AntoineH/smart_augmentation
1
0
Fork 0
mirror of https://github.com/AntoineHX/smart_augmentation.git synced 2025-05-04 12:10:45 +02:00
Code Issues Projects Releases Packages Wiki Activity
smart_augmentation/higher/res/log/Aug_mod(Data_augV6(Uniform-18TF(2)x1-MagFxSh)-LeNet)-100 epochs (dataug:0)- 10 in_it.json
Harle, Antoine (Contracteur) bb59c7de25 work in progress - validation brutus res
2019-12-04 10:05:59 -05:00

8130 lines
No EOL
115 KiB
JSON
Raw Blame History

{
"Accuracy": 67.84,
"Time": [
18.88929222874,
9.154896828935483
],
"Device": "TITAN RTX",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize",
"BadColor",
"BadSharpness",
"BadContrast",
"BadBrightness"
],
"Log": [
{
"epoch": 1,
"train_loss": 2.2484230995178223,
"val_loss": 2.262099027633667,
"acc": 20.64,
"time": 29.497741063,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.46229931712150574,
"m": 1.0
},
{
"p": 0.5328015089035034,
"m": 1.0
},
{
"p": 0.4713209867477417,
"m": 1.0
},
{
"p": 0.5247582197189331,
"m": 1.0
},
{
"p": 0.4789101183414459,
"m": 1.0
},
{
"p": 0.5173587203025818,
"m": 1.0
},
{
"p": 0.5134771466255188,
"m": 1.0
},
{
"p": 0.5093526840209961,
"m": 1.0
},
{
"p": 0.4951134920120239,
"m": 1.0
},
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.5,
"m": 1.0
}
]
},
{
"epoch": 2,
"train_loss": 1.9617094993591309,
"val_loss": 2.039362907409668,
"acc": 26.74,
"time": 9.625176093,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.44719159603118896,
"m": 1.0
},
{
"p": 0.5454785227775574,
"m": 1.0
},
{
"p": 0.45704755187034607,
"m": 1.0
},
{
"p": 0.540604293346405,
"m": 1.0
},
{
"p": 0.46128198504447937,
"m": 1.0
},
{
"p": 0.5369287133216858,
"m": 1.0
},
{
"p": 0.5352015495300293,
"m": 1.0
},
{
"p": 0.5334880352020264,
"m": 1.0
},
{
"p": 0.4682987630367279,
"m": 1.0
},
{
"p": 0.5297380685806274,
"m": 1.0
},
{
"p": 0.5276970863342285,
"m": 1.0
},
{
"p": 0.5254056453704834,
"m": 1.0
},
{
"p": 0.4771313965320587,
"m": 1.0
},
{
"p": 0.4799557626247406,
"m": 1.0
},
{
"p": 0.483110249042511,
"m": 1.0
},
{
"p": 0.4866403043270111,
"m": 1.0
},
{
"p": 0.5094043612480164,
"m": 1.0
}
]
},
{
"epoch": 3,
"train_loss": 1.7943902015686035,
"val_loss": 1.7584340572357178,
"acc": 35.44,
"time": 24.494204991000004,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.4184604585170746,
"m": 1.0
},
{
"p": 0.5774017572402954,
"m": 1.0
},
{
"p": 0.42622941732406616,
"m": 1.0
},
{
"p": 0.5701909065246582,
"m": 1.0
},
{
"p": 0.43313053250312805,
"m": 1.0
},
{
"p": 0.5197010040283203,
"m": 1.0
},
{
"p": 0.5227653384208679,
"m": 1.0
},
{
"p": 0.5264608263969421,
"m": 1.0
},
{
"p": 0.46915075182914734,
"m": 1.0
},
{
"p": 0.535735547542572,
"m": 1.0
},
{
"p": 0.5414862036705017,
"m": 1.0
},
{
"p": 0.5407196283340454,
"m": 1.0
},
{
"p": 0.4601239860057831,
"m": 1.0
},
{
"p": 0.46106794476509094,
"m": 1.0
},
{
"p": 0.4621344804763794,
"m": 1.0
},
{
"p": 0.46334531903266907,
"m": 1.0
},
{
"p": 0.5352743864059448,
"m": 1.0
}
]
},
{
"epoch": 4,
"train_loss": 1.728074312210083,
"val_loss": 1.6794301271438599,
"acc": 39.86,
"time": 13.655884805,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.39651086926460266,
"m": 1.0
},
{
"p": 0.5927425026893616,
"m": 1.0
},
{
"p": 0.4109240770339966,
"m": 1.0
},
{
"p": 0.5872179269790649,
"m": 1.0
},
{
"p": 0.41419556736946106,
"m": 1.0
},
{
"p": 0.4989377558231354,
"m": 1.0
},
{
"p": 0.4996581971645355,
"m": 1.0
},
{
"p": 0.5007200837135315,
"m": 1.0
},
{
"p": 0.4976697266101837,
"m": 1.0
},
{
"p": 0.5038798451423645,
"m": 1.0
},
{
"p": 0.5772927403450012,
"m": 1.0
},
{
"p": 0.5751635432243347,
"m": 1.0
},
{
"p": 0.43598976731300354,
"m": 1.0
},
{
"p": 0.4429961144924164,
"m": 1.0
},
{
"p": 0.4702319800853729,
"m": 1.0
},
{
"p": 0.4363386034965515,
"m": 1.0
},
{
"p": 0.5293132066726685,
"m": 1.0
}
]
},
{
"epoch": 5,
"train_loss": 1.569355845451355,
"val_loss": 1.5890616178512573,
"acc": 43.49,
"time": 21.492637666999997,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.3648207485675812,
"m": 1.0
},
{
"p": 0.6077123880386353,
"m": 1.0
},
{
"p": 0.41749584674835205,
"m": 1.0
},
{
"p": 0.5753423571586609,
"m": 1.0
},
{
"p": 0.37771832942962646,
"m": 1.0
},
{
"p": 0.46418339014053345,
"m": 1.0
},
{
"p": 0.4706323742866516,
"m": 1.0
},
{
"p": 0.473842978477478,
"m": 1.0
},
{
"p": 0.5060292482376099,
"m": 1.0
},
{
"p": 0.49197977781295776,
"m": 1.0
},
{
"p": 0.5924633145332336,
"m": 1.0
},
{
"p": 0.5922122001647949,
"m": 1.0
},
{
"p": 0.4225139021873474,
"m": 1.0
},
{
"p": 0.43200409412384033,
"m": 1.0
},
{
"p": 0.4826703667640686,
"m": 1.0
},
{
"p": 0.41079777479171753,
"m": 1.0
},
{
"p": 0.504096269607544,
"m": 1.0
}
]
},
{
"epoch": 6,
"train_loss": 1.851231336593628,
"val_loss": 1.5638172626495361,
"acc": 45.29,
"time": 16.947707002000016,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.33585530519485474,
"m": 1.0
},
{
"p": 0.5998646020889282,
"m": 1.0
},
{
"p": 0.4152158796787262,
"m": 1.0
},
{
"p": 0.5687626600265503,
"m": 1.0
},
{
"p": 0.3570147156715393,
"m": 1.0
},
{
"p": 0.44107621908187866,
"m": 1.0
},
{
"p": 0.44837862253189087,
"m": 1.0
},
{
"p": 0.4495076537132263,
"m": 1.0
},
{
"p": 0.5044419765472412,
"m": 1.0
},
{
"p": 0.4911053478717804,
"m": 1.0
},
{
"p": 0.597649097442627,
"m": 1.0
},
{
"p": 0.610664427280426,
"m": 1.0
},
{
"p": 0.3821583390235901,
"m": 1.0
},
{
"p": 0.42008668184280396,
"m": 1.0
},
{
"p": 0.4574611783027649,
"m": 1.0
},
{
"p": 0.3838597536087036,
"m": 1.0
},
{
"p": 0.4834789037704468,
"m": 1.0
}
]
},
{
"epoch": 7,
"train_loss": 1.8324397802352905,
"val_loss": 1.5819565057754517,
"acc": 47.34,
"time": 17.14802181899998,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.3034227192401886,
"m": 1.0
},
{
"p": 0.5637825727462769,
"m": 1.0
},
{
"p": 0.38731494545936584,
"m": 1.0
},
{
"p": 0.5224063396453857,
"m": 1.0
},
{
"p": 0.3152729570865631,
"m": 1.0
},
{
"p": 0.42084234952926636,
"m": 1.0
},
{
"p": 0.4526941478252411,
"m": 1.0
},
{
"p": 0.4486960768699646,
"m": 1.0
},
{
"p": 0.5094683170318604,
"m": 1.0
},
{
"p": 0.49548906087875366,
"m": 1.0
},
{
"p": 0.6042430400848389,
"m": 1.0
},
{
"p": 0.6169858574867249,
"m": 1.0
},
{
"p": 0.3624437153339386,
"m": 1.0
},
{
"p": 0.4137565791606903,
"m": 1.0
},
{
"p": 0.4370867609977722,
"m": 1.0
},
{
"p": 0.3642354905605316,
"m": 1.0
},
{
"p": 0.466779500246048,
"m": 1.0
}
]
},
{
"epoch": 8,
"train_loss": 1.7292611598968506,
"val_loss": 1.568618893623352,
"acc": 47.18,
"time": 20.785409321999992,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.2753433585166931,
"m": 1.0
},
{
"p": 0.5535371899604797,
"m": 1.0
},
{
"p": 0.367827832698822,
"m": 1.0
},
{
"p": 0.49840298295021057,
"m": 1.0
},
{
"p": 0.29528746008872986,
"m": 1.0
},
{
"p": 0.41051188111305237,
"m": 1.0
},
{
"p": 0.458851158618927,
"m": 1.0
},
{
"p": 0.4531995952129364,
"m": 1.0
},
{
"p": 0.516164243221283,
"m": 1.0
},
{
"p": 0.5035037994384766,
"m": 1.0
},
{
"p": 0.6171175241470337,
"m": 1.0
},
{
"p": 0.611991286277771,
"m": 1.0
},
{
"p": 0.35756218433380127,
"m": 1.0
},
{
"p": 0.38722217082977295,
"m": 1.0
},
{
"p": 0.4082465171813965,
"m": 1.0
},
{
"p": 0.3468312919139862,
"m": 1.0
},
{
"p": 0.4439554810523987,
"m": 1.0
}
]
},
{
"epoch": 9,
"train_loss": 1.361352801322937,
"val_loss": 1.4220573902130127,
"acc": 49.81,
"time": 13.920506877999998,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.25201165676116943,
"m": 1.0
},
{
"p": 0.5555170178413391,
"m": 1.0
},
{
"p": 0.34178975224494934,
"m": 1.0
},
{
"p": 0.4637879431247711,
"m": 1.0
},
{
"p": 0.28578323125839233,
"m": 1.0
},
{
"p": 0.4100078046321869,
"m": 1.0
},
{
"p": 0.4342317581176758,
"m": 1.0
},
{
"p": 0.45128196477890015,
"m": 1.0
},
{
"p": 0.5162676572799683,
"m": 1.0
},
{
"p": 0.498937726020813,
"m": 1.0
},
{
"p": 0.6260793805122375,
"m": 1.0
},
{
"p": 0.6180096864700317,
"m": 1.0
},
{
"p": 0.34841012954711914,
"m": 1.0
},
{
"p": 0.3743880093097687,
"m": 1.0
},
{
"p": 0.3926641047000885,
"m": 1.0
},
{
"p": 0.33671024441719055,
"m": 1.0
},
{
"p": 0.42640718817710876,
"m": 1.0
}
]
},
{
"epoch": 10,
"train_loss": 1.4744415283203125,
"val_loss": 1.461897611618042,
"acc": 48.61,
"time": 24.41614044100001,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.2189745157957077,
"m": 1.0
},
{
"p": 0.5462877154350281,
"m": 1.0
},
{
"p": 0.34753063321113586,
"m": 1.0
},
{
"p": 0.44368842244148254,
"m": 1.0
},
{
"p": 0.27850738167762756,
"m": 1.0
},
{
"p": 0.41009432077407837,
"m": 1.0
},
{
"p": 0.4192507863044739,
"m": 1.0
},
{
"p": 0.44929930567741394,
"m": 1.0
},
{
"p": 0.5149517059326172,
"m": 1.0
},
{
"p": 0.49073928594589233,
"m": 1.0
},
{
"p": 0.6344699263572693,
"m": 1.0
},
{
"p": 0.6389175653457642,
"m": 1.0
},
{
"p": 0.30717670917510986,
"m": 1.0
},
{
"p": 0.33015722036361694,
"m": 1.0
},
{
"p": 0.3918980360031128,
"m": 1.0
},
{
"p": 0.31920281052589417,
"m": 1.0
},
{
"p": 0.39413806796073914,
"m": 1.0
}
]
},
{
"epoch": 11,
"train_loss": 1.3501346111297607,
"val_loss": 1.4346338510513306,
"acc": 52.51,
"time": 9.944098155999995,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.19355356693267822,
"m": 1.0
},
{
"p": 0.5344783067703247,
"m": 1.0
},
{
"p": 0.3710820972919464,
"m": 1.0
},
{
"p": 0.4220770299434662,
"m": 1.0
},
{
"p": 0.2578517198562622,
"m": 1.0
},
{
"p": 0.41202226281166077,
"m": 1.0
},
{
"p": 0.3751443922519684,
"m": 1.0
},
{
"p": 0.42598527669906616,
"m": 1.0
},
{
"p": 0.5226267576217651,
"m": 1.0
},
{
"p": 0.5001490712165833,
"m": 1.0
},
{
"p": 0.6335189342498779,
"m": 1.0
},
{
"p": 0.6349283456802368,
"m": 1.0
},
{
"p": 0.27889925241470337,
"m": 1.0
},
{
"p": 0.309630811214447,
"m": 1.0
},
{
"p": 0.39202290773391724,
"m": 1.0
},
{
"p": 0.30966541171073914,
"m": 1.0
},
{
"p": 0.3730543553829193,
"m": 1.0
}
]
},
{
"epoch": 12,
"train_loss": 1.4634816646575928,
"val_loss": 1.274733304977417,
"acc": 52.88,
"time": 31.30911699600003,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.14784929156303406,
"m": 1.0
},
{
"p": 0.5252389311790466,
"m": 1.0
},
{
"p": 0.37308621406555176,
"m": 1.0
},
{
"p": 0.4031839668750763,
"m": 1.0
},
{
"p": 0.24000532925128937,
"m": 1.0
},
{
"p": 0.41244426369667053,
"m": 1.0
},
{
"p": 0.3542731702327728,
"m": 1.0
},
{
"p": 0.4124913513660431,
"m": 1.0
},
{
"p": 0.5283316969871521,
"m": 1.0
},
{
"p": 0.5104488134384155,
"m": 1.0
},
{
"p": 0.6296350955963135,
"m": 1.0
},
{
"p": 0.6171716451644897,
"m": 1.0
},
{
"p": 0.24141179025173187,
"m": 1.0
},
{
"p": 0.2883721888065338,
"m": 1.0
},
{
"p": 0.3583410382270813,
"m": 1.0
},
{
"p": 0.2855265438556671,
"m": 1.0
},
{
"p": 0.31951943039894104,
"m": 1.0
}
]
},
{
"epoch": 13,
"train_loss": 1.4509540796279907,
"val_loss": 1.3551385402679443,
"acc": 55.51,
