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_augV5(Mix0.5-14TFx2-MagFxSh)-LeNet)-200 epochs (dataug:0)- 10 in_it.json
Harle, Antoine (Contracteur) 758d6e9b78 Fix LeNet Tensorflow
2019-11-21 12:29:17 -05:00

4771 lines
No EOL
68 KiB
JSON
Raw Blame History

{
"Accuracy": 69.39,
"Time": [
62.45412963704108,
1.9151910873142919
],
"Device": "TITAN RTX",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize"
],
"Log": [
{
"epoch": 1,
"train_loss": 2.327545642852783,
"val_loss": 2.281193733215332,
"acc": 12.74,
"time": 58.993179755,
"param": [
{
"p": 0.015442647971212864,
"m": 0.5
},
{
"p": 0.021600782871246338,
"m": 0.5
},
{
"p": 0.04262353852391243,
"m": 0.5
},
{
"p": 0.10907958447933197,
"m": 0.5
},
{
"p": 0.10457571595907211,
"m": 0.5
},
{
"p": 0.10809224098920822,
"m": 0.5
},
{
"p": 0.059877682477235794,
"m": 0.5
},
{
"p": 0.027431072667241096,
"m": 0.5
},
{
"p": 0.0988885760307312,
"m": 0.5
},
{
"p": 0.09716654568910599,
"m": 0.5
},
{
"p": 0.10083025693893433,
"m": 0.5
},
{
"p": 0.07815130800008774,
"m": 0.5
},
{
"p": 0.06780681014060974,
"m": 0.5
},
{
"p": 0.06843321770429611,
"m": 0.5
}
]
},
{
"epoch": 2,
"train_loss": 2.209153890609741,
"val_loss": 2.143556833267212,
"acc": 25.22,
"time": 61.02441797600001,
"param": [
{
"p": 0.042356912046670914,
"m": 0.5
},
{
"p": 0.03726066276431084,
"m": 0.5
},
{
"p": 0.06592878699302673,
"m": 0.5
},
{
"p": 0.09082523733377457,
"m": 0.5
},
{
"p": 0.08040744066238403,
"m": 0.5
},
{
"p": 0.11417903006076813,
"m": 0.5
},
{
"p": 0.05080794543027878,
"m": 0.5
},
{
"p": 0.04756836220622063,
"m": 0.5
},
{
"p": 0.09612125158309937,
"m": 0.5
},
{
"p": 0.10171369463205338,
"m": 0.5
},
{
"p": 0.1143336147069931,
"m": 0.5
},
{
"p": 0.07930157333612442,
"m": 0.5
},
{
"p": 0.06794296950101852,
"m": 0.5
},
{
"p": 0.011252474039793015,
"m": 0.5
}
]
},
{
"epoch": 3,
"train_loss": 2.077476978302002,
"val_loss": 2.0303497314453125,
"acc": 27.68,
"time": 63.253288758,
"param": [
{
"p": 0.06434420496225357,
"m": 0.5
},
{
"p": 0.037728600203990936,
"m": 0.5
},
{
"p": 0.07650712132453918,
"m": 0.5
},
{
"p": 0.07244525104761124,
"m": 0.5
},
{
"p": 0.07506853342056274,
"m": 0.5
},
{
"p": 0.07648341357707977,
"m": 0.5
},
{
"p": 0.05485902726650238,
"m": 0.5
},
{
"p": 0.05511318892240524,
"m": 0.5
},
{
"p": 0.08698005229234695,
"m": 0.5
},
{
"p": 0.11258482187986374,
"m": 0.5
},
{
"p": 0.1104932427406311,
"m": 0.5
},
{
"p": 0.08787323534488678,
"m": 0.5
},
{
"p": 0.0813790112733841,
"m": 0.5
},
{
"p": 0.00814028736203909,
"m": 0.5
}
]
},
{
"epoch": 4,
"train_loss": 2.0749144554138184,
"val_loss": 1.8850774765014648,
"acc": 33.59,
"time": 63.32888178400003,
"param": [
{
"p": 0.07050630450248718,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.07767380028963089,
"m": 0.5
},
{
"p": 0.08242160826921463,
"m": 0.5
},
{
"p": 0.061725836247205734,
"m": 0.5
},
{
"p": 0.041004396975040436,
"m": 0.5
},
{
"p": 0.06428765505552292,
"m": 0.5
},
{
"p": 0.04522828012704849,
"m": 0.5
},
{
"p": 0.10399679094552994,
"m": 0.5
},
{
"p": 0.12725594639778137,
"m": 0.5
},
{
"p": 0.13741222023963928,
"m": 0.5
},
{
"p": 0.10096283257007599,
"m": 0.5
},
{
"p": 0.08752430230379105,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
}
]
},
{
"epoch": 5,
"train_loss": 2.0074470043182373,
"val_loss": 1.7325470447540283,
"acc": 38.18,
"time": 61.901183136999975,
"param": [
{
"p": 0.08467529714107513,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.09108006209135056,
"m": 0.5
},
{
"p": 0.09760978817939758,
"m": 0.5
},
{
"p": 0.044434804469347,
"m": 0.5
},
{
"p": 0.027509570121765137,
"m": 0.5
},
{
"p": 0.06677382439374924,
"m": 0.5
},
{
"p": 0.04591287672519684,
"m": 0.5
},
{
"p": 0.12796692550182343,
"m": 0.5
},
{
"p": 0.12304234504699707,
"m": 0.5
},
{
"p": 0.1262967735528946,
"m": 0.5
},
{
"p": 0.07911346852779388,
"m": 0.5
},
{
"p": 0.08558423817157745,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
}
]
},
{
"epoch": 6,
"train_loss": 1.8502222299575806,
"val_loss": 1.6702537536621094,
"acc": 42.97,
"time": 62.89890769499999,
"param": [
{
"p": 0.08845242857933044,
"m": 0.5
},
{
"p": 0.006168043706566095,
"m": 0.5
},
{
"p": 0.094816192984581,
"m": 0.5
},
{
"p": 0.10695146024227142,
"m": 0.5
},
{
"p": 0.03842524439096451,
"m": 0.5
},
{
"p": 0.028139090165495872,
"m": 0.5
},
{
"p": 0.07362524420022964,
"m": 0.5
},
{
"p": 0.06470061093568802,
"m": 0.5
},
{
"p": 0.12473799288272858,
"m": 0.5
},
{
"p": 0.11029939353466034,
"m": 0.5
},
{
"p": 0.10734501481056213,
"m": 0.5
},
{
"p": 0.06959264725446701,
"m": 0.5
},
{
"p": 0.0867467150092125,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
}
]
},
{
"epoch": 7,
"train_loss": 1.8327831029891968,
"val_loss": 1.5514780282974243,
"acc": 43.29,
"time": 64.52530978300001,
"param": [
{
"p": 0.06857389211654663,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.09925252199172974,
"m": 0.5
},
{
"p": 0.11238904297351837,
"m": 0.5
},
{
"p": 0.015857210382819176,
"m": 0.5
},
{
"p": 0.04154948145151138,
"m": 0.5
},
{
"p": 0.09061159938573837,
"m": 0.5
},
{
"p": 0.06866641342639923,
"m": 0.5
},
{
"p": 0.13194507360458374,
"m": 0.5
},
{
"p": 0.10736987739801407,
"m": 0.5
},
{
"p": 0.10468843579292297,
"m": 0.5
},
{
"p": 0.059481795877218246,
"m": 0.5
},
{
"p": 0.09961463510990143,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
}
]
},
{
"epoch": 8,
"train_loss": 1.6304508447647095,
"val_loss": 1.6033238172531128,
"acc": 45.42,
"time": 60.77153395600004,
"param": [
{
"p": 0.04142617806792259,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.10742294788360596,
"m": 0.5
},
{
"p": 0.1279691904783249,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.008039761334657669,
"m": 0.5
},
{
"p": 0.08680538833141327,
"m": 0.5
},
{
"p": 0.07971128076314926,
"m": 0.5
},
{
"p": 0.1600319892168045,
"m": 0.5
},
{
"p": 0.12013218551874161,
"m": 0.5
},
{
"p": 0.12048234790563583,
"m": 0.5
},
{
"p": 0.03386737406253815,
"m": 0.5
},
{
"p": 0.11411136388778687,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
}
]
},
{
"epoch": 9,
"train_loss": 1.6114556789398193,
"val_loss": 1.4470016956329346,
"acc": 46.05,
"time": 63.41871555400007,
"param": [
{
"p": 0.035544898360967636,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.11465398967266083,
"m": 0.5
},
{
"p": 0.11566878110170364,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.08177120983600616,
"m": 0.5
},
{
"p": 0.08653358370065689,
