52360878302716,
|
|
"param": [
|
|
{
|
|
"p": 0.08929836750030518,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04229769855737686,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06352606415748596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06110994890332222,
|
|
"m": 0.5301175713539124
|
|
},
|
|
{
|
|
"p": 0.041543714702129364,
|
|
"m": 0.7617859244346619
|
|
},
|
|
{
|
|
"p": 0.09576147049665451,
|
|
"m": 0.9181679487228394
|
|
},
|
|
{
|
|
"p": 0.06710755825042725,
|
|
"m": 0.8629544973373413
|
|
},
|
|
{
|
|
"p": 0.0604214109480381,
|
|
"m": 0.9425487518310547
|
|
},
|
|
{
|
|
"p": 0.07682114094495773,
|
|
"m": 0.9766632914543152
|
|
},
|
|
{
|
|
"p": 0.0923607125878334,
|
|
"m": 0.9374808669090271
|
|
},
|
|
{
|
|
"p": 0.08174668252468109,
|
|
"m": 0.959743082523346
|
|
},
|
|
{
|
|
"p": 0.06844672560691833,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10094616562128067,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05861227586865425,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 122,
|
|
"train_loss": 1.0259196758270264,
|
|
"val_loss": 0.9022799730300903,
|
|
"acc": 72.49,
|
|
"time": 215.8726016409928,
|
|
"param": [
|
|
{
|
|
"p": 0.07937140762805939,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058542098850011826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08280162513256073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05828448012471199,
|
|
"m": 0.6225867867469788
|
|
},
|
|
{
|
|
"p": 0.06279433518648148,
|
|
"m": 0.7396218180656433
|
|
},
|
|
{
|
|
"p": 0.07012095302343369,
|
|
"m": 0.9917182326316833
|
|
},
|
|
{
|
|
"p": 0.06623829901218414,
|
|
"m": 0.9429181218147278
|
|
},
|
|
{
|
|
"p": 0.072588711977005,
|
|
"m": 0.9304956793785095
|
|
},
|
|
{
|
|
"p": 0.07144702970981598,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06614595651626587,
|
|
"m": 0.9301537275314331
|
|
},
|
|
{
|
|
"p": 0.0761893093585968,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0643782988190651,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08802280575037003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08307473361492157,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 123,
|
|
"train_loss": 1.0997360944747925,
|
|
"val_loss": 0.7432733178138733,
|
|
"acc": 72.02,
|
|
"time": 205.87264512304682,
|
|
"param": [
|
|
{
|
|
"p": 0.07625523209571838,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058927010744810104,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08449524641036987,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06892575323581696,
|
|
"m": 0.7689443230628967
|
|
},
|
|
{
|
|
"p": 0.0519060418009758,
|
|
"m": 0.7907900214195251
|
|
},
|
|
{
|
|
"p": 0.06778775155544281,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0628030002117157,
|
|
"m": 0.9852287769317627
|
|
},
|
|
{
|
|
"p": 0.08144021779298782,
|
|
"m": 0.8176061511039734
|
|
},
|
|
{
|
|
"p": 0.07406772673130035,
|
|
"m": 0.98617023229599
|
|
},
|
|
{
|
|
"p": 0.08313535898923874,
|
|
"m": 0.9480700492858887
|
|
},
|
|
{
|
|
"p": 0.07850096374750137,
|
|
"m": 0.9105299711227417
|
|
},
|
|
{
|
|
"p": 0.0658624991774559,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08304950594902039,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06284371763467789,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 124,
|
|
"train_loss": 0.9976418018341064,
|
|
"val_loss": 0.7491686344146729,
|
|
"acc": 72.16,
|
|
"time": 211.03625318902778,
|
|
"param": [
|
|
{
|
|
"p": 0.06679562479257584,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05512063577771187,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1087818592786789,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01632682792842388,
|
|
"m": 0.6858667135238647
|
|
},
|
|
{
|
|
"p": 0.020509645342826843,
|
|
"m": 0.9439896941184998
|
|
},
|
|
{
|
|
"p": 0.09098047763109207,
|
|
"m": 0.8724262714385986
|
|
},
|
|
{
|
|
"p": 0.05952116474509239,
|
|
"m": 0.9338156580924988
|
|
},
|
|
{
|
|
"p": 0.06505461782217026,
|
|
"m": 0.8428370952606201
|
|
},
|
|
{
|
|
"p": 0.09357143938541412,
|
|
"m": 0.9185305237770081
|
|
},
|
|
{
|
|
"p": 0.09950293600559235,
|
|
"m": 0.8412286043167114
|
|
},
|
|
{
|
|
"p": 0.06965654343366623,
|
|
"m": 0.8769055604934692
|
|
},
|
|
{
|
|