"time": 6.76376451699997,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.11822716146707535,
"m": 1.0
},
{
"p": 0.519248366355896,
"m": 1.0
},
{
"p": 0.3678606152534485,
"m": 1.0
},
{
"p": 0.3825317919254303,
"m": 1.0
},
{
"p": 0.21134445071220398,
"m": 1.0
},
{
"p": 0.4107271134853363,
"m": 1.0
},
{
"p": 0.39433062076568604,
"m": 1.0
},
{
"p": 0.4605666697025299,
"m": 1.0
},
{
"p": 0.5653761625289917,
"m": 1.0
},
{
"p": 0.5038118362426758,
"m": 1.0
},
{
"p": 0.6403809785842896,
"m": 1.0
},
{
"p": 0.5955618023872375,
"m": 1.0
},
{
"p": 0.21466991305351257,
"m": 1.0
},
{
"p": 0.2781754434108734,
"m": 1.0
},
{
"p": 0.34891054034233093,
"m": 1.0
},
{
"p": 0.2741851508617401,
"m": 1.0
},
{
"p": 0.28982964158058167,
"m": 1.0
}
]
},
{
"epoch": 14,
"train_loss": 1.2334681749343872,
"val_loss": 1.2989720106124878,
"acc": 55.12,
"time": 33.68272612300001,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.0989818274974823,
"m": 1.0
},
{
"p": 0.5103021264076233,
"m": 1.0
},
{
"p": 0.38034796714782715,
"m": 1.0
},
{
"p": 0.3488517701625824,
"m": 1.0
},
{
"p": 0.1937943994998932,
"m": 1.0
},
{
"p": 0.411043256521225,
"m": 1.0
},
{
"p": 0.4180854856967926,
"m": 1.0
},
{
"p": 0.48410534858703613,
"m": 1.0
},
{
"p": 0.5865076780319214,
"m": 1.0
},
{
"p": 0.4977418780326843,
"m": 1.0
},
{
"p": 0.6509501338005066,
"m": 1.0
},
{
"p": 0.5753531455993652,
"m": 1.0
},
{
"p": 0.18902535736560822,
"m": 1.0
},
{
"p": 0.27045977115631104,
"m": 1.0
},
{
"p": 0.3670450448989868,
"m": 1.0
},
{
"p": 0.2429623007774353,
"m": 1.0
},
{
"p": 0.2834668457508087,
"m": 1.0
}
]
},
{
"epoch": 15,
"train_loss": 1.2432795763015747,
"val_loss": 1.1193957328796387,
"acc": 57.44,
"time": 5.662555253999983,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.08994067460298538,
"m": 1.0
},
{
"p": 0.5046555995941162,
"m": 1.0
},
{
"p": 0.3927489221096039,
"m": 1.0
},
{
"p": 0.31513240933418274,
"m": 1.0
},
{
"p": 0.1790561079978943,
"m": 1.0
},
{
"p": 0.41345319151878357,
"m": 1.0
},
{
"p": 0.46718475222587585,
"m": 1.0
},
{
"p": 0.46019619703292847,
"m": 1.0
},
{
"p": 0.6288755536079407,
"m": 1.0
},
{
"p": 0.48653319478034973,
"m": 1.0
},
{
"p": 0.653226375579834,
"m": 1.0
},
{
"p": 0.565380871295929,
"m": 1.0
},
{
"p": 0.17691388726234436,
"m": 1.0
},
{
"p": 0.26520705223083496,
"m": 1.0
},
{
"p": 0.3702284097671509,
"m": 1.0
},
{
"p": 0.22729678452014923,
"m": 1.0
},
{
"p": 0.2813395857810974,
"m": 1.0
}
]
},
{
"epoch": 16,
"train_loss": 1.0897554159164429,
"val_loss": 1.134325385093689,
"acc": 58.44,
"time": 34.472295772999985,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.04020896181464195,
"m": 1.0
},
{
"p": 0.47595852613449097,
"m": 1.0
},
{
"p": 0.38644248247146606,
"m": 1.0
},
{
"p": 0.28872692584991455,
"m": 1.0
},
{
"p": 0.1572912186384201,
"m": 1.0
},
{
"p": 0.4310914874076843,
"m": 1.0
},
{
"p": 0.48383647203445435,
"m": 1.0
},
{
"p": 0.44862884283065796,
"m": 1.0
},
{
"p": 0.6484959125518799,
"m": 1.0
},
{
"p": 0.4804770052433014,
"m": 1.0
},
{
"p": 0.6535212397575378,
"m": 1.0
},
{
"p": 0.5604488849639893,
"m": 1.0
},
{
"p": 0.17062817513942719,
"m": 1.0
},
{
"p": 0.2603464126586914,
"m": 1.0
},
{
"p": 0.3622075617313385,
"m": 1.0
},
{
"p": 0.20487402379512787,
"m": 1.0
},
{
"p": 0.25056642293930054,
"m": 1.0
}
]
},
{
"epoch": 17,
"train_loss": 1.1592464447021484,
"val_loss": 1.198776125907898,
"acc": 58.22,
"time": 5.997713691000001,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.016734449192881584,
"m": 1.0
},
{
"p": 0.459774374961853,
"m": 1.0
},
{
"p": 0.3803867995738983,
"m": 1.0
},
{
"p": 0.27165958285331726,
"m": 1.0
},
{
"p": 0.13598881661891937,
"m": 1.0
},
{
"p": 0.45949992537498474,
"m": 1.0
},
{
"p": 0.4835958778858185,
"m": 1.0
},
{
"p": 0.4337606728076935,
"m": 1.0
},
{
"p": 0.6313158869743347,
"m": 1.0
},
{
"p": 0.4831812083721161,
"m": 1.0
},
{
"p": 0.6627503633499146,
"m": 1.0
},
{
"p": 0.5519765615463257,
"m": 1.0
},
{
"p": 0.1489364355802536,
"m": 1.0
},
{
"p": 0.25467467308044434,
"m": 1.0
},
{
"p": 0.34444570541381836,
"m": 1.0
},
{
"p": 0.18256086111068726,
"m": 1.0
},
{
"p": 0.2384699136018753,
"m": 1.0
}
]
},
{
"epoch": 18,
"train_loss": 1.3378121852874756,
"val_loss": 1.132115364074707,
"acc": 59.58,
"time": 30.705738819999965,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.06069088354706764,
"m": 1.0
},
{
"p": 0.4128427505493164,
"m": 1.0
},
{
"p": 0.3423854410648346,
"m": 1.0
},
{
"p": 0.25163358449935913,
"m": 1.0
},
{
"p": 0.10087879747152328,
"m": 1.0
},
{
"p": 0.4791993200778961,
"m": 1.0
},
{
"p": 0.4856877326965332,
"m": 1.0
},
{
"p": 0.4407578110694885,
"m": 1.0
},
{
"p": 0.6255018711090088,
"m": 1.0
},
{
"p": 0.48465725779533386,
"m": 1.0
},
{
"p": 0.6680552959442139,
"m": 1.0
},
{
"p": 0.546558678150177,
"m": 1.0
},
{
"p": 0.1306026130914688,
"m": 1.0
},
{
"p": 0.24945208430290222,
"m": 1.0
},
{
"p": 0.3187333047389984,
"m": 1.0
},
{
"p": 0.14356788992881775,
"m": 1.0
},
{
"p": 0.234843909740448,
"m": 1.0
}
]
},
{
"epoch": 19,
"train_loss": 1.1004801988601685,
"val_loss": 1.1917922496795654,
"acc": 59.24,
"time": 9.856976826999983,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.07747195661067963,
"m": 1.0
},
{
"p": 0.39099547266960144,
"m": 1.0
},
{
"p": 0.3209151327610016,
"m": 1.0
},
{
"p": 0.23951715230941772,
"m": 1.0
},
{
"p": 0.07347560673952103,
"m": 1.0
},
{
"p": 0.49367403984069824,
"m": 1.0
},
{
"p": 0.489319771528244,
"m": 1.0
},
{
"p": 0.47272953391075134,
"m": 1.0
},
{
"p": 0.6286677122116089,
"m": 1.0
},
{
"p": 0.4951147139072418,
"m": 1.0
},
{
"p": 0.67185378074646,
"m": 1.0
},
{
"p": 0.5441027283668518,
"m": 1.0
},
{
"p": 0.11640925705432892,
"m": 1.0
},
{
"p": 0.24435989558696747,
"m": 1.0
},
{
"p": 0.32596084475517273,
"m": 1.0
},
{
"p": 0.13175947964191437,
"m": 1.0
},
{
"p": 0.23118598759174347,
"m": 1.0
}
]
},
{
"epoch": 20,
"train_loss": 1.0436418056488037,
"val_loss": 1.0569500923156738,
"acc": 60.48,
"time": 26.507070571999975,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.08016898483037949,
"m": 1.0
},
{
"p": 0.40869200229644775,
"m": 1.0
},
{
"p": 0.2790311276912689,
"m": 1.0
},
{
"p": 0.2121611386537552,
"m": 1.0
},
{
"p": 0.08014345169067383,
"m": 1.0
},
{
"p": 0.5004671216011047,
"m": 1.0
},
{
"p": 0.4617939889431,
"m": 1.0
},
{
"p": 0.48671650886535645,
"m": 1.0
},
{
"p": 0.6355812549591064,
"m": 1.0
},
{
"p": 0.4983847439289093,
"m": 1.0
},
{
"p": 0.6734972596168518,
"m": 1.0
},
{
"p": 0.5430718660354614,
"m": 1.0
},
{
"p": 0.10860656946897507,
"m": 1.0
},
{
"p": 0.24081717431545258,
"m": 1.0
},
{
"p": 0.3426995575428009,
"m": 1.0
},
{
"p": 0.1318548619747162,
"m": 1.0
},
{
"p": 0.22474846243858337,
"m": 1.0
}
]
},
{
"epoch": 21,
"train_loss": 1.123255729675293,
"val_loss": 1.23587965965271,
"acc": 58.86,
"time": 13.44880550299996,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.08181143552064896,
"m": 1.0
},
{
"p": 0.416136234998703,
"m": 1.0
},
{
"p": 0.25979769229888916,
"m": 1.0
},
{
"p": 0.19728776812553406,
"m": 1.0
},
{
"p": 0.08828261494636536,
"m": 1.0
},
{
"p": 0.5036855340003967,
"m": 1.0
},
{
"p": 0.42789769172668457,
"m": 1.0
},
{
"p": 0.493868887424469,
"m": 1.0
},
{
"p": 0.6510582566261292,
"m": 1.0
},
{
"p": 0.4950229823589325,
"m": 1.0
},
{
"p": 0.6714614629745483,
"m": 1.0
},
{
"p": 0.5350551009178162,
"m": 1.0
},
{
"p": 0.08659383654594421,
"m": 1.0
},
{
"p": 0.22977951169013977,
"m": 1.0
},
{
"p": 0.3487198054790497,
"m": 1.0
},
{
"p": 0.12207826226949692,
"m": 1.0
},
{
"p": 0.2008567750453949,
"m": 1.0
}
]
},
{
"epoch": 22,
"train_loss": 0.8167610168457031,
"val_loss": 1.1285223960876465,
"acc": 61.74,
"time": 22.10449784499997,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.08374418318271637,
"m": 1.0
},
{
"p": 0.4211607277393341,
"m": 1.0
},
{
"p": 0.27045607566833496,
"m": 1.0
},
{
"p": 0.17546235024929047,
"m": 1.0
},
{
"p": 0.0956859365105629,
"m": 1.0
},
{
"p": 0.5354232788085938,
"m": 1.0
},
{
"p": 0.42848777770996094,
"m": 1.0
},
{
"p": 0.48223209381103516,
"m": 1.0
},
{
"p": 0.6469451785087585,
"m": 1.0
},
{
"p": 0.4783450663089752,
"m": 1.0
},
{
"p": 0.6692516803741455,
"m": 1.0
},
{
"p": 0.5312837958335876,
"m": 1.0
},
{
"p": 0.07450016587972641,
"m": 1.0
},
{
"p": 0.22239071130752563,
"m": 1.0
},
{
"p": 0.35079020261764526,
"m": 1.0
},
{
"p": 0.11042501777410507,
"m": 1.0
},
{
"p": 0.1641426980495453,
"m": 1.0
}
]
},
{
"epoch": 23,
"train_loss": 1.0985751152038574,
"val_loss": 1.0194045305252075,
"acc": 61.84,
"time": 17.501602513000023,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.06548170000314713,
"m": 1.0
},
{
"p": 0.43823498487472534,
"m": 1.0
},
{
"p": 0.2790256142616272,
"m": 1.0
},
{
"p": 0.16557277739048004,
"m": 1.0
},
{
"p": 0.09936250001192093,
"m": 1.0
},
{
"p": 0.5575150847434998,
"m": 1.0
},
{
"p": 0.4357873499393463,
"m": 1.0
},
{
"p": 0.46615779399871826,
"m": 1.0
},
{
"p": 0.6322168111801147,
"m": 1.0
},
{
"p": 0.4372131824493408,
"m": 1.0
},
{
"p": 0.6611182689666748,
"m": 1.0
},
{
"p": 0.5023868083953857,
"m": 1.0
},
{
"p": 0.06706461310386658,
"m": 1.0
},
{
"p": 0.2588464915752411,
"m": 1.0
},
{
"p": 0.3481164872646332,
"m": 1.0
},
{
"p": 0.1227322444319725,
"m": 1.0
},
{
"p": 0.165505051612854,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 1.016249418258667,
"val_loss": 1.1654906272888184,
"acc": 61.8,
"time": 17.489370468000004,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.03397642448544502,
"m": 1.0
},
{
"p": 0.4789119064807892,
"m": 1.0
},
{
"p": 0.30488210916519165,
"m": 1.0
},
{
"p": 0.09303589910268784,
"m": 1.0
},
{
"p": 0.06840667128562927,
"m": 1.0
},
{
"p": 0.5553855895996094,
"m": 1.0
},
{
"p": 0.46854662895202637,
"m": 1.0
},
{
"p": 0.4455213248729706,
"m": 1.0
},
{
"p": 0.648707926273346,
"m": 1.0
},
{
"p": 0.4069265127182007,
"m": 1.0
},
{
"p": 0.6619500517845154,
"m": 1.0
},
{
"p": 0.4880548417568207,
"m": 1.0
},
{
"p": 0.06391215324401855,
"m": 1.0
},
{
"p": 0.2802649140357971,
"m": 1.0
},
{
"p": 0.3459673225879669,
"m": 1.0
},
{
"p": 0.1361168622970581,
"m": 1.0
},
{
"p": 0.17865078151226044,
"m": 1.0
}
]
},
{
"epoch": 25,
"train_loss": 1.0877830982208252,
"val_loss": 1.0841091871261597,
"acc": 60.62,
"time": 22.049206940999966,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.019641948863863945,
"m": 1.0
},
{
"p": 0.4695442318916321,
"m": 1.0
},
{
"p": 0.3271178603172302,
"m": 1.0
},
{
"p": 0.06672854721546173,
"m": 1.0
},
{
"p": 0.05365094169974327,
"m": 1.0
},
{
"p": 0.5526193976402283,
"m": 1.0
},
{
"p": 0.490825355052948,
"m": 1.0
},
{
"p": 0.4301864802837372,
"m": 1.0
},
{
"p": 0.6728941798210144,
"m": 1.0
},
{
"p": 0.3771269619464874,
"m": 1.0
},
{
"p": 0.6714035272598267,