"m": 0.5
},
{
"p": 0.1855141669511795,
"m": 0.5
},
{
"p": 0.13542430102825165,
"m": 0.5
},
{
"p": 0.12412827461957932,
"m": 0.5
},
{
"p": 0.010146543383598328,
"m": 0.5
},
{
"p": 0.11061419546604156,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
}
]
},
{
"epoch": 10,
"train_loss": 1.6523137092590332,
"val_loss": 1.5390475988388062,
"acc": 44.99,
"time": 61.86169791999998,
"param": [
{
"p": 0.029919350519776344,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.10124372690916061,
"m": 0.5
},
{
"p": 0.1102176308631897,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.07995936274528503,
"m": 0.5
},
{
"p": 0.07558263838291168,
"m": 0.5
},
{
"p": 0.20170500874519348,
"m": 0.5
},
{
"p": 0.14660386741161346,
"m": 0.5
},
{
"p": 0.1340808868408203,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.1206875890493393,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
}
]
},
{
"epoch": 11,
"train_loss": 1.3472851514816284,
"val_loss": 1.5250608921051025,
"acc": 48.02,
"time": 61.228073687000006,
"param": [
{
"p": 0.03286445513367653,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.09077459573745728,
"m": 0.5
},
{
"p": 0.11415090411901474,
"m": 0.5
},
{
"p": 0.0006121559417806566,
"m": 0.5
},
{
"p": 5.024286565458169e-06,
"m": 0.5
},
{
"p": 0.0838950127363205,
"m": 0.5
},
{
"p": 0.06628768891096115,
"m": 0.5
},
{
"p": 0.19642451405525208,
"m": 0.5
},
{
"p": 0.1455618143081665,
"m": 0.5
},
{
"p": 0.14290264248847961,
"m": 0.5
},
{
"p": 0.001987011404708028,
"m": 0.5
},
{
"p": 0.12434294074773788,
"m": 0.5
},
{
"p": 0.0001912181469378993,
"m": 0.5
}
]
},
{
"epoch": 12,
"train_loss": 1.6270824670791626,
"val_loss": 1.479796290397644,
"acc": 48.22,
"time": 62.28476808999994,
"param": [
{
"p": 0.05076507851481438,
"m": 0.5
},
{
"p": 0.015776243060827255,
"m": 0.5
},
{
"p": 0.07621719688177109,
"m": 0.5
},
{
"p": 0.10281365364789963,
"m": 0.5
},
{
"p": 0.00965950544923544,
"m": 0.5
},
{
"p": 0.017430122941732407,
"m": 0.5
},
{
"p": 0.09013751894235611,
"m": 0.5
},
{
"p": 0.06091303378343582,
"m": 0.5
},
{
"p": 0.1621018797159195,
"m": 0.5
},
{
"p": 0.12861287593841553,
"m": 0.5
},
{
"p": 0.13497798144817352,
"m": 0.5
},
{
"p": 0.020224150270223618,
"m": 0.5
},
{
"p": 0.10620690882205963,
"m": 0.5
},
{
"p": 0.024163782596588135,
"m": 0.5
}
]
},
{
"epoch": 13,
"train_loss": 1.5289415121078491,
"val_loss": 1.2751579284667969,
"acc": 51.32,
"time": 61.168068062999964,
"param": [
{
"p": 0.06359594315290451,
"m": 0.5
},
{
"p": 0.02233581244945526,
"m": 0.5
},
{
"p": 0.07575230300426483,
"m": 0.5
},
{
"p": 0.08928658813238144,
"m": 0.5
},
{
"p": 0.008968960493803024,
"m": 0.5
},
{
"p": 0.029026616364717484,
"m": 0.5
},
{
"p": 0.08852854371070862,
"m": 0.5
},
{
"p": 0.0609455481171608,
"m": 0.5
},
{
"p": 0.14586058259010315,
"m": 0.5
},
{
"p": 0.11219948530197144,
"m": 0.5
},
{
"p": 0.12913519144058228,
"m": 0.5
},
{
"p": 0.04525109753012657,
"m": 0.5
},
{
"p": 0.09855394065380096,
"m": 0.5
},
{
"p": 0.0305593591183424,
"m": 0.5
}
]
},
{
"epoch": 14,
"train_loss": 1.5570801496505737,
"val_loss": 1.3978196382522583,
"acc": 51.06,
"time": 64.48644178100005,
"param": [
{
"p": 0.07365589588880539,
"m": 0.5
},
{
"p": 0.011345906183123589,
"m": 0.5
},
{
"p": 0.08059472590684891,
"m": 0.5
},
{
"p": 0.07938036322593689,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.034365106374025345,
"m": 0.5
},
{
"p": 0.0853050947189331,
"m": 0.5
},
{
"p": 0.06094755232334137,
"m": 0.5
},
{
"p": 0.15460029244422913,
"m": 0.5
},
{
"p": 0.10927452892065048,
"m": 0.5
},
{
"p": 0.13612596690654755,
"m": 0.5
},
{
"p": 0.07356351613998413,
"m": 0.5
},
{
"p": 0.0897374227643013,
"m": 0.5
},
{
"p": 0.0111036142334342,
"m": 0.5
}
]
},
{
"epoch": 15,
"train_loss": 1.5101839303970337,
"val_loss": 1.391287922859192,
"acc": 53.01,
"time": 68.8881286830001,
"param": [
{
"p": 0.08109792321920395,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.077412448823452,
"m": 0.5
},
{
"p": 0.07301119714975357,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.018075332045555115,
"m": 0.5
},
{
"p": 0.08006564527750015,
"m": 0.5
},
{
"p": 0.06702779978513718,
"m": 0.5
},
{
"p": 0.16805852949619293,
"m": 0.5
},
{
"p": 0.11485648155212402,
"m": 0.5
},
{
"p": 0.14486104249954224,
"m": 0.5
},
{
"p": 0.08497661352157593,
"m": 0.5
},
{
"p": 0.09055692702531815,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
}
]
},
{
"epoch": 16,
"train_loss": 1.5777263641357422,
"val_loss": 1.1724388599395752,
"acc": 53.91,
"time": 65.60547283999995,
"param": [
{
"p": 0.0855526253581047,
"m": 0.5
},
{
"p": 0.002264751121401787,
"m": 0.5
},
{
"p": 0.07161073386669159,
"m": 0.5
},
{
"p": 0.07362886518239975,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.011711782775819302,
"m": 0.5
},
{
"p": 0.08539711683988571,
"m": 0.5
},
{
"p": 0.0657052993774414,
"m": 0.5
},
{
"p": 0.1657429188489914,
"m": 0.5
},
{
"p": 0.11283760517835617,
"m": 0.5
},
{
"p": 0.1442696750164032,
"m": 0.5
},
{
"p": 0.09848344326019287,
"m": 0.5
},
{
"p": 0.0827951580286026,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
}
]
},
{
"epoch": 17,
"train_loss": 1.6750164031982422,
"val_loss": 1.4289761781692505,
"acc": 53.86,
"time": 63.18230513000003,
"param": [
{
"p": 0.0825098380446434,
"m": 0.5
},
{
"p": 0.0039546978659927845,
"m": 0.5
},
{
"p": 0.06723678112030029,
"m": 0.5
},
{
"p": 0.0757051631808281,
"m": 0.5
},
{
"p": 0.007184906397014856,
"m": 0.5
},
{
"p": 0.011496126651763916,
"m": 0.5
},
{
"p": 0.1005002036690712,
"m": 0.5
},
{
"p": 0.060439400374889374,
"m": 0.5
},
{
"p": 0.16828645765781403,
"m": 0.5
},
{
"p": 0.1065690666437149,
"m": 0.5
},
{
"p": 0.13076151907444,
"m": 0.5
},
{
"p": 0.10926744341850281,
"m": 0.5
},
{
"p": 0.07542992383241653,
"m": 0.5
},
{
"p": 0.0006583381327800453,
"m": 0.5
}
]
},
{
"epoch": 18,
"train_loss": 1.520806908607483,
"val_loss": 1.275354027748108,
"acc": 55.38,
"time": 68.90726232600014,
"param": [
{
"p": 0.07931673526763916,
"m": 0.5
},
{
"p": 0.020928801968693733,
"m": 0.5
},
{
"p": 0.059522539377212524,
"m": 0.5
},
{
"p": 0.0766940489411354,
"m": 0.5
},
{
"p": 0.01691373810172081,
"m": 0.5
},
{
"p": 0.03301038220524788,
"m": 0.5
},
{
"p": 0.1043240875005722,
"m": 0.5
},
{
"p": 0.05426737666130066,
"m": 0.5
},
{
"p": 0.16554509103298187,
"m": 0.5
},
{
"p": 0.10166440159082413,
"m": 0.5
},
{
"p": 0.10621709376573563,
"m": 0.5
},
{
"p": 0.10989047586917877,