"p": 0.10302497446537018,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0938534215092659,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05729979649186134,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 125,
|
|
"train_loss": 1.0693861246109009,
|
|
"val_loss": 0.7931775450706482,
|
|
"acc": 71.95,
|
|
"time": 210.3939599019941,
|
|
"param": [
|
|
{
|
|
"p": 0.07998137921094894,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0520285926759243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07457338273525238,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05078529566526413,
|
|
"m": 0.7220457196235657
|
|
},
|
|
{
|
|
"p": 0.060509614646434784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07560469210147858,
|
|
"m": 0.8685820698738098
|
|
},
|
|
{
|
|
"p": 0.06789525598287582,
|
|
"m": 0.9693784117698669
|
|
},
|
|
{
|
|
"p": 0.07446490228176117,
|
|
"m": 0.8986179828643799
|
|
},
|
|
{
|
|
"p": 0.07264136523008347,
|
|
"m": 0.9945133924484253
|
|
},
|
|
{
|
|
"p": 0.09098540991544724,
|
|
"m": 0.8550845980644226
|
|
},
|
|
{
|
|
"p": 0.08434447646141052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10045886039733887,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06090443581342697,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05482235550880432,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 126,
|
|
"train_loss": 1.0562160015106201,
|
|
"val_loss": 0.8857858180999756,
|
|
"acc": 71.23,
|
|
"time": 208.275237816968,
|
|
"param": [
|
|
{
|
|
"p": 0.0833207219839096,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05181034654378891,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06828813254833221,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05740993469953537,
|
|
"m": 0.6412914991378784
|
|
},
|
|
{
|
|
"p": 0.05661369115114212,
|
|
"m": 0.9829151034355164
|
|
},
|
|
{
|
|
"p": 0.07089871168136597,
|
|
"m": 0.8467094898223877
|
|
},
|
|
{
|
|
"p": 0.06386591494083405,
|
|
"m": 0.8418110609054565
|
|
},
|
|
{
|
|
"p": 0.07674867659807205,
|
|
"m": 0.8956975936889648
|
|
},
|
|
{
|
|
"p": 0.08637827634811401,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0786403939127922,
|
|
"m": 0.8667135238647461
|
|
},
|
|
{
|
|
"p": 0.08853059262037277,
|
|
"m": 0.9962113499641418
|
|
},
|
|
{
|
|
"p": 0.09254222363233566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06210675835609436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0628456249833107,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 127,
|
|
"train_loss": 1.0151931047439575,
|
|
"val_loss": 0.8894344568252563,
|
|
"acc": 72.42,
|
|
"time": 214.61843825195683,
|
|
"param": [
|
|
{
|
|
"p": 0.10442432761192322,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058175262063741684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06077483668923378,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005380652844905853,
|
|
"m": 0.6233910322189331
|
|
},
|
|
{
|
|
"p": 0.05943070724606514,
|
|
"m": 0.9090976119041443
|
|
},
|
|
{
|
|
"p": 0.07894951850175858,
|
|
"m": 0.9070641398429871
|
|
},
|
|
{
|
|
"p": 0.0625019371509552,
|
|
"m": 0.8234593868255615
|
|
},
|
|
{
|
|
"p": 0.0792117491364479,
|
|
"m": 0.9060604572296143
|
|
},
|
|
{
|
|
"p": 0.07359140366315842,
|
|
"m": 0.9246178865432739
|
|
},
|
|
{
|
|
"p": 0.09325794130563736,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09925863891839981,
|
|
"m": 0.9781027436256409
|
|
},
|
|
{
|
|
"p": 0.06593804061412811,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0987408310174942,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06036415323615074,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 128,
|
|
"train_loss": 1.1061509847640991,
|
|
"val_loss": 0.9075928330421448,
|
|
"acc": 71.8,
|
|
"time": 213.4035616220208,
|
|
"param": [
|
|
{
|
|
"p": 0.11229182034730911,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0662790909409523,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08567027747631073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042429354041814804,
|
|
"m": 0.536724865436554
|
|
},
|
|
{
|
|
"p": 0.06862189620733261,
|
|
"m": 0.9551894068717957
|
|
},
|
|
{
|
|
"p": 0.06102636456489563,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07026559859514236,
|
|
"m": 0.8517470955848694
|
|
},
|
|
{
|
|
"p": 0.0868319571018219,