"m": 1.0
},
{
"p": 0.4675452411174774,
"m": 1.0
},
{
"p": 0.014006630517542362,
"m": 1.0
},
{
"p": 0.3185292184352875,
"m": 1.0
},
{
"p": 0.33250463008880615,
"m": 1.0
},
{
"p": 0.12813466787338257,
"m": 1.0
},
{
"p": 0.1706155389547348,
"m": 1.0
}
]
},
{
"epoch": 26,
"train_loss": 1.0046131610870361,
"val_loss": 1.1924153566360474,
"acc": 61.86,
"time": 14.138506319000044,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.012507903389632702,
"m": 1.0
},
{
"p": 0.4333590567111969,
"m": 1.0
},
{
"p": 0.3628491163253784,
"m": 1.0
},
{
"p": 0.0690082237124443,
"m": 1.0
},
{
"p": 0.03146124258637428,
"m": 1.0
},
{
"p": 0.5566635131835938,
"m": 1.0
},
{
"p": 0.4642893075942993,
"m": 1.0
},
{
"p": 0.40791866183280945,
"m": 1.0
},
{
"p": 0.6644361615180969,
"m": 1.0
},
{
"p": 0.3636563718318939,
"m": 1.0
},
{
"p": 0.661145031452179,
"m": 1.0
},
{
"p": 0.4514799416065216,
"m": 1.0
},
{
"p": 0.00922455359250307,
"m": 1.0
},
{
"p": 0.3359667956829071,
"m": 1.0
},
{
"p": 0.32494792342185974,
"m": 1.0
},
{
"p": 0.12084005773067474,
"m": 1.0
},
{
"p": 0.16078893840312958,
"m": 1.0
}
]
},
{
"epoch": 27,
"train_loss": 0.8924586176872253,
"val_loss": 1.1412818431854248,
"acc": 61.6,
"time": 26.31456601499997,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.03625921905040741,
"m": 1.0
},
{
"p": 0.418267160654068,
"m": 1.0
},
{
"p": 0.36525070667266846,
"m": 1.0
},
{
"p": 0.06857211887836456,
"m": 1.0
},
{
"p": 0.02791345678269863,
"m": 1.0
},
{
"p": 0.5586575865745544,
"m": 1.0
},
{
"p": 0.44755300879478455,
"m": 1.0
},
{
"p": 0.3940703272819519,
"m": 1.0
},
{
"p": 0.6520448923110962,
"m": 1.0
},
{
"p": 0.35700950026512146,
"m": 1.0
},
{
"p": 0.6392540335655212,
"m": 1.0
},
{
"p": 0.42728859186172485,
"m": 1.0
},
{
"p": 0.06060449779033661,
"m": 1.0
},
{
"p": 0.3273240029811859,
"m": 1.0
},
{
"p": 0.32711195945739746,
"m": 1.0
},
{
"p": 0.10870902240276337,
"m": 1.0
},
{
"p": 0.144606813788414,
"m": 1.0
}
]
},
{
"epoch": 28,
"train_loss": 0.7142599821090698,
"val_loss": 1.1913979053497314,
"acc": 62.16,
"time": 9.93801849600004,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.0589720755815506,
"m": 1.0
},
{
"p": 0.4116915166378021,
"m": 1.0
},
{
"p": 0.35125353932380676,
"m": 1.0
},
{
"p": 0.065394327044487,
"m": 1.0
},
{
"p": 0.05359592288732529,
"m": 1.0
},
{
"p": 0.6080839037895203,
"m": 1.0
},
{
"p": 0.41101622581481934,
"m": 1.0
},
{
"p": 0.366506427526474,
"m": 1.0
},
{
"p": 0.6449439525604248,
"m": 1.0
},
{
"p": 0.3307749032974243,
"m": 1.0
},
{
"p": 0.6290259957313538,
"m": 1.0
},
{
"p": 0.39951854944229126,
"m": 1.0
},
{
"p": 0.10251203179359436,
"m": 1.0
},
{
"p": 0.32191526889801025,
"m": 1.0
},
{
"p": 0.32836225628852844,
"m": 1.0
},
{
"p": 0.10228187590837479,
"m": 1.0
},
{
"p": 0.13438598811626434,
"m": 1.0
}
]
},
{
"epoch": 29,
"train_loss": 0.8140226602554321,
"val_loss": 1.2585105895996094,
"acc": 63.35,
"time": 30.285107019000066,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.08361873775720596,
"m": 1.0
},
{
"p": 0.4174034893512726,
"m": 1.0
},
{
"p": 0.33240222930908203,
"m": 1.0
},
{
"p": 0.0788881704211235,
"m": 1.0
},
{
"p": 0.07173481583595276,
"m": 1.0
},
{
"p": 0.6284218430519104,
"m": 1.0
},
{
"p": 0.39428555965423584,
"m": 1.0
},
{
"p": 0.35172051191329956,
"m": 1.0
},
{
"p": 0.6414536833763123,
"m": 1.0
},
{
"p": 0.3085787892341614,
"m": 1.0
},
{
"p": 0.6237452626228333,
"m": 1.0
},
{
"p": 0.36538201570510864,
"m": 1.0
},
{
"p": 0.16751958429813385,
"m": 1.0
},
{
"p": 0.309487909078598,
"m": 1.0
},
{
"p": 0.24857448041439056,
"m": 1.0
},
{
"p": 0.06091699004173279,
"m": 1.0
},
{
"p": 0.09932182729244232,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 0.8967888951301575,
"val_loss": 1.0544562339782715,
"acc": 62.75,
"time": 6.691779183999984,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.09822133183479309,
"m": 1.0
},
{
"p": 0.4238225221633911,
"m": 1.0
},
{
"p": 0.3144500255584717,
"m": 1.0
},
{
"p": 0.10298248380422592,
"m": 1.0
},
{
"p": 0.09682026505470276,
"m": 1.0
},
{
"p": 0.6405824422836304,
"m": 1.0
},
{
"p": 0.42493343353271484,
"m": 1.0
},
{
"p": 0.37460753321647644,
"m": 1.0
},
{
"p": 0.6477198600769043,
"m": 1.0
},
{
"p": 0.31136801838874817,
"m": 1.0
},
{
"p": 0.6502966284751892,
"m": 1.0
},
{
"p": 0.39865580201148987,
"m": 1.0
},
{
"p": 0.18806564807891846,
"m": 1.0
},
{
"p": 0.31200698018074036,
"m": 1.0
},
{
"p": 0.21450825035572052,
"m": 1.0
},
{
"p": 0.04160773754119873,
"m": 1.0
},
{
"p": 0.08000721782445908,
"m": 1.0
}
]
},
{
"epoch": 31,
"train_loss": 0.5714001655578613,
"val_loss": 1.1218397617340088,
"acc": 62.03,
"time": 31.47535381199998,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.09801418334245682,
"m": 1.0
},
{
"p": 0.4365501403808594,
"m": 1.0
},
{
"p": 0.3107292354106903,
"m": 1.0
},
{
"p": 0.11491188406944275,
"m": 1.0
},
{
"p": 0.09951946884393692,
"m": 1.0
},
{
"p": 0.6426584720611572,
"m": 1.0
},
{
"p": 0.4324869215488434,
"m": 1.0
},
{
"p": 0.3858391344547272,
"m": 1.0
},
{
"p": 0.6515395641326904,
"m": 1.0
},
{
"p": 0.31605738401412964,
"m": 1.0
},
{
"p": 0.6751180291175842,
"m": 1.0
},
{
"p": 0.44866618514060974,
"m": 1.0
},
{
"p": 0.1896447092294693,
"m": 1.0
},
{
"p": 0.3296670615673065,
"m": 1.0
},
{
"p": 0.18791458010673523,
"m": 1.0
},
{
"p": 0.014740843325853348,
"m": 1.0
},
{
"p": 0.08019206672906876,
"m": 1.0
}
]
},
{
"epoch": 32,
"train_loss": 0.7942342162132263,
"val_loss": 1.362697958946228,
"acc": 62.59,
"time": 5.6714636349998955,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.09688156098127365,
"m": 1.0
},
{
"p": 0.44473642110824585,
"m": 1.0
},
{
"p": 0.3109464645385742,
"m": 1.0
},
{
"p": 0.12152396142482758,
"m": 1.0
},
{
"p": 0.09142274409532547,
"m": 1.0
},
{
"p": 0.6373646855354309,
"m": 1.0
},
{
"p": 0.41196611523628235,
"m": 1.0
},
{
"p": 0.3446531891822815,
"m": 1.0
},
{
"p": 0.6076441407203674,
"m": 1.0
},
{
"p": 0.3386112451553345,
"m": 1.0
},
{
"p": 0.6828315258026123,
"m": 1.0
},
{
"p": 0.4791787564754486,
"m": 1.0
},
{
"p": 0.19944097101688385,
"m": 1.0
},
{
"p": 0.3395997881889343,
"m": 1.0
},
{
"p": 0.17014074325561523,
"m": 1.0
},
{
"p": 0.01283450610935688,
"m": 1.0
},
{
"p": 0.08086150139570236,
"m": 1.0
}
]
},
{
"epoch": 33,
"train_loss": 0.5524622797966003,
"val_loss": 1.0523931980133057,
"acc": 63.48,
"time": 33.494521641999995,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.08422829210758209,
"m": 1.0
},
{
"p": 0.4793979823589325,
"m": 1.0
},
{
"p": 0.33174920082092285,
"m": 1.0
},
{
"p": 0.1341092437505722,
"m": 1.0
},
{
"p": 0.08502927422523499,
"m": 1.0
},
{
"p": 0.6195836663246155,
"m": 1.0
},
{
"p": 0.38122180104255676,
"m": 1.0
},
{
"p": 0.3268018066883087,
"m": 1.0
},
{
"p": 0.5868633985519409,
"m": 1.0
},
{
"p": 0.3511490523815155,
"m": 1.0
},
{
"p": 0.6852281093597412,
"m": 1.0
},
{
"p": 0.496606707572937,
"m": 1.0
},
{
"p": 0.21053475141525269,
"m": 1.0
},
{
"p": 0.3472842872142792,
"m": 1.0
},
{
"p": 0.1468094289302826,
"m": 1.0
},
{
"p": 0.057010818272829056,
"m": 1.0
},
{
"p": 0.0781698226928711,
"m": 1.0
}
]
},
{
"epoch": 34,
"train_loss": 0.825520932674408,
"val_loss": 1.1208158731460571,
"acc": 61.4,
"time": 6.090554887999929,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.07830790430307388,
"m": 1.0
},
{
"p": 0.49859094619750977,
"m": 1.0
},
{
"p": 0.34637710452079773,
"m": 1.0
},
{
"p": 0.14406251907348633,
"m": 1.0
},
{
"p": 0.07998733967542648,
"m": 1.0
},
{
"p": 0.5926300287246704,
"m": 1.0
},
{
"p": 0.3183242082595825,
"m": 1.0
},
{
"p": 0.31147152185440063,
"m": 1.0
},
{
"p": 0.5702010989189148,
"m": 1.0
},
{
"p": 0.379585325717926,
"m": 1.0
},
{
"p": 0.6282364130020142,
"m": 1.0
},
{
"p": 0.4899995028972626,
"m": 1.0
},
{
"p": 0.21098504960536957,
"m": 1.0
},
{
"p": 0.34791937470436096,
"m": 1.0
},
{
"p": 0.14391574263572693,
"m": 1.0
},
{
"p": 0.0891505554318428,
"m": 1.0
},
{
"p": 0.08421028405427933,
"m": 1.0
}
]
},
{
"epoch": 35,
"train_loss": 0.46133846044540405,
"val_loss": 1.3750040531158447,
"acc": 64.83,
"time": 28.434146769999984,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.13428914546966553,
"m": 1.0
},
{
"p": 0.5025588870048523,
"m": 1.0
},
{
"p": 0.3450799584388733,
"m": 1.0
},
{
"p": 0.14432759582996368,
"m": 1.0
},
{
"p": 0.07277389615774155,
"m": 1.0
},
{
"p": 0.5695574879646301,
"m": 1.0
},
{
"p": 0.29475873708724976,
"m": 1.0
},
{
"p": 0.3257048428058624,
"m": 1.0
},
{
"p": 0.5581872463226318,
"m": 1.0
},
{
"p": 0.3925844728946686,
"m": 1.0
},
{
"p": 0.5955913066864014,
"m": 1.0
},
{
"p": 0.4832157790660858,
"m": 1.0
},
{
"p": 0.20920002460479736,
"m": 1.0
},
{
"p": 0.3462831676006317,
"m": 1.0
},
{
"p": 0.15078651905059814,
"m": 1.0
},
{
"p": 0.1348145455121994,
"m": 1.0
},
{
"p": 0.12326440960168839,
"m": 1.0
}
]
},
{
"epoch": 36,
"train_loss": 0.8547412157058716,
"val_loss": 1.2895005941390991,
"acc": 62.43,
"time": 9.899243572000046,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.16017268598079681,
"m": 1.0
},
{
"p": 0.5038476586341858,
"m": 1.0
},
{
"p": 0.34332776069641113,
"m": 1.0
},
{
"p": 0.14329802989959717,
"m": 1.0
},
{
"p": 0.06731877475976944,
"m": 1.0
},
{
"p": 0.5506624579429626,
"m": 1.0
},
{
"p": 0.2870282232761383,
"m": 1.0
},
{
"p": 0.3767464756965637,
"m": 1.0
},
{
"p": 0.5253295302391052,
"m": 1.0
},
{
"p": 0.3721257150173187,
"m": 1.0
},
{
"p": 0.5653685331344604,
"m": 1.0
},
{
"p": 0.46945837140083313,
"m": 1.0
},
{
"p": 0.2055884450674057,
"m": 1.0
},
{
"p": 0.3031993508338928,
"m": 1.0
},
{
"p": 0.1498083770275116,
"m": 1.0
},
{
"p": 0.137334406375885,
"m": 1.0
},
{
"p": 0.1347007006406784,
"m": 1.0
}
]
},
{
"epoch": 37,
"train_loss": 0.3110843300819397,
"val_loss": 1.2977694272994995,
"acc": 64.54,
"time": 26.775755539999977,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.1901405304670334,
"m": 1.0
},
{
"p": 0.49422988295555115,
"m": 1.0
},
{
"p": 0.3324235677719116,
"m": 1.0
},
{
"p": 0.15495209395885468,
"m": 1.0
},
{
"p": 0.11804496496915817,
"m": 1.0
},
{
"p": 0.5268791317939758,
"m": 1.0
},
{
"p": 0.3120179772377014,
"m": 1.0
},
{
"p": 0.3878968060016632,
"m": 1.0
},
{
"p": 0.5008450150489807,
"m": 1.0
},
{
"p": 0.3646872937679291,
"m": 1.0
},
{
"p": 0.5521433353424072,
"m": 1.0
},
{
"p": 0.46209320425987244,
"m": 1.0
},
{
"p": 0.2032647281885147,
"m": 1.0
},
{
"p": 0.26501598954200745,
"m": 1.0
},
{
"p": 0.14652155339717865,
"m": 1.0
},
{
"p": 0.11867990344762802,
"m": 1.0
},
{
"p": 0.13035765290260315,
"m": 1.0
}
]
},
{
"epoch": 38,
"train_loss": 0.6567468047142029,
"val_loss": 1.1946591138839722,
"acc": 62.89,
"time": 13.55846693400008,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.20006895065307617,