"m": 0.5
},
{
"p": 0.06129129230976105,
"m": 0.5
},
{
"p": 0.01041390560567379,
"m": 0.5
}
]
},
{
"epoch": 19,
"train_loss": 1.4400073289871216,
"val_loss": 1.2314105033874512,
"acc": 56.99,
"time": 67.57687496199992,
"param": [
{
"p": 0.07452617585659027,
"m": 0.5
},
{
"p": 0.01836484484374523,
"m": 0.5
},
{
"p": 0.05542971193790436,
"m": 0.5
},
{
"p": 0.07606534659862518,
"m": 0.5
},
{
"p": 0.007693937048316002,
"m": 0.5
},
{
"p": 0.040160905569791794,
"m": 0.5
},
{
"p": 0.11565329134464264,
"m": 0.5
},
{
"p": 0.05686187371611595,
"m": 0.5
},
{
"p": 0.16785942018032074,
"m": 0.5
},
{
"p": 0.10324320197105408,
"m": 0.5
},
{
"p": 0.10473408550024033,
"m": 0.5
},
{
"p": 0.10534925758838654,
"m": 0.5
},
{
"p": 0.06776335835456848,
"m": 0.5
},
{
"p": 0.006294635124504566,
"m": 0.5
}
]
},
{
"epoch": 20,
"train_loss": 1.5143636465072632,
"val_loss": 1.354600429534912,
"acc": 57.18,
"time": 64.60736156600001,
"param": [
{
"p": 0.07682662457227707,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.05456352233886719,
"m": 0.5
},
{
"p": 0.07608615607023239,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.0423918180167675,
"m": 0.5
},
{
"p": 0.12048321217298508,
"m": 0.5
},
{
"p": 0.05486058071255684,
"m": 0.5
},
{
"p": 0.17693473398685455,
"m": 0.5
},
{
"p": 0.11163462698459625,
"m": 0.5
},
{
"p": 0.12089823931455612,
"m": 0.5
},
{
"p": 0.10103053599596024,
"m": 0.5
},
{
"p": 0.06429000198841095,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
}
]
},
{
"epoch": 21,
"train_loss": 1.3388253450393677,
"val_loss": 1.2433985471725464,
"acc": 57.43,
"time": 62.17899894800007,
"param": [
{
"p": 0.07995650172233582,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.046983566135168076,
"m": 0.5
},
{
"p": 0.08148176968097687,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.02731023170053959,
"m": 0.5
},
{
"p": 0.1263359785079956,
"m": 0.5
},
{
"p": 0.05415709689259529,
"m": 0.5
},
{
"p": 0.18197792768478394,
"m": 0.5
},
{
"p": 0.13104112446308136,
"m": 0.5
},
{
"p": 0.1266602873802185,
"m": 0.5
},
{
"p": 0.08954949676990509,
"m": 0.5
},
{
"p": 0.05454598367214203,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
}
]
},
{
"epoch": 22,
"train_loss": 1.2886251211166382,
"val_loss": 1.3160579204559326,
"acc": 56.92,
"time": 62.577793005999865,
"param": [
{
"p": 0.08492287993431091,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.03840740770101547,
"m": 0.5
},
{
"p": 0.07214077562093735,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.004060198552906513,
"m": 0.5
},
{
"p": 0.1443290412425995,
"m": 0.5
},
{
"p": 0.05602887645363808,
"m": 0.5
},
{
"p": 0.2035195529460907,
"m": 0.5
},
{
"p": 0.15615534782409668,
"m": 0.5
},
{
"p": 0.11286556720733643,
"m": 0.5
},
{
"p": 0.08568090945482254,
"m": 0.5
},
{
"p": 0.04188941419124603,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
}
]
},
{
"epoch": 23,
"train_loss": 1.299673080444336,
"val_loss": 1.110965371131897,
"acc": 58.1,
"time": 61.38924582300001,
"param": [
{
"p": 0.09547804296016693,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.04682527855038643,
"m": 0.5
},
{
"p": 0.06071837991476059,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 9.584432700648904e-05,
"m": 0.5
},
{
"p": 0.14440509676933289,
"m": 0.5
},
{
"p": 0.05210345610976219,
"m": 0.5
},
{
"p": 0.2139299362897873,
"m": 0.5
},
{
"p": 0.16062110662460327,
"m": 0.5
},
{
"p": 0.09438363462686539,
"m": 0.5
},
{
"p": 0.08594208210706711,
"m": 0.5
},
{
"p": 0.04549704119563103,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
}
]
},
{
"epoch": 24,
"train_loss": 1.4572640657424927,
"val_loss": 1.2223788499832153,
"acc": 56.8,
"time": 62.82389379899996,
"param": [
{
"p": 0.11150547862052917,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.05629419907927513,
"m": 0.5
},
{
"p": 0.03472051024436951,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.14933165907859802,
"m": 0.5
},
{
"p": 0.060319311916828156,
"m": 0.5
},
{
"p": 0.2384026199579239,
"m": 0.5
},
{
"p": 0.15807753801345825,
"m": 0.5
},
{
"p": 0.07394138723611832,
"m": 0.5
},
{
"p": 0.08476132899522781,
"m": 0.5
},
{
"p": 0.03264595568180084,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
}
]
},
{
"epoch": 25,
"train_loss": 1.0874409675598145,
"val_loss": 1.230012059211731,
"acc": 59.41,
"time": 61.623803913000074,
"param": [
{
"p": 0.12495282292366028,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.06662510335445404,
"m": 0.5
},
{
"p": 0.0237860269844532,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.1539602428674698,
"m": 0.5
},
{
"p": 0.07110168784856796,
"m": 0.5
},
{
"p": 0.2601384222507477,
"m": 0.5
},
{
"p": 0.16122516989707947,
"m": 0.5
},
{
"p": 0.04123701900243759,
"m": 0.5
},
{
"p": 0.07412843406200409,
"m": 0.5
},
{
"p": 0.022845037281513214,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
}
]
},
{
"epoch": 26,
"train_loss": 1.1047701835632324,
"val_loss": 1.160912036895752,
"acc": 59.61,
"time": 61.499900058999856,
"param": [
{
"p": 0.13943523168563843,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.06749439984560013,
"m": 0.5
},
{
"p": 0.01824112795293331,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.1642642319202423,
"m": 0.5
},
{
"p": 0.07540982961654663,
"m": 0.5
},
{
"p": 0.2752464711666107,
"m": 0.5
},
{
"p": 0.15713854134082794,
"m": 0.5
},
{
"p": 0.018291587010025978,
"m": 0.5
},
{
"p": 0.06402148306369781,
"m": 0.5
},
{
"p": 0.02045709639787674,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
}
]
},
{
"epoch": 27,
"train_loss": 1.6347341537475586,
"val_loss": 1.2347526550292969,
"acc": 59.68,
"time": 62.136891836999894,
"param": [
{
"p": 0.139405757188797,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.07643340528011322,
"m": 0.5
},
{
"p": 0.01844722405076027,
"m": 0.5
},
{
"p": 0.0027951058000326157,
"m": 0.5
},
{
"p": 0.0024471695069223642,
"m": 0.5
},
{
"p": 0.16034504771232605,
"m": 0.5
},
{
"p": 0.07868748158216476,
"m": 0.5
},
{
"p": 0.2762000262737274,
"m": 0.5
},
{
"p": 0.147528737783432,
"m": 0.5
},
{
"p": 0.018505286425352097,
"m": 0.5
},
{
"p": 0.057274505496025085,
"m": 0.5
},
{
"p": 0.021930228918790817,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
}
]
},
{
"epoch": 28,
"train_loss": 1.260465145111084,
"val_loss": 1.2097065448760986,
"acc": 60.48,
"time": 61.74392085800014,
"param": [
{