|
|
"m": 0.7328939437866211
|
|
},
|
|
{
|
|
"p": 0.08433330804109573,
|
|
"m": 0.9971123933792114
|
|
},
|
|
{
|
|
"p": 0.07824656367301941,
|
|
"m": 0.8780592679977417
|
|
},
|
|
{
|
|
"p": 0.06142575666308403,
|
|
"m": 0.9700320363044739
|
|
},
|
|
{
|
|
"p": 0.03714313358068466,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09108508378267288,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05434974282979965,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 129,
|
|
"train_loss": 0.9085930585861206,
|
|
"val_loss": 0.7538380026817322,
|
|
"acc": 72.24,
|
|
"time": 211.19887016003486,
|
|
"param": [
|
|
{
|
|
"p": 0.0737113282084465,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06450637429952621,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07715580612421036,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05495656654238701,
|
|
"m": 0.47192320227622986
|
|
},
|
|
{
|
|
"p": 0.06461045145988464,
|
|
"m": 0.8752260804176331
|
|
},
|
|
{
|
|
"p": 0.07315794378519058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06931982934474945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07727421075105667,
|
|
"m": 0.7848295569419861
|
|
},
|
|
{
|
|
"p": 0.09108399599790573,
|
|
"m": 0.9991597533226013
|
|
},
|
|
{
|
|
"p": 0.06279637664556503,
|
|
"m": 0.8790438771247864
|
|
},
|
|
{
|
|
"p": 0.07662013918161392,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07068121433258057,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06895295530557632,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07517265528440475,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 130,
|
|
"train_loss": 0.8696081638336182,
|
|
"val_loss": 0.7482760548591614,
|
|
"acc": 71.8,
|
|
"time": 215.8461733859731,
|
|
"param": [
|
|
{
|
|
"p": 0.10204657912254333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05418670177459717,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08104894310235977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061747048050165176,
|
|
"m": 0.47259587049484253
|
|
},
|
|
{
|
|
"p": 0.022095588967204094,
|
|
"m": 0.7784594297409058
|
|
},
|
|
{
|
|
"p": 0.05251024290919304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05853063985705376,
|
|
"m": 0.8728877305984497
|
|
},
|
|
{
|
|
"p": 0.056075211614370346,
|
|
"m": 0.7588968276977539
|
|
},
|
|
{
|
|
"p": 0.09197943657636642,
|
|
"m": 0.9980584383010864
|
|
},
|
|
{
|
|
"p": 0.09089489281177521,
|
|
"m": 0.8370353579521179
|
|
},
|
|
{
|
|
"p": 0.09499333053827286,
|
|
"m": 0.9519445300102234
|
|
},
|
|
{
|
|
"p": 0.07236873358488083,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09194373339414597,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06957884877920151,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 131,
|
|
"train_loss": 1.2478814125061035,
|
|
"val_loss": 0.8437623381614685,
|
|
"acc": 72.03,
|
|
"time": 217.04378276801435,
|
|
"param": [
|
|
{
|
|
"p": 0.07176898419857025,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.061751700937747955,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08565052598714828,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.049331530928611755,
|
|
"m": 0.5962895750999451
|
|
},
|
|
{
|
|
"p": 0.049084439873695374,
|
|
"m": 0.7597881555557251
|
|
},
|
|
{
|
|
"p": 0.07089987397193909,
|
|
"m": 0.9689282178878784
|
|
},
|
|
{
|
|
"p": 0.08592656999826431,
|
|
"m": 0.7374151945114136
|
|
},
|
|
{
|
|
"p": 0.08088245987892151,
|
|
"m": 0.6685420870780945
|
|
},
|
|
{
|
|
"p": 0.06992170959711075,
|
|
"m": 0.9721158146858215
|
|
},
|
|
{
|
|
"p": 0.07997511327266693,
|
|
"m": 0.8332818746566772
|
|
},
|
|
{
|
|
"p": 0.07974930107593536,
|
|
"m": 0.9544448256492615
|
|
},
|
|
{
|
|
"p": 0.08719523996114731,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06724701076745987,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060615528374910355,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 132,
|
|
"train_loss": 0.9780587553977966,
|
|
"val_loss": 0.717433512210846,
|
|
"acc": 72.51,
|
|
"time": 214.92517375200987,
|
|
"param": [
|
|
{
|
|
"p": 0.1016085147857666,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0551571361720562,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08555127680301666,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08112122118473053,