"m": 1.0
},
{
"p": 0.49391958117485046,
"m": 1.0
},
{
"p": 0.32735246419906616,
"m": 1.0
},
{
"p": 0.1616581529378891,
"m": 1.0
},
{
"p": 0.15439920127391815,
"m": 1.0
},
{
"p": 0.5093479156494141,
"m": 1.0
},
{
"p": 0.34392687678337097,
"m": 1.0
},
{
"p": 0.38092222809791565,
"m": 1.0
},
{
"p": 0.4653424918651581,
"m": 1.0
},
{
"p": 0.3649473190307617,
"m": 1.0
},
{
"p": 0.5842612981796265,
"m": 1.0
},
{
"p": 0.5037367343902588,
"m": 1.0
},
{
"p": 0.19029703736305237,
"m": 1.0
},
{
"p": 0.23626284301280975,
"m": 1.0
},
{
"p": 0.14588497579097748,
"m": 1.0
},
{
"p": 0.10046464204788208,
"m": 1.0
},
{
"p": 0.12860220670700073,
"m": 1.0
}
]
},
{
"epoch": 39,
"train_loss": 0.28110232949256897,
"val_loss": 1.1471446752548218,
"acc": 64.55,
"time": 21.770954337000035,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.19979219138622284,
"m": 1.0
},
{
"p": 0.5117331743240356,
"m": 1.0
},
{
"p": 0.24933822453022003,
"m": 1.0
},
{
"p": 0.16825610399246216,
"m": 1.0
},
{
"p": 0.15602703392505646,
"m": 1.0
},
{
"p": 0.46844926476478577,
"m": 1.0
},
{
"p": 0.34558331966400146,
"m": 1.0
},
{
"p": 0.37474343180656433,
"m": 1.0
},
{
"p": 0.4665588140487671,
"m": 1.0
},
{
"p": 0.34352102875709534,
"m": 1.0
},
{
"p": 0.5982906222343445,
"m": 1.0
},
{
"p": 0.5235189199447632,
"m": 1.0
},
{
"p": 0.18307723104953766,
"m": 1.0
},
{
"p": 0.22069641947746277,
"m": 1.0
},
{
"p": 0.1459629386663437,
"m": 1.0
},
{
"p": 0.08473838120698929,
"m": 1.0
},
{
"p": 0.1278531551361084,
"m": 1.0
}
]
},
{
"epoch": 40,
"train_loss": 0.7865766882896423,
"val_loss": 1.1767395734786987,
"acc": 62.75,
"time": 17.08090526300009,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.20211327075958252,
"m": 1.0
},
{
"p": 0.4953356683254242,
"m": 1.0
},
{
"p": 0.22345727682113647,
"m": 1.0
},
{
"p": 0.1711532175540924,
"m": 1.0
},
{
"p": 0.15444092452526093,
"m": 1.0
},
{
"p": 0.4418277442455292,
"m": 1.0
},
{
"p": 0.34078851342201233,
"m": 1.0
},
{
"p": 0.36960986256599426,
"m": 1.0
},
{
"p": 0.48631584644317627,
"m": 1.0
},
{
"p": 0.2868801951408386,
"m": 1.0
},
{
"p": 0.6109877228736877,
"m": 1.0
},
{
"p": 0.5261486768722534,
"m": 1.0
},
{
"p": 0.17797984182834625,
"m": 1.0
},
{
"p": 0.18015553057193756,
"m": 1.0
},
{
"p": 0.19575951993465424,
"m": 1.0
},
{
"p": 0.059043269604444504,
"m": 1.0
},
{
"p": 0.15942752361297607,
"m": 1.0
}
]
},
{
"epoch": 41,
"train_loss": 0.5885608196258545,
"val_loss": 1.1893755197525024,
"acc": 64.85,
"time": 17.23501180700009,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.20611026883125305,
"m": 1.0
},
{
"p": 0.4364809989929199,
"m": 1.0
},
{
"p": 0.23807832598686218,
"m": 1.0
},
{
"p": 0.15754808485507965,
"m": 1.0
},
{
"p": 0.1545262485742569,
"m": 1.0
},
{
"p": 0.39287203550338745,
"m": 1.0
},
{
"p": 0.338033527135849,
"m": 1.0
},
{
"p": 0.39667949080467224,
"m": 1.0
},
{
"p": 0.4701465964317322,
"m": 1.0
},
{
"p": 0.2597111165523529,
"m": 1.0
},
{
"p": 0.614704966545105,
"m": 1.0
},
{
"p": 0.5313142538070679,
"m": 1.0
},
{
"p": 0.17580333352088928,
"m": 1.0
},
{
"p": 0.1581699699163437,
"m": 1.0
},
{
"p": 0.23075686395168304,
"m": 1.0
},
{
"p": 0.03919197618961334,
"m": 1.0
},
{
"p": 0.1969231516122818,
"m": 1.0
}
]
},
{
"epoch": 42,
"train_loss": 0.7424474358558655,
"val_loss": 1.209731101989746,
"acc": 63.56,
"time": 21.027016760000038,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.2129608392715454,
"m": 1.0
},
{
"p": 0.4300510883331299,
"m": 1.0
},
{
"p": 0.25434398651123047,
"m": 1.0
},
{
"p": 0.15374307334423065,
"m": 1.0
},
{
"p": 0.15461380779743195,
"m": 1.0
},
{
"p": 0.36686980724334717,
"m": 1.0
},
{
"p": 0.33668121695518494,
"m": 1.0
},
{
"p": 0.42185187339782715,
"m": 1.0
},
{
"p": 0.44495439529418945,
"m": 1.0
},
{
"p": 0.24281704425811768,
"m": 1.0
},
{
"p": 0.6133100986480713,
"m": 1.0
},
{
"p": 0.5546572804450989,
"m": 1.0
},
{
"p": 0.15629197657108307,
"m": 1.0
},
{
"p": 0.09972928464412689,
"m": 1.0
},
{
"p": 0.2511412799358368,
"m": 1.0
},
{
"p": 0.05584578588604927,
"m": 1.0
},
{
"p": 0.21076790988445282,
"m": 1.0
}
]
},
{
"epoch": 43,
"train_loss": 0.12959221005439758,
"val_loss": 1.346273422241211,
"acc": 63.79,
"time": 15.239422976000014,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.219806507229805,
"m": 1.0
},
{
"p": 0.44872409105300903,
"m": 1.0
},
{
"p": 0.28428134322166443,
"m": 1.0
},
{
"p": 0.16020821034908295,
"m": 1.0
},
{
"p": 0.1394083946943283,
"m": 1.0
},
{
"p": 0.377165287733078,
"m": 1.0
},
{
"p": 0.32592809200286865,
"m": 1.0
},
{
"p": 0.4255140423774719,
"m": 1.0
},
{
"p": 0.4124799966812134,
"m": 1.0
},
{
"p": 0.23870843648910522,
"m": 1.0
},
{
"p": 0.5957122445106506,
"m": 1.0
},
{
"p": 0.5665262341499329,
"m": 1.0
},
{
"p": 0.15167246758937836,
"m": 1.0
},
{
"p": 0.07296811789274216,
"m": 1.0
},
{
"p": 0.26031559705734253,
"m": 1.0
},
{
"p": 0.06996454298496246,
"m": 1.0
},
{
"p": 0.21576173603534698,
"m": 1.0
}
]
},
{
"epoch": 44,
"train_loss": 0.6604987382888794,
"val_loss": 1.0695686340332031,
"acc": 63.38,
"time": 25.78488379299995,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.22845202684402466,
"m": 1.0
},
{
"p": 0.41245898604393005,
"m": 1.0
},
{
"p": 0.28467488288879395,
"m": 1.0
},
{
"p": 0.1737823486328125,
"m": 1.0
},
{
"p": 0.13677959144115448,
"m": 1.0
},
{
"p": 0.3827729821205139,
"m": 1.0
},
{
"p": 0.3199091851711273,
"m": 1.0
},
{
"p": 0.42502373456954956,
"m": 1.0
},
{
"p": 0.38844752311706543,
"m": 1.0
},
{
"p": 0.23908501863479614,
"m": 1.0
},
{
"p": 0.5671658515930176,
"m": 1.0
},
{
"p": 0.5772218108177185,
"m": 1.0
},
{
"p": 0.16557928919792175,
"m": 1.0
},
{
"p": 0.061847981065511703,
"m": 1.0
},
{
"p": 0.25841692090034485,
"m": 1.0
},
{
"p": 0.0802507996559143,
"m": 1.0
},
{
"p": 0.1985139399766922,
"m": 1.0
}
]
},
{
"epoch": 45,
"train_loss": 0.2516278922557831,
"val_loss": 1.2319163084030151,
"acc": 64.68,
"time": 10.007617284999924,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.23482193052768707,
"m": 1.0
},
{
"p": 0.36392030119895935,
"m": 1.0
},
{
"p": 0.2704067826271057,
"m": 1.0
},
{
"p": 0.20380862057209015,
"m": 1.0
},
{
"p": 0.15299788117408752,
"m": 1.0
},
{
"p": 0.3603263199329376,
"m": 1.0
},
{
"p": 0.3438447415828705,
"m": 1.0
},
{
"p": 0.42666271328926086,
"m": 1.0
},
{
"p": 0.3470398783683777,
"m": 1.0
},
{
"p": 0.24959975481033325,
"m": 1.0
},
{
"p": 0.5565710663795471,
"m": 1.0
},
{
"p": 0.5869408845901489,
"m": 1.0
},
{
"p": 0.1700935661792755,
"m": 1.0
},
{
"p": 0.058337680995464325,
"m": 1.0
},
{
"p": 0.2572520077228546,
"m": 1.0
},
{
"p": 0.08512280881404877,
"m": 1.0
},
{
"p": 0.18579210340976715,
"m": 1.0
}
]
},
{
"epoch": 46,
"train_loss": 0.5480513572692871,
"val_loss": 1.2416644096374512,
"acc": 64.89,
"time": 28.513475008,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.20003467798233032,
"m": 1.0
},
{
"p": 0.34000924229621887,
"m": 1.0
},
{
"p": 0.25860050320625305,
"m": 1.0
},
{
"p": 0.2006848305463791,
"m": 1.0
},
{
"p": 0.17009474337100983,
"m": 1.0
},
{
"p": 0.354928195476532,
"m": 1.0
},
{
"p": 0.3552469313144684,
"m": 1.0
},
{
"p": 0.42762771248817444,
"m": 1.0
},
{
"p": 0.3208838999271393,
"m": 1.0
},
{
"p": 0.25890472531318665,
"m": 1.0
},
{
"p": 0.5528965592384338,
"m": 1.0
},
{
"p": 0.5977569818496704,
"m": 1.0
},
{
"p": 0.1697443574666977,
"m": 1.0
},
{
"p": 0.06138108670711517,
"m": 1.0
},
{
"p": 0.2598195970058441,
"m": 1.0
},
{
"p": 0.10550766438245773,
"m": 1.0
},
{
"p": 0.1757318675518036,
"m": 1.0
}
]
},
{
"epoch": 47,
"train_loss": 0.3316071927547455,
"val_loss": 1.1446720361709595,
"acc": 64.35,
"time": 6.662435320999975,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.17483612895011902,
"m": 1.0
},
{
"p": 0.32820039987564087,
"m": 1.0
},
{
"p": 0.24908742308616638,
"m": 1.0
},
{
"p": 0.1805412322282791,
"m": 1.0
},
{
"p": 0.20081131160259247,
"m": 1.0
},
{
"p": 0.37042292952537537,
"m": 1.0
},
{
"p": 0.4129469394683838,
"m": 1.0
},
{
"p": 0.39164623618125916,
"m": 1.0
},
{
"p": 0.3265019357204437,
"m": 1.0
},
{
"p": 0.22780613601207733,
"m": 1.0
},
{
"p": 0.5540692806243896,
"m": 1.0
},
{
"p": 0.5875089764595032,
"m": 1.0
},
{
"p": 0.14541707932949066,
"m": 1.0
},
{
"p": 0.07557768374681473,
"m": 1.0
},
{
"p": 0.25538957118988037,
"m": 1.0
},
{
"p": 0.11491723358631134,
"m": 1.0
},
{
"p": 0.17089371383190155,
"m": 1.0
}
]
},
{
"epoch": 48,
"train_loss": 0.3256245255470276,
"val_loss": 1.0773096084594727,
"acc": 64.67,
"time": 32.55610290699997,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.14764413237571716,
"m": 1.0
},
{
"p": 0.30389565229415894,
"m": 1.0
},
{
"p": 0.2644391357898712,
"m": 1.0
},
{
"p": 0.1766151636838913,
"m": 1.0
},
{
"p": 0.21153081953525543,
"m": 1.0
},
{
"p": 0.3698221743106842,
"m": 1.0
},
{
"p": 0.43326622247695923,
"m": 1.0
},
{
"p": 0.3747549057006836,
"m": 1.0
},
{
"p": 0.33149394392967224,
"m": 1.0
},
{
"p": 0.20484502613544464,
"m": 1.0
},
{
"p": 0.5558350682258606,
"m": 1.0
},
{
"p": 0.5720901489257812,
"m": 1.0
},
{
"p": 0.10519015789031982,
"m": 1.0
},
{
"p": 0.1102389469742775,
"m": 1.0
},
{
"p": 0.2256171554327011,
"m": 1.0
},
{
"p": 0.058997102081775665,
"m": 1.0
},
{
"p": 0.16565227508544922,
"m": 1.0
}
]
},
{
"epoch": 49,
"train_loss": 0.44566649198532104,
"val_loss": 1.3633358478546143,
"acc": 64.54,
"time": 5.667143428000031,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.13393865525722504,
"m": 1.0
},
{
"p": 0.28827136754989624,
"m": 1.0
},
{
"p": 0.2799893617630005,
"m": 1.0
},
{
"p": 0.17820382118225098,
"m": 1.0
},
{
"p": 0.21404185891151428,
"m": 1.0
},
{
"p": 0.3546368479728699,
"m": 1.0
},
{
"p": 0.4292370676994324,
"m": 1.0
},
{
"p": 0.3754548132419586,
"m": 1.0
},
{
"p": 0.35183045268058777,
"m": 1.0
},
{
"p": 0.1956816464662552,
"m": 1.0
},
{
"p": 0.5439612865447998,
"m": 1.0
},
{
"p": 0.5599290132522583,
"m": 1.0
},
{
"p": 0.1113540381193161,
"m": 1.0
},
{
"p": 0.07754062116146088,
"m": 1.0
},
{
"p": 0.22489464282989502,
"m": 1.0
},
{
"p": 0.041860777884721756,
"m": 1.0
},
{
"p": 0.1633409708738327,
"m": 1.0
}
]
},
{
"epoch": 50,
"train_loss": 0.18347980082035065,
"val_loss": 1.2638801336288452,
"acc": 64.78,
"time": 33.29103039499989,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.16067126393318176,
"m": 1.0
},
{
"p": 0.3341623842716217,
"m": 1.0
},
{
"p": 0.2815781533718109,
"m": 1.0
},
{
"p": 0.19518744945526123,
"m": 1.0
},
{
"p": 0.2131243497133255,
"m": 1.0
},
{
"p": 0.34181687235832214,
"m": 1.0
},
{
"p": 0.4150043725967407,
"m": 1.0
},
{
"p": 0.37504854798316956,
"m": 1.0
},
{
"p": 0.3612082004547119,
"m": 1.0
},
{
"p": 0.19205965101718903,
"m": 1.0
},
{
"p": 0.5354145169258118,
"m": 1.0
},
{
"p": 0.552108108997345,
"m": 1.0