"p": 0.1354966014623642,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.08370866626501083,
"m": 0.5
},
{
"p": 0.008931021206080914,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.0222319345921278,
"m": 0.5
},
{
"p": 0.14839042723178864,
"m": 0.5
},
{
"p": 0.08816283196210861,
"m": 0.5
},
{
"p": 0.2669502794742584,
"m": 0.5
},
{
"p": 0.1414426565170288,
"m": 0.5
},
{
"p": 0.02714753895998001,
"m": 0.5
},
{
"p": 0.0507178008556366,
"m": 0.5
},
{
"p": 0.02682027965784073,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
}
]
},
{
"epoch": 29,
"train_loss": 1.044488549232483,
"val_loss": 1.0644865036010742,
"acc": 60.47,
"time": 62.001549020999846,
"param": [
{
"p": 0.12670254707336426,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.0830877423286438,
"m": 0.5
},
{
"p": 0.010434241034090519,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.03597315028309822,
"m": 0.5
},
{
"p": 0.14631417393684387,
"m": 0.5
},
{
"p": 0.10348184406757355,
"m": 0.5
},
{
"p": 0.25800222158432007,
"m": 0.5
},
{
"p": 0.13078725337982178,
"m": 0.5
},
{
"p": 0.037272535264492035,
"m": 0.5
},
{
"p": 0.03479468449950218,
"m": 0.5
},
{
"p": 0.03314955532550812,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
}
]
},
{
"epoch": 30,
"train_loss": 1.2281582355499268,
"val_loss": 1.0814330577850342,
"acc": 61.95,
"time": 61.31559158799996,
"param": [
{
"p": 0.12495634704828262,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.09335068613290787,
"m": 0.5
},
{
"p": 0.016346393153071404,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.04290855675935745,
"m": 0.5
},
{
"p": 0.1379043012857437,
"m": 0.5
},
{
"p": 0.09954112768173218,
"m": 0.5
},
{
"p": 0.23801292479038239,
"m": 0.5
},
{
"p": 0.11718249320983887,
"m": 0.5
},
{
"p": 0.05303113907575607,
"m": 0.5
},
{
"p": 0.025625571608543396,
"m": 0.5
},
{
"p": 0.05114047974348068,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
}
]
},
{
"epoch": 31,
"train_loss": 1.2957664728164673,
"val_loss": 1.0901328325271606,
"acc": 61.79,
"time": 61.045696862999876,
"param": [
{
"p": 0.11227426677942276,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.09318365901708603,
"m": 0.5
},
{
"p": 0.03543210029602051,
"m": 0.5
},
{
"p": 0.006509582512080669,
"m": 0.5
},
{
"p": 0.05359121039509773,
"m": 0.5
},
{
"p": 0.12052217870950699,
"m": 0.5
},
{
"p": 0.08384072780609131,
"m": 0.5
},
{
"p": 0.22157324850559235,
"m": 0.5
},
{
"p": 0.10616375505924225,
"m": 0.5
},
{
"p": 0.07937148958444595,
"m": 0.5
},
{
"p": 0.024434315040707588,
"m": 0.5
},
{
"p": 0.06310007721185684,
"m": 0.5
},
{
"p": 3.4049533041979885e-06,
"m": 0.5
}
]
},
{
"epoch": 32,
"train_loss": 1.148205041885376,
"val_loss": 1.052962303161621,
"acc": 61.49,
"time": 61.320754948000285,
"param": [
{
"p": 0.11061041057109833,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.11765393614768982,
"m": 0.5
},
{
"p": 0.05390515550971031,
"m": 0.5
},
{
"p": 0.0190903153270483,
"m": 0.5
},
{
"p": 0.05992986634373665,
"m": 0.5
},
{
"p": 0.10886308550834656,
"m": 0.5
},
{
"p": 0.068958580493927,
"m": 0.5
},
{
"p": 0.19580836594104767,
"m": 0.5
},
{
"p": 0.09009572118520737,
"m": 0.5
},
{
"p": 0.08455675840377808,
"m": 0.5
},
{
"p": 0.03105924464762211,
"m": 0.5
},
{
"p": 0.05870889872312546,
"m": 0.5
},
{
"p": 0.0007597196963615716,
"m": 0.5
}
]
},
{
"epoch": 33,
"train_loss": 1.2533233165740967,
"val_loss": 1.094424843788147,
"acc": 63.87,
"time": 63.13554349499964,
"param": [
{
"p": 0.11262505501508713,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.13491888344287872,
"m": 0.5
},
{
"p": 0.07040156424045563,
"m": 0.5
},
{
"p": 0.02802804484963417,
"m": 0.5
},
{
"p": 0.0454581193625927,
"m": 0.5
},
{
"p": 0.10882402956485748,
"m": 0.5
},
{
"p": 0.0654839426279068,
"m": 0.5
},
{
"p": 0.1653878539800644,
"m": 0.5
},
{
"p": 0.07815137505531311,
"m": 0.5
},
{
"p": 0.07136797159910202,
"m": 0.5
},
{
"p": 0.04086025431752205,
"m": 0.5
},
{
"p": 0.07770480960607529,
"m": 0.5
},
{
"p": 0.0007881377823650837,
"m": 0.5
}
]
},
{
"epoch": 34,
"train_loss": 1.0486747026443481,
"val_loss": 1.0178745985031128,
"acc": 63.42,
"time": 63.187662201999956,
"param": [
{
"p": 0.11333204805850983,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.14006829261779785,
"m": 0.5
},
{
"p": 0.07506224513053894,
"m": 0.5
},
{
"p": 0.03396124765276909,
"m": 0.5
},
{
"p": 0.03452002629637718,
"m": 0.5
},
{
"p": 0.11030025035142899,
"m": 0.5
},
{
"p": 0.06995324790477753,
"m": 0.5
},
{
"p": 0.140252947807312,
"m": 0.5
},
{
"p": 0.08024749904870987,
"m": 0.5
},
{
"p": 0.06181377172470093,
"m": 0.5
},
{
"p": 0.05051210895180702,
"m": 0.5
},
{
"p": 0.08997638523578644,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
}
]
},
{
"epoch": 35,
"train_loss": 1.33012056350708,
"val_loss": 0.9789363741874695,
"acc": 64.07,
"time": 63.52582418500015,
"param": [
{
"p": 0.11266836524009705,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.13847020268440247,
"m": 0.5
},
{
"p": 0.0781213566660881,
"m": 0.5
},
{
"p": 0.027765339240431786,
"m": 0.5
},
{
"p": 0.027183856815099716,
"m": 0.5
},
{
"p": 0.10960311442613602,
"m": 0.5
},
{
"p": 0.07312719523906708,
"m": 0.5
},
{
"p": 0.12665784358978271,
"m": 0.5
},
{
"p": 0.07850772887468338,
"m": 0.5
},
{
"p": 0.06329888105392456,
"m": 0.5
},
{
"p": 0.05076681822538376,
"m": 0.5
},
{
"p": 0.10725025087594986,
"m": 0.5
},
{
"p": 0.006579065229743719,
"m": 0.5
}
]
},
{
"epoch": 36,
"train_loss": 1.3248471021652222,
"val_loss": 0.978034257888794,
"acc": 63.97,
"time": 62.70007226100006,
"param": [
{
"p": 0.10395465046167374,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.14805884659290314,
"m": 0.5
},
{
"p": 0.07480262964963913,
"m": 0.5
},
{
"p": 0.02758752554655075,
"m": 0.5
},
{
"p": 0.03449602797627449,
"m": 0.5
},
{
"p": 0.10760330408811569,
"m": 0.5
},
{
"p": 0.06910695135593414,
"m": 0.5
},
{
"p": 0.11205421388149261,
"m": 0.5
},
{
"p": 0.08912524580955505,
"m": 0.5
},
{
"p": 0.05603323504328728,
"m": 0.5
},
{
"p": 0.051386624574661255,
"m": 0.5
},
{
"p": 0.11710002273321152,
"m": 0.5
},
{
"p": 0.008690714836120605,
"m": 0.5
}
]
},
{
"epoch": 37,
"train_loss": 1.093611240386963,
"val_loss": 0.9646323919296265,
"acc": 63.11,
"time": 62.736447033999866,
"param": [
{
"p": 0.09505447000265121,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.16005085408687592,
"m": 0.5
},
{
"p": 0.07469082623720169,
"m": 0.5
},
{
"p": 0.029476063326001167,