|
|
"m": 0.646085798740387
|
|
},
|
|
{
|
|
"p": 0.031744327396154404,
|
|
"m": 0.8700528144836426
|
|
},
|
|
{
|
|
"p": 0.05991316959261894,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0792926475405693,
|
|
"m": 0.873566746711731
|
|
},
|
|
{
|
|
"p": 0.06968503445386887,
|
|
"m": 0.806399941444397
|
|
},
|
|
{
|
|
"p": 0.06635074317455292,
|
|
"m": 0.9531955122947693
|
|
},
|
|
{
|
|
"p": 0.07724963873624802,
|
|
"m": 0.8268017768859863
|
|
},
|
|
{
|
|
"p": 0.06282525509595871,
|
|
"m": 0.9934951066970825
|
|
},
|
|
{
|
|
"p": 0.0749841034412384,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08867111802101135,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06584582477807999,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 133,
|
|
"train_loss": 0.9863812923431396,
|
|
"val_loss": 0.7451044321060181,
|
|
"acc": 72.23,
|
|
"time": 211.27571771701332,
|
|
"param": [
|
|
{
|
|
"p": 0.08558318018913269,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.055322472006082535,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08398608863353729,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050004519522190094,
|
|
"m": 0.6452510356903076
|
|
},
|
|
{
|
|
"p": 0.04055881127715111,
|
|
"m": 0.8977710008621216
|
|
},
|
|
{
|
|
"p": 0.06056299805641174,
|
|
"m": 0.9229211807250977
|
|
},
|
|
{
|
|
"p": 0.061160922050476074,
|
|
"m": 0.8757821917533875
|
|
},
|
|
{
|
|
"p": 0.06597596406936646,
|
|
"m": 0.8511767387390137
|
|
},
|
|
{
|
|
"p": 0.1085594892501831,
|
|
"m": 0.9789016246795654
|
|
},
|
|
{
|
|
"p": 0.07558150589466095,
|
|
"m": 0.8818678259849548
|
|
},
|
|
{
|
|
"p": 0.09116416424512863,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09585892409086227,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07381492853164673,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05186613276600838,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 134,
|
|
"train_loss": 1.0069328546524048,
|
|
"val_loss": 0.8882466554641724,
|
|
"acc": 72.87,
|
|
"time": 215.95674797601532,
|
|
"param": [
|
|
{
|
|
"p": 0.07499027997255325,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07479715347290039,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11323493719100952,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05054173618555069,
|
|
"m": 0.7286520004272461
|
|
},
|
|
{
|
|
"p": 0.062160883098840714,
|
|
"m": 0.7531745433807373
|
|
},
|
|
{
|
|
"p": 0.033563435077667236,
|
|
"m": 0.935960590839386
|
|
},
|
|
{
|
|
"p": 0.0683121606707573,
|
|
"m": 0.8837271332740784
|
|
},
|
|
{
|
|
"p": 0.07863955944776535,
|
|
"m": 0.999963104724884
|
|
},
|
|
{
|
|
"p": 0.07579439133405685,
|
|
"m": 0.9999005794525146
|
|
},
|
|
{
|
|
"p": 0.0834832414984703,
|
|
"m": 0.9386847019195557
|
|
},
|
|
{
|
|
"p": 0.0978129431605339,
|
|
"m": 0.9832704663276672
|
|
},
|
|
{
|
|
"p": 0.07201992720365524,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06947530806064606,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04517393186688423,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 135,
|
|
"train_loss": 0.8381723761558533,
|
|
"val_loss": 0.8439530730247498,
|
|
"acc": 72.05,
|
|
"time": 211.20038839196786,
|
|
"param": [
|
|
{
|
|
"p": 0.07969488203525543,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.047279223799705505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07943903654813766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053620483726263046,
|
|
"m": 0.6404157280921936
|
|
},
|
|
{
|
|
"p": 0.0786111056804657,
|
|
"m": 0.6766123175621033
|
|
},
|
|
{
|
|
"p": 0.062157221138477325,
|
|
"m": 0.9271763563156128
|
|
},
|
|
{
|
|
"p": 0.07045315951108932,
|
|
"m": 0.9603885412216187
|
|
},
|
|
{
|
|
"p": 0.0672517940402031,
|
|
"m": 0.9955981969833374
|
|
},
|
|
{
|
|
"p": 0.0738898441195488,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07632257789373398,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09770162403583527,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08035639673471451,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08730313926935196,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.045919518917798996,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 136,
|
|
"train_loss": 1.1086362600326538,
|
|