},
{
"p": 0.1310271918773651,
"m": 1.0
},
{
"p": 0.006005070172250271,
"m": 1.0
},
{
"p": 0.2491294890642166,
"m": 1.0
},
{
"p": 0.059919193387031555,
"m": 1.0
},
{
"p": 0.1345900297164917,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 0.7111045122146606,
"val_loss": 1.337381362915039,
"acc": 63.77,
"time": 6.146887242000048,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.17360126972198486,
"m": 1.0
},
{
"p": 0.36128631234169006,
"m": 1.0
},
{
"p": 0.28080543875694275,
"m": 1.0
},
{
"p": 0.21001340448856354,
"m": 1.0
},
{
"p": 0.21126890182495117,
"m": 1.0
},
{
"p": 0.32808801531791687,
"m": 1.0
},
{
"p": 0.38112324476242065,
"m": 1.0
},
{
"p": 0.37138044834136963,
"m": 1.0
},
{
"p": 0.34546858072280884,
"m": 1.0
},
{
"p": 0.2298811674118042,
"m": 1.0
},
{
"p": 0.5133788585662842,
"m": 1.0
},
{
"p": 0.5439774990081787,
"m": 1.0
},
{
"p": 0.14289750158786774,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2678820490837097,
"m": 1.0
},
{
"p": 0.058127161115407944,
"m": 1.0
},
{
"p": 0.12937738001346588,
"m": 1.0
}
]
},
{
"epoch": 52,
"train_loss": 0.16541068255901337,
"val_loss": 1.1110669374465942,
"acc": 65.5,
"time": 30.541421593999985,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.1822175532579422,
"m": 1.0
},
{
"p": 0.3981282114982605,
"m": 1.0
},
{
"p": 0.2426108717918396,
"m": 1.0
},
{
"p": 0.25307008624076843,
"m": 1.0
},
{
"p": 0.21424846351146698,
"m": 1.0
},
{
"p": 0.2896442711353302,
"m": 1.0
},
{
"p": 0.34804970026016235,
"m": 1.0
},
{
"p": 0.36692196130752563,
"m": 1.0
},
{
"p": 0.3370431363582611,
"m": 1.0
},
{
"p": 0.24770060181617737,
"m": 1.0
},
{
"p": 0.501460611820221,
"m": 1.0
},
{
"p": 0.5392225980758667,
"m": 1.0
},
{
"p": 0.14962519705295563,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.28695806860923767,
"m": 1.0
},
{
"p": 0.03757400065660477,
"m": 1.0
},
{
"p": 0.15858909487724304,
"m": 1.0
}
]
},
{
"epoch": 53,
"train_loss": 0.5559214353561401,
"val_loss": 1.2585134506225586,
"acc": 61.61,
"time": 9.708890182999994,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.18069149553775787,
"m": 1.0
},
{
"p": 0.41456839442253113,
"m": 1.0
},
{
"p": 0.22099077701568604,
"m": 1.0
},
{
"p": 0.2814726233482361,
"m": 1.0
},
{
"p": 0.21726636588573456,
"m": 1.0
},
{
"p": 0.24858911335468292,
"m": 1.0
},
{
"p": 0.31000038981437683,
"m": 1.0
},
{
"p": 0.35842034220695496,
"m": 1.0
},
{
"p": 0.3221319913864136,
"m": 1.0
},
{
"p": 0.26187196373939514,
"m": 1.0
},
{
"p": 0.4557328522205353,
"m": 1.0
},
{
"p": 0.5443475246429443,
"m": 1.0
},
{
"p": 0.15634240210056305,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2989434003829956,
"m": 1.0
},
{
"p": 0.05544722080230713,
"m": 1.0
},
{
"p": 0.16970884799957275,
"m": 1.0
}
]
},
{
"epoch": 54,
"train_loss": 0.09556920826435089,
"val_loss": 1.31710946559906,
"acc": 66.09,
"time": 25.393487507000145,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.1548224836587906,
"m": 1.0
},
{
"p": 0.4522726237773895,
"m": 1.0
},
{
"p": 0.2295362502336502,
"m": 1.0
},
{
"p": 0.30355125665664673,
"m": 1.0
},
{
"p": 0.21624386310577393,
"m": 1.0
},
{
"p": 0.22786079347133636,
"m": 1.0
},
{
"p": 0.3225143849849701,
"m": 1.0
},
{
"p": 0.34567856788635254,
"m": 1.0
},
{
"p": 0.3230215609073639,
"m": 1.0
},
{
"p": 0.26148003339767456,
"m": 1.0
},
{
"p": 0.4346819519996643,
"m": 1.0
},
{
"p": 0.5475820302963257,
"m": 1.0
},
{
"p": 0.16023746132850647,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.3071824908256531,
"m": 1.0
},
{
"p": 0.09532386064529419,
"m": 1.0
},
{
"p": 0.17332006990909576,
"m": 1.0
}
]
},
{
"epoch": 55,
"train_loss": 0.26098212599754333,
"val_loss": 1.3926115036010742,
"acc": 63.6,
"time": 13.722553034999919,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.14935924112796783,
"m": 1.0
},
{
"p": 0.46587854623794556,
"m": 1.0
},
{
"p": 0.23418083786964417,
"m": 1.0
},
{
"p": 0.3141239285469055,
"m": 1.0
},
{
"p": 0.21516093611717224,
"m": 1.0
},
{
"p": 0.21742476522922516,
"m": 1.0
},
{
"p": 0.34897342324256897,
"m": 1.0
},
{
"p": 0.3287593722343445,
"m": 1.0
},
{
"p": 0.33843034505844116,
"m": 1.0
},
{
"p": 0.23068314790725708,
"m": 1.0
},
{
"p": 0.4378226399421692,
"m": 1.0
},
{
"p": 0.5529440641403198,
"m": 1.0
},
{
"p": 0.1500234752893448,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.31453198194503784,
"m": 1.0
},
{
"p": 0.11719058454036713,
"m": 1.0
},
{
"p": 0.17210501432418823,
"m": 1.0
}
]
},
{
"epoch": 56,
"train_loss": 0.06925579160451889,
"val_loss": 1.3812700510025024,
"acc": 66.31,
"time": 21.61605388099997,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.15767459571361542,
"m": 1.0
},
{
"p": 0.4651660919189453,
"m": 1.0
},
{
"p": 0.1994129717350006,
"m": 1.0
},
{
"p": 0.2940567433834076,
"m": 1.0
},
{
"p": 0.2181573510169983,
"m": 1.0
},
{
"p": 0.2695712149143219,
"m": 1.0
},
{
"p": 0.3558504581451416,
"m": 1.0
},
{
"p": 0.3171328902244568,
"m": 1.0
},
{
"p": 0.3449130356311798,
"m": 1.0
},
{
"p": 0.21974413096904755,
"m": 1.0
},
{
"p": 0.44362008571624756,
"m": 1.0
},
{
"p": 0.5553570985794067,
"m": 1.0
},
{
"p": 0.1439625471830368,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.31946736574172974,
"m": 1.0
},
{
"p": 0.13065992295742035,
"m": 1.0
},
{
"p": 0.16829508543014526,
"m": 1.0
}
]
},
{
"epoch": 57,
"train_loss": 0.7254911661148071,
"val_loss": 1.3385740518569946,
"acc": 64.96,
"time": 17.308356804999903,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.15508225560188293,
"m": 1.0
},
{
"p": 0.46192124485969543,
"m": 1.0
},
{
"p": 0.19688484072685242,
"m": 1.0
},
{
"p": 0.28435182571411133,
"m": 1.0
},
{
"p": 0.21993105113506317,
"m": 1.0
},
{
"p": 0.30739328265190125,
"m": 1.0
},
{
"p": 0.356803297996521,
"m": 1.0
},
{
"p": 0.3086523711681366,
"m": 1.0
},
{
"p": 0.3480156362056732,
"m": 1.0
},
{
"p": 0.21798554062843323,
"m": 1.0
},
{
"p": 0.46941572427749634,
"m": 1.0
},
{
"p": 0.5715128183364868,
"m": 1.0
},
{
"p": 0.12366552650928497,
"m": 1.0
},
{
"p": 0.042994122952222824,
"m": 1.0
},
{
"p": 0.3110138773918152,
"m": 1.0
},
{
"p": 0.14281676709651947,
"m": 1.0
},
{
"p": 0.19697172939777374,
"m": 1.0
}
]
},
{
"epoch": 58,
"train_loss": 0.2831175625324249,
"val_loss": 1.3138870000839233,
"acc": 66.25,
"time": 17.41960949600002,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.14665304124355316,
"m": 1.0
},
{
"p": 0.454020231962204,
"m": 1.0
},
{
"p": 0.2530483901500702,
"m": 1.0
},
{
"p": 0.26538529992103577,
"m": 1.0
},
{
"p": 0.24280822277069092,
"m": 1.0
},
{
"p": 0.27383309602737427,
"m": 1.0
},
{
"p": 0.39377960562705994,
"m": 1.0
},
{
"p": 0.273114949464798,
"m": 1.0
},
{
"p": 0.3478280007839203,
"m": 1.0
},
{
"p": 0.21856148540973663,
"m": 1.0
},
{
"p": 0.464560866355896,
"m": 1.0
},
{
"p": 0.5770189166069031,
"m": 1.0
},
{
"p": 0.11435024440288544,
"m": 1.0
},
{
"p": 0.06737355142831802,
"m": 1.0
},
{
"p": 0.304490327835083,
"m": 1.0
},
{
"p": 0.15101021528244019,
"m": 1.0
},
{
"p": 0.23190712928771973,
"m": 1.0
}
]
},
{
"epoch": 59,
"train_loss": 0.8629480600357056,
"val_loss": 1.0485628843307495,
"acc": 64.78,
"time": 21.36356488599995,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.15257559716701508,
"m": 1.0
},
{
"p": 0.4275341033935547,
"m": 1.0
},
{
"p": 0.2928585112094879,
"m": 1.0
},
{
"p": 0.25707751512527466,
"m": 1.0
},
{
"p": 0.2534569203853607,
"m": 1.0
},
{
"p": 0.25220879912376404,
"m": 1.0
},
{
"p": 0.4195803999900818,
"m": 1.0
},
{
"p": 0.24312925338745117,
"m": 1.0
},
{
"p": 0.3466523289680481,
"m": 1.0
},
{
"p": 0.22038984298706055,
"m": 1.0
},
{
"p": 0.42921581864356995,
"m": 1.0
},
{
"p": 0.5749338865280151,
"m": 1.0
},
{
"p": 0.10508643090724945,
"m": 1.0
},
{
"p": 0.07738012820482254,
"m": 1.0
},
{
"p": 0.31031396985054016,
"m": 1.0
},
{
"p": 0.13383328914642334,
"m": 1.0
},
{
"p": 0.26712238788604736,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 0.18953624367713928,
"val_loss": 1.496933937072754,
"acc": 65.47,
"time": 14.30653198899995,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.1621408313512802,
"m": 1.0
},
{
"p": 0.38752490282058716,
"m": 1.0
},
{
"p": 0.3482573926448822,
"m": 1.0
},
{
"p": 0.24930143356323242,
"m": 1.0
},
{
"p": 0.25195086002349854,
"m": 1.0
},
{
"p": 0.20314203202724457,
"m": 1.0
},
{
"p": 0.4539681673049927,
"m": 1.0
},
{
"p": 0.20850662887096405,
"m": 1.0
},
{
"p": 0.3546046018600464,
"m": 1.0
},
{
"p": 0.2355434149503708,
"m": 1.0
},
{
"p": 0.4172652065753937,
"m": 1.0
},
{
"p": 0.5691094994544983,
"m": 1.0
},
{
"p": 0.10912042111158371,
"m": 1.0
},
{
"p": 0.08133416622877121,
"m": 1.0
},
{
"p": 0.31406310200691223,
"m": 1.0
},
{
"p": 0.12080337107181549,
"m": 1.0
},
{
"p": 0.2916508615016937,
"m": 1.0
}
]
},
{
"epoch": 61,
"train_loss": 0.19784201681613922,
"val_loss": 1.258310079574585,
"acc": 64.42,
"time": 26.013991243999953,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.1878112405538559,
"m": 1.0
},
{
"p": 0.3772006630897522,
"m": 1.0
},
{
"p": 0.37921175360679626,
"m": 1.0
},
{
"p": 0.24176961183547974,
"m": 1.0
},
{
"p": 0.2527706027030945,
"m": 1.0
},
{
"p": 0.1808394193649292,
"m": 1.0
},
{
"p": 0.47168970108032227,
"m": 1.0
},
{
"p": 0.18787585198879242,
"m": 1.0
},
{
"p": 0.3619134724140167,
"m": 1.0
},
{
"p": 0.2528170645236969,
"m": 1.0
},
{
"p": 0.41498351097106934,
"m": 1.0
},
{
"p": 0.5556360483169556,
"m": 1.0
},
{
"p": 0.1501619815826416,
"m": 1.0
},
{
"p": 0.0722355768084526,
"m": 1.0
},
{
"p": 0.3170796036720276,
"m": 1.0
},
{
"p": 0.10483197867870331,
"m": 1.0
},
{
"p": 0.29910004138946533,
"m": 1.0
}
]
},
{
"epoch": 62,
"train_loss": 0.16727034747600555,
"val_loss": 1.227142572402954,
"acc": 65.51,
"time": 10.026101398000037,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.2087937742471695,
"m": 1.0
},
{
"p": 0.37735503911972046,
"m": 1.0
},
{
"p": 0.40306177735328674,
"m": 1.0
},
{
"p": 0.2287934273481369,
"m": 1.0
},
{
"p": 0.26035043597221375,
"m": 1.0
},
{
"p": 0.15029126405715942,
"m": 1.0
},
{
"p": 0.4448718726634979,
"m": 1.0
},
{
"p": 0.1864386796951294,
"m": 1.0
},
{
"p": 0.3419326841831207,
"m": 1.0
},
{
"p": 0.25965940952301025,
"m": 1.0
},
{
"p": 0.4133220911026001,
"m": 1.0
},
{
"p": 0.5316581130027771,
"m": 1.0
},
{
"p": 0.16664181649684906,
"m": 1.0
},
{
"p": 0.06064949184656143,
"m": 1.0
},
{
"p": 0.3183785080909729,
"m": 1.0
},
{
"p": 0.09667389839887619,
"m": 1.0
},
{
"p": 0.30135029554367065,
"m": 1.0
}
]
},
{
"epoch": 63,
"train_loss": 0.4455519914627075,
"val_loss": 1.2650030851364136,
"acc": 64.75,
"time": 30.442662988999928,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.1929280012845993,
"m": 1.0
},
{
"p": 0.4045557677745819,
"m": 1.0
},
{
"p": 0.40904924273490906,