"m": 0.5
},
{
"p": 0.04922712221741676,
"m": 0.5
},
{
"p": 0.10210863500833511,
"m": 0.5
},
{
"p": 0.06159218028187752,
"m": 0.5
},
{
"p": 0.10589271783828735,
"m": 0.5
},
{
"p": 0.09402420371770859,
"m": 0.5
},
{
"p": 0.0473460853099823,
"m": 0.5
},
{
"p": 0.047318123281002045,
"m": 0.5
},
{
"p": 0.13222463428974152,
"m": 0.5
},
{
"p": 0.0009940863819792867,
"m": 0.5
}
]
},
{
"epoch": 38,
"train_loss": 1.2411041259765625,
"val_loss": 0.9894080758094788,
"acc": 64.21,
"time": 62.212739188999876,
"param": [
{
"p": 0.08091625571250916,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.1693451702594757,
"m": 0.5
},
{
"p": 0.07233837246894836,
"m": 0.5
},
{
"p": 0.022067593410611153,
"m": 0.5
},
{
"p": 0.053546831011772156,
"m": 0.5
},
{
"p": 0.10615205764770508,
"m": 0.5
},
{
"p": 0.058848436921834946,
"m": 0.5
},
{
"p": 0.09479311853647232,
"m": 0.5
},
{
"p": 0.093558169901371,
"m": 0.5
},
{
"p": 0.05452730134129524,
"m": 0.5
},
{
"p": 0.04904274642467499,
"m": 0.5
},
{
"p": 0.14486393332481384,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
}
]
},
{
"epoch": 39,
"train_loss": 1.2447917461395264,
"val_loss": 1.0577104091644287,
"acc": 65.05,
"time": 61.64594443899978,
"param": [
{
"p": 0.07419761270284653,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.17804989218711853,
"m": 0.5
},
{
"p": 0.07017102837562561,
"m": 0.5
},
{
"p": 0.019298119470477104,
"m": 0.5
},
{
"p": 0.03842085227370262,
"m": 0.5
},
{
"p": 0.10276465117931366,
"m": 0.5
},
{
"p": 0.07383906096220016,
"m": 0.5
},
{
"p": 0.09519519656896591,
"m": 0.5
},
{
"p": 0.08318383246660233,
"m": 0.5
},
{
"p": 0.07298572361469269,
"m": 0.5
},
{
"p": 0.04908265173435211,
"m": 0.5
},
{
"p": 0.13411051034927368,
"m": 0.5
},
{
"p": 0.008700838312506676,
"m": 0.5
}
]
},
{
"epoch": 40,
"train_loss": 1.1055725812911987,
"val_loss": 1.110740065574646,
"acc": 64.17,
"time": 62.950892188000125,
"param": [
{
"p": 0.06862156093120575,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.2052009552717209,
"m": 0.5
},
{
"p": 0.05932293087244034,
"m": 0.5
},
{
"p": 0.004831488244235516,
"m": 0.5
},
{
"p": 0.019259922206401825,
"m": 0.5
},
{
"p": 0.10526417195796967,
"m": 0.5
},
{
"p": 0.08964771032333374,
"m": 0.5
},
{
"p": 0.09503071010112762,
"m": 0.5
},
{
"p": 0.07803480327129364,
"m": 0.5
},
{
"p": 0.08318870514631271,
"m": 0.5
},
{
"p": 0.04199143871665001,
"m": 0.5
},
{
"p": 0.13903002440929413,
"m": 0.5
},
{
"p": 0.010575594380497932,
"m": 0.5
}
]
},
{
"epoch": 41,
"train_loss": 1.1302603483200073,
"val_loss": 1.0807849168777466,
"acc": 65.99,
"time": 62.00689397499991,
"param": [
{
"p": 0.06709326058626175,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.21620456874370575,
"m": 0.5
},
{
"p": 0.05049203708767891,
"m": 0.5
},
{
"p": 0.0024909614585340023,
"m": 0.5
},
{
"p": 0.02717936970293522,
"m": 0.5
},
{
"p": 0.1031048521399498,
"m": 0.5
},
{
"p": 0.08771878480911255,
"m": 0.5
},
{
"p": 0.08927810937166214,
"m": 0.5
},
{
"p": 0.08662436902523041,
"m": 0.5
},
{
"p": 0.0925217866897583,
"m": 0.5
},
{
"p": 0.033364567905664444,
"m": 0.5
},
{
"p": 0.13775266706943512,
"m": 0.5
},
{
"p": 0.006174593232572079,
"m": 0.5
}
]
},
{
"epoch": 42,
"train_loss": 1.1500110626220703,
"val_loss": 1.0295329093933105,
"acc": 64.81,
"time": 62.44586201899983,
"param": [
{
"p": 0.06715907156467438,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.22558067739009857,
"m": 0.5
},
{
"p": 0.03462778404355049,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.034890271723270416,
"m": 0.5
},
{
"p": 0.10108203440904617,
"m": 0.5
},
{
"p": 0.07888375222682953,
"m": 0.5
},
{
"p": 0.09070737659931183,
"m": 0.5
},
{
"p": 0.08939458429813385,
"m": 0.5
},
{
"p": 0.09152854979038239,
"m": 0.5
},
{
"p": 0.033107955008745193,
"m": 0.5
},
{
"p": 0.14361637830734253,
"m": 0.5
},
{
"p": 0.009421627037227154,
"m": 0.5
}
]
},
{
"epoch": 43,
"train_loss": 1.1146502494812012,
"val_loss": 1.0400739908218384,
"acc": 64.87,
"time": 62.952995355999974,
"param": [
{
"p": 0.05860061198472977,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.2292451411485672,
"m": 0.5
},
{
"p": 0.0339764729142189,
"m": 0.5
},
{
"p": 0.002224287251010537,
"m": 0.5
},
{
"p": 0.04318918660283089,
"m": 0.5
},
{
"p": 0.0927722230553627,
"m": 0.5
},
{
"p": 0.08423732221126556,
"m": 0.5
},
{
"p": 0.09223514050245285,
"m": 0.5
},
{
"p": 0.08306458592414856,
"m": 0.5
},
{
"p": 0.09979979693889618,
"m": 0.5
},
{
"p": 0.030013423413038254,
"m": 0.5
},
{
"p": 0.1425027698278427,
"m": 0.5
},
{
"p": 0.008139067329466343,
"m": 0.5
}
]
},
{
"epoch": 44,
"train_loss": 1.070911169052124,
"val_loss": 1.0254089832305908,
"acc": 66.38,
"time": 63.2154631479998,
"param": [
{
"p": 0.05695019289851189,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.21953929960727692,
"m": 0.5
},
{
"p": 0.036139149218797684,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.05227193608880043,
"m": 0.5
},
{
"p": 0.08701857924461365,
"m": 0.5
},
{
"p": 0.08476868271827698,
"m": 0.5
},
{
"p": 0.10070031136274338,
"m": 0.5
},
{
"p": 0.07964670658111572,
"m": 0.5
},
{
"p": 0.0976681187748909,
"m": 0.5
},
{
"p": 0.04894527047872543,
"m": 0.5
},
{
"p": 0.12703265249729156,
"m": 0.5
},
{
"p": 0.00931902602314949,
"m": 0.5
}
]
},
{
"epoch": 45,
"train_loss": 0.871082067489624,
"val_loss": 1.1023194789886475,
"acc": 65.08,
"time": 61.77758246100029,
"param": [
{
"p": 0.057161930948495865,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.22905340790748596,
"m": 0.5
},
{
"p": 0.03629602864384651,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.05453316494822502,
"m": 0.5
},
{
"p": 0.07709518820047379,
"m": 0.5
},
{
"p": 0.09814372658729553,
"m": 0.5
},
{
"p": 0.09030154347419739,
"m": 0.5
},
{
"p": 0.06941530108451843,
"m": 0.5
},
{
"p": 0.09652712941169739,
"m": 0.5
},
{
"p": 0.070425845682621,
"m": 0.5
},
{
"p": 0.11897769570350647,
"m": 0.5
},
{
"p": 0.002069115173071623,
"m": 0.5
}
]
},
{
"epoch": 46,
"train_loss": 0.9928342700004578,
"val_loss": 1.068034052848816,
"acc": 65.9,
"time": 60.66277480000008,
"param": [
{
"p": 0.06405208259820938,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.22379015386104584,
"m": 0.5
},
{
"p": 0.041399478912353516,
"m": 0.5
},
{
"p": 0.0023719449527561665,
"m": 0.5
},
{
"p": 0.0598275326192379,
"m": 0.5
},
{
"p": 0.07192877680063248,
"m": 0.5
},
{
"p": 0.11029629409313202,
"m": 0.5
},
{
"p": 0.08644013851881027,