"val_loss": 0.9332787990570068,
|
|
"acc": 72.03,
|
|
"time": 215.69684104103362,
|
|
"param": [
|
|
{
|
|
"p": 0.060692690312862396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06535971164703369,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11892716586589813,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.060830771923065186,
|
|
"m": 0.5826491713523865
|
|
},
|
|
{
|
|
"p": 0.06667076051235199,
|
|
"m": 0.7387346029281616
|
|
},
|
|
{
|
|
"p": 0.09639807790517807,
|
|
"m": 0.8790813088417053
|
|
},
|
|
{
|
|
"p": 0.06408024579286575,
|
|
"m": 0.9199990034103394
|
|
},
|
|
{
|
|
"p": 0.06543946266174316,
|
|
"m": 0.9901272058486938
|
|
},
|
|
{
|
|
"p": 0.06792318820953369,
|
|
"m": 0.9771031141281128
|
|
},
|
|
{
|
|
"p": 0.0762152150273323,
|
|
"m": 0.9842397570610046
|
|
},
|
|
{
|
|
"p": 0.06311890482902527,
|
|
"m": 0.8619001507759094
|
|
},
|
|
{
|
|
"p": 0.0507286936044693,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08742626756429672,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0561889186501503,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 137,
|
|
"train_loss": 0.9607391357421875,
|
|
"val_loss": 0.8297294974327087,
|
|
"acc": 72.24,
|
|
"time": 205.1094429140212,
|
|
"param": [
|
|
{
|
|
"p": 0.08373149484395981,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03636128455400467,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07706660032272339,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06284653395414352,
|
|
"m": 0.6190295815467834
|
|
},
|
|
{
|
|
"p": 0.08365249633789062,
|
|
"m": 0.8211622834205627
|
|
},
|
|
{
|
|
"p": 0.08170541375875473,
|
|
"m": 0.8711715936660767
|
|
},
|
|
{
|
|
"p": 0.06971569359302521,
|
|
"m": 0.8556224703788757
|
|
},
|
|
{
|
|
"p": 0.06626556068658829,
|
|
"m": 0.9861540198326111
|
|
},
|
|
{
|
|
"p": 0.07531282305717468,
|
|
"m": 0.9995980858802795
|
|
},
|
|
{
|
|
"p": 0.06333889812231064,
|
|
"m": 0.9757767915725708
|
|
},
|
|
{
|
|
"p": 0.0897836685180664,
|
|
"m": 0.8908836841583252
|
|
},
|
|
{
|
|
"p": 0.09930445998907089,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05694345757365227,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05397149175405502,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 138,
|
|
"train_loss": 0.9058087468147278,
|
|
"val_loss": 0.8481820225715637,
|
|
"acc": 71.18,
|
|
"time": 214.24582712101983,
|
|
"param": [
|
|
{
|
|
"p": 0.05880257487297058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030085010454058647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09119962900876999,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03796392306685448,
|
|
"m": 0.5834078788757324
|
|
},
|
|
{
|
|
"p": 0.06289318948984146,
|
|
"m": 0.7711650133132935
|
|
},
|
|
{
|
|
"p": 0.06850309669971466,
|
|
"m": 0.9240283370018005
|
|
},
|
|
{
|
|
"p": 0.07863109558820724,
|
|
"m": 0.7837000489234924
|
|
},
|
|
{
|
|
"p": 0.05560026317834854,
|
|
"m": 0.9994530081748962
|
|
},
|
|
{
|
|
"p": 0.0917820855975151,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12138935923576355,
|
|
"m": 0.9983345866203308
|
|
},
|
|
{
|
|
"p": 0.07556132227182388,
|
|
"m": 0.8900166153907776
|
|
},
|
|
{
|
|
"p": 0.08075811713933945,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07955968379974365,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06727069616317749,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 139,
|
|
"train_loss": 0.9240474700927734,
|
|
"val_loss": 0.7375322580337524,
|
|
"acc": 71.46,
|
|
"time": 215.57863764400827,
|
|
"param": [
|
|
{
|
|
"p": 0.09646641463041306,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03914982080459595,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07663905620574951,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.033408522605895996,
|
|
"m": 0.4627549946308136
|
|
},
|
|
{
|
|
"p": 0.0646929144859314,
|
|
"m": 0.7898414134979248
|
|
},
|
|
{
|
|
"p": 0.08205591142177582,
|
|
"m": 0.9852154850959778
|
|
},
|
|
{
|
|
"p": 0.05052786320447922,
|
|
"m": 0.8388593792915344
|
|
},
|
|
{
|
|
"p": 0.06568542867898941,
|
|
"m": 0.8579838275909424
|
|
},
|
|
{
|
|
"p": 0.0915389284491539,
|
|
"m": 0.9940149784088135
|
|
},
|
|
{
|
|
"p": 0.06127903237938881,
|
|
"m": 0.8409450054168701
|
|
},
|
|
{
|
|
"p": 0.071693554520607,
|
|
"m": 0.8712711334228516