"m": 1.0
},
{
"p": 0.24023069441318512,
"m": 1.0
},
{
"p": 0.2649189531803131,
"m": 1.0
},
{
"p": 0.15011849999427795,
"m": 1.0
},
{
"p": 0.43180570006370544,
"m": 1.0
},
{
"p": 0.18703944981098175,
"m": 1.0
},
{
"p": 0.3270499110221863,
"m": 1.0
},
{
"p": 0.2623775005340576,
"m": 1.0
},
{
"p": 0.41206851601600647,
"m": 1.0
},
{
"p": 0.49858006834983826,
"m": 1.0
},
{
"p": 0.1740083545446396,
"m": 1.0
},
{
"p": 0.01479748822748661,
"m": 1.0
},
{
"p": 0.23666439950466156,
"m": 1.0
},
{
"p": 0.10154295712709427,
"m": 1.0
},
{
"p": 0.3251887559890747,
"m": 1.0
}
]
},
{
"epoch": 64,
"train_loss": 0.20242427289485931,
"val_loss": 1.335997462272644,
"acc": 65.82,
"time": 6.725759527999799,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.17927490174770355,
"m": 1.0
},
{
"p": 0.4287335276603699,
"m": 1.0
},
{
"p": 0.4087623059749603,
"m": 1.0
},
{
"p": 0.2656300365924835,
"m": 1.0
},
{
"p": 0.2702847123146057,
"m": 1.0
},
{
"p": 0.21074652671813965,
"m": 1.0
},
{
"p": 0.42462268471717834,
"m": 1.0
},
{
"p": 0.18703711032867432,
"m": 1.0
},
{
"p": 0.3090774416923523,
"m": 1.0
},
{
"p": 0.2739529609680176,
"m": 1.0
},
{
"p": 0.408385694026947,
"m": 1.0
},
{
"p": 0.48834770917892456,
"m": 1.0
},
{
"p": 0.18747134506702423,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2034614086151123,
"m": 1.0
},
{
"p": 0.1040620356798172,
"m": 1.0
},
{
"p": 0.3385424017906189,
"m": 1.0
}
]
},
{
"epoch": 65,
"train_loss": 0.15889106690883636,
"val_loss": 1.2350081205368042,
"acc": 65.21,
"time": 32.77493808500003,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.16156154870986938,
"m": 1.0
},
{
"p": 0.43933022022247314,
"m": 1.0
},
{
"p": 0.4074060618877411,
"m": 1.0
},
{
"p": 0.2840036451816559,
"m": 1.0
},
{
"p": 0.28077489137649536,
"m": 1.0
},
{
"p": 0.24648645520210266,
"m": 1.0
},
{
"p": 0.4229406714439392,
"m": 1.0
},
{
"p": 0.18701814115047455,
"m": 1.0
},
{
"p": 0.29991504549980164,
"m": 1.0
},
{
"p": 0.2817322015762329,
"m": 1.0
},
{
"p": 0.40535303950309753,
"m": 1.0
},
{
"p": 0.48647579550743103,
"m": 1.0
},
{
"p": 0.20614035427570343,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.18421293795108795,
"m": 1.0
},
{
"p": 0.0652351826429367,
"m": 1.0
},
{
"p": 0.3179473280906677,
"m": 1.0
}
]
},
{
"epoch": 66,
"train_loss": 0.489969938993454,
"val_loss": 1.3733253479003906,
"acc": 65.97,
"time": 5.65577359200006,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.152462437748909,
"m": 1.0
},
{
"p": 0.4438275694847107,
"m": 1.0
},
{
"p": 0.40625524520874023,
"m": 1.0
},
{
"p": 0.29781487584114075,
"m": 1.0
},
{
"p": 0.29550638794898987,
"m": 1.0
},
{
"p": 0.28730645775794983,
"m": 1.0
},
{
"p": 0.42809805274009705,
"m": 1.0
},
{
"p": 0.1900998204946518,
"m": 1.0
},
{
"p": 0.3153514862060547,
"m": 1.0
},
{
"p": 0.2917254567146301,
"m": 1.0
},
{
"p": 0.41283532977104187,
"m": 1.0
},
{
"p": 0.5048599243164062,
"m": 1.0
},
{
"p": 0.21336759626865387,
"m": 1.0
},
{
"p": 0.02135983668267727,
"m": 1.0
},
{
"p": 0.17300310730934143,
"m": 1.0
},
{
"p": 0.060476966202259064,
"m": 1.0
},
{
"p": 0.3079241216182709,
"m": 1.0
}
]
},
{
"epoch": 67,
"train_loss": 0.08898068219423294,
"val_loss": 1.2294859886169434,
"acc": 65.81,
"time": 31.506993009000098,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.17747366428375244,
"m": 1.0
},
{
"p": 0.41971883177757263,
"m": 1.0
},
{
"p": 0.3984634578227997,
"m": 1.0
},
{
"p": 0.3167329728603363,
"m": 1.0
},
{
"p": 0.30762147903442383,
"m": 1.0
},
{
"p": 0.30744045972824097,
"m": 1.0
},
{
"p": 0.42529013752937317,
"m": 1.0
},
{
"p": 0.1839541345834732,
"m": 1.0
},
{
"p": 0.32283815741539,
"m": 1.0
},
{
"p": 0.2968531548976898,
"m": 1.0
},
{
"p": 0.418442040681839,
"m": 1.0
},
{
"p": 0.521582305431366,
"m": 1.0
},
{
"p": 0.21613353490829468,
"m": 1.0
},
{
"p": 0.05676943436264992,
"m": 1.0
},
{
"p": 0.16040217876434326,
"m": 1.0
},
{
"p": 0.11235261708498001,
"m": 1.0
},
{
"p": 0.27601057291030884,
"m": 1.0
}
]
},
{
"epoch": 68,
"train_loss": 0.6837007999420166,
"val_loss": 1.4610353708267212,
"acc": 65.12,
"time": 6.011635559000069,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.18943187594413757,
"m": 1.0
},
{
"p": 0.405754953622818,
"m": 1.0
},
{
"p": 0.393146276473999,
"m": 1.0
},
{
"p": 0.3308703601360321,
"m": 1.0
},
{
"p": 0.31734737753868103,
"m": 1.0
},
{
"p": 0.3205864429473877,
"m": 1.0
},
{
"p": 0.4134088456630707,
"m": 1.0
},
{
"p": 0.1437019556760788,
"m": 1.0
},
{
"p": 0.29811233282089233,
"m": 1.0
},
{
"p": 0.26838424801826477,
"m": 1.0
},
{
"p": 0.4011116325855255,
"m": 1.0
},
{
"p": 0.5360184907913208,
"m": 1.0
},
{
"p": 0.21186691522598267,
"m": 1.0
},
{
"p": 0.060417644679546356,
"m": 1.0
},
{
"p": 0.15704414248466492,
"m": 1.0
},
{
"p": 0.13202732801437378,
"m": 1.0
},
{
"p": 0.2671498954296112,
"m": 1.0
}
]
},
{
"epoch": 69,
"train_loss": 0.18249736726284027,
"val_loss": 1.2147343158721924,
"acc": 67.17,
"time": 29.64360244999989,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.17736166715621948,
"m": 1.0
},
{
"p": 0.32668936252593994,
"m": 1.0
},
{
"p": 0.3967626690864563,
"m": 1.0
},
{
"p": 0.34610751271247864,
"m": 1.0
},
{
"p": 0.334332674741745,
"m": 1.0
},
{
"p": 0.32661134004592896,
"m": 1.0
},
{
"p": 0.40659454464912415,
"m": 1.0
},
{
"p": 0.13910837471485138,
"m": 1.0
},
{
"p": 0.2935468852519989,
"m": 1.0
},
{
"p": 0.25492969155311584,
"m": 1.0
},
{
"p": 0.3909120261669159,
"m": 1.0
},
{
"p": 0.5441051721572876,
"m": 1.0
},
{
"p": 0.2075319141149521,
"m": 1.0
},
{
"p": 0.053831927478313446,
"m": 1.0
},
{
"p": 0.15772171318531036,
"m": 1.0
},
{
"p": 0.13833151757717133,
"m": 1.0
},
{
"p": 0.2823537588119507,
"m": 1.0
}
]
},
{
"epoch": 70,
"train_loss": 0.411702036857605,
"val_loss": 1.2788796424865723,
"acc": 63.82,
"time": 9.782189419000133,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.172682523727417,
"m": 1.0
},
{
"p": 0.29016485810279846,
"m": 1.0
},
{
"p": 0.3991750478744507,
"m": 1.0
},
{
"p": 0.35506701469421387,
"m": 1.0
},
{
"p": 0.3475455343723297,
"m": 1.0
},
{
"p": 0.3296603858470917,
"m": 1.0
},
{
"p": 0.40118637681007385,
"m": 1.0
},
{
"p": 0.16223137080669403,
"m": 1.0
},
{
"p": 0.3180578947067261,
"m": 1.0
},
{
"p": 0.25054019689559937,
"m": 1.0
},
{
"p": 0.32505878806114197,
"m": 1.0
},
{
"p": 0.562804102897644,
"m": 1.0
},
{
"p": 0.18035340309143066,
"m": 1.0
},
{
"p": 0.03868858888745308,
"m": 1.0
},
{
"p": 0.14440865814685822,
"m": 1.0
},
{
"p": 0.13544705510139465,
"m": 1.0
},
{
"p": 0.28675341606140137,
"m": 1.0
}
]
},
{
"epoch": 71,
"train_loss": 0.03327486291527748,
"val_loss": 1.1627702713012695,
"acc": 66.76,
"time": 25.41452778500002,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.17107261717319489,
"m": 1.0
},
{
"p": 0.2868240475654602,
"m": 1.0
},
{
"p": 0.40931880474090576,
"m": 1.0
},
{
"p": 0.3656068742275238,
"m": 1.0
},
{
"p": 0.3522413671016693,
"m": 1.0
},
{
"p": 0.35054993629455566,
"m": 1.0
},
{
"p": 0.40886151790618896,
"m": 1.0
},
{
"p": 0.1913001388311386,
"m": 1.0
},
{
"p": 0.32784709334373474,
"m": 1.0
},
{
"p": 0.2502591609954834,
"m": 1.0
},
{
"p": 0.2945980727672577,
"m": 1.0
},
{
"p": 0.5728388428688049,
"m": 1.0
},
{
"p": 0.16184984147548676,
"m": 1.0
},
{
"p": 0.026502758264541626,
"m": 1.0
},
{
"p": 0.1285427063703537,
"m": 1.0
},
{
"p": 0.12754371762275696,
"m": 1.0
},
{
"p": 0.28501591086387634,
"m": 1.0
}
]
},
{
"epoch": 72,
"train_loss": 0.29430660605430603,
"val_loss": 1.2472059726715088,
"acc": 65.1,
"time": 13.49375457899987,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.16769728064537048,
"m": 1.0
},
{
"p": 0.2867814898490906,
"m": 1.0
},
{
"p": 0.41398537158966064,
"m": 1.0
},
{
"p": 0.37096112966537476,
"m": 1.0
},
{
"p": 0.3539319932460785,
"m": 1.0
},
{
"p": 0.3685351610183716,
"m": 1.0
},
{
"p": 0.419548362493515,
"m": 1.0
},
{
"p": 0.22802244126796722,
"m": 1.0
},
{
"p": 0.33212533593177795,
"m": 1.0
},
{
"p": 0.25754058361053467,
"m": 1.0
},
{
"p": 0.2621442377567291,
"m": 1.0
},
{
"p": 0.5802152156829834,
"m": 1.0
},
{
"p": 0.17543694376945496,
"m": 1.0
},
{
"p": 0.035929735749959946,
"m": 1.0
},
{
"p": 0.12126795202493668,
"m": 1.0
},
{
"p": 0.14107994735240936,
"m": 1.0
},
{
"p": 0.2761249840259552,
"m": 1.0
}
]
},
{
"epoch": 73,
"train_loss": 0.05204768851399422,
"val_loss": 1.162954568862915,
"acc": 66.79,
"time": 22.97269465599993,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.16024427115917206,
"m": 1.0
},
{
"p": 0.2932717502117157,
"m": 1.0
},
{
"p": 0.3794712424278259,
"m": 1.0
},
{
"p": 0.3708258867263794,
"m": 1.0
},
{
"p": 0.36609286069869995,
"m": 1.0
},
{
"p": 0.3636544346809387,
"m": 1.0
},
{
"p": 0.430540531873703,
"m": 1.0
},
{
"p": 0.24971981346607208,
"m": 1.0
},
{
"p": 0.3622697591781616,
"m": 1.0
},
{
"p": 0.25724852085113525,
"m": 1.0
},
{
"p": 0.2506583034992218,
"m": 1.0
},
{
"p": 0.5833622217178345,
"m": 1.0
},
{
"p": 0.18439680337905884,
"m": 1.0
},
{
"p": 0.04400075599551201,
"m": 1.0
},
{
"p": 0.11789015680551529,
"m": 1.0
},
{
"p": 0.15942461788654327,
"m": 1.0
},
{
"p": 0.26225170493125916,
"m": 1.0
}
]
},
{
"epoch": 74,
"train_loss": 0.9120964407920837,
"val_loss": 1.312072515487671,
"acc": 65.73,
"time": 17.250681498000176,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.165883406996727,
"m": 1.0
},
{
"p": 0.30216872692108154,
"m": 1.0
},
{
"p": 0.36323070526123047,
"m": 1.0
},
{
"p": 0.37060362100601196,
"m": 1.0
},
{
"p": 0.3728618025779724,
"m": 1.0
},
{
"p": 0.3580656349658966,
"m": 1.0
},
{
"p": 0.4382334053516388,
"m": 1.0
},
{
"p": 0.2639620304107666,
"m": 1.0
},
{
"p": 0.4101029932498932,
"m": 1.0
},
{
"p": 0.25012123584747314,
"m": 1.0
},
{
"p": 0.2523769736289978,
"m": 1.0
},
{
"p": 0.5601412057876587,
"m": 1.0
},
{
"p": 0.18442609906196594,
"m": 1.0
},
{
"p": 0.03713015094399452,
"m": 1.0
},
{
"p": 0.1035071387887001,
"m": 1.0
},
{
"p": 0.1658865064382553,
"m": 1.0
},
{
"p": 0.2663690745830536,
"m": 1.0
}
]
},
{
"epoch": 75,
"train_loss": 0.4444500505924225,
"val_loss": 1.0713672637939453,
"acc": 66.89,
"time": 18.52775569100004,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.17891710996627808,
"m": 1.0
},
{
"p": 0.3198501169681549,
"m": 1.0
},
{
"p": 0.34276044368743896,
"m": 1.0
},
{
"p": 0.36701852083206177,
"m": 1.0
},
{
"p": 0.36603978276252747,
"m": 1.0
},
{
"p": 0.328733891248703,
"m": 1.0
},
{
"p": 0.4283168911933899,
"m": 1.0
},
{
"p": 0.2512955367565155,
"m": 1.0
},
{
"p": 0.431210994720459,
"m": 1.0
},
{
"p": 0.2162752002477646,
"m": 1.0
},
{
"p": 0.2529553174972534,
"m": 1.0
},
{
"p": 0.551935613155365,
"m": 1.0
},
{
"p": 0.184173583984375,
"m": 1.0
},
{
"p": 0.03268822282552719,
"m": 1.0
},
{
"p": 0.09384863078594208,