"m": 0.5
},
{
"p": 0.07176369428634644,
"m": 0.5
},
{
"p": 0.08840938657522202,
"m": 0.5
},
{
"p": 0.06906640529632568,
"m": 0.5
},
{
"p": 0.10805581510066986,
"m": 0.5
},
{
"p": 0.0025982677470892668,
"m": 0.5
}
]
},
{
"epoch": 47,
"train_loss": 1.1070010662078857,
"val_loss": 0.9390583038330078,
"acc": 67.02,
"time": 61.60698726500004,
"param": [
{
"p": 0.06830692291259766,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.19052506983280182,
"m": 0.5
},
{
"p": 0.05224448814988136,
"m": 0.5
},
{
"p": 0.005508015863597393,
"m": 0.5
},
{
"p": 0.055507201701402664,
"m": 0.5
},
{
"p": 0.0778234452009201,
"m": 0.5
},
{
"p": 0.09961934387683868,
"m": 0.5
},
{
"p": 0.0869511067867279,
"m": 0.5
},
{
"p": 0.06971970945596695,
"m": 0.5
},
{
"p": 0.09527299553155899,
"m": 0.5
},
{
"p": 0.06928937882184982,
"m": 0.5
},
{
"p": 0.11213012039661407,
"m": 0.5
},
{
"p": 0.017102139070630074,
"m": 0.5
}
]
},
{
"epoch": 48,
"train_loss": 0.9676010012626648,
"val_loss": 0.9150969386100769,
"acc": 67.12,
"time": 63.933153975000096,
"param": [
{
"p": 0.0831703171133995,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.1528858095407486,
"m": 0.5
},
{
"p": 0.0564204566180706,
"m": 0.5
},
{
"p": 0.011602014303207397,
"m": 0.5
},
{
"p": 0.0502781867980957,
"m": 0.5
},
{
"p": 0.07036612927913666,
"m": 0.5
},
{
"p": 0.09242396801710129,
"m": 0.5
},
{
"p": 0.09605907648801804,
"m": 0.5
},
{
"p": 0.0647243931889534,
"m": 0.5
},
{
"p": 0.10132819414138794,
"m": 0.5
},
{
"p": 0.07243561744689941,
"m": 0.5
},
{
"p": 0.12018337100744247,
"m": 0.5
},
{
"p": 0.028122417628765106,
"m": 0.5
}
]
},
{
"epoch": 49,
"train_loss": 0.9882047772407532,
"val_loss": 0.9455016255378723,
"acc": 67.62,
"time": 63.78674511600002,
"param": [
{
"p": 0.09019245207309723,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.1420421153306961,
"m": 0.5
},
{
"p": 0.06208733469247818,
"m": 0.5
},
{
"p": 0.011068188585340977,
"m": 0.5
},
{
"p": 0.04684718698263168,
"m": 0.5
},
{
"p": 0.06933639198541641,
"m": 0.5
},
{
"p": 0.09160833805799484,
"m": 0.5
},
{
"p": 0.1123693585395813,
"m": 0.5
},
{
"p": 0.06102919578552246,
"m": 0.5
},
{
"p": 0.10681911557912827,
"m": 0.5
},
{
"p": 0.07049392908811569,
"m": 0.5
},
{
"p": 0.11810997873544693,
"m": 0.5
},
{
"p": 0.017996419221162796,
"m": 0.5
}
]
},
{
"epoch": 50,
"train_loss": 1.0034630298614502,
"val_loss": 0.9588701128959656,
"acc": 67.69,
"time": 62.02140759800022,
"param": [
{
"p": 0.09011824429035187,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.13492140173912048,
"m": 0.5
},
{
"p": 0.06787019222974777,
"m": 0.5
},
{
"p": 0.005111051723361015,
"m": 0.5
},
{
"p": 0.040630146861076355,
"m": 0.5
},
{
"p": 0.0857435017824173,
"m": 0.5
},
{
"p": 0.0927429348230362,
"m": 0.5
},
{
"p": 0.11620919406414032,
"m": 0.5
},
{
"p": 0.06376796960830688,
"m": 0.5
},
{
"p": 0.10945814847946167,
"m": 0.5
},
{
"p": 0.08018401265144348,
"m": 0.5
},
{
"p": 0.11319789290428162,
"m": 0.5
},
{
"p": 4.539794463198632e-05,
"m": 0.5
}
]
},
{
"epoch": 51,
"train_loss": 0.9360327124595642,
"val_loss": 1.0396077632904053,
"acc": 67.93,
"time": 61.950694139999996,
"param": [
{
"p": 0.07484955340623856,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.14677439630031586,
"m": 0.5
},
{
"p": 0.0625515878200531,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.029793595895171165,
"m": 0.5
},
{
"p": 0.10240016132593155,
"m": 0.5
},
{
"p": 0.11025762557983398,
"m": 0.5
},
{
"p": 0.09804525226354599,
"m": 0.5
},
{
"p": 0.05951208993792534,
"m": 0.5
},
{
"p": 0.10870533436536789,
"m": 0.5
},
{
"p": 0.08650216460227966,
"m": 0.5
},
{
"p": 0.12060827761888504,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
}
]
},
{
"epoch": 52,
"train_loss": 0.9274817705154419,
"val_loss": 1.033026099205017,
"acc": 67.97,
"time": 64.28825140499976,
"param": [
{
"p": 0.0780886858701706,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.14491873979568481,
"m": 0.5
},
{
"p": 0.07531163841485977,
"m": 0.5
},
{
"p": 0.0021840399131178856,
"m": 0.5
},
{
"p": 0.03419293463230133,
"m": 0.5
},
{
"p": 0.09640748798847198,
"m": 0.5
},
{
"p": 0.11718663573265076,
"m": 0.5
},
{
"p": 0.07812798023223877,
"m": 0.5
},
{
"p": 0.04990734905004501,
"m": 0.5
},
{
"p": 0.1048259437084198,
"m": 0.5
},
{
"p": 0.08886439353227615,
"m": 0.5
},
{
"p": 0.1255653351545334,
"m": 0.5
},
{
"p": 0.0044189440086483955,
"m": 0.5
}
]
},
{
"epoch": 53,
"train_loss": 1.122321605682373,
"val_loss": 0.9173988103866577,
"acc": 68.19,
"time": 63.831598274000044,
"param": [
{
"p": 0.08692668378353119,
"m": 0.5
},
{
"p": 0.006870390847325325,
"m": 0.5
},
{
"p": 0.13337789475917816,
"m": 0.5
},
{
"p": 0.08531811833381653,
"m": 0.5
},
{
"p": 0.004493487998843193,
"m": 0.5
},
{
"p": 0.051160767674446106,
"m": 0.5
},
{
"p": 0.08895246684551239,
"m": 0.5
},
{
"p": 0.12104432284832001,
"m": 0.5
},
{
"p": 0.0728001594543457,
"m": 0.5
},
{
"p": 0.042755644768476486,
"m": 0.5
},
{
"p": 0.10037949681282043,
"m": 0.5
},
{
"p": 0.09287886321544647,
"m": 0.5
},
{
"p": 0.10864021629095078,
"m": 0.5
},
{
"p": 0.004401456564664841,
"m": 0.5
}
]
},
{
"epoch": 54,
"train_loss": 0.9539687037467957,
"val_loss": 0.9417495727539062,
"acc": 67.98,
"time": 63.74460119000014,
"param": [
{
"p": 0.09408959001302719,
"m": 0.5
},
{
"p": 0.0035514666233211756,
"m": 0.5
},
{
"p": 0.13245832920074463,
"m": 0.5
},
{
"p": 0.07800058275461197,
"m": 0.5
},
{
"p": 0.01001315750181675,
"m": 0.5
},
{
"p": 0.05144212767481804,
"m": 0.5
},
{
"p": 0.09371732175350189,
"m": 0.5
},
{
"p": 0.11350608617067337,
"m": 0.5
},
{
"p": 0.07592864334583282,
"m": 0.5
},
{
"p": 0.04094701632857323,
"m": 0.5
},
{
"p": 0.10538195073604584,
"m": 0.5
},
{
"p": 0.09712810069322586,
"m": 0.5
},
{
"p": 0.09989488124847412,
"m": 0.5
},
{
"p": 0.003940735012292862,
"m": 0.5
}
]
},
{
"epoch": 55,
"train_loss": 0.9108140468597412,
"val_loss": 0.9791662693023682,
"acc": 68.75,
"time": 62.595132210999964,
"param": [
{
"p": 0.09684332460165024,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.12734846770763397,
"m": 0.5
},
{
"p": 0.07762390375137329,
"m": 0.5
},
{
"p": 0.007432150188833475,
"m": 0.5
},
{
"p": 0.030710682272911072,
"m": 0.5
},
{
"p": 0.10551442205905914,
"m": 0.5
},
{
"p": 0.1137857660651207,
"m": 0.5
},
{
"p": 0.09262637048959732,
"m": 0.5
},
{
"p": 0.04968952760100365,
"m": 0.5
},
{
"p": 0.1170404851436615,
"m": 0.5
},
{
"p": 0.0952729880809784,