|
|
},
|
|
{
|
|
"p": 0.09151949733495712,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0831112489104271,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09223183989524841,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 140,
|
|
"train_loss": 1.0322868824005127,
|
|
"val_loss": 0.8948157429695129,
|
|
"acc": 72.3,
|
|
"time": 212.1799044139916,
|
|
"param": [
|
|
{
|
|
"p": 0.08247575908899307,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09131795912981033,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06404587626457214,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05259349197149277,
|
|
"m": 0.4929904341697693
|
|
},
|
|
{
|
|
"p": 0.061948202550411224,
|
|
"m": 0.9072348475456238
|
|
},
|
|
{
|
|
"p": 0.052303873002529144,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06828919053077698,
|
|
"m": 0.8350750207901001
|
|
},
|
|
{
|
|
"p": 0.08126543462276459,
|
|
"m": 0.8616830110549927
|
|
},
|
|
{
|
|
"p": 0.08357670903205872,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09384915232658386,
|
|
"m": 0.9446853399276733
|
|
},
|
|
{
|
|
"p": 0.06558249890804291,
|
|
"m": 0.9613425731658936
|
|
},
|
|
{
|
|
"p": 0.08192263543605804,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07458436489105225,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04624485969543457,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 141,
|
|
"train_loss": 0.8515423536300659,
|
|
"val_loss": 0.7846828699111938,
|
|
"acc": 72.07,
|
|
"time": 212.86439617502037,
|
|
"param": [
|
|
{
|
|
"p": 0.08836367726325989,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.032142091542482376,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09705538302659988,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07016818970441818,
|
|
"m": 0.449568510055542
|
|
},
|
|
{
|
|
"p": 0.07901042699813843,
|
|
"m": 0.8948154449462891
|
|
},
|
|
{
|
|
"p": 0.0783352181315422,
|
|
"m": 0.7782862186431885
|
|
},
|
|
{
|
|
"p": 0.035502173006534576,
|
|
"m": 0.8849892616271973
|
|
},
|
|
{
|
|
"p": 0.04376453906297684,
|
|
"m": 0.8254428505897522
|
|
},
|
|
{
|
|
"p": 0.07410317659378052,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10258405655622482,
|
|
"m": 0.8667240738868713
|
|
},
|
|
{
|
|
"p": 0.05816717445850372,
|
|
"m": 0.9871114492416382
|
|
},
|
|
{
|
|
"p": 0.07192657887935638,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09012311697006226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07875426113605499,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 142,
|
|
"train_loss": 1.3623818159103394,
|
|
"val_loss": 0.7332025170326233,
|
|
"acc": 72.39,
|
|
"time": 208.53411754698027,
|
|
"param": [
|
|
{
|
|
"p": 0.0854874923825264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05479707196354866,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08712219446897507,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027029236778616905,
|
|
"m": 0.3991369307041168
|
|
},
|
|
{
|
|
"p": 0.08012126386165619,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0928800106048584,
|
|
"m": 0.9386004209518433
|
|
},
|
|
{
|
|
"p": 0.04889334738254547,
|
|
"m": 0.9604648947715759
|
|
},
|
|
{
|
|
"p": 0.07522666454315186,
|
|
"m": 0.9596254825592041
|
|
},
|
|
{
|
|
"p": 0.057043109089136124,
|
|
"m": 0.9932403564453125
|
|
},
|
|
{
|
|
"p": 0.07561609894037247,
|
|
"m": 0.9625815153121948
|
|
},
|
|
{
|
|
"p": 0.06703758239746094,
|
|
"m": 0.9929514527320862
|
|
},
|
|
{
|
|
"p": 0.0964975506067276,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09329426288604736,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058954112231731415,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 143,
|
|
"train_loss": 1.0150197744369507,
|
|
"val_loss": 0.7383096218109131,
|
|
"acc": 72.2,
|
|
"time": 216.1803767440142,
|
|
"param": [
|
|
{
|
|
"p": 0.11210417002439499,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04239148274064064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0798722431063652,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04309764876961708,
|
|
"m": 0.5245453119277954
|
|
},
|
|
{
|
|
"p": 0.04246247932314873,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09386654943227768,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07413198798894882,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06903731822967529,