"m": 1.0
},
{
"p": 0.16805852949619293,
"m": 1.0
},
{
"p": 0.2754683196544647,
"m": 1.0
}
]
},
{
"epoch": 76,
"train_loss": 0.7528736591339111,
"val_loss": 1.174369215965271,
"acc": 64.98,
"time": 21.206563478999897,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.19860804080963135,
"m": 1.0
},
{
"p": 0.32991570234298706,
"m": 1.0
},
{
"p": 0.3414419889450073,
"m": 1.0
},
{
"p": 0.3645677864551544,
"m": 1.0
},
{
"p": 0.36265304684638977,
"m": 1.0
},
{
"p": 0.3125132620334625,
"m": 1.0
},
{
"p": 0.4204479157924652,
"m": 1.0
},
{
"p": 0.23725827038288116,
"m": 1.0
},
{
"p": 0.44135069847106934,
"m": 1.0
},
{
"p": 0.16372375190258026,
"m": 1.0
},
{
"p": 0.25297218561172485,
"m": 1.0
},
{
"p": 0.5532273650169373,
"m": 1.0
},
{
"p": 0.15783409774303436,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08014115691184998,
"m": 1.0
},
{
"p": 0.17601647973060608,
"m": 1.0
},
{
"p": 0.26939237117767334,
"m": 1.0
}
]
},
{
"epoch": 77,
"train_loss": 0.06897927075624466,
"val_loss": 1.2620196342468262,
"acc": 65.71,
"time": 14.374792795000076,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.21775974333286285,
"m": 1.0
},
{
"p": 0.33784130215644836,
"m": 1.0
},
{
"p": 0.35585668683052063,
"m": 1.0
},
{
"p": 0.35821133852005005,
"m": 1.0
},
{
"p": 0.34472620487213135,
"m": 1.0
},
{
"p": 0.3141981363296509,
"m": 1.0
},
{
"p": 0.4068092107772827,
"m": 1.0
},
{
"p": 0.2430254966020584,
"m": 1.0
},
{
"p": 0.4308517277240753,
"m": 1.0
},
{
"p": 0.1454455405473709,
"m": 1.0
},
{
"p": 0.2456299215555191,
"m": 1.0
},
{
"p": 0.5503640174865723,
"m": 1.0
},
{
"p": 0.14220425486564636,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07304368168115616,
"m": 1.0
},
{
"p": 0.1813231110572815,
"m": 1.0
},
{
"p": 0.2622176706790924,
"m": 1.0
}
]
},
{
"epoch": 78,
"train_loss": 0.3279731571674347,
"val_loss": 1.294596791267395,
"acc": 64.23,
"time": 24.47751511399997,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.23120838403701782,
"m": 1.0
},
{
"p": 0.3381649851799011,
"m": 1.0
},
{
"p": 0.36174729466438293,
"m": 1.0
},
{
"p": 0.35566985607147217,
"m": 1.0
},
{
"p": 0.3374292254447937,
"m": 1.0
},
{
"p": 0.3154664635658264,
"m": 1.0
},
{
"p": 0.3996286690235138,
"m": 1.0
},
{
"p": 0.24875593185424805,
"m": 1.0
},
{
"p": 0.4195426106452942,
"m": 1.0
},
{
"p": 0.14007920026779175,
"m": 1.0
},
{
"p": 0.23345743119716644,
"m": 1.0
},
{
"p": 0.541722297668457,
"m": 1.0
},
{
"p": 0.10865423828363419,
"m": 1.0
},
{
"p": 0.028102746233344078,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.184670552611351,
"m": 1.0
},
{
"p": 0.23828059434890747,
"m": 1.0
}
]
},
{
"epoch": 79,
"train_loss": 0.028340624645352364,
"val_loss": 1.3395330905914307,
"acc": 66.68,
"time": 9.891134749000003,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.2394351363182068,
"m": 1.0
},
{
"p": 0.3361142873764038,
"m": 1.0
},
{
"p": 0.3643733263015747,
"m": 1.0
},
{
"p": 0.3545500636100769,
"m": 1.0
},
{
"p": 0.3330901265144348,
"m": 1.0
},
{
"p": 0.27215805649757385,
"m": 1.0
},
{
"p": 0.40029335021972656,
"m": 1.0
},
{
"p": 0.2441374659538269,
"m": 1.0
},
{
"p": 0.4296197295188904,
"m": 1.0
},
{
"p": 0.12668776512145996,
"m": 1.0
},
{
"p": 0.2555498778820038,
"m": 1.0
},
{
"p": 0.5418404936790466,
"m": 1.0
},
{
"p": 0.09979922324419022,
"m": 1.0
},
{
"p": 0.034866899251937866,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.18620187044143677,
"m": 1.0
},
{
"p": 0.22239790856838226,
"m": 1.0
}
]
},
{
"epoch": 80,
"train_loss": 0.3061504364013672,
"val_loss": 1.4828557968139648,
"acc": 65.49,
"time": 28.760670279000124,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.23641563951969147,
"m": 1.0
},
{
"p": 0.34109219908714294,
"m": 1.0
},
{
"p": 0.37884652614593506,
"m": 1.0
},
{
"p": 0.36718595027923584,
"m": 1.0
},
{
"p": 0.3336648941040039,
"m": 1.0
},
{
"p": 0.253740131855011,
"m": 1.0
},
{
"p": 0.4008168578147888,
"m": 1.0
},
{
"p": 0.24113185703754425,
"m": 1.0
},
{
"p": 0.43803536891937256,
"m": 1.0
},
{
"p": 0.11582796275615692,
"m": 1.0
},
{
"p": 0.28525370359420776,
"m": 1.0
},
{
"p": 0.5463116765022278,
"m": 1.0
},
{
"p": 0.10584981739521027,
"m": 1.0
},
{
"p": 0.01579061709344387,
"m": 1.0
},
{
"p": 0.06292647868394852,
"m": 1.0
},
{
"p": 0.16950231790542603,
"m": 1.0
},
{
"p": 0.2008957415819168,
"m": 1.0
}
]
},
{
"epoch": 81,
"train_loss": 0.19891482591629028,
"val_loss": 1.4954800605773926,
"acc": 66.43,
"time": 6.728023016999941,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.233310267329216,
"m": 1.0
},
{
"p": 0.34591639041900635,
"m": 1.0
},
{
"p": 0.3950539529323578,
"m": 1.0
},
{
"p": 0.38867124915122986,
"m": 1.0
},
{
"p": 0.3389601409435272,
"m": 1.0
},
{
"p": 0.23887355625629425,
"m": 1.0
},
{
"p": 0.4121094048023224,
"m": 1.0
},
{
"p": 0.23298002779483795,
"m": 1.0
},
{
"p": 0.46805715560913086,
"m": 1.0
},
{
"p": 0.060623519122600555,
"m": 1.0
},
{
"p": 0.3002435266971588,
"m": 1.0
},
{
"p": 0.540859580039978,
"m": 1.0
},
{
"p": 0.1133890450000763,
"m": 1.0
},
{
"p": 0.021699663251638412,
"m": 1.0
},
{
"p": 0.07685532420873642,
"m": 1.0
},
{
"p": 0.161661759018898,
"m": 1.0
},
{
"p": 0.18981517851352692,
"m": 1.0
}
]
},
{
"epoch": 82,
"train_loss": 0.14407016336917877,
"val_loss": 1.05637526512146,
"acc": 66.17,
"time": 32.347326030999966,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.22884002327919006,
"m": 1.0
},
{
"p": 0.3982602655887604,
"m": 1.0
},
{
"p": 0.40209537744522095,
"m": 1.0
},
{
"p": 0.39702653884887695,
"m": 1.0
},
{
"p": 0.34419187903404236,
"m": 1.0
},
{
"p": 0.22187787294387817,
"m": 1.0
},
{
"p": 0.4220796823501587,
"m": 1.0
},
{
"p": 0.22926431894302368,
"m": 1.0
},
{
"p": 0.48446837067604065,
"m": 1.0
},
{
"p": 0.023314286023378372,
"m": 1.0
},
{
"p": 0.30778539180755615,
"m": 1.0
},
{
"p": 0.533079981803894,
"m": 1.0
},
{
"p": 0.1228843554854393,
"m": 1.0
},
{
"p": 0.053851280361413956,
"m": 1.0
},
{
"p": 0.02742399089038372,
"m": 1.0
},
{
"p": 0.14949439465999603,
"m": 1.0
},
{
"p": 0.13863718509674072,
"m": 1.0
}
]
},
{
"epoch": 83,
"train_loss": 0.21201297640800476,
"val_loss": 1.2233036756515503,
"acc": 66.41,
"time": 5.669231700999944,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.2265232354402542,
"m": 1.0
},
{
"p": 0.4342946410179138,
"m": 1.0
},
{
"p": 0.40519940853118896,
"m": 1.0
},
{
"p": 0.4002591669559479,
"m": 1.0
},
{
"p": 0.350238561630249,
"m": 1.0
},
{
"p": 0.19026023149490356,
"m": 1.0
},
{
"p": 0.45456814765930176,
"m": 1.0
},
{
"p": 0.2508973181247711,
"m": 1.0
},
{
"p": 0.4755789041519165,
"m": 1.0
},
{
"p": 0.022703416645526886,
"m": 1.0
},
{
"p": 0.327005535364151,
"m": 1.0
},
{
"p": 0.5434064269065857,
"m": 1.0
},
{
"p": 0.12932346761226654,
"m": 1.0
},
{
"p": 0.06060275062918663,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.14529889822006226,
"m": 1.0
},
{
"p": 0.1150800958275795,
"m": 1.0
}
]
},
{
"epoch": 84,
"train_loss": 0.054610319435596466,
"val_loss": 1.133123517036438,
"acc": 66.71,
"time": 31.928985011000123,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.2338712066411972,
"m": 1.0
},
{
"p": 0.45052096247673035,
"m": 1.0
},
{
"p": 0.4092327058315277,
"m": 1.0
},
{
"p": 0.4069881737232208,
"m": 1.0
},
{
"p": 0.3530377447605133,
"m": 1.0
},
{
"p": 0.21557635068893433,
"m": 1.0
},
{
"p": 0.4702490270137787,
"m": 1.0
},
{
"p": 0.25295040011405945,
"m": 1.0
},
{
"p": 0.4709432125091553,
"m": 1.0
},
{
"p": 0.02490924671292305,
"m": 1.0
},
{
"p": 0.3395400941371918,
"m": 1.0
},
{
"p": 0.5540985465049744,
"m": 1.0
},
{
"p": 0.13398022949695587,
"m": 1.0
},
{
"p": 0.05588475242257118,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1465367078781128,
"m": 1.0
},
{
"p": 0.1325683444738388,
"m": 1.0
}
]
},
{
"epoch": 85,
"train_loss": 0.40953531861305237,
"val_loss": 1.074408769607544,
"acc": 65.88,
"time": 6.056145974000174,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.23736900091171265,
"m": 1.0
},
{
"p": 0.4572364091873169,
"m": 1.0
},
{
"p": 0.41167932748794556,
"m": 1.0
},
{
"p": 0.4123395085334778,
"m": 1.0
},
{
"p": 0.35447385907173157,
"m": 1.0
},
{
"p": 0.2731402814388275,
"m": 1.0
},
{
"p": 0.48304295539855957,
"m": 1.0
},
{
"p": 0.22082537412643433,
"m": 1.0
},
{
"p": 0.46273064613342285,
"m": 1.0
},
{
"p": 0.03045284003019333,
"m": 1.0
},
{
"p": 0.33947643637657166,
"m": 1.0
},
{
"p": 0.5483573079109192,
"m": 1.0
},
{
"p": 0.1307653933763504,
"m": 1.0
},
{
"p": 0.05856555700302124,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.14793311059474945,
"m": 1.0
},
{
"p": 0.14017754793167114,
"m": 1.0
}
]
},
{
"epoch": 86,
"train_loss": 0.03782299533486366,
"val_loss": 1.1883525848388672,
"acc": 67.03,
"time": 30.76506805600002,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.2397497296333313,
"m": 1.0
},
{
"p": 0.4210131764411926,
"m": 1.0
},
{
"p": 0.4292135238647461,
"m": 1.0
},
{
"p": 0.4159589111804962,
"m": 1.0
},
{
"p": 0.36216145753860474,
"m": 1.0
},
{
"p": 0.2994602918624878,
"m": 1.0
},
{
"p": 0.4950629472732544,
"m": 1.0
},
{
"p": 0.20426738262176514,
"m": 1.0
},
{
"p": 0.46248531341552734,
"m": 1.0
},
{
"p": 0.03297422453761101,
"m": 1.0
},
{
"p": 0.33858343958854675,
"m": 1.0
},
{
"p": 0.543052077293396,
"m": 1.0
},
{
"p": 0.12700223922729492,
"m": 1.0
},
{
"p": 0.0631621852517128,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1505165696144104,
"m": 1.0
},
{
"p": 0.14714351296424866,
"m": 1.0
}
]
},
{
"epoch": 87,
"train_loss": 0.3094390332698822,
"val_loss": 1.2349178791046143,
"acc": 63.51,
"time": 9.664792799999987,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.23915019631385803,
"m": 1.0
},
{
"p": 0.4039119482040405,
"m": 1.0
},
{
"p": 0.43896451592445374,
"m": 1.0
},
{
"p": 0.41784483194351196,
"m": 1.0
},
{
"p": 0.36871373653411865,
"m": 1.0
},
{
"p": 0.3127473294734955,
"m": 1.0
},
{
"p": 0.5086439251899719,
"m": 1.0
},
{
"p": 0.18885302543640137,
"m": 1.0
},
{
"p": 0.4776344895362854,
"m": 1.0
},
{
"p": 0.04321732372045517,
"m": 1.0
},
{
"p": 0.3360758423805237,
"m": 1.0
},
{
"p": 0.5567184686660767,
"m": 1.0
},
{
"p": 0.145425483584404,
"m": 1.0
},
{
"p": 0.08610695600509644,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.14155495166778564,
"m": 1.0
},
{
"p": 0.1465037763118744,
"m": 1.0
}
]
},
{
"epoch": 88,
"train_loss": 0.03179309889674187,
"val_loss": 1.4446284770965576,
"acc": 67.24,
"time": 25.304553070999873,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.23104701936244965,
"m": 1.0
},
{
"p": 0.3877406716346741,
"m": 1.0
},
{
"p": 0.4411068558692932,
"m": 1.0
},
{
"p": 0.41680675745010376,
"m": 1.0
},
{
"p": 0.3624728322029114,
"m": 1.0
},
{
"p": 0.2980504035949707,
"m": 1.0
},
{