"m": 0.5
},
{
"p": 0.08611199259757996,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
}
]
},
{
"epoch": 56,
"train_loss": 0.8694987297058105,
"val_loss": 0.9429261088371277,
"acc": 67.52,
"time": 63.54075780400035,
"param": [
{
"p": 0.09836486726999283,
"m": 0.5
},
{
"p": 0.004365690052509308,
"m": 0.5
},
{
"p": 0.1320657879114151,
"m": 0.5
},
{
"p": 0.07241205871105194,
"m": 0.5
},
{
"p": 0.016301773488521576,
"m": 0.5
},
{
"p": 0.0074204448610544205,
"m": 0.5
},
{
"p": 0.0997433289885521,
"m": 0.5
},
{
"p": 0.09959474951028824,
"m": 0.5
},
{
"p": 0.1160123199224472,
"m": 0.5
},
{
"p": 0.05080317333340645,
"m": 0.5
},
{
"p": 0.12174485623836517,
"m": 0.5
},
{
"p": 0.0943799838423729,
"m": 0.5
},
{
"p": 0.07237357646226883,
"m": 0.5
},
{
"p": 0.014417416416108608,
"m": 0.5
}
]
},
{
"epoch": 57,
"train_loss": 1.0137289762496948,
"val_loss": 0.839180052280426,
"acc": 67.81,
"time": 62.03466703899994,
"param": [
{
"p": 0.09521807730197906,
"m": 0.5
},
{
"p": 0.004320418927818537,
"m": 0.5
},
{
"p": 0.1327967792749405,
"m": 0.5
},
{
"p": 0.07529526948928833,
"m": 0.5
},
{
"p": 0.017147943377494812,
"m": 0.5
},
{
"p": 0.009797501377761364,
"m": 0.5
},
{
"p": 0.09243898838758469,
"m": 0.5
},
{
"p": 0.07814531028270721,
"m": 0.5
},
{
"p": 0.13790911436080933,
"m": 0.5
},
{
"p": 0.04620058834552765,
"m": 0.5
},
{
"p": 0.12211091071367264,
"m": 0.5
},
{
"p": 0.09118933230638504,
"m": 0.5
},
{
"p": 0.0597122497856617,
"m": 0.5
},
{
"p": 0.037717629224061966,
"m": 0.5
}
]
},
{
"epoch": 58,
"train_loss": 0.9597122669219971,
"val_loss": 0.9715211987495422,
"acc": 68.09,
"time": 61.94468397499986,
"param": [
{
"p": 0.11363877356052399,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.12305713444948196,
"m": 0.5
},
{
"p": 0.07928315550088882,
"m": 0.5
},
{
"p": 0.021177947521209717,
"m": 0.5
},
{
"p": 0.03952416405081749,
"m": 0.5
},
{
"p": 0.07774057984352112,
"m": 0.5
},
{
"p": 0.062225233763456345,
"m": 0.5
},
{
"p": 0.15025006234645844,
"m": 0.5
},
{
"p": 0.03752106428146362,
"m": 0.5
},
{
"p": 0.11427311599254608,
"m": 0.5
},
{
"p": 0.08119502663612366,
"m": 0.5
},
{
"p": 0.056988928467035294,
"m": 0.5
},
{
"p": 0.04312482476234436,
"m": 0.5
}
]
},
{
"epoch": 59,
"train_loss": 0.8188097476959229,
"val_loss": 1.0565959215164185,
"acc": 67.53,
"time": 61.63269758100023,
"param": [
{
"p": 0.13045524060726166,
"m": 0.5
},
{
"p": 0.0011420694645494223,
"m": 0.5
},
{
"p": 0.10885673761367798,
"m": 0.5
},
{
"p": 0.07672852277755737,
"m": 0.5
},
{
"p": 0.016614485532045364,
"m": 0.5
},
{
"p": 0.06360577046871185,
"m": 0.5
},
{
"p": 0.07296054810285568,
"m": 0.5
},
{
"p": 0.05715060606598854,
"m": 0.5
},
{
"p": 0.15616734325885773,
"m": 0.5
},
{
"p": 0.026155613362789154,
"m": 0.5
},
{
"p": 0.1083962693810463,
"m": 0.5
},
{
"p": 0.07669056951999664,
"m": 0.5
},
{
"p": 0.06871578097343445,
"m": 0.5
},
{
"p": 0.036360323429107666,
"m": 0.5
}
]
},
{
"epoch": 60,
"train_loss": 1.0295987129211426,
"val_loss": 0.9043710231781006,
"acc": 67.56,
"time": 62.65543325699991,
"param": [
{
"p": 0.14814519882202148,
"m": 0.5
},
{
"p": 0.002360631711781025,
"m": 0.5
},
{
"p": 0.0935501903295517,
"m": 0.5
},
{
"p": 0.07125850766897202,
"m": 0.5
},
{
"p": 0.03142052888870239,
"m": 0.5
},
{
"p": 0.0756915956735611,
"m": 0.5
},
{
"p": 0.07153059542179108,
"m": 0.5
},
{
"p": 0.05486074090003967,
"m": 0.5
},
{
"p": 0.1388595700263977,
"m": 0.5
},
{
"p": 0.022123362869024277,
"m": 0.5
},
{
"p": 0.11064455658197403,
"m": 0.5
},
{
"p": 0.07629910856485367,
"m": 0.5
},
{
"p": 0.08196842670440674,
"m": 0.5
},
{
"p": 0.021286997944116592,
"m": 0.5
}
]
},
{
"epoch": 61,
"train_loss": 0.9539939761161804,
"val_loss": 0.9984616041183472,
"acc": 68.05,
"time": 63.661252663999676,
"param": [
{
"p": 0.15898482501506805,
"m": 0.5
},
{
"p": 0.002107450971379876,
"m": 0.5
},
{
"p": 0.11061536520719528,
"m": 0.5
},
{
"p": 0.06557086855173111,
"m": 0.5
},
{
"p": 0.04805706441402435,
"m": 0.5
},
{
"p": 0.08012330532073975,
"m": 0.5
},
{
"p": 0.06842289119958878,
"m": 0.5
},
{
"p": 0.05415286868810654,
"m": 0.5
},
{
"p": 0.12506838142871857,
"m": 0.5
},
{
"p": 0.019706930965185165,
"m": 0.5
},
{
"p": 0.11141633242368698,
"m": 0.5
},
{
"p": 0.0685146152973175,
"m": 0.5
},
{
"p": 0.08725913614034653,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
}
]
},
{
"epoch": 62,
"train_loss": 0.8598780035972595,
"val_loss": 1.0395195484161377,
"acc": 67.57,
"time": 59.42592936899973,
"param": [
{
"p": 0.1709192544221878,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.12052078545093536,
"m": 0.5
},
{
"p": 0.056886132806539536,
"m": 0.5
},
{
"p": 0.05384459346532822,
"m": 0.5
},
{
"p": 0.08642604202032089,
"m": 0.5
},
{
"p": 0.06263435631990433,
"m": 0.5
},
{
"p": 0.05202483385801315,
"m": 0.5
},
{
"p": 0.10511338710784912,
"m": 0.5
},
{
"p": 0.02448778972029686,
"m": 0.5
},
{
"p": 0.1179998517036438,
"m": 0.5
},
{
"p": 0.056525617837905884,
"m": 0.5
},
{
"p": 0.09261734783649445,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
}
]
},
{
"epoch": 63,
"train_loss": 0.8098748326301575,
"val_loss": 0.898065984249115,
"acc": 69.0,
"time": 57.33781786500049,
"param": [
{
"p": 0.22148257493972778,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.1272822916507721,
"m": 0.5
},
{
"p": 0.025993945077061653,
"m": 0.5
},
{
"p": 0.04815925285220146,
"m": 0.5
},
{
"p": 0.08755094558000565,
"m": 0.5
},
{
"p": 0.06651200354099274,
"m": 0.5
},
{
"p": 0.044778838753700256,
"m": 0.5
},
{
"p": 0.08624127507209778,
"m": 0.5
},
{
"p": 0.02298869378864765,
"m": 0.5
},
{
"p": 0.12042982876300812,
"m": 0.5
},
{
"p": 0.03677599877119064,
"m": 0.5
},
{
"p": 0.11180435866117477,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
}
]
},
{
"epoch": 64,
"train_loss": 0.897450864315033,
"val_loss": 0.9662976264953613,
"acc": 68.29,
"time": 62.49577631000011,
"param": [
{
"p": 0.23634381592273712,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.11926354467868805,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.048283908516168594,
"m": 0.5
},
{
"p": 0.10119228810071945,
"m": 0.5
},
{
"p": 0.06900923699140549,
"m": 0.5
},
{
"p": 0.04451562836766243,
"m": 0.5
},
{
"p": 0.07308615744113922,
"m": 0.5
},
{
"p": 0.030184272676706314,
"m": 0.5
},
{
"p": 0.12160085886716843,
"m": 0.5
},
{
"p": 0.024133188650012016,
"m": 0.5
},
{
"p": 0.12564222514629364,
"m": 0.5
},
{
"p": 0.006744829472154379,