|
|
"m": 0.9728987216949463
|
|
},
|
|
{
|
|
"p": 0.044306788593530655,
|
|
"m": 0.9685558080673218
|
|
},
|
|
{
|
|
"p": 0.07400944083929062,
|
|
"m": 0.8938429355621338
|
|
},
|
|
{
|
|
"p": 0.07244507968425751,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06280353665351868,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12088338285684586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06858788430690765,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 144,
|
|
"train_loss": 0.9532474875450134,
|
|
"val_loss": 0.9059274196624756,
|
|
"acc": 71.6,
|
|
"time": 210.55023942003027,
|
|
"param": [
|
|
{
|
|
"p": 0.10064493864774704,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04651372879743576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07811684161424637,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06069448962807655,
|
|
"m": 0.583890438079834
|
|
},
|
|
{
|
|
"p": 0.058742422610521317,
|
|
"m": 0.8496543169021606
|
|
},
|
|
{
|
|
"p": 0.057733021676540375,
|
|
"m": 0.9377149939537048
|
|
},
|
|
{
|
|
"p": 0.08336299657821655,
|
|
"m": 0.8501206040382385
|
|
},
|
|
{
|
|
"p": 0.0382816419005394,
|
|
"m": 0.9982907176017761
|
|
},
|
|
{
|
|
"p": 0.08897633105516434,
|
|
"m": 0.9999064207077026
|
|
},
|
|
{
|
|
"p": 0.07897047698497772,
|
|
"m": 0.8771222829818726
|
|
},
|
|
{
|
|
"p": 0.0602005273103714,
|
|
"m": 0.9867070913314819
|
|
},
|
|
{
|
|
"p": 0.08341456949710846,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08274345099925995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08160461485385895,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 145,
|
|
"train_loss": 1.0777277946472168,
|
|
"val_loss": 0.8011451363563538,
|
|
"acc": 72.79,
|
|
"time": 206.61339797498658,
|
|
"param": [
|
|
{
|
|
"p": 0.08572928607463837,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05323543772101402,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08057503402233124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059955231845378876,
|
|
"m": 0.629338264465332
|
|
},
|
|
{
|
|
"p": 0.05936728045344353,
|
|
"m": 0.8714283108711243
|
|
},
|
|
{
|
|
"p": 0.058773234486579895,
|
|
"m": 0.8469469547271729
|
|
},
|
|
{
|
|
"p": 0.07000911980867386,
|
|
"m": 0.8707837462425232
|
|
},
|
|
{
|
|
"p": 0.0668102502822876,
|
|
"m": 0.9277434349060059
|
|
},
|
|
{
|
|
"p": 0.07524123042821884,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07710085809230804,
|
|
"m": 0.9705570936203003
|
|
},
|
|
{
|
|
"p": 0.06769613921642303,
|
|
"m": 0.982028067111969
|
|
},
|
|
{
|
|
"p": 0.08435020595788956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09823291003704071,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06292371451854706,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 146,
|
|
"train_loss": 0.9342314004898071,
|
|
"val_loss": 0.7779095768928528,
|
|
"acc": 72.57,
|
|
"time": 206.67114394396776,
|
|
"param": [
|
|
{
|
|
"p": 0.07315204292535782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03382334113121033,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.054506607353687286,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09387896209955215,
|
|
"m": 0.7627992033958435
|
|
},
|
|
{
|
|
"p": 0.061257049441337585,
|
|
"m": 0.7128811478614807
|
|
},
|
|
{
|
|
"p": 0.03752540051937103,
|
|
"m": 0.9047695398330688
|
|
},
|
|
{
|
|
"p": 0.0645456612110138,
|
|
"m": 0.9571374654769897
|
|
},
|
|
{
|
|
"p": 0.09934790432453156,
|
|
"m": 0.9980599880218506
|
|
},
|
|
{
|
|
"p": 0.06135344132781029,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11289407312870026,
|
|
"m": 0.8846588730812073
|
|
},
|
|
{
|
|
"p": 0.05906175076961517,
|
|
"m": 0.9955970644950867
|
|
},
|
|
{
|
|
"p": 0.09743981063365936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08778151124715805,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06343255937099457,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 147,
|
|
"train_loss": 0.985961377620697,
|
|
"val_loss": 0.8581449389457703,
|
|
"acc": 73.07,
|
|
"time": 208.57325356302317,
|
|
"param": [
|
|
{
|
|
"p": 0.05364548787474632,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04432094469666481,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0704239159822464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0461779423058033,