"p": 0.5277010202407837,
"m": 1.0
},
{
"p": 0.149129718542099,
"m": 1.0
},
{
"p": 0.48845770955085754,
"m": 1.0
},
{
"p": 0.04869166761636734,
"m": 1.0
},
{
"p": 0.3349323570728302,
"m": 1.0
},
{
"p": 0.564811110496521,
"m": 1.0
},
{
"p": 0.15876366198062897,
"m": 1.0
},
{
"p": 0.10560183972120285,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12543709576129913,
"m": 1.0
},
{
"p": 0.13875004649162292,
"m": 1.0
}
]
},
{
"epoch": 89,
"train_loss": 0.37599918246269226,
"val_loss": 1.277654767036438,
"acc": 65.7,
"time": 13.591443111999979,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.2241651564836502,
"m": 1.0
},
{
"p": 0.3889878988265991,
"m": 1.0
},
{
"p": 0.44181713461875916,
"m": 1.0
},
{
"p": 0.41609078645706177,
"m": 1.0
},
{
"p": 0.35731828212738037,
"m": 1.0
},
{
"p": 0.28240635991096497,
"m": 1.0
},
{
"p": 0.5459325313568115,
"m": 1.0
},
{
"p": 0.09096837043762207,
"m": 1.0
},
{
"p": 0.5036361217498779,
"m": 1.0
},
{
"p": 0.0584072507917881,
"m": 1.0
},
{
"p": 0.3544677197933197,
"m": 1.0
},
{
"p": 0.5703826546669006,
"m": 1.0
},
{
"p": 0.12238455563783646,
"m": 1.0
},
{
"p": 0.12848663330078125,
"m": 1.0
},
{
"p": 0.027053523808717728,
"m": 1.0
},
{
"p": 0.09520058333873749,
"m": 1.0
},
{
"p": 0.1061219573020935,
"m": 1.0
}
]
},
{
"epoch": 90,
"train_loss": 0.02325396053493023,
"val_loss": 1.1841131448745728,
"acc": 67.49,
"time": 21.598162725000066,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.21318016946315765,
"m": 1.0
},
{
"p": 0.4283858835697174,
"m": 1.0
},
{
"p": 0.42112216353416443,
"m": 1.0
},
{
"p": 0.42712655663490295,
"m": 1.0
},
{
"p": 0.3592953383922577,
"m": 1.0
},
{
"p": 0.3015550374984741,
"m": 1.0
},
{
"p": 0.5650278925895691,
"m": 1.0
},
{
"p": 0.04221295565366745,
"m": 1.0
},
{
"p": 0.5052883625030518,
"m": 1.0
},
{
"p": 0.0579000823199749,
"m": 1.0
},
{
"p": 0.36554622650146484,
"m": 1.0
},
{
"p": 0.5727418661117554,
"m": 1.0
},
{
"p": 0.10089834034442902,
"m": 1.0
},
{
"p": 0.14213892817497253,
"m": 1.0
},
{
"p": 0.05109165608882904,
"m": 1.0
},
{
"p": 0.06461124122142792,
"m": 1.0
},
{
"p": 0.05592506006360054,
"m": 1.0
}
]
},
{
"epoch": 91,
"train_loss": 0.9325215220451355,
"val_loss": 1.3833411931991577,
"acc": 65.03,
"time": 17.916944277000084,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.21316629648208618,
"m": 1.0
},
{
"p": 0.44820889830589294,
"m": 1.0
},
{
"p": 0.41207626461982727,
"m": 1.0
},
{
"p": 0.4322960078716278,
"m": 1.0
},
{
"p": 0.3607656955718994,
"m": 1.0
},
{
"p": 0.31683096289634705,
"m": 1.0
},
{
"p": 0.5784484148025513,
"m": 1.0
},
{
"p": 0.0027468204498291016,
"m": 1.0
},
{
"p": 0.5005226731300354,
"m": 1.0
},
{
"p": 0.04809839650988579,
"m": 1.0
},
{
"p": 0.38761016726493835,
"m": 1.0
},
{
"p": 0.5797668695449829,
"m": 1.0
},
{
"p": 0.07763013243675232,
"m": 1.0
},
{
"p": 0.14333724975585938,
"m": 1.0
},
{
"p": 0.06879742443561554,
"m": 1.0
},
{
"p": 0.08316074311733246,
"m": 1.0
},
{
"p": 0.01133243553340435,
"m": 1.0
}
]
},
{
"epoch": 92,
"train_loss": 0.21936222910881042,
"val_loss": 1.2939248085021973,
"acc": 67.36,
"time": 18.637475599000027,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.21857179701328278,
"m": 1.0
},
{
"p": 0.4658512473106384,
"m": 1.0
},
{
"p": 0.4035896956920624,
"m": 1.0
},
{
"p": 0.42991915345191956,
"m": 1.0
},
{
"p": 0.35926130414009094,
"m": 1.0
},
{
"p": 0.30476176738739014,
"m": 1.0
},
{
"p": 0.5993105173110962,
"m": 1.0
},
{
"p": 0.04710408300161362,
"m": 1.0
},
{
"p": 0.4920961856842041,
"m": 1.0
},
{
"p": 0.020815536379814148,
"m": 1.0
},
{
"p": 0.38846564292907715,
"m": 1.0
},
{
"p": 0.5802211761474609,
"m": 1.0
},
{
"p": 0.06741324067115784,
"m": 1.0
},
{
"p": 0.14308200776576996,
"m": 1.0
},
{
"p": 0.07827965915203094,
"m": 1.0
},
{
"p": 0.1055900976061821,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 93,
"train_loss": 0.8097590208053589,
"val_loss": 1.1833845376968384,
"acc": 65.95,
"time": 21.942230432000088,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.20955616235733032,
"m": 1.0
},
{
"p": 0.46758604049682617,
"m": 1.0
},
{
"p": 0.4109046161174774,
"m": 1.0
},
{
"p": 0.4310629069805145,
"m": 1.0
},
{
"p": 0.35851597785949707,
"m": 1.0
},
{
"p": 0.2968931496143341,
"m": 1.0
},
{
"p": 0.6122792959213257,
"m": 1.0
},
{
"p": 0.0889526903629303,
"m": 1.0
},
{
"p": 0.48365601897239685,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.37147393822669983,
"m": 1.0
},
{
"p": 0.5686227679252625,
"m": 1.0
},
{
"p": 0.06974664330482483,
"m": 1.0
},
{
"p": 0.12016981095075607,
"m": 1.0
},
{
"p": 0.06888372451066971,
"m": 1.0
},
{
"p": 0.1181049644947052,
"m": 1.0
},
{
"p": 0.0889422819018364,
"m": 1.0
}
]
},
{
"epoch": 94,
"train_loss": 0.08491766452789307,
"val_loss": 0.9999481439590454,
"acc": 66.92,
"time": 13.85678920800001,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.19730864465236664,
"m": 1.0
},
{
"p": 0.46174144744873047,
"m": 1.0
},
{
"p": 0.4374871850013733,
"m": 1.0
},
{
"p": 0.44216763973236084,
"m": 1.0
},
{
"p": 0.35387200117111206,
"m": 1.0
},
{
"p": 0.3385041058063507,
"m": 1.0
},
{
"p": 0.6571961045265198,
"m": 1.0
},
{
"p": 0.10015690326690674,
"m": 1.0
},
{
"p": 0.4834902882575989,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.3664802312850952,
"m": 1.0
},
{
"p": 0.5592138171195984,
"m": 1.0
},
{
"p": 0.06621464341878891,
"m": 1.0
},
{
"p": 0.10949050635099411,
"m": 1.0
},
{
"p": 0.06292296200990677,
"m": 1.0
},
{
"p": 0.12415127456188202,
"m": 1.0
},
{
"p": 0.16795797646045685,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 0.23136170208454132,
"val_loss": 1.1178348064422607,
"acc": 65.43,
"time": 25.34815938099996,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.19035643339157104,
"m": 1.0
},
{
"p": 0.42991334199905396,
"m": 1.0
},
{
"p": 0.4456307590007782,
"m": 1.0
},
{
"p": 0.4488157033920288,
"m": 1.0
},
{
"p": 0.35497358441352844,
"m": 1.0
},
{
"p": 0.3581448793411255,
"m": 1.0
},
{
"p": 0.6817073225975037,
"m": 1.0
},
{
"p": 0.1029461994767189,
"m": 1.0
},
{
"p": 0.4849839508533478,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.36660727858543396,
"m": 1.0
},
{
"p": 0.5446480512619019,
"m": 1.0
},
{
"p": 0.04198156297206879,
"m": 1.0
},
{
"p": 0.0829564556479454,
"m": 1.0
},
{
"p": 0.02992233820259571,
"m": 1.0
},
{
"p": 0.13018369674682617,
"m": 1.0
},
{
"p": 0.1867624819278717,
"m": 1.0
}
]
},
{
"epoch": 96,
"train_loss": 0.022152775898575783,
"val_loss": 1.056243658065796,
"acc": 66.9,
"time": 9.863842515999977,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.18656164407730103,
"m": 1.0
},
{
"p": 0.39431333541870117,
"m": 1.0
},
{
"p": 0.4459810256958008,
"m": 1.0
},
{
"p": 0.45657169818878174,
"m": 1.0
},
{
"p": 0.3703966736793518,
"m": 1.0
},
{
"p": 0.3761066794395447,
"m": 1.0
},
{
"p": 0.6924199461936951,
"m": 1.0
},
{
"p": 0.07735896855592728,
"m": 1.0
},
{
"p": 0.47768354415893555,
"m": 1.0
},
{
"p": 0.030216773971915245,
"m": 1.0
},
{
"p": 0.3540732264518738,
"m": 1.0
},
{
"p": 0.5381786227226257,
"m": 1.0
},
{
"p": 0.06102532893419266,
"m": 1.0
},
{
"p": 0.06637661159038544,
"m": 1.0
},
{
"p": 0.01470817718654871,
"m": 1.0
},
{
"p": 0.1331813782453537,
"m": 1.0
},
{
"p": 0.19038592278957367,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 0.5507993102073669,
"val_loss": 1.2016987800598145,
"acc": 66.39,
"time": 28.575349913000082,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.20586653053760529,
"m": 1.0
},
{
"p": 0.40701496601104736,
"m": 1.0
},
{
"p": 0.43589988350868225,
"m": 1.0
},
{
"p": 0.465190052986145,
"m": 1.0
},
{
"p": 0.37995144724845886,
"m": 1.0
},
{
"p": 0.3868248462677002,
"m": 1.0
},
{
"p": 0.6966893672943115,
"m": 1.0
},
{
"p": 0.06270207464694977,
"m": 1.0
},
{
"p": 0.472400039434433,
"m": 1.0
},
{
"p": 0.057058073580265045,
"m": 1.0
},
{
"p": 0.33931055665016174,
"m": 1.0
},
{
"p": 0.5346634387969971,
"m": 1.0
},
{
"p": 0.13208620250225067,
"m": 1.0
},
{
"p": 0.02791582979261875,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13552223145961761,
"m": 1.0
},
{
"p": 0.19609998166561127,
"m": 1.0
}
]
},
{
"epoch": 98,
"train_loss": 0.2364775389432907,
"val_loss": 1.337672233581543,
"acc": 67.84,
"time": 6.7230522260001635,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.21981877088546753,
"m": 1.0
},
{
"p": 0.42521703243255615,
"m": 1.0
},
{
"p": 0.4239507019519806,
"m": 1.0
},
{
"p": 0.475626677274704,
"m": 1.0
},
{
"p": 0.3915671110153198,
"m": 1.0
},
{
"p": 0.41006535291671753,
"m": 1.0
},
{
"p": 0.7042057514190674,
"m": 1.0
},
{
"p": 0.08873609453439713,
"m": 1.0
},
{
"p": 0.4773363471031189,
"m": 1.0
},
{
"p": 0.04013529047369957,
"m": 1.0
},
{
"p": 0.3447868227958679,
"m": 1.0
},
{
"p": 0.5240572690963745,
"m": 1.0
},
{
"p": 0.15872351825237274,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.007004664745181799,
"m": 1.0
},
{
"p": 0.1365249902009964,
"m": 1.0
},
{
"p": 0.19908295571804047,
"m": 1.0
}
]
},
{
"epoch": 99,
"train_loss": 0.10910429060459137,
"val_loss": 1.1010315418243408,
"acc": 66.6,
"time": 36.935446258999946,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.22091121971607208,
"m": 1.0
},
{
"p": 0.43264156579971313,
"m": 1.0
},
{
"p": 0.40160438418388367,
"m": 1.0
},
{
"p": 0.47384509444236755,
"m": 1.0
},
{
"p": 0.3966984450817108,
"m": 1.0
},
{
"p": 0.41710731387138367,
"m": 1.0
},
{
"p": 0.7087174654006958,
"m": 1.0
},
{
"p": 0.10131052881479263,
"m": 1.0
},
{
"p": 0.48048776388168335,
"m": 1.0
},
{
"p": 0.025071876123547554,
"m": 1.0
},
{
"p": 0.35252025723457336,
"m": 1.0
},
{
"p": 0.5126752853393555,
"m": 1.0
},
{
"p": 0.16772283613681793,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04576491191983223,
"m": 1.0
},
{
"p": 0.09250717610120773,
"m": 1.0
},
{
"p": 0.20077158510684967,
"m": 1.0
}
]
},
{
"epoch": 100,
"train_loss": 0.3308696746826172,
"val_loss": 1.0881248712539673,
"acc": 67.08,
"time": 5.912653862999832,
"param": [
{
"p": 0.5,
"m": 1.0
},
{
"p": 0.22057600319385529,
"m": 1.0
},
{
"p": 0.4356381893157959,
"m": 1.0
},
{
"p": 0.3840787708759308,
"m": 1.0
},
{
"p": 0.4685571789741516,
"m": 1.0
},
{
"p": 0.3994562029838562,
"m": 1.0
},
{
"p": 0.41532278060913086,
"m": 1.0
},
{
"p": 0.7185903191566467,
"m": 1.0
},
{
"p": 0.1183461844921112,
"m": 1.0
},
{
"p": 0.4676513671875,
"m": 1.0
},
{
"p": 0.009042855352163315,
"m": 1.0
},
{
"p": 0.36117926239967346,
"m": 1.0
},
{
"p": 0.5001848936080933,
"m": 1.0
},
{
"p": 0.19450579583644867,
"m": 1.0
},
{
"p": 0.018293969333171844,
"m": 1.0
},
{
"p": 0.055213674902915955,
"m": 1.0
},
{
"p": 0.07185570895671844,
"m": 1.0
},
{
"p": 0.20147056877613068,
"m": 1.0
}
]
}
]
}
Reference in a new issue View git blame Copy permalink