"m": 0.5
}
]
},
{
"epoch": 65,
"train_loss": 1.0944455862045288,
"val_loss": 0.9082193970680237,
"acc": 67.75,
"time": 58.53902742599985,
"param": [
{
"p": 0.2525124251842499,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.10250011831521988,
"m": 0.5
},
{
"p": 0.0,
"m": 0.5
},
{
"p": 0.02741474285721779,
"m": 0.5
},
{
"p": 0.11168692260980606,
"m": 0.5
},
{
"p": 0.06530077755451202,
"m": 0.5
},
{
"p": 0.05647984892129898,
"m": 0.5
},
{
"p": 0.06943818181753159,
"m": 0.5
},
{
"p": 0.02880401723086834,
"m": 0.5
},
{
"p": 0.12751248478889465,
"m": 0.5
},
{
"p": 0.0011835151817649603,
"m": 0.5
},
{
"p": 0.14194810390472412,
"m": 0.5
},
{
"p": 0.015218912623822689,
"m": 0.5
}
]
},
{
"epoch": 66,
"train_loss": 0.843381941318512,
"val_loss": 0.9254022240638733,
"acc": 69.06,
"time": 61.44717825600037,
"param": [
{
"p": 0.2448752522468567,
"m": 0.5
},
{
"p": 0.0026213335804641247,
"m": 0.5
},
{
"p": 0.09384986758232117,
"m": 0.5
},
{
"p": 0.002090846886858344,
"m": 0.5
},
{
"p": 0.02933449111878872,
"m": 0.5
},
{
"p": 0.11079008132219315,
"m": 0.5
},
{
"p": 0.06624002009630203,
"m": 0.5
},
{
"p": 0.06398782879114151,
"m": 0.5
},
{
"p": 0.06699234992265701,
"m": 0.5
},
{
"p": 0.02496662177145481,
"m": 0.5
},
{
"p": 0.12913191318511963,
"m": 0.5
},
{
"p": 0.0016918601468205452,
"m": 0.5
},
{
"p": 0.1427146941423416,
"m": 0.5
},
{
"p": 0.020712824538350105,
"m": 0.5
}
]
},
{
"epoch": 67,
"train_loss": 1.0110208988189697,
"val_loss": 1.000571370124817,
"acc": 68.22,
"time": 60.48824396999953,
"param": [
{
"p": 0.23470278084278107,
"m": 0.5
},
{
"p": 0.003954657819122076,
"m": 0.5
},
{
"p": 0.08168060332536697,
"m": 0.5
},
{
"p": 0.016175903379917145,
"m": 0.5
},
{
"p": 0.04121039807796478,
"m": 0.5
},
{
"p": 0.09345787018537521,
"m": 0.5
},
{
"p": 0.07530561089515686,
"m": 0.5
},
{
"p": 0.0656019076704979,
"m": 0.5
},
{
"p": 0.06939782202243805,
"m": 0.5
},
{
"p": 0.02841545268893242,
"m": 0.5
},
{
"p": 0.1260320395231247,
"m": 0.5
},
{
"p": 0.007753524463623762,
"m": 0.5
},
{
"p": 0.1414051651954651,
"m": 0.5
},
{
"p": 0.014906181022524834,
"m": 0.5
}
]
},
{
"epoch": 68,
"train_loss": 0.8981435298919678,
"val_loss": 0.954207181930542,
"acc": 68.9,
"time": 63.96333107099963,
"param": [
{
"p": 0.21877966821193695,
"m": 0.5
},
{
"p": 0.008302468806505203,
"m": 0.5
},
{
"p": 0.0607183501124382,
"m": 0.5
},
{
"p": 0.03856496140360832,
"m": 0.5
},
{
"p": 0.0499737411737442,
"m": 0.5
},
{
"p": 0.08272134512662888,
"m": 0.5
},
{
"p": 0.07153109461069107,
"m": 0.5
},
{
"p": 0.06948388367891312,
"m": 0.5
},
{
"p": 0.07688449323177338,
"m": 0.5
},
{
"p": 0.03530578315258026,
"m": 0.5
},
{
"p": 0.1240285113453865,
"m": 0.5
},
{
"p": 0.013927418738603592,
"m": 0.5
},
{
"p": 0.13247908651828766,
"m": 0.5
},
{
"p": 0.017299139872193336,
"m": 0.5
}
]
},
{
"epoch": 69,
"train_loss": 0.9063748121261597,
"val_loss": 0.9775806665420532,
"acc": 69.39,
"time": 58.046509408999555,
"param": [
{
"p": 0.16943301260471344,
"m": 0.5
},
{
"p": 0.022143451496958733,
"m": 0.5
},
{
"p": 0.05409068614244461,
"m": 0.5
},
{
"p": 0.040439408272504807,
"m": 0.5
},
{
"p": 0.061277423053979874,
"m": 0.5
},
{
"p": 0.07152905315160751,
"m": 0.5
},
{
"p": 0.06244250759482384,
"m": 0.5
},
{
"p": 0.07055529206991196,
"m": 0.5
},
{
"p": 0.08387333154678345,
"m": 0.5
},
{
"p": 0.058814648538827896,
"m": 0.5
},
{
"p": 0.10972054302692413,
"m": 0.5
},
{
"p": 0.03515789657831192,
"m": 0.5
},
{
"p": 0.11928070336580276,
"m": 0.5
},
{
"p": 0.04124216362833977,
"m": 0.5
}
]
},
{
"epoch": 70,
"train_loss": 0.7843198180198669,
"val_loss": 0.9445157051086426,
"acc": 67.94,
"time": 62.58099095200032,
"param": [
{
"p": 0.1508157104253769,
"m": 0.5
},
{
"p": 0.020636552944779396,
"m": 0.5
},
{
"p": 0.04922337085008621,
"m": 0.5
},
{
"p": 0.0442623607814312,
"m": 0.5
},
{
"p": 0.05176699161529541,
"m": 0.5
},
{
"p": 0.08076231926679611,
"m": 0.5
},
{
"p": 0.05309165269136429,
"m": 0.5
},
{
"p": 0.07884114235639572,
"m": 0.5
},
{
"p": 0.09455331414937973,
"m": 0.5
},
{
"p": 0.05969362333416939,
"m": 0.5
},
{
"p": 0.1043916866183281,
"m": 0.5
},
{
"p": 0.05310315266251564,
"m": 0.5
},
{
"p": 0.11832387000322342,
"m": 0.5
},
{
"p": 0.040534280240535736,
"m": 0.5
}
]
},
{
"epoch": 71,
"train_loss": 0.8936269283294678,
"val_loss": 0.9503228664398193,
"acc": 68.69,
"time": 61.98046642099962,
"param": [
{
"p": 0.14000053703784943,
"m": 0.5
},
{
"p": 0.02323371171951294,
"m": 0.5
},
{
"p": 0.03898157551884651,
"m": 0.5
},
{
"p": 0.049324121326208115,
"m": 0.5
},
{
"p": 0.04680522903800011,
"m": 0.5
},
{
"p": 0.0783904567360878,
"m": 0.5
},
{
"p": 0.049553729593753815,
"m": 0.5
},
{
"p": 0.09619878977537155,
"m": 0.5
},
{
"p": 0.10761932283639908,
"m": 0.5
},
{
"p": 0.029891280457377434,
"m": 0.5
},
{
"p": 0.10749216377735138,
"m": 0.5
},
{
"p": 0.06684836000204086,
"m": 0.5
},
{
"p": 0.13028988242149353,
"m": 0.5
},
{
"p": 0.03537075221538544,
"m": 0.5
}
]
},
{
"epoch": 72,
"train_loss": 0.793910801410675,
"val_loss": 0.9653881788253784,
"acc": 66.83,
"time": 61.62148812000032,
"param": [
{
"p": 0.13611775636672974,
"m": 0.5
},
{
"p": 0.025852665305137634,
"m": 0.5
},
{
"p": 0.02528243139386177,
"m": 0.5
},
{
"p": 0.04059756547212601,
"m": 0.5
},
{
"p": 0.04095238447189331,
"m": 0.5
},
{
"p": 0.06371361762285233,
"m": 0.5
},
{
"p": 0.06229489669203758,
"m": 0.5
},
{
"p": 0.10915163904428482,
"m": 0.5
},
{
"p": 0.11544100195169449,
"m": 0.5
},
{
"p": 0.015318784862756729,
"m": 0.5
},
{
"p": 0.11996492743492126,
"m": 0.5
},
{
"p": 0.06980573385953903,
"m": 0.5
},
{
"p": 0.12920157611370087,
"m": 0.5
},
{
"p": 0.046305038034915924,
"m": 0.5
}
]
},
{
"epoch": 73,
"train_loss": 0.7470291256904602,
"val_loss": 0.9567829370498657,
"acc": 68.96,
"time": 61.27002997999989,
"param": [
{
"p": 0.1392735093832016,
"m": 0.5
},
{
"p": 0.023342888802289963,
"m": 0.5
},
{
"p": 0.025535639375448227,
"m": 0.5
},
{
"p": 0.02567472867667675,
"m": 0.5
},
{
"p": 0.03310902416706085,
"m": 0.5
},
{
"p": 0.0629732757806778,
"m": 0.5
},
{
"p": 0.06645640730857849,
"m": 0.5
},
{
"p": 0.11624932289123535,
"m": 0.5
},
{
"p": 0.1132567971944809,
"m": 0.5
},
{
"p": 0.02056877128779888,
"m": 0.5
},
{
"p": 0.11849204450845718,
"m": 0.5
},
{
"p": 0.0700497254729271,
"m": 0.5
},
{
"p": 0.13925549387931824,
"m": 0.5
},
{
"p": 0.04576236009597778,
"m": 0.5
}
]
}
]
}
Reference in a new issue View git blame Copy permalink