|
|
"m": 0.7352219820022583
|
|
},
|
|
{
|
|
"p": 0.09014803171157837,
|
|
"m": 0.7210237979888916
|
|
},
|
|
{
|
|
"p": 0.06326097249984741,
|
|
"m": 0.9621952176094055
|
|
},
|
|
{
|
|
"p": 0.05521782115101814,
|
|
"m": 0.8909990787506104
|
|
},
|
|
{
|
|
"p": 0.06477224081754684,
|
|
"m": 0.9673377275466919
|
|
},
|
|
{
|
|
"p": 0.06130131706595421,
|
|
"m": 0.989115297794342
|
|
},
|
|
{
|
|
"p": 0.09327299147844315,
|
|
"m": 0.9267738461494446
|
|
},
|
|
{
|
|
"p": 0.09755399823188782,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09479062259197235,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09088239818811417,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07423131167888641,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 148,
|
|
"train_loss": 0.9130029082298279,
|
|
"val_loss": 0.8602937459945679,
|
|
"acc": 72.24,
|
|
"time": 207.84134557499783,
|
|
"param": [
|
|
{
|
|
"p": 0.09052900969982147,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06258682906627655,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07889844477176666,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06820690631866455,
|
|
"m": 0.6424207091331482
|
|
},
|
|
{
|
|
"p": 0.06437990814447403,
|
|
"m": 0.615879237651825
|
|
},
|
|
{
|
|
"p": 0.06589867919683456,
|
|
"m": 0.9927099347114563
|
|
},
|
|
{
|
|
"p": 0.08050559461116791,
|
|
"m": 0.7735462188720703
|
|
},
|
|
{
|
|
"p": 0.07519780099391937,
|
|
"m": 0.8847107291221619
|
|
},
|
|
{
|
|
"p": 0.06982851028442383,
|
|
"m": 0.98677659034729
|
|
},
|
|
{
|
|
"p": 0.08400292694568634,
|
|
"m": 0.7665622234344482
|
|
},
|
|
{
|
|
"p": 0.064391128718853,
|
|
"m": 0.9993531107902527
|
|
},
|
|
{
|
|
"p": 0.07028385251760483,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0848226249217987,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04046772047877312,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 149,
|
|
"train_loss": 0.8069471716880798,
|
|
"val_loss": 0.7511700987815857,
|
|
"acc": 73.04,
|
|
"time": 203.64036510605365,
|
|
"param": [
|
|
{
|
|
"p": 0.07336747646331787,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.058047328144311905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08198854327201843,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05128023028373718,
|
|
"m": 0.6854580044746399
|
|
},
|
|
{
|
|
"p": 0.03274035081267357,
|
|
"m": 0.5422934889793396
|
|
},
|
|
{
|
|
"p": 0.06268154084682465,
|
|
"m": 0.9990811944007874
|
|
},
|
|
{
|
|
"p": 0.049564383924007416,
|
|
"m": 0.8503215909004211
|
|
},
|
|
{
|
|
"p": 0.07661784440279007,
|
|
"m": 0.9313609600067139
|
|
},
|
|
{
|
|
"p": 0.06405239552259445,
|
|
"m": 0.905157744884491
|
|
},
|
|
{
|
|
"p": 0.10148859769105911,
|
|
"m": 0.870854377746582
|
|
},
|
|
{
|
|
"p": 0.08115296810865402,
|
|
"m": 0.891454815864563
|
|
},
|
|
{
|
|
"p": 0.08701161295175552,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10695309937000275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07305373251438141,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 150,
|
|
"train_loss": 0.9319016933441162,
|
|
"val_loss": 0.7903287410736084,
|
|
"acc": 72.25,
|
|
"time": 205.8211206640117,
|
|
"param": [
|
|
{
|
|
"p": 0.09854700416326523,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04484540596604347,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07595912367105484,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05498912185430527,
|
|
"m": 0.6593037843704224
|
|
},
|
|
{
|
|
"p": 0.0786157175898552,
|
|
"m": 0.5779755115509033
|
|
},
|
|
{
|
|
"p": 0.05224859341979027,
|
|
"m": 0.9360655546188354
|
|
},
|
|
{
|
|
"p": 0.05885005369782448,
|
|
"m": 0.8725992441177368
|
|
},
|
|
{
|
|
"p": 0.05932171270251274,
|
|
"m": 0.8790086507797241
|
|
},
|
|
{
|
|
"p": 0.06338166445493698,
|
|
"m": 0.9749181866645813
|
|
},
|
|
{
|
|
"p": 0.0893128290772438,
|
|
"m": 0.9128472208976746
|
|
},
|
|
{
|
|
"p": 0.06955207139253616,
|
|
"m": 0.9314254522323608
|
|
},
|
|
{
|
|
"p": 0.06858432292938232,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1092715859413147,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07652076333761215,